diff --git a/scripts/esercitazione_12_2025/README.md b/scripts/esercitazione_12_2025/README.md
index fffd008..21c5468 100644
--- a/scripts/esercitazione_12_2025/README.md
+++ b/scripts/esercitazione_12_2025/README.md
@@ -6,5 +6,8 @@
 - [analisi_esercitazione_12_2025_embedding](analisi_esercitazione_12_2025_embedding) the notebook builds a classifier on the semantic representation of the text generated by the LLM
 - [analisi_esercitazione_12_2025_classificatore](analisi_esercitazione_12_2025_classificatore) the notebook builds a classifier based on some features related to user-LLM alt text similarities, text readibility, etc. 
 - [analisi_esercitazione_ricostruzione_associazioni](analisi_esercitazione_ricostruzione_associazioni) the notebook rebuilds the exercise dataset based on the DB dumbs from UI and backend microservices
-- [analisi_esercitazione_12_2025_models_comparisons](analisi_esercitazione_12_2025_models_comparisons) starting from the rebuild exercise dataset, the notebook performs some test switching LLM model and/or prompt
-
+- [analisi_esercitazione_12_2025_models_comparisons](analisi_esercitazione_12_2025_models_comparisons) starting from the rebuild exercise dataset, the notebook performs some test switching LLM model and/or prompt (also english translation)
+- [analisi_esercitazione_12_2025_build_full_dataset](analisi_esercitazione_12_2025_build_full_dataset) rerun all the features building using pandas apply
+- [analisi_esercitazione_12_2025_clip](analisi_esercitazione_12_2025_clip) run CLIP score calculation between image and alt-text
+- [analisi_esercitazione_12_2025_inter_user_agreement](analisi_esercitazione_12_2025_inter_user_agreement) calculate inter-user agreements and inter LLM runs agreements 
+- [analisi_esercitazione_12_2025_distributions_comparison](analisi_esercitazione_12_2025_distributions_comparison) perform some indicator calculations to compare two candidates distrubutions with a reference one
\ No newline at end of file
diff --git a/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_build_full_dataset.ipynb b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_build_full_dataset.ipynb
new file mode 100644
index 0000000..533369b
--- /dev/null
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_build_full_dataset.ipynb
@@ -0,0 +1,7982 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c35056d9",
+   "metadata": {},
+   "source": [
+    "# parto dal dataset dei solo utenti e ricostruisco il dataset con tutte le features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "a9927753",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7bc18194",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>html_context</th>\n",
+       "      <th>immediate_context</th>\n",
+       "      <th>nearby_context</th>\n",
+       "      <th>page_title</th>\n",
+       "      <th>page_description</th>\n",
+       "      <th>page_keywords</th>\n",
+       "      <th>llm_evaluation_result</th>\n",
+       "      <th>llm_judgment</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Simond Men's MT500 Merin...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text '*ultra-black-8542384*' is inadeq...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Boxer da uomo Simond MT500 in lana Merino, col...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Save 33% &lt;span&gt;: Vendor: &lt;h3&gt;: Forclaz...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;span&gt; [154px]: Save 33%</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text describes the product accurately ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Sandali da escursionismo Forclaz MT500 leggeri...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Quechua Men's MH100 Wate...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is not appropriate as it does not...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Scarponcini da trekking impermeabili da uomo M...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Forclaz Men's Travel 100...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text, '*carbon-gray-8572546*'...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Pantaloni cargo Travel 100 da uomo in grigio c...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Quechua Men's MH120 Flee...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;span&gt; [184px]: $59.99 &lt;span&gt; [185px]: Was\\n  ...</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text 'laurel-green-8749613' d...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Giacca in pile verde da escursionismo da uomo ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Icon</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Nike Icon</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text is appropriate as it clearly iden...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Kobe</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Kobe</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text is appropriate as it identifies t...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Stride</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [110px]: Nike Stride &lt;span&gt; [163px]: +1</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text describes the product effectively...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Giacca da running Nike Stride Repel UV da uomo...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Tech</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Nike Tech</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text provides adequate information abo...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Pantaloni jogger Nike Tech in fleece da uomo, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Windrunner</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Nike Windrunner</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Giacca Nike Windrunner da uomo, nera, con logo...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 19 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  \\\n",
+       "0                 1                    3    gpt-4o   \n",
+       "1                 4                    4    gpt-4o   \n",
+       "2                 1                    3    gpt-4o   \n",
+       "3                 1                    3    gpt-4o   \n",
+       "4                 1                    3    gpt-4o   \n",
+       "..              ...                  ...       ...   \n",
+       "489               4                    4    gpt-4o   \n",
+       "490               4                    3    gpt-4o   \n",
+       "491               4                    2    gpt-4o   \n",
+       "492               4                    5    gpt-4o   \n",
+       "493               4                    4    gpt-4o   \n",
+       "\n",
+       "                                          html_context  \\\n",
+       "0    <span>: Vendor: <h3>: Simond Men's MT500 Merin...   \n",
+       "1    <span>: Save 33% <span>: Vendor: <h3>: Forclaz...   \n",
+       "2    <span>: Vendor: <h3>: Quechua Men's MH100 Wate...   \n",
+       "3    <span>: Vendor: <h3>: Forclaz Men's Travel 100...   \n",
+       "4    <span>: Vendor: <h3>: Quechua Men's MH120 Flee...   \n",
+       "..                                                 ...   \n",
+       "489                                     <a>: Nike Icon   \n",
+       "490                                          <a>: Kobe   \n",
+       "491                                   <a>: Nike Stride   \n",
+       "492                                     <a>: Nike Tech   \n",
+       "493                               <a>: Nike Windrunner   \n",
+       "\n",
+       "              immediate_context  \\\n",
+       "0    No immediate context found   \n",
+       "1    No immediate context found   \n",
+       "2    No immediate context found   \n",
+       "3    No immediate context found   \n",
+       "4    No immediate context found   \n",
+       "..                          ...   \n",
+       "489  No immediate context found   \n",
+       "490  No immediate context found   \n",
+       "491  No immediate context found   \n",
+       "492  No immediate context found   \n",
+       "493  No immediate context found   \n",
+       "\n",
+       "                                        nearby_context  \\\n",
+       "0                                 No nearby text found   \n",
+       "1                             <span> [154px]: Save 33%   \n",
+       "2                                 No nearby text found   \n",
+       "3                                 No nearby text found   \n",
+       "4    <span> [184px]: $59.99 <span> [185px]: Was\\n  ...   \n",
+       "..                                                 ...   \n",
+       "489                              <a> [93px]: Nike Icon   \n",
+       "490                                   <a> [93px]: Kobe   \n",
+       "491        <a> [110px]: Nike Stride <span> [163px]: +1   \n",
+       "492                              <a> [93px]: Nike Tech   \n",
+       "493                        <a> [93px]: Nike Windrunner   \n",
+       "\n",
+       "                                  page_title  \\\n",
+       "0          Men's Outdoor Apparel – Decathlon   \n",
+       "1          Men's Outdoor Apparel – Decathlon   \n",
+       "2          Men's Outdoor Apparel – Decathlon   \n",
+       "3          Men's Outdoor Apparel – Decathlon   \n",
+       "4          Men's Outdoor Apparel – Decathlon   \n",
+       "..                                       ...   \n",
+       "489  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "490  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "491  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "492  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "493  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "\n",
+       "                                      page_description  \\\n",
+       "0    Shop our selection of outdoor clothes and gear...   \n",
+       "1    Shop our selection of outdoor clothes and gear...   \n",
+       "2    Shop our selection of outdoor clothes and gear...   \n",
+       "3    Shop our selection of outdoor clothes and gear...   \n",
+       "4    Shop our selection of outdoor clothes and gear...   \n",
+       "..                                                 ...   \n",
+       "489  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "490  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "491  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "492  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "493  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "\n",
+       "                      page_keywords  \\\n",
+       "0                               NaN   \n",
+       "1                               NaN   \n",
+       "2                               NaN   \n",
+       "3                               NaN   \n",
+       "4                               NaN   \n",
+       "..                              ...   \n",
+       "489  Acquista Abbigliamento da Uomo   \n",
+       "490  Acquista Abbigliamento da Uomo   \n",
+       "491  Acquista Abbigliamento da Uomo   \n",
+       "492  Acquista Abbigliamento da Uomo   \n",
+       "493  Acquista Abbigliamento da Uomo   \n",
+       "\n",
+       "                                 llm_evaluation_result llm_judgment  \\\n",
+       "0    The alt-text '*ultra-black-8542384*' is inadeq...      failure   \n",
+       "1    The alt-text describes the product accurately ...      success   \n",
+       "2    The alt-text is not appropriate as it does not...      failure   \n",
+       "3    The original alt-text, '*carbon-gray-8572546*'...      failure   \n",
+       "4    The original alt-text 'laurel-green-8749613' d...      failure   \n",
+       "..                                                 ...          ...   \n",
+       "489  The alt-text is appropriate as it clearly iden...      success   \n",
+       "490  The alt-text is appropriate as it identifies t...      success   \n",
+       "491  The alt-text describes the product effectively...      success   \n",
+       "492  The alt-text provides adequate information abo...      success   \n",
+       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...      success   \n",
+       "\n",
+       "                                      llm_alt_text_ita  \n",
+       "0    Boxer da uomo Simond MT500 in lana Merino, col...  \n",
+       "1    Sandali da escursionismo Forclaz MT500 leggeri...  \n",
+       "2    Scarponcini da trekking impermeabili da uomo M...  \n",
+       "3    Pantaloni cargo Travel 100 da uomo in grigio c...  \n",
+       "4    Giacca in pile verde da escursionismo da uomo ...  \n",
+       "..                                                 ...  \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...  \n",
+       "490                Kobe Pantaloni da basket Therma-FIT  \n",
+       "491  Giacca da running Nike Stride Repel UV da uomo...  \n",
+       "492  Pantaloni jogger Nike Tech in fleece da uomo, ...  \n",
+       "493  Giacca Nike Windrunner da uomo, nera, con logo...  \n",
+       "\n",
+       "[494 rows x 19 columns]"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#df = pd.read_csv(\"dataset_esercitazione.csv\",sep=\";\")\n",
+    "df= pd.read_csv(\"dataset_esercitazione_gtp-4o_ita.csv\",sep=\";\")# uso la colonna con llm_alt_text_ita generata da gpt-4o\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d7e18bc",
+   "metadata": {},
+   "source": [
+    "## aggiungo indice leggibilità\n",
+    "### è in funzione della lingua quindi devo prima recuperare lingua"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "51fc089c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langdetect import detect, DetectorFactory\n",
+    "\n",
+    "# Set seed for consistent results\n",
+    "DetectorFactory.seed = 0\n",
+    "import re"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "35287f2f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def is_english_langdetect(text):\n",
+    "    \n",
+    "    try:\n",
+    "        # Handle empty or non-string values\n",
+    "        if pd.isna(text) or not isinstance(text, str) or text.strip() == '':\n",
+    "            return False\n",
+    "        \n",
+    "        \n",
+    "        if text.isupper():   #Convert text to title case only if it's all uppercase Otherwise, keep it as is. HOME->Home, Home->Home, home-> home\n",
+    "            text=text.capitalize()\n",
+    "\n",
+    "        # Remove special characters, numbers, and extra symbols for better detection\n",
+    "        # Keep only letters and spaces\n",
+    "        cleaned_text = re.sub(r'[^a-zA-Z\\s]', ' ', text)\n",
+    "        cleaned_text = ' '.join(cleaned_text.split())  # Remove extra whitespace\n",
+    "        \n",
+    "        # If too short after cleaning, try original text\n",
+    "        if len(cleaned_text) < 3:\n",
+    "            cleaned_text = text\n",
+    "        \n",
+    "        # Detect language\n",
+    "        detected_lang = detect(cleaned_text)\n",
+    "        return detected_lang == 'en'\n",
+    "    except Exception as e:\n",
+    "        print(\"exception\",e)\n",
+    "        # If detection fails, return False\n",
+    "        return False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "afe0b9d9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def check_language_switch(user_alt_text_english,llm_alt_text_english):\n",
+    "    if user_alt_text_english==llm_alt_text_english:\n",
+    "        return 0\n",
+    "    else:\n",
+    "        return 1 "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "edfc52c6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['original_alt_text_english'] = df['original_alt_text'].apply(is_english_langdetect)\n",
+    "df['user_alt_text_english'] = df['user_alt_text'].apply(is_english_langdetect)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "d23e53a7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#df['llm_alt_text_english'] = df['llm_alt_text'].apply(is_english_langdetect)\n",
+    "df['llm_alt_text_english'] = df['llm_alt_text_ita'].apply(is_english_langdetect)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "94c7fc52",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['is_language_switched'] = df.apply(\n",
+    "    lambda row:check_language_switch(\n",
+    "        row['user_alt_text_english'], \n",
+    "        row['llm_alt_text_english']\n",
+    "    ), \n",
+    "    axis=1\n",
+    "  )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "0cbd5df3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Define which sites are English (this info is known a priori)\n",
+    "english_sites = {\n",
+    "    'https://giove.isti.cnr.it/users/leonardi/etsy.html': False,\n",
+    "    'https://giove.isti.cnr.it/users/leonardi/decathlon.html': True,# solo decathlon è nativo inglese\n",
+    "    'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': False,\n",
+    "    'https://giove.isti.cnr.it/users/leonardi/nike.html': False,\n",
+    "    'https://giove.isti.cnr.it/users/manca/eBay.html':False\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "0604b77b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['english_site'] = df['page_url'].map(english_sites)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "4a730244",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>page_description</th>\n",
+       "      <th>page_keywords</th>\n",
+       "      <th>llm_evaluation_result</th>\n",
+       "      <th>llm_judgment</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>original_alt_text_english</th>\n",
+       "      <th>user_alt_text_english</th>\n",
+       "      <th>llm_alt_text_english</th>\n",
+       "      <th>is_language_switched</th>\n",
+       "      <th>english_site</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"e.covitti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Club Pantaloni in fleece spazzolato con b...</td>\n",
+       "      <td>Nike Club \\nPantaloni in fleece spazzolato con...</td>\n",
+       "      <td>Nike Club fleece brushed pants with edges – Men's</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text appropriately describes the produ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Pantaloni Nike Club fleece brushed con bordi –...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"l.novelli2@studenti.unipi.it\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Nintendo Switch Mario Red &amp; Blue Limited Editi...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text provides excessive detail about t...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Nintendo Switch Mario Red &amp; Blue Limited Editi...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"l.novelli2@studenti.unipi.it\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato termico...</td>\n",
+       "      <td>Nike Sportswear Club Therma-FIT sleeveless jac...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text appropriately describes the produ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Giacca senza maniche Nike Sportswear Club Ther...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/amazon_m...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/amazon_m...</td>\n",
+       "      <td>Calvin Klein Jeans Badge Waffle LS Tee J30j323...</td>\n",
+       "      <td>Maglione da uomo nero della marca Calvin Klein...</td>\n",
+       "      <td>Calvin Klein Jeans Badge Waffle LS Tee for men...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text provides a detailed description o...</td>\n",
+       "      <td>warning</td>\n",
+       "      <td>Maglia a maniche lunghe Calvin Klein Jeans Bad...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Club Zip a metà lunghezza per l'inverno –...</td>\n",
+       "      <td>Zip da uomo a metà lunghezza per l'inverno de...</td>\n",
+       "      <td>Nike Club Half-Zip Winter Sweater for Men</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text clearly describes the product, it...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Nike Club Maglione Invernale Half-Zip da Uomo</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo, c...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text accurately conveys the product na...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>249</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"Sara Pagliarecci\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text accurately describes the product ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>367</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"e.covitti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/6_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Logo Playstation, lettere simbolo del marchio ...</td>\n",
+       "      <td>PlayStation logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text is empty, which fails to...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Logo PlayStation.</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>Simond Men's MT100\\nEasyfit 50 L\\nBackpacking ...</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pa...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is appropriate as it adequately c...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Zaino da trekking Simond Men's MT100 Easyfit 5...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>378</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Therma Maglia fitness con zip a tutta lun...</td>\n",
+       "      <td>Maglia in fleece con cappuccio e cerniera per ...</td>\n",
+       "      <td>Nike Therma full-zip fitness sweatshirt Therma...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text accurately describes the product,...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Felpa fitness Nike Therma full-zip Therma-FIT ...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>400</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/6_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>PlayStation logo.</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text is missing, providing no...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Logo PlayStation.</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>401</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"lauracorti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club T-shirt – Uomo</td>\n",
+       "      <td>Nike Sportswear Club T-shirt  Nera– Uomo</td>\n",
+       "      <td>Nike Sportswear Club T-shirt for men.</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text is appropriate as it clearly desc...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>T-shirt Nike Sportswear Club da uomo.</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>446</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Nike Sportswear: Piumino smanicato Therma-FIT ...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text accurately conveys the product na...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>464</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Jordan Brooklyn Giacca puffer Therma-FIT – Uomo</td>\n",
+       "      <td>Giacca puffer Jordan Brooklyn Therma-FIT da uo...</td>\n",
+       "      <td>Jordan Brooklyn Therma-FIT puffer jacket for men.</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text accurately describes the product ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Giacca imbottita Jordan Brooklyn Therma-FIT da...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>468</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni in fleece a blocchi di col...</td>\n",
+       "      <td>Pantaloni da uomo Nike in tessuto Tech fleece ...</td>\n",
+       "      <td>Nike Tech fleece pants with color blocking and...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text accurately describes the product ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Pantaloni Nike Tech Fleece con color blocking ...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>469</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Piumino Nike Sportswear Club smanicato nero da...</td>\n",
+       "      <td>Nike Sportswear Club Therma-FIT sleeveless jac...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text effectively describes the product...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Nike Sportswear Club Therma-FIT gilet senza ma...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>474</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG...</td>\n",
+       "      <td>Console Sony PlayStation 1 modello Fat con con...</td>\n",
+       "      <td>Sony PlayStation 1 console with controller and...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is mostly appropriate, providing ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Console Sony PlayStation 1 con controller e cavi.</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "47   https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "77     https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "86   https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "104  https://giove.isti.cnr.it/users/manca/amazon_m...   \n",
+       "111  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "122  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "249  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "367    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "373  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "378  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "400    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "401  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "446  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "464  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "468  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "469  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "474    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                                             user  \\\n",
+       "47                      {\"username\": \"e.covitti\"}   \n",
+       "77   {\"username\": \"l.novelli2@studenti.unipi.it\"}   \n",
+       "86   {\"username\": \"l.novelli2@studenti.unipi.it\"}   \n",
+       "104                {\"username\": \"Enrica Di Rado\"}   \n",
+       "111                {\"username\": \"Enrica Di Rado\"}   \n",
+       "122                       {\"username\": \"Giorgia\"}   \n",
+       "249              {\"username\": \"Sara Pagliarecci\"}   \n",
+       "367                     {\"username\": \"e.covitti\"}   \n",
+       "373                       {\"username\": \"Giorgia\"}   \n",
+       "378                      {\"username\": \"a.caleo5\"}   \n",
+       "400                      {\"username\": \"a.caleo5\"}   \n",
+       "401                    {\"username\": \"lauracorti\"}   \n",
+       "446                     {\"username\": \"whitewolf\"}   \n",
+       "464                    {\"username\": \"m.natale8 \"}   \n",
+       "468                    {\"username\": \"m.natale8 \"}   \n",
+       "469                    {\"username\": \"m.natale8 \"}   \n",
+       "474                    {\"username\": \"m.natale8 \"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "47   https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "77   https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "86   https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "104  https://giove.isti.cnr.it/users/manca/amazon_m...   \n",
+       "111  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "122  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "249  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "367  https://giove.isti.cnr.it/users/manca/eBay/6_P...   \n",
+       "373  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "378  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "400  https://giove.isti.cnr.it/users/manca/eBay/6_P...   \n",
+       "401  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "446  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "464  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "468  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "469  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "474  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "47   Nike Club Pantaloni in fleece spazzolato con b...   \n",
+       "77   Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "86   Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "104  Calvin Klein Jeans Badge Waffle LS Tee J30j323...   \n",
+       "111  Nike Club Zip a metà lunghezza per l'inverno –...   \n",
+       "122        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "249  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "367                                                NaN   \n",
+       "373   Simond Men's MT100 Easyfit 50 L Backpacking Pack   \n",
+       "378  Nike Therma Maglia fitness con zip a tutta lun...   \n",
+       "400                                                NaN   \n",
+       "401                Nike Sportswear Club T-shirt – Uomo   \n",
+       "446  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "464    Jordan Brooklyn Giacca puffer Therma-FIT – Uomo   \n",
+       "468  Nike Tech Pantaloni in fleece a blocchi di col...   \n",
+       "469  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "474  CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "47   Nike Club \\nPantaloni in fleece spazzolato con...   \n",
+       "77   Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "86   Nike Sportswear Club Piumino smanicato termico...   \n",
+       "104  Maglione da uomo nero della marca Calvin Klein...   \n",
+       "111   Zip da uomo a metà lunghezza per l'inverno de...   \n",
+       "122  Nike Tech Pantaloni jogger in fleece – Uomo, c...   \n",
+       "249  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "367  Logo Playstation, lettere simbolo del marchio ...   \n",
+       "373  Simond Men's MT100\\nEasyfit 50 L\\nBackpacking ...   \n",
+       "378  Maglia in fleece con cappuccio e cerniera per ...   \n",
+       "400                                                NaN   \n",
+       "401           Nike Sportswear Club T-shirt  Nera– Uomo   \n",
+       "446  Nike Sportswear: Piumino smanicato Therma-FIT ...   \n",
+       "464  Giacca puffer Jordan Brooklyn Therma-FIT da uo...   \n",
+       "468  Pantaloni da uomo Nike in tessuto Tech fleece ...   \n",
+       "469  Piumino Nike Sportswear Club smanicato nero da...   \n",
+       "474  Console Sony PlayStation 1 modello Fat con con...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "47   Nike Club fleece brushed pants with edges – Men's                3   \n",
+       "77   Nintendo Switch Mario Red & Blue Limited Editi...                5   \n",
+       "86   Nike Sportswear Club Therma-FIT sleeveless jac...                4   \n",
+       "104  Calvin Klein Jeans Badge Waffle LS Tee for men...                3   \n",
+       "111          Nike Club Half-Zip Winter Sweater for Men                3   \n",
+       "122        Nike Tech Pantaloni jogger in fleece – Uomo                3   \n",
+       "249  Nike Sportswear Club Piumino smanicato Therma-...                4   \n",
+       "367                                  PlayStation logo.                1   \n",
+       "373  Simond Men's MT100 Easyfit 50 L Backpacking Pa...                4   \n",
+       "378  Nike Therma full-zip fitness sweatshirt Therma...                2   \n",
+       "400                                  PlayStation logo.                5   \n",
+       "401              Nike Sportswear Club T-shirt for men.                4   \n",
+       "446  Nike Sportswear Club Piumino smanicato Therma-...                3   \n",
+       "464  Jordan Brooklyn Therma-FIT puffer jacket for men.                4   \n",
+       "468  Nike Tech fleece pants with color blocking and...                3   \n",
+       "469  Nike Sportswear Club Therma-FIT sleeveless jac...                4   \n",
+       "474  Sony PlayStation 1 console with controller and...                3   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "47                5                    3    gpt-4o  ...   \n",
+       "77                2                    2    gpt-4o  ...   \n",
+       "86                4                    3    gpt-4o  ...   \n",
+       "104               3                    3    gpt-4o  ...   \n",
+       "111               5                    3    gpt-4o  ...   \n",
+       "122               4                    2    gpt-4o  ...   \n",
+       "249               5                    4    gpt-4o  ...   \n",
+       "367               1                    2    gpt-4o  ...   \n",
+       "373               4                    4    gpt-4o  ...   \n",
+       "378               5                    2    gpt-4o  ...   \n",
+       "400               1                    2    gpt-4o  ...   \n",
+       "401               4                    3    gpt-4o  ...   \n",
+       "446               5                    4    gpt-4o  ...   \n",
+       "464               4                    4    gpt-4o  ...   \n",
+       "468               5                    3    gpt-4o  ...   \n",
+       "469               4                    4    gpt-4o  ...   \n",
+       "474               4                    4    gpt-4o  ...   \n",
+       "\n",
+       "                                      page_description  \\\n",
+       "47   Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "77   Offerte imperdibili su nuovo, usato e ricondiz...   \n",
+       "86   Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "104                                                NaN   \n",
+       "111  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "122  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "249  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "367  Offerte imperdibili su nuovo, usato e ricondiz...   \n",
+       "373  Shop our selection of outdoor clothes and gear...   \n",
+       "378  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "400  Offerte imperdibili su nuovo, usato e ricondiz...   \n",
+       "401  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "446  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "464  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "468  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "469  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "474  Offerte imperdibili su nuovo, usato e ricondiz...   \n",
+       "\n",
+       "                      page_keywords  \\\n",
+       "47   Acquista Abbigliamento da Uomo   \n",
+       "77                              NaN   \n",
+       "86   Acquista Abbigliamento da Uomo   \n",
+       "104                             NaN   \n",
+       "111  Acquista Abbigliamento da Uomo   \n",
+       "122  Acquista Abbigliamento da Uomo   \n",
+       "249  Acquista Abbigliamento da Uomo   \n",
+       "367                             NaN   \n",
+       "373                             NaN   \n",
+       "378  Acquista Abbigliamento da Uomo   \n",
+       "400                             NaN   \n",
+       "401  Acquista Abbigliamento da Uomo   \n",
+       "446  Acquista Abbigliamento da Uomo   \n",
+       "464  Acquista Abbigliamento da Uomo   \n",
+       "468  Acquista Abbigliamento da Uomo   \n",
+       "469  Acquista Abbigliamento da Uomo   \n",
+       "474                             NaN   \n",
+       "\n",
+       "                                 llm_evaluation_result llm_judgment  \\\n",
+       "47   The alt-text appropriately describes the produ...      success   \n",
+       "77   The alt-text provides excessive detail about t...      failure   \n",
+       "86   The alt-text appropriately describes the produ...      success   \n",
+       "104  The alt-text provides a detailed description o...      warning   \n",
+       "111  The alt-text clearly describes the product, it...      success   \n",
+       "122  The alt-text accurately conveys the product na...      success   \n",
+       "249  The alt-text accurately describes the product ...      success   \n",
+       "367  The original alt-text is empty, which fails to...      failure   \n",
+       "373  The alt-text is appropriate as it adequately c...      success   \n",
+       "378  The alt-text accurately describes the product,...      success   \n",
+       "400  The original alt-text is missing, providing no...      failure   \n",
+       "401  The alt-text is appropriate as it clearly desc...      success   \n",
+       "446  The alt-text accurately conveys the product na...      success   \n",
+       "464  The alt-text accurately describes the product ...      success   \n",
+       "468  The alt-text accurately describes the product ...      success   \n",
+       "469  The alt-text effectively describes the product...      success   \n",
+       "474  The alt-text is mostly appropriate, providing ...      success   \n",
+       "\n",
+       "                                      llm_alt_text_ita  \\\n",
+       "47   Pantaloni Nike Club fleece brushed con bordi –...   \n",
+       "77   Nintendo Switch Mario Red & Blue Limited Editi...   \n",
+       "86   Giacca senza maniche Nike Sportswear Club Ther...   \n",
+       "104  Maglia a maniche lunghe Calvin Klein Jeans Bad...   \n",
+       "111      Nike Club Maglione Invernale Half-Zip da Uomo   \n",
+       "122        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "249  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "367                                  Logo PlayStation.   \n",
+       "373  Zaino da trekking Simond Men's MT100 Easyfit 5...   \n",
+       "378  Felpa fitness Nike Therma full-zip Therma-FIT ...   \n",
+       "400                                  Logo PlayStation.   \n",
+       "401              T-shirt Nike Sportswear Club da uomo.   \n",
+       "446  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "464  Giacca imbottita Jordan Brooklyn Therma-FIT da...   \n",
+       "468  Pantaloni Nike Tech Fleece con color blocking ...   \n",
+       "469  Nike Sportswear Club Therma-FIT gilet senza ma...   \n",
+       "474  Console Sony PlayStation 1 con controller e cavi.   \n",
+       "\n",
+       "    original_alt_text_english user_alt_text_english llm_alt_text_english  \\\n",
+       "47                      False                 False                 True   \n",
+       "77                       True                  True                 True   \n",
+       "86                       True                  True                 True   \n",
+       "104                      True                 False                 True   \n",
+       "111                     False                 False                 True   \n",
+       "122                      True                  True                 True   \n",
+       "249                      True                  True                 True   \n",
+       "367                     False                 False                 True   \n",
+       "373                      True                  True                 True   \n",
+       "378                     False                 False                 True   \n",
+       "400                     False                 False                 True   \n",
+       "401                      True                  True                 True   \n",
+       "446                      True                  True                 True   \n",
+       "464                      True                 False                 True   \n",
+       "468                     False                 False                 True   \n",
+       "469                      True                 False                 True   \n",
+       "474                     False                 False                 True   \n",
+       "\n",
+       "    is_language_switched  english_site  \n",
+       "47                     1         False  \n",
+       "77                     0         False  \n",
+       "86                     0         False  \n",
+       "104                    1         False  \n",
+       "111                    1         False  \n",
+       "122                    0         False  \n",
+       "249                    0         False  \n",
+       "367                    1         False  \n",
+       "373                    0          True  \n",
+       "378                    1         False  \n",
+       "400                    1         False  \n",
+       "401                    0         False  \n",
+       "446                    0         False  \n",
+       "464                    1         False  \n",
+       "468                    1         False  \n",
+       "469                    1         False  \n",
+       "474                    1         False  \n",
+       "\n",
+       "[17 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#nel caso di alt_text tradotto in ita dovrebbe essere vuoto (se non lo è sono errori del language detector)\n",
+    "df[df['llm_alt_text_english'] == True]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "d5590552",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from utils_text_complexity import ReadabilityAnalyzer\n",
+    "import math"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "403f6dff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def extract_readability_indicators(my_text, language='en'):\n",
+    "    \n",
+    "    if  type(my_text)==float: # empty string\n",
+    "        print(\"sono if\")\n",
+    "        fog=0 #facile\n",
+    "        flesch=120 #facile\n",
+    "\n",
+    "    else:\n",
+    "        \n",
+    "        try:\n",
+    "            analyzer= ReadabilityAnalyzer(text=my_text, language=language)\n",
+    "            scores = analyzer.get_all_scores()\n",
+    "        except Exception as e:\n",
+    "            print(\"exception:\",e)\n",
+    "        if language=='en':\n",
+    "            flesch = scores['readability_scores'][\"flesch_reading_ease\"]\n",
+    "        else:\n",
+    "            flesch = scores['readability_scores'][\"flesch_reading_ease_it\"]    \n",
+    "        fog = scores['readability_scores'][\"gunning_fog_index\"]\n",
+    "    return pd.Series([flesch, fog])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "cde1b613",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Apply the function with language based on english_site column (NB forse meglio farlo in base stima stessa della lingua. In entrambi i casi ci sono sbagli\n",
+    "#( in base english_site column sbaglio utenti che hanno sempre scritto in ita e LLM quando scrivono in inglese invece che in ita, in base stima lingua sbaglio se lo stimatore sbaglia. Forse questa ha meno errori)\n",
+    "df[['flesch_reading_ease', 'gunning_fog_index']] = df.apply(\n",
+    "    lambda row: extract_readability_indicators(\n",
+    "        row['llm_alt_text_ita'], #row['llm_alt_text'], \n",
+    "        #language='en' if row['english_site'] else 'it'\n",
+    "        language='it' #if row['english_site'] else 'it'  # so che testo in italiano\n",
+    "    ), \n",
+    "    axis=1\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "cd737634",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "sono if\n",
+      "sono if\n",
+      "sono if\n",
+      "sono if\n",
+      "sono if\n",
+      "sono if\n"
+     ]
+    }
+   ],
+   "source": [
+    "df[['user_flesch_reading_ease', 'user_gunning_fog_index']] = df.apply(\n",
+    "    lambda row: extract_readability_indicators(\n",
+    "        row['user_alt_text'], \n",
+    "        language='it' #if row['english_site'] else 'it'  # gli utenti hanno sempre scritto in italiano\n",
+    "    ), \n",
+    "    axis=1\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "a9f1c9f3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "113 494\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'22.900000000000002%'"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# LLM cambia lingua alt-text # volte su 494\n",
+    "print(len(df[(df['english_site'] != df['llm_alt_text_english'])]),len(df))\n",
+    "str(round(len(df[(df['english_site'] != df['llm_alt_text_english'])])/len(df),3)*100) +\"%\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "181dd2ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "98"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#numero reali siti inglese\n",
+    "number_english_site=len(df[(df['english_site'] == True)])\n",
+    "number_english_site"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "84976fcb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "396"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#numero reali siti italiani\n",
+    "number_italian_site=len(df[(df['english_site'] == False)])\n",
+    "number_italian_site"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "cc43b6a4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "494"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#ok numero totale\n",
+    "number_italian_site+number_english_site"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "30c51a58",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "380\n",
+      "96.0%\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>original_alt_text_english</th>\n",
+       "      <th>user_alt_text_english</th>\n",
+       "      <th>llm_alt_text_english</th>\n",
+       "      <th>is_language_switched</th>\n",
+       "      <th>english_site</th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy/...</td>\n",
+       "      <td>Ciondolo con pietra portafortuna di smeraldo i...</td>\n",
+       "      <td>Ciondolo a forma di disco dorato con 4 piccoli...</td>\n",
+       "      <td>Ciondolo con pietra portafortuna di smeraldo i...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Pendant con pietra portafortuna di smeraldo in...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>40.41</td>\n",
+       "      <td>27.10</td>\n",
+       "      <td>49.28</td>\n",
+       "      <td>24.44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy/...</td>\n",
+       "      <td>Bandiera da campeggio in feltro con la scritta...</td>\n",
+       "      <td>Al centro dell'immagine è evidente uno stendar...</td>\n",
+       "      <td>Bandiera da campeggio in feltro con scritta 'N...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Bandiera da campeggio in feltro con scritta 'N...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>68.44</td>\n",
+       "      <td>17.03</td>\n",
+       "      <td>61.27</td>\n",
+       "      <td>17.45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy/...</td>\n",
+       "      <td>Culla mobile con sistema solare, cameretta mob...</td>\n",
+       "      <td>Decorazione da appendere alla culla con 11 fil...</td>\n",
+       "      <td>Culla mobile con sistema solare e pianeti in f...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Culla mobile con sistema solare e pianeti in f...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>45.99</td>\n",
+       "      <td>24.80</td>\n",
+       "      <td>48.61</td>\n",
+       "      <td>22.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy/...</td>\n",
+       "      <td>Carta da regalo natalizia di New York City x 4...</td>\n",
+       "      <td>in un soggiorno su un tavolo in legno sono pog...</td>\n",
+       "      <td>Carta da regalo natalizia di New York City in ...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Carta da regalo natalizia di New York City in ...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>91.67</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>34.80</td>\n",
+       "      <td>28.11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy/...</td>\n",
+       "      <td>Gilet trapuntato patchwork in lino per bambini...</td>\n",
+       "      <td>Bambino di spalle cerca di aprire una porta in...</td>\n",
+       "      <td>Gilet trapuntato patchwork in lino per bambini...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Gilet trapuntato patchwork in lino per bambini...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>55.61</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>52.38</td>\n",
+       "      <td>19.77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>45.02</td>\n",
+       "      <td>18.95</td>\n",
+       "      <td>66.87</td>\n",
+       "      <td>15.31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>78.83</td>\n",
+       "      <td>9.07</td>\n",
+       "      <td>61.61</td>\n",
+       "      <td>16.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Giacca da running Nike Stride Repel UV da uomo...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>78.98</td>\n",
+       "      <td>8.28</td>\n",
+       "      <td>91.67</td>\n",
+       "      <td>4.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Pantaloni jogger Nike Tech in fleece da uomo, ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>78.98</td>\n",
+       "      <td>11.35</td>\n",
+       "      <td>83.26</td>\n",
+       "      <td>8.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Giacca Nike Windrunner da uomo, nera, con logo...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>12.49</td>\n",
+       "      <td>68.72</td>\n",
+       "      <td>18.20</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>380 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "6    https://giove.isti.cnr.it/users/leonardi/etsy....   \n",
+       "7    https://giove.isti.cnr.it/users/leonardi/etsy....   \n",
+       "8    https://giove.isti.cnr.it/users/leonardi/etsy....   \n",
+       "9    https://giove.isti.cnr.it/users/leonardi/etsy....   \n",
+       "10   https://giove.isti.cnr.it/users/leonardi/etsy....   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "6        {\"username\": \"Galesi\"}   \n",
+       "7        {\"username\": \"Galesi\"}   \n",
+       "8        {\"username\": \"Galesi\"}   \n",
+       "9        {\"username\": \"Galesi\"}   \n",
+       "10       {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "6    https://giove.isti.cnr.it/users/leonardi/etsy/...   \n",
+       "7    https://giove.isti.cnr.it/users/leonardi/etsy/...   \n",
+       "8    https://giove.isti.cnr.it/users/leonardi/etsy/...   \n",
+       "9    https://giove.isti.cnr.it/users/leonardi/etsy/...   \n",
+       "10   https://giove.isti.cnr.it/users/leonardi/etsy/...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "6    Ciondolo con pietra portafortuna di smeraldo i...   \n",
+       "7    Bandiera da campeggio in feltro con la scritta...   \n",
+       "8    Culla mobile con sistema solare, cameretta mob...   \n",
+       "9    Carta da regalo natalizia di New York City x 4...   \n",
+       "10   Gilet trapuntato patchwork in lino per bambini...   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "6    Ciondolo a forma di disco dorato con 4 piccoli...   \n",
+       "7    Al centro dell'immagine è evidente uno stendar...   \n",
+       "8    Decorazione da appendere alla culla con 11 fil...   \n",
+       "9    in un soggiorno su un tavolo in legno sono pog...   \n",
+       "10   Bambino di spalle cerca di aprire una porta in...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "6    Ciondolo con pietra portafortuna di smeraldo i...                3   \n",
+       "7    Bandiera da campeggio in feltro con scritta 'N...                2   \n",
+       "8    Culla mobile con sistema solare e pianeti in f...                3   \n",
+       "9    Carta da regalo natalizia di New York City in ...                3   \n",
+       "10   Gilet trapuntato patchwork in lino per bambini...                3   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "6                 5                    3    gpt-4o  ...   \n",
+       "7                 3                    3    gpt-4o  ...   \n",
+       "8                 3                    3    gpt-4o  ...   \n",
+       "9                 5                    3    gpt-4o  ...   \n",
+       "10                4                    3    gpt-4o  ...   \n",
+       "..              ...                  ...       ...  ...   \n",
+       "489               4                    4    gpt-4o  ...   \n",
+       "490               4                    3    gpt-4o  ...   \n",
+       "491               4                    2    gpt-4o  ...   \n",
+       "492               4                    5    gpt-4o  ...   \n",
+       "493               4                    4    gpt-4o  ...   \n",
+       "\n",
+       "                                      llm_alt_text_ita  \\\n",
+       "6    Pendant con pietra portafortuna di smeraldo in...   \n",
+       "7    Bandiera da campeggio in feltro con scritta 'N...   \n",
+       "8    Culla mobile con sistema solare e pianeti in f...   \n",
+       "9    Carta da regalo natalizia di New York City in ...   \n",
+       "10   Gilet trapuntato patchwork in lino per bambini...   \n",
+       "..                                                 ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491  Giacca da running Nike Stride Repel UV da uomo...   \n",
+       "492  Pantaloni jogger Nike Tech in fleece da uomo, ...   \n",
+       "493  Giacca Nike Windrunner da uomo, nera, con logo...   \n",
+       "\n",
+       "    original_alt_text_english user_alt_text_english llm_alt_text_english  \\\n",
+       "6                       False                 False                False   \n",
+       "7                       False                 False                False   \n",
+       "8                       False                 False                False   \n",
+       "9                       False                 False                False   \n",
+       "10                      False                 False                False   \n",
+       "..                        ...                   ...                  ...   \n",
+       "489                     False                 False                False   \n",
+       "490                     False                 False                False   \n",
+       "491                     False                 False                False   \n",
+       "492                      True                 False                False   \n",
+       "493                     False                 False                False   \n",
+       "\n",
+       "    is_language_switched english_site flesch_reading_ease gunning_fog_index  \\\n",
+       "6                      0        False               40.41             27.10   \n",
+       "7                      0        False               68.44             17.03   \n",
+       "8                      0        False               45.99             24.80   \n",
+       "9                      0        False               91.67             12.00   \n",
+       "10                     0        False               55.61             16.00   \n",
+       "..                   ...          ...                 ...               ...   \n",
+       "489                    0        False               45.02             18.95   \n",
+       "490                    0        False               78.83              9.07   \n",
+       "491                    0        False               78.98              8.28   \n",
+       "492                    0        False               78.98             11.35   \n",
+       "493                    0        False               68.26             12.49   \n",
+       "\n",
+       "    user_flesch_reading_ease  user_gunning_fog_index  \n",
+       "6                      49.28                   24.44  \n",
+       "7                      61.27                   17.45  \n",
+       "8                      48.61                   22.00  \n",
+       "9                      34.80                   28.11  \n",
+       "10                     52.38                   19.77  \n",
+       "..                       ...                     ...  \n",
+       "489                    66.87                   15.31  \n",
+       "490                    61.61                   16.00  \n",
+       "491                    91.67                    4.00  \n",
+       "492                    83.26                    8.04  \n",
+       "493                    68.72                   18.20  \n",
+       "\n",
+       "[380 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# # volte mantiene italiano\n",
+    "\n",
+    "print(len(df[(df['english_site'] == False) & (df['llm_alt_text_english']==False)]))\n",
+    "print(str(round(len(df[(df['english_site'] == False) & (df['llm_alt_text_english']==False)])/number_italian_site,3)*100) +\"%\")\n",
+    "df[(df['english_site'] == False) & (df['llm_alt_text_english']==False)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "ce9fffb3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "16\n",
+      "4.0%\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>original_alt_text_english</th>\n",
+       "      <th>user_alt_text_english</th>\n",
+       "      <th>llm_alt_text_english</th>\n",
+       "      <th>is_language_switched</th>\n",
+       "      <th>english_site</th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"e.covitti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Club Pantaloni in fleece spazzolato con b...</td>\n",
+       "      <td>Nike Club \\nPantaloni in fleece spazzolato con...</td>\n",
+       "      <td>Nike Club fleece brushed pants with edges – Men's</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Pantaloni Nike Club fleece brushed con bordi –...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>76.23</td>\n",
+       "      <td>8.20</td>\n",
+       "      <td>64.14</td>\n",
+       "      <td>14.17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"l.novelli2@studenti.unipi.it\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Nintendo Switch Mario Red &amp; Blue Limited Editi...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Nintendo Switch Mario Red &amp; Blue Limited Editi...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>21.38</td>\n",
+       "      <td>21.21</td>\n",
+       "      <td>28.46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"l.novelli2@studenti.unipi.it\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato termico...</td>\n",
+       "      <td>Nike Sportswear Club Therma-FIT sleeveless jac...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Giacca senza maniche Nike Sportswear Club Ther...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>85.66</td>\n",
+       "      <td>8.00</td>\n",
+       "      <td>51.78</td>\n",
+       "      <td>19.94</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/amazon_m...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/amazon_m...</td>\n",
+       "      <td>Calvin Klein Jeans Badge Waffle LS Tee J30j323...</td>\n",
+       "      <td>Maglione da uomo nero della marca Calvin Klein...</td>\n",
+       "      <td>Calvin Klein Jeans Badge Waffle LS Tee for men...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Maglia a maniche lunghe Calvin Klein Jeans Bad...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>92.85</td>\n",
+       "      <td>8.28</td>\n",
+       "      <td>88.29</td>\n",
+       "      <td>8.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Club Zip a metà lunghezza per l'inverno –...</td>\n",
+       "      <td>Zip da uomo a metà lunghezza per l'inverno de...</td>\n",
+       "      <td>Nike Club Half-Zip Winter Sweater for Men</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Nike Club Maglione Invernale Half-Zip da Uomo</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>83.75</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>82.21</td>\n",
+       "      <td>11.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo, c...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>77.54</td>\n",
+       "      <td>8.51</td>\n",
+       "      <td>73.64</td>\n",
+       "      <td>16.02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>249</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"Sara Pagliarecci\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>74.94</td>\n",
+       "      <td>12.49</td>\n",
+       "      <td>73.64</td>\n",
+       "      <td>12.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>367</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"e.covitti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/6_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Logo Playstation, lettere simbolo del marchio ...</td>\n",
+       "      <td>PlayStation logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Logo PlayStation.</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>53.99</td>\n",
+       "      <td>20.80</td>\n",
+       "      <td>50.39</td>\n",
+       "      <td>23.27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>378</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Therma Maglia fitness con zip a tutta lun...</td>\n",
+       "      <td>Maglia in fleece con cappuccio e cerniera per ...</td>\n",
+       "      <td>Nike Therma full-zip fitness sweatshirt Therma...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Felpa fitness Nike Therma full-zip Therma-FIT ...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>94.97</td>\n",
+       "      <td>3.60</td>\n",
+       "      <td>67.62</td>\n",
+       "      <td>20.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>400</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/6_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>PlayStation logo.</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Logo PlayStation.</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>53.99</td>\n",
+       "      <td>20.80</td>\n",
+       "      <td>120.00</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>401</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"lauracorti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club T-shirt – Uomo</td>\n",
+       "      <td>Nike Sportswear Club T-shirt  Nera– Uomo</td>\n",
+       "      <td>Nike Sportswear Club T-shirt for men.</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>T-shirt Nike Sportswear Club da uomo.</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>111.88</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>103.29</td>\n",
+       "      <td>2.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>446</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Nike Sportswear: Piumino smanicato Therma-FIT ...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>68.72</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>60.36</td>\n",
+       "      <td>14.23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>464</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Jordan Brooklyn Giacca puffer Therma-FIT – Uomo</td>\n",
+       "      <td>Giacca puffer Jordan Brooklyn Therma-FIT da uo...</td>\n",
+       "      <td>Jordan Brooklyn Therma-FIT puffer jacket for men.</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Giacca imbottita Jordan Brooklyn Therma-FIT da...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>83.75</td>\n",
+       "      <td>8.20</td>\n",
+       "      <td>66.03</td>\n",
+       "      <td>11.47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>468</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni in fleece a blocchi di col...</td>\n",
+       "      <td>Pantaloni da uomo Nike in tessuto Tech fleece ...</td>\n",
+       "      <td>Nike Tech fleece pants with color blocking and...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Pantaloni Nike Tech Fleece con color blocking ...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>72.33</td>\n",
+       "      <td>11.67</td>\n",
+       "      <td>58.04</td>\n",
+       "      <td>19.71</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>469</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Piumino Nike Sportswear Club smanicato nero da...</td>\n",
+       "      <td>Nike Sportswear Club Therma-FIT sleeveless jac...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Nike Sportswear Club Therma-FIT gilet senza ma...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>85.66</td>\n",
+       "      <td>8.00</td>\n",
+       "      <td>66.03</td>\n",
+       "      <td>14.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>474</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG...</td>\n",
+       "      <td>Console Sony PlayStation 1 modello Fat con con...</td>\n",
+       "      <td>Sony PlayStation 1 console with controller and...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Console Sony PlayStation 1 con controller e cavi.</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>77.54</td>\n",
+       "      <td>19.94</td>\n",
+       "      <td>67.62</td>\n",
+       "      <td>24.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>16 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "47   https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "77     https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "86   https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "104  https://giove.isti.cnr.it/users/manca/amazon_m...   \n",
+       "111  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "122  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "249  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "367    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "378  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "400    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "401  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "446  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "464  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "468  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "469  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "474    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                                             user  \\\n",
+       "47                      {\"username\": \"e.covitti\"}   \n",
+       "77   {\"username\": \"l.novelli2@studenti.unipi.it\"}   \n",
+       "86   {\"username\": \"l.novelli2@studenti.unipi.it\"}   \n",
+       "104                {\"username\": \"Enrica Di Rado\"}   \n",
+       "111                {\"username\": \"Enrica Di Rado\"}   \n",
+       "122                       {\"username\": \"Giorgia\"}   \n",
+       "249              {\"username\": \"Sara Pagliarecci\"}   \n",
+       "367                     {\"username\": \"e.covitti\"}   \n",
+       "378                      {\"username\": \"a.caleo5\"}   \n",
+       "400                      {\"username\": \"a.caleo5\"}   \n",
+       "401                    {\"username\": \"lauracorti\"}   \n",
+       "446                     {\"username\": \"whitewolf\"}   \n",
+       "464                    {\"username\": \"m.natale8 \"}   \n",
+       "468                    {\"username\": \"m.natale8 \"}   \n",
+       "469                    {\"username\": \"m.natale8 \"}   \n",
+       "474                    {\"username\": \"m.natale8 \"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "47   https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "77   https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "86   https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "104  https://giove.isti.cnr.it/users/manca/amazon_m...   \n",
+       "111  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "122  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "249  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "367  https://giove.isti.cnr.it/users/manca/eBay/6_P...   \n",
+       "378  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "400  https://giove.isti.cnr.it/users/manca/eBay/6_P...   \n",
+       "401  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "446  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "464  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "468  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "469  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "474  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "47   Nike Club Pantaloni in fleece spazzolato con b...   \n",
+       "77   Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "86   Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "104  Calvin Klein Jeans Badge Waffle LS Tee J30j323...   \n",
+       "111  Nike Club Zip a metà lunghezza per l'inverno –...   \n",
+       "122        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "249  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "367                                                NaN   \n",
+       "378  Nike Therma Maglia fitness con zip a tutta lun...   \n",
+       "400                                                NaN   \n",
+       "401                Nike Sportswear Club T-shirt – Uomo   \n",
+       "446  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "464    Jordan Brooklyn Giacca puffer Therma-FIT – Uomo   \n",
+       "468  Nike Tech Pantaloni in fleece a blocchi di col...   \n",
+       "469  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "474  CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "47   Nike Club \\nPantaloni in fleece spazzolato con...   \n",
+       "77   Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "86   Nike Sportswear Club Piumino smanicato termico...   \n",
+       "104  Maglione da uomo nero della marca Calvin Klein...   \n",
+       "111   Zip da uomo a metà lunghezza per l'inverno de...   \n",
+       "122  Nike Tech Pantaloni jogger in fleece – Uomo, c...   \n",
+       "249  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "367  Logo Playstation, lettere simbolo del marchio ...   \n",
+       "378  Maglia in fleece con cappuccio e cerniera per ...   \n",
+       "400                                                NaN   \n",
+       "401           Nike Sportswear Club T-shirt  Nera– Uomo   \n",
+       "446  Nike Sportswear: Piumino smanicato Therma-FIT ...   \n",
+       "464  Giacca puffer Jordan Brooklyn Therma-FIT da uo...   \n",
+       "468  Pantaloni da uomo Nike in tessuto Tech fleece ...   \n",
+       "469  Piumino Nike Sportswear Club smanicato nero da...   \n",
+       "474  Console Sony PlayStation 1 modello Fat con con...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "47   Nike Club fleece brushed pants with edges – Men's                3   \n",
+       "77   Nintendo Switch Mario Red & Blue Limited Editi...                5   \n",
+       "86   Nike Sportswear Club Therma-FIT sleeveless jac...                4   \n",
+       "104  Calvin Klein Jeans Badge Waffle LS Tee for men...                3   \n",
+       "111          Nike Club Half-Zip Winter Sweater for Men                3   \n",
+       "122        Nike Tech Pantaloni jogger in fleece – Uomo                3   \n",
+       "249  Nike Sportswear Club Piumino smanicato Therma-...                4   \n",
+       "367                                  PlayStation logo.                1   \n",
+       "378  Nike Therma full-zip fitness sweatshirt Therma...                2   \n",
+       "400                                  PlayStation logo.                5   \n",
+       "401              Nike Sportswear Club T-shirt for men.                4   \n",
+       "446  Nike Sportswear Club Piumino smanicato Therma-...                3   \n",
+       "464  Jordan Brooklyn Therma-FIT puffer jacket for men.                4   \n",
+       "468  Nike Tech fleece pants with color blocking and...                3   \n",
+       "469  Nike Sportswear Club Therma-FIT sleeveless jac...                4   \n",
+       "474  Sony PlayStation 1 console with controller and...                3   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "47                5                    3    gpt-4o  ...   \n",
+       "77                2                    2    gpt-4o  ...   \n",
+       "86                4                    3    gpt-4o  ...   \n",
+       "104               3                    3    gpt-4o  ...   \n",
+       "111               5                    3    gpt-4o  ...   \n",
+       "122               4                    2    gpt-4o  ...   \n",
+       "249               5                    4    gpt-4o  ...   \n",
+       "367               1                    2    gpt-4o  ...   \n",
+       "378               5                    2    gpt-4o  ...   \n",
+       "400               1                    2    gpt-4o  ...   \n",
+       "401               4                    3    gpt-4o  ...   \n",
+       "446               5                    4    gpt-4o  ...   \n",
+       "464               4                    4    gpt-4o  ...   \n",
+       "468               5                    3    gpt-4o  ...   \n",
+       "469               4                    4    gpt-4o  ...   \n",
+       "474               4                    4    gpt-4o  ...   \n",
+       "\n",
+       "                                      llm_alt_text_ita  \\\n",
+       "47   Pantaloni Nike Club fleece brushed con bordi –...   \n",
+       "77   Nintendo Switch Mario Red & Blue Limited Editi...   \n",
+       "86   Giacca senza maniche Nike Sportswear Club Ther...   \n",
+       "104  Maglia a maniche lunghe Calvin Klein Jeans Bad...   \n",
+       "111      Nike Club Maglione Invernale Half-Zip da Uomo   \n",
+       "122        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "249  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "367                                  Logo PlayStation.   \n",
+       "378  Felpa fitness Nike Therma full-zip Therma-FIT ...   \n",
+       "400                                  Logo PlayStation.   \n",
+       "401              T-shirt Nike Sportswear Club da uomo.   \n",
+       "446  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "464  Giacca imbottita Jordan Brooklyn Therma-FIT da...   \n",
+       "468  Pantaloni Nike Tech Fleece con color blocking ...   \n",
+       "469  Nike Sportswear Club Therma-FIT gilet senza ma...   \n",
+       "474  Console Sony PlayStation 1 con controller e cavi.   \n",
+       "\n",
+       "    original_alt_text_english user_alt_text_english llm_alt_text_english  \\\n",
+       "47                      False                 False                 True   \n",
+       "77                       True                  True                 True   \n",
+       "86                       True                  True                 True   \n",
+       "104                      True                 False                 True   \n",
+       "111                     False                 False                 True   \n",
+       "122                      True                  True                 True   \n",
+       "249                      True                  True                 True   \n",
+       "367                     False                 False                 True   \n",
+       "378                     False                 False                 True   \n",
+       "400                     False                 False                 True   \n",
+       "401                      True                  True                 True   \n",
+       "446                      True                  True                 True   \n",
+       "464                      True                 False                 True   \n",
+       "468                     False                 False                 True   \n",
+       "469                      True                 False                 True   \n",
+       "474                     False                 False                 True   \n",
+       "\n",
+       "    is_language_switched english_site flesch_reading_ease gunning_fog_index  \\\n",
+       "47                     1        False               76.23              8.20   \n",
+       "77                     0        False               68.26             21.38   \n",
+       "86                     0        False               85.66              8.00   \n",
+       "104                    1        False               92.85              8.28   \n",
+       "111                    1        False               83.75             13.20   \n",
+       "122                    0        False               77.54              8.51   \n",
+       "249                    0        False               74.94             12.49   \n",
+       "367                    1        False               53.99             20.80   \n",
+       "378                    1        False               94.97              3.60   \n",
+       "400                    1        False               53.99             20.80   \n",
+       "401                    0        False              111.88              2.80   \n",
+       "446                    0        False               68.72             13.20   \n",
+       "464                    1        False               83.75              8.20   \n",
+       "468                    1        False               72.33             11.67   \n",
+       "469                    1        False               85.66              8.00   \n",
+       "474                    1        False               77.54             19.94   \n",
+       "\n",
+       "    user_flesch_reading_ease  user_gunning_fog_index  \n",
+       "47                     64.14                   14.17  \n",
+       "77                     21.21                   28.46  \n",
+       "86                     51.78                   19.94  \n",
+       "104                    88.29                    8.04  \n",
+       "111                    82.21                   11.51  \n",
+       "122                    73.64                   16.02  \n",
+       "249                    73.64                   12.00  \n",
+       "367                    50.39                   23.27  \n",
+       "378                    67.62                   20.00  \n",
+       "400                   120.00                    0.00  \n",
+       "401                   103.29                    2.80  \n",
+       "446                    60.36                   14.23  \n",
+       "464                    66.03                   11.47  \n",
+       "468                    58.04                   19.71  \n",
+       "469                    66.03                   14.80  \n",
+       "474                    67.62                   24.00  \n",
+       "\n",
+       "[16 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# # volte cambia italiano->inglese\n",
+    "\n",
+    "print(len(df[(df['english_site'] == False) & (df['llm_alt_text_english']==True)]))\n",
+    "print(str(round(len(df[(df['english_site'] == False) & (df['llm_alt_text_english']==True)])/number_italian_site,3)*100) +\"%\")\n",
+    "df[(df['english_site'] == False) & (df['llm_alt_text_english']==True)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "384b3676",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>original_alt_text_english</th>\n",
+       "      <th>user_alt_text_english</th>\n",
+       "      <th>llm_alt_text_english</th>\n",
+       "      <th>is_language_switched</th>\n",
+       "      <th>english_site</th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Boxer da uomo Simond MT500 in lana Merino, col...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>74.94</td>\n",
+       "      <td>12.49</td>\n",
+       "      <td>45.61</td>\n",
+       "      <td>24.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Sandali da escursionismo Forclaz MT500 leggeri...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>34.09</td>\n",
+       "      <td>26.22</td>\n",
+       "      <td>61.41</td>\n",
+       "      <td>15.31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Scarponcini da trekking impermeabili da uomo M...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>61.61</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>86.12</td>\n",
+       "      <td>8.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Pantaloni cargo Travel 100 da uomo in grigio c...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>73.64</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>75.07</td>\n",
+       "      <td>11.67</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Giacca in pile verde da escursionismo da uomo ...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>74.94</td>\n",
+       "      <td>8.04</td>\n",
+       "      <td>67.92</td>\n",
+       "      <td>17.92</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>45.02</td>\n",
+       "      <td>18.95</td>\n",
+       "      <td>66.87</td>\n",
+       "      <td>15.31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>78.83</td>\n",
+       "      <td>9.07</td>\n",
+       "      <td>61.61</td>\n",
+       "      <td>16.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Giacca da running Nike Stride Repel UV da uomo...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>78.98</td>\n",
+       "      <td>8.28</td>\n",
+       "      <td>91.67</td>\n",
+       "      <td>4.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Pantaloni jogger Nike Tech in fleece da uomo, ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>78.98</td>\n",
+       "      <td>11.35</td>\n",
+       "      <td>83.26</td>\n",
+       "      <td>8.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Giacca Nike Windrunner da uomo, nera, con logo...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>12.49</td>\n",
+       "      <td>68.72</td>\n",
+       "      <td>18.20</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "0                 1                    3    gpt-4o  ...   \n",
+       "1                 4                    4    gpt-4o  ...   \n",
+       "2                 1                    3    gpt-4o  ...   \n",
+       "3                 1                    3    gpt-4o  ...   \n",
+       "4                 1                    3    gpt-4o  ...   \n",
+       "..              ...                  ...       ...  ...   \n",
+       "489               4                    4    gpt-4o  ...   \n",
+       "490               4                    3    gpt-4o  ...   \n",
+       "491               4                    2    gpt-4o  ...   \n",
+       "492               4                    5    gpt-4o  ...   \n",
+       "493               4                    4    gpt-4o  ...   \n",
+       "\n",
+       "                                      llm_alt_text_ita  \\\n",
+       "0    Boxer da uomo Simond MT500 in lana Merino, col...   \n",
+       "1    Sandali da escursionismo Forclaz MT500 leggeri...   \n",
+       "2    Scarponcini da trekking impermeabili da uomo M...   \n",
+       "3    Pantaloni cargo Travel 100 da uomo in grigio c...   \n",
+       "4    Giacca in pile verde da escursionismo da uomo ...   \n",
+       "..                                                 ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491  Giacca da running Nike Stride Repel UV da uomo...   \n",
+       "492  Pantaloni jogger Nike Tech in fleece da uomo, ...   \n",
+       "493  Giacca Nike Windrunner da uomo, nera, con logo...   \n",
+       "\n",
+       "    original_alt_text_english user_alt_text_english llm_alt_text_english  \\\n",
+       "0                       False                 False                False   \n",
+       "1                        True                 False                False   \n",
+       "2                       False                 False                False   \n",
+       "3                       False                 False                False   \n",
+       "4                       False                 False                False   \n",
+       "..                        ...                   ...                  ...   \n",
+       "489                     False                 False                False   \n",
+       "490                     False                 False                False   \n",
+       "491                     False                 False                False   \n",
+       "492                      True                 False                False   \n",
+       "493                     False                 False                False   \n",
+       "\n",
+       "    is_language_switched english_site flesch_reading_ease gunning_fog_index  \\\n",
+       "0                      0         True               74.94             12.49   \n",
+       "1                      0         True               34.09             26.22   \n",
+       "2                      0         True               61.61             12.00   \n",
+       "3                      0         True               73.64             12.00   \n",
+       "4                      0         True               74.94              8.04   \n",
+       "..                   ...          ...                 ...               ...   \n",
+       "489                    0        False               45.02             18.95   \n",
+       "490                    0        False               78.83              9.07   \n",
+       "491                    0        False               78.98              8.28   \n",
+       "492                    0        False               78.98             11.35   \n",
+       "493                    0        False               68.26             12.49   \n",
+       "\n",
+       "    user_flesch_reading_ease  user_gunning_fog_index  \n",
+       "0                      45.61                   24.00  \n",
+       "1                      61.41                   15.31  \n",
+       "2                      86.12                    8.51  \n",
+       "3                      75.07                   11.67  \n",
+       "4                      67.92                   17.92  \n",
+       "..                       ...                     ...  \n",
+       "489                    66.87                   15.31  \n",
+       "490                    61.61                   16.00  \n",
+       "491                    91.67                    4.00  \n",
+       "492                    83.26                    8.04  \n",
+       "493                    68.72                   18.20  \n",
+       "\n",
+       "[494 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "dc37fcf7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>is_language_switched</th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2.655870</td>\n",
+       "      <td>3.311741</td>\n",
+       "      <td>3.277328</td>\n",
+       "      <td>0.113360</td>\n",
+       "      <td>59.817065</td>\n",
+       "      <td>17.967024</td>\n",
+       "      <td>66.066235</td>\n",
+       "      <td>16.270688</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.242828</td>\n",
+       "      <td>1.481455</td>\n",
+       "      <td>0.967008</td>\n",
+       "      <td>0.317354</td>\n",
+       "      <td>20.375385</td>\n",
+       "      <td>6.103113</td>\n",
+       "      <td>25.297848</td>\n",
+       "      <td>7.318984</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-31.350000</td>\n",
+       "      <td>0.800000</td>\n",
+       "      <td>-96.260000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>47.062500</td>\n",
+       "      <td>13.200000</td>\n",
+       "      <td>53.125000</td>\n",
+       "      <td>11.600000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>61.210000</td>\n",
+       "      <td>18.560000</td>\n",
+       "      <td>67.140000</td>\n",
+       "      <td>16.670000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>73.640000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>80.140000</td>\n",
+       "      <td>21.350000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>114.090000</td>\n",
+       "      <td>35.730000</td>\n",
+       "      <td>129.050000</td>\n",
+       "      <td>41.200000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       user_assessment  llm_assessment  user_llm_assessment  \\\n",
+       "count       494.000000      494.000000           494.000000   \n",
+       "mean          2.655870        3.311741             3.277328   \n",
+       "std           1.242828        1.481455             0.967008   \n",
+       "min           1.000000        1.000000             1.000000   \n",
+       "25%           2.000000        2.000000             3.000000   \n",
+       "50%           3.000000        4.000000             3.000000   \n",
+       "75%           4.000000        4.000000             4.000000   \n",
+       "max           5.000000        5.000000             5.000000   \n",
+       "\n",
+       "       is_language_switched  flesch_reading_ease  gunning_fog_index  \\\n",
+       "count            494.000000           494.000000         494.000000   \n",
+       "mean               0.113360            59.817065          17.967024   \n",
+       "std                0.317354            20.375385           6.103113   \n",
+       "min                0.000000           -31.350000           0.800000   \n",
+       "25%                0.000000            47.062500          13.200000   \n",
+       "50%                0.000000            61.210000          18.560000   \n",
+       "75%                0.000000            73.640000          22.000000   \n",
+       "max                1.000000           114.090000          35.730000   \n",
+       "\n",
+       "       user_flesch_reading_ease  user_gunning_fog_index  \n",
+       "count                494.000000              494.000000  \n",
+       "mean                  66.066235               16.270688  \n",
+       "std                   25.297848                7.318984  \n",
+       "min                  -96.260000                0.000000  \n",
+       "25%                   53.125000               11.600000  \n",
+       "50%                   67.140000               16.670000  \n",
+       "75%                   80.140000               21.350000  \n",
+       "max                  129.050000               41.200000  "
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fb3b2aac",
+   "metadata": {},
+   "source": [
+    "## aggiungo le lunghezze dei testi"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "9190f9cc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def check_text_length(text,char_cont=True):\n",
+    "    if type(text)==float: #nan\n",
+    "        return 0\n",
+    "    \n",
+    "    if char_cont:\n",
+    "        return len(text)\n",
+    "    else:\n",
+    "        return len(text.split())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "8f544b18",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['original_alt_text_length'] = df.apply(\n",
+    "    lambda row:check_text_length(\n",
+    "        row['original_alt_text'], \n",
+    "        True\n",
+    "    ), \n",
+    "    axis=1\n",
+    "  )\n",
+    "df['user_alt_text_length'] = df.apply(\n",
+    "lambda row:check_text_length(\n",
+    "    row['user_alt_text'], \n",
+    "    True\n",
+    "), \n",
+    "axis=1\n",
+    ")\n",
+    "df['llm_alt_text_length'] = df.apply(\n",
+    "lambda row:check_text_length(\n",
+    "    row['llm_alt_text'], \n",
+    "    True\n",
+    "), \n",
+    "axis=1\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "180f1ad8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['llm_alt_text_length_ita'] = df.apply(\n",
+    "lambda row:check_text_length(\n",
+    "    row['llm_alt_text_ita'], \n",
+    "    True\n",
+    "), \n",
+    "axis=1\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "c158616d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>is_language_switched</th>\n",
+       "      <th>english_site</th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>74.94</td>\n",
+       "      <td>12.49</td>\n",
+       "      <td>45.61</td>\n",
+       "      <td>24.00</td>\n",
+       "      <td>23</td>\n",
+       "      <td>122</td>\n",
+       "      <td>53</td>\n",
+       "      <td>55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>34.09</td>\n",
+       "      <td>26.22</td>\n",
+       "      <td>61.41</td>\n",
+       "      <td>15.31</td>\n",
+       "      <td>49</td>\n",
+       "      <td>90</td>\n",
+       "      <td>73</td>\n",
+       "      <td>87</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>61.61</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>86.12</td>\n",
+       "      <td>8.51</td>\n",
+       "      <td>23</td>\n",
+       "      <td>41</td>\n",
+       "      <td>65</td>\n",
+       "      <td>71</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>73.64</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>75.07</td>\n",
+       "      <td>11.67</td>\n",
+       "      <td>23</td>\n",
+       "      <td>124</td>\n",
+       "      <td>55</td>\n",
+       "      <td>65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>74.94</td>\n",
+       "      <td>8.04</td>\n",
+       "      <td>67.92</td>\n",
+       "      <td>17.92</td>\n",
+       "      <td>24</td>\n",
+       "      <td>114</td>\n",
+       "      <td>47</td>\n",
+       "      <td>60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>45.02</td>\n",
+       "      <td>18.95</td>\n",
+       "      <td>66.87</td>\n",
+       "      <td>15.31</td>\n",
+       "      <td>47</td>\n",
+       "      <td>62</td>\n",
+       "      <td>77</td>\n",
+       "      <td>77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>78.83</td>\n",
+       "      <td>9.07</td>\n",
+       "      <td>61.61</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>35</td>\n",
+       "      <td>63</td>\n",
+       "      <td>35</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>78.98</td>\n",
+       "      <td>8.28</td>\n",
+       "      <td>91.67</td>\n",
+       "      <td>4.00</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>64</td>\n",
+       "      <td>69</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>78.98</td>\n",
+       "      <td>11.35</td>\n",
+       "      <td>83.26</td>\n",
+       "      <td>8.04</td>\n",
+       "      <td>43</td>\n",
+       "      <td>59</td>\n",
+       "      <td>71</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>12.49</td>\n",
+       "      <td>68.72</td>\n",
+       "      <td>18.20</td>\n",
+       "      <td>30</td>\n",
+       "      <td>49</td>\n",
+       "      <td>57</td>\n",
+       "      <td>56</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ... is_language_switched  \\\n",
+       "0                 1                    3    gpt-4o  ...                    0   \n",
+       "1                 4                    4    gpt-4o  ...                    0   \n",
+       "2                 1                    3    gpt-4o  ...                    0   \n",
+       "3                 1                    3    gpt-4o  ...                    0   \n",
+       "4                 1                    3    gpt-4o  ...                    0   \n",
+       "..              ...                  ...       ...  ...                  ...   \n",
+       "489               4                    4    gpt-4o  ...                    0   \n",
+       "490               4                    3    gpt-4o  ...                    0   \n",
+       "491               4                    2    gpt-4o  ...                    0   \n",
+       "492               4                    5    gpt-4o  ...                    0   \n",
+       "493               4                    4    gpt-4o  ...                    0   \n",
+       "\n",
+       "    english_site flesch_reading_ease gunning_fog_index  \\\n",
+       "0           True               74.94             12.49   \n",
+       "1           True               34.09             26.22   \n",
+       "2           True               61.61             12.00   \n",
+       "3           True               73.64             12.00   \n",
+       "4           True               74.94              8.04   \n",
+       "..           ...                 ...               ...   \n",
+       "489        False               45.02             18.95   \n",
+       "490        False               78.83              9.07   \n",
+       "491        False               78.98              8.28   \n",
+       "492        False               78.98             11.35   \n",
+       "493        False               68.26             12.49   \n",
+       "\n",
+       "    user_flesch_reading_ease user_gunning_fog_index original_alt_text_length  \\\n",
+       "0                      45.61                  24.00                       23   \n",
+       "1                      61.41                  15.31                       49   \n",
+       "2                      86.12                   8.51                       23   \n",
+       "3                      75.07                  11.67                       23   \n",
+       "4                      67.92                  17.92                       24   \n",
+       "..                       ...                    ...                      ...   \n",
+       "489                    66.87                  15.31                       47   \n",
+       "490                    61.61                  16.00                       35   \n",
+       "491                    91.67                   4.00                       45   \n",
+       "492                    83.26                   8.04                       43   \n",
+       "493                    68.72                  18.20                       30   \n",
+       "\n",
+       "    user_alt_text_length llm_alt_text_length  llm_alt_text_length_ita  \n",
+       "0                    122                  53                       55  \n",
+       "1                     90                  73                       87  \n",
+       "2                     41                  65                       71  \n",
+       "3                    124                  55                       65  \n",
+       "4                    114                  47                       60  \n",
+       "..                   ...                 ...                      ...  \n",
+       "489                   62                  77                       77  \n",
+       "490                   63                  35                       35  \n",
+       "491                   53                  64                       69  \n",
+       "492                   59                  71                       73  \n",
+       "493                   49                  57                       56  \n",
+       "\n",
+       "[494 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "22069d8a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>is_language_switched</th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2.655870</td>\n",
+       "      <td>3.311741</td>\n",
+       "      <td>3.277328</td>\n",
+       "      <td>0.113360</td>\n",
+       "      <td>59.817065</td>\n",
+       "      <td>17.967024</td>\n",
+       "      <td>66.066235</td>\n",
+       "      <td>16.270688</td>\n",
+       "      <td>68.504049</td>\n",
+       "      <td>78.020243</td>\n",
+       "      <td>74.759109</td>\n",
+       "      <td>80.504049</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.242828</td>\n",
+       "      <td>1.481455</td>\n",
+       "      <td>0.967008</td>\n",
+       "      <td>0.317354</td>\n",
+       "      <td>20.375385</td>\n",
+       "      <td>6.103113</td>\n",
+       "      <td>25.297848</td>\n",
+       "      <td>7.318984</td>\n",
+       "      <td>53.707485</td>\n",
+       "      <td>42.498963</td>\n",
+       "      <td>26.817705</td>\n",
+       "      <td>28.346147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-31.350000</td>\n",
+       "      <td>0.800000</td>\n",
+       "      <td>-96.260000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>47.062500</td>\n",
+       "      <td>13.200000</td>\n",
+       "      <td>53.125000</td>\n",
+       "      <td>11.600000</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>51.000000</td>\n",
+       "      <td>57.000000</td>\n",
+       "      <td>62.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>61.210000</td>\n",
+       "      <td>18.560000</td>\n",
+       "      <td>67.140000</td>\n",
+       "      <td>16.670000</td>\n",
+       "      <td>56.000000</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>71.000000</td>\n",
+       "      <td>75.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>73.640000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>80.140000</td>\n",
+       "      <td>21.350000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>96.750000</td>\n",
+       "      <td>89.000000</td>\n",
+       "      <td>93.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>114.090000</td>\n",
+       "      <td>35.730000</td>\n",
+       "      <td>129.050000</td>\n",
+       "      <td>41.200000</td>\n",
+       "      <td>257.000000</td>\n",
+       "      <td>401.000000</td>\n",
+       "      <td>188.000000</td>\n",
+       "      <td>193.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       user_assessment  llm_assessment  user_llm_assessment  \\\n",
+       "count       494.000000      494.000000           494.000000   \n",
+       "mean          2.655870        3.311741             3.277328   \n",
+       "std           1.242828        1.481455             0.967008   \n",
+       "min           1.000000        1.000000             1.000000   \n",
+       "25%           2.000000        2.000000             3.000000   \n",
+       "50%           3.000000        4.000000             3.000000   \n",
+       "75%           4.000000        4.000000             4.000000   \n",
+       "max           5.000000        5.000000             5.000000   \n",
+       "\n",
+       "       is_language_switched  flesch_reading_ease  gunning_fog_index  \\\n",
+       "count            494.000000           494.000000         494.000000   \n",
+       "mean               0.113360            59.817065          17.967024   \n",
+       "std                0.317354            20.375385           6.103113   \n",
+       "min                0.000000           -31.350000           0.800000   \n",
+       "25%                0.000000            47.062500          13.200000   \n",
+       "50%                0.000000            61.210000          18.560000   \n",
+       "75%                0.000000            73.640000          22.000000   \n",
+       "max                1.000000           114.090000          35.730000   \n",
+       "\n",
+       "       user_flesch_reading_ease  user_gunning_fog_index  \\\n",
+       "count                494.000000              494.000000   \n",
+       "mean                  66.066235               16.270688   \n",
+       "std                   25.297848                7.318984   \n",
+       "min                  -96.260000                0.000000   \n",
+       "25%                   53.125000               11.600000   \n",
+       "50%                   67.140000               16.670000   \n",
+       "75%                   80.140000               21.350000   \n",
+       "max                  129.050000               41.200000   \n",
+       "\n",
+       "       original_alt_text_length  user_alt_text_length  llm_alt_text_length  \\\n",
+       "count                494.000000            494.000000           494.000000   \n",
+       "mean                  68.504049             78.020243            74.759109   \n",
+       "std                   53.707485             42.498963            26.817705   \n",
+       "min                    0.000000              0.000000            11.000000   \n",
+       "25%                   24.000000             51.000000            57.000000   \n",
+       "50%                   56.000000             72.000000            71.000000   \n",
+       "75%                   94.000000             96.750000            89.000000   \n",
+       "max                  257.000000            401.000000           188.000000   \n",
+       "\n",
+       "       llm_alt_text_length_ita  \n",
+       "count               494.000000  \n",
+       "mean                 80.504049  \n",
+       "std                  28.346147  \n",
+       "min                  11.000000  \n",
+       "25%                  62.000000  \n",
+       "50%                  75.000000  \n",
+       "75%                  93.000000  \n",
+       "max                 193.000000  "
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2a5e3f12",
+   "metadata": {},
+   "source": [
+    "## aggiungo similarità lessicale"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "681c3a85",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from utils import lexical_similarity,bert_score_similarity,semantic_similarity_sentence_transformer,extract_semantic_representation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "c38e540c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['lexical_similarity'] = df.apply(\n",
+    "    lambda row: lexical_similarity(\n",
+    "        row['user_alt_text'], \n",
+    "        #row['llm_alt_text'],\n",
+    "        row['llm_alt_text_ita'],\n",
+    "        n_grams=False\n",
+    "    ), \n",
+    "    axis=1\n",
+    "  )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "a9b11dad",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>english_site</th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length_ita</th>\n",
+       "      <th>lexical_similarity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Boxer da uomo neri.</td>\n",
+       "      <td>Simond MT500 black merino wool men's boxer bri...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>73.64</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>96.46</td>\n",
+       "      <td>1.60</td>\n",
+       "      <td>23</td>\n",
+       "      <td>19</td>\n",
+       "      <td>67</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.310171</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>Giacca da ciclismo Van Rysel Ultralight imperm...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>54.90</td>\n",
+       "      <td>16.93</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>16.93</td>\n",
+       "      <td>52</td>\n",
+       "      <td>60</td>\n",
+       "      <td>61</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.835050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>Giacca in pile Quechua MH120 da uomo verde alloro</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>66.87</td>\n",
+       "      <td>11.67</td>\n",
+       "      <td>83.75</td>\n",
+       "      <td>8.20</td>\n",
+       "      <td>24</td>\n",
+       "      <td>49</td>\n",
+       "      <td>57</td>\n",
+       "      <td>75</td>\n",
+       "      <td>0.635199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>Pantaloni cargo Forclaz Travel 100 da uomo gri...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>12.49</td>\n",
+       "      <td>61.21</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>51</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0.732707</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>136</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandali da trekking grigi con cinturini (model...</td>\n",
+       "      <td>Forclaz MT500 lightweight packable hiking sand...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>43.59</td>\n",
+       "      <td>20.00</td>\n",
+       "      <td>61.21</td>\n",
+       "      <td>18.20</td>\n",
+       "      <td>49</td>\n",
+       "      <td>58</td>\n",
+       "      <td>66</td>\n",
+       "      <td>77</td>\n",
+       "      <td>0.203804</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>442</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>Pialla a filo e spessore combinata per legno 1...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>83.26</td>\n",
+       "      <td>11.67</td>\n",
+       "      <td>83.26</td>\n",
+       "      <td>11.67</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>440</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/2_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Prodotti marca dyson</td>\n",
+       "      <td>Dyson logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>114.09</td>\n",
+       "      <td>0.80</td>\n",
+       "      <td>82.73</td>\n",
+       "      <td>14.53</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0.260556</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>438</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...</td>\n",
+       "      <td>Sega a nastro da banco per legno 350W. Goniome...</td>\n",
+       "      <td>Scheppach HBS30 bandsaw, 350W with miter gauge...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>73.64</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>83.84</td>\n",
+       "      <td>9.07</td>\n",
+       "      <td>79</td>\n",
+       "      <td>82</td>\n",
+       "      <td>69</td>\n",
+       "      <td>72</td>\n",
+       "      <td>0.473939</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>437</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro per taglio legno Scheppach hbs26...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>94.71</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>88.85</td>\n",
+       "      <td>2.40</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>53</td>\n",
+       "      <td>53</td>\n",
+       "      <td>0.883128</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>439</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...</td>\n",
+       "      <td>Trapano a colonna da banco con puntatore laser...</td>\n",
+       "      <td>Bench drill with laser pointer, 500W, 230V, Sc...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>60.36</td>\n",
+       "      <td>19.94</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>16.93</td>\n",
+       "      <td>74</td>\n",
+       "      <td>74</td>\n",
+       "      <td>62</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0.833634</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "135  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "146  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "145  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "144  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "136  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "442    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "440    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "438    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "437    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "439    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                                user  \\\n",
+       "135  {\"username\": \"Chiara Giordano\"}   \n",
+       "146  {\"username\": \"Chiara Giordano\"}   \n",
+       "145  {\"username\": \"Chiara Giordano\"}   \n",
+       "144  {\"username\": \"Chiara Giordano\"}   \n",
+       "136  {\"username\": \"Chiara Giordano\"}   \n",
+       "..                               ...   \n",
+       "442        {\"username\": \"whitewolf\"}   \n",
+       "440        {\"username\": \"whitewolf\"}   \n",
+       "438        {\"username\": \"whitewolf\"}   \n",
+       "437        {\"username\": \"whitewolf\"}   \n",
+       "439        {\"username\": \"whitewolf\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "135  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "146  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "145  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "144  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "136  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "442  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "440  https://giove.isti.cnr.it/users/manca/eBay/2_P...   \n",
+       "438  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "437  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "439  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "135                            {*ultra-black-8542384*}   \n",
+       "146  Van Rysel Men's Ultralight Waterproof Cycling ...   \n",
+       "145                           {*laurel-green-8749613*}   \n",
+       "144                            {*carbon-gray-8572546*}   \n",
+       "136  Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "..                                                 ...   \n",
+       "442  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
+       "440                                                NaN   \n",
+       "438  SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...   \n",
+       "437   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "439  TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "135                                Boxer da uomo neri.   \n",
+       "146  Giacca da ciclismo Van Rysel Ultralight imperm...   \n",
+       "145  Giacca in pile Quechua MH120 da uomo verde alloro   \n",
+       "144  Pantaloni cargo Forclaz Travel 100 da uomo gri...   \n",
+       "136  Sandali da trekking grigi con cinturini (model...   \n",
+       "..                                                 ...   \n",
+       "442  Pialla a filo e spessore combinata per legno 1...   \n",
+       "440                               Prodotti marca dyson   \n",
+       "438  Sega a nastro da banco per legno 350W. Goniome...   \n",
+       "437   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "439  Trapano a colonna da banco con puntatore laser...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "135  Simond MT500 black merino wool men's boxer bri...                2   \n",
+       "146  Van Rysel Men's Ultralight Waterproof Cycling ...                5   \n",
+       "145  Quechua Men's MH120 Fleece Hiking Jacket in la...                1   \n",
+       "144  Forclaz Men's Travel 100 Cargo Pants in carbon...                1   \n",
+       "136  Forclaz MT500 lightweight packable hiking sand...                3   \n",
+       "..                                                 ...              ...   \n",
+       "442  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
+       "440                                        Dyson logo.                1   \n",
+       "438  Scheppach HBS30 bandsaw, 350W with miter gauge...                3   \n",
+       "437  Sega a nastro per taglio legno Scheppach hbs26...                4   \n",
+       "439  Bench drill with laser pointer, 500W, 230V, Sc...                3   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ... english_site  \\\n",
+       "135               2                    4    gpt-4o  ...         True   \n",
+       "146               5                    3    gpt-4o  ...         True   \n",
+       "145               1                    3    gpt-4o  ...         True   \n",
+       "144               2                    3    gpt-4o  ...         True   \n",
+       "136               4                    4    gpt-4o  ...         True   \n",
+       "..              ...                  ...       ...  ...          ...   \n",
+       "442               5                    3    gpt-4o  ...        False   \n",
+       "440               1                    1    gpt-4o  ...        False   \n",
+       "438               4                    2    gpt-4o  ...        False   \n",
+       "437               4                    4    gpt-4o  ...        False   \n",
+       "439               4                    3    gpt-4o  ...        False   \n",
+       "\n",
+       "    flesch_reading_ease gunning_fog_index user_flesch_reading_ease  \\\n",
+       "135               73.64             12.00                    96.46   \n",
+       "146               54.90             16.93                    68.26   \n",
+       "145               66.87             11.67                    83.75   \n",
+       "144               68.26             12.49                    61.21   \n",
+       "136               43.59             20.00                    61.21   \n",
+       "..                  ...               ...                      ...   \n",
+       "442               83.26             11.67                    83.26   \n",
+       "440              114.09              0.80                    82.73   \n",
+       "438               73.64             12.00                    83.84   \n",
+       "437               94.71              2.80                    88.85   \n",
+       "439               60.36             19.94                    68.26   \n",
+       "\n",
+       "    user_gunning_fog_index original_alt_text_length user_alt_text_length  \\\n",
+       "135                   1.60                       23                   19   \n",
+       "146                  16.93                       52                   60   \n",
+       "145                   8.20                       24                   49   \n",
+       "144                  13.20                       23                   58   \n",
+       "136                  18.20                       49                   58   \n",
+       "..                     ...                      ...                  ...   \n",
+       "442                  11.67                       75                   75   \n",
+       "440                  14.53                        0                   20   \n",
+       "438                   9.07                       79                   82   \n",
+       "437                   2.40                       48                   48   \n",
+       "439                  16.93                       74                   74   \n",
+       "\n",
+       "    llm_alt_text_length llm_alt_text_length_ita  lexical_similarity  \n",
+       "135                  67                      63            0.310171  \n",
+       "146                  61                      63            0.835050  \n",
+       "145                  57                      75            0.635199  \n",
+       "144                  51                      60            0.732707  \n",
+       "136                  66                      77            0.203804  \n",
+       "..                  ...                     ...                 ...  \n",
+       "442                  75                      75            1.000000  \n",
+       "440                  11                      11            0.260556  \n",
+       "438                  69                      72            0.473939  \n",
+       "437                  53                      53            0.883128  \n",
+       "439                  62                      69            0.833634  \n",
+       "\n",
+       "[494 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df=df.sort_values(['page_url','user','user_alt_text','original_alt_text'])\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "b0d4b79b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>is_language_switched</th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length_ita</th>\n",
+       "      <th>lexical_similarity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2.655870</td>\n",
+       "      <td>3.311741</td>\n",
+       "      <td>3.277328</td>\n",
+       "      <td>0.113360</td>\n",
+       "      <td>59.817065</td>\n",
+       "      <td>17.967024</td>\n",
+       "      <td>66.066235</td>\n",
+       "      <td>16.270688</td>\n",
+       "      <td>68.504049</td>\n",
+       "      <td>78.020243</td>\n",
+       "      <td>74.759109</td>\n",
+       "      <td>80.504049</td>\n",
+       "      <td>0.381079</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.242828</td>\n",
+       "      <td>1.481455</td>\n",
+       "      <td>0.967008</td>\n",
+       "      <td>0.317354</td>\n",
+       "      <td>20.375385</td>\n",
+       "      <td>6.103113</td>\n",
+       "      <td>25.297848</td>\n",
+       "      <td>7.318984</td>\n",
+       "      <td>53.707485</td>\n",
+       "      <td>42.498963</td>\n",
+       "      <td>26.817705</td>\n",
+       "      <td>28.346147</td>\n",
+       "      <td>0.238313</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-31.350000</td>\n",
+       "      <td>0.800000</td>\n",
+       "      <td>-96.260000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>47.062500</td>\n",
+       "      <td>13.200000</td>\n",
+       "      <td>53.125000</td>\n",
+       "      <td>11.600000</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>51.000000</td>\n",
+       "      <td>57.000000</td>\n",
+       "      <td>62.000000</td>\n",
+       "      <td>0.194314</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>61.210000</td>\n",
+       "      <td>18.560000</td>\n",
+       "      <td>67.140000</td>\n",
+       "      <td>16.670000</td>\n",
+       "      <td>56.000000</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>71.000000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>0.348274</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>73.640000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>80.140000</td>\n",
+       "      <td>21.350000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>96.750000</td>\n",
+       "      <td>89.000000</td>\n",
+       "      <td>93.000000</td>\n",
+       "      <td>0.545991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>114.090000</td>\n",
+       "      <td>35.730000</td>\n",
+       "      <td>129.050000</td>\n",
+       "      <td>41.200000</td>\n",
+       "      <td>257.000000</td>\n",
+       "      <td>401.000000</td>\n",
+       "      <td>188.000000</td>\n",
+       "      <td>193.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       user_assessment  llm_assessment  user_llm_assessment  \\\n",
+       "count       494.000000      494.000000           494.000000   \n",
+       "mean          2.655870        3.311741             3.277328   \n",
+       "std           1.242828        1.481455             0.967008   \n",
+       "min           1.000000        1.000000             1.000000   \n",
+       "25%           2.000000        2.000000             3.000000   \n",
+       "50%           3.000000        4.000000             3.000000   \n",
+       "75%           4.000000        4.000000             4.000000   \n",
+       "max           5.000000        5.000000             5.000000   \n",
+       "\n",
+       "       is_language_switched  flesch_reading_ease  gunning_fog_index  \\\n",
+       "count            494.000000           494.000000         494.000000   \n",
+       "mean               0.113360            59.817065          17.967024   \n",
+       "std                0.317354            20.375385           6.103113   \n",
+       "min                0.000000           -31.350000           0.800000   \n",
+       "25%                0.000000            47.062500          13.200000   \n",
+       "50%                0.000000            61.210000          18.560000   \n",
+       "75%                0.000000            73.640000          22.000000   \n",
+       "max                1.000000           114.090000          35.730000   \n",
+       "\n",
+       "       user_flesch_reading_ease  user_gunning_fog_index  \\\n",
+       "count                494.000000              494.000000   \n",
+       "mean                  66.066235               16.270688   \n",
+       "std                   25.297848                7.318984   \n",
+       "min                  -96.260000                0.000000   \n",
+       "25%                   53.125000               11.600000   \n",
+       "50%                   67.140000               16.670000   \n",
+       "75%                   80.140000               21.350000   \n",
+       "max                  129.050000               41.200000   \n",
+       "\n",
+       "       original_alt_text_length  user_alt_text_length  llm_alt_text_length  \\\n",
+       "count                494.000000            494.000000           494.000000   \n",
+       "mean                  68.504049             78.020243            74.759109   \n",
+       "std                   53.707485             42.498963            26.817705   \n",
+       "min                    0.000000              0.000000            11.000000   \n",
+       "25%                   24.000000             51.000000            57.000000   \n",
+       "50%                   56.000000             72.000000            71.000000   \n",
+       "75%                   94.000000             96.750000            89.000000   \n",
+       "max                  257.000000            401.000000           188.000000   \n",
+       "\n",
+       "       llm_alt_text_length_ita  lexical_similarity  \n",
+       "count               494.000000          494.000000  \n",
+       "mean                 80.504049            0.381079  \n",
+       "std                  28.346147            0.238313  \n",
+       "min                  11.000000            0.000000  \n",
+       "25%                  62.000000            0.194314  \n",
+       "50%                  75.000000            0.348274  \n",
+       "75%                  93.000000            0.545991  \n",
+       "max                 193.000000            1.000000  "
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "43a3a129",
+   "metadata": {},
+   "source": [
+    "## Aggiungo similarità semantica"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "e0f3ceb8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['semantic_similarity'] = df.apply(\n",
+    "    lambda row: semantic_similarity_sentence_transformer(\n",
+    "        row['user_alt_text'], \n",
+    "        row['llm_alt_text_ita']\n",
+    "        #row['llm_alt_text']\n",
+    "    ), \n",
+    "    axis=1\n",
+    "  )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "1c708daa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length_ita</th>\n",
+       "      <th>lexical_similarity</th>\n",
+       "      <th>semantic_similarity</th>\n",
+       "      <th>bert_score_similarity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Boxer da uomo neri.</td>\n",
+       "      <td>Simond MT500 black merino wool men's boxer bri...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>96.46</td>\n",
+       "      <td>1.60</td>\n",
+       "      <td>23</td>\n",
+       "      <td>19</td>\n",
+       "      <td>67</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.310171</td>\n",
+       "      <td>0.720439</td>\n",
+       "      <td>0.710414</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>Giacca da ciclismo Van Rysel Ultralight imperm...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16.93</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>16.93</td>\n",
+       "      <td>52</td>\n",
+       "      <td>60</td>\n",
+       "      <td>61</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.835050</td>\n",
+       "      <td>0.893577</td>\n",
+       "      <td>0.849662</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>Giacca in pile Quechua MH120 da uomo verde alloro</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11.67</td>\n",
+       "      <td>83.75</td>\n",
+       "      <td>8.20</td>\n",
+       "      <td>24</td>\n",
+       "      <td>49</td>\n",
+       "      <td>57</td>\n",
+       "      <td>75</td>\n",
+       "      <td>0.635199</td>\n",
+       "      <td>0.882463</td>\n",
+       "      <td>0.742069</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>Pantaloni cargo Forclaz Travel 100 da uomo gri...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.49</td>\n",
+       "      <td>61.21</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>51</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0.732707</td>\n",
+       "      <td>0.959142</td>\n",
+       "      <td>0.904383</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>136</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandali da trekking grigi con cinturini (model...</td>\n",
+       "      <td>Forclaz MT500 lightweight packable hiking sand...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20.00</td>\n",
+       "      <td>61.21</td>\n",
+       "      <td>18.20</td>\n",
+       "      <td>49</td>\n",
+       "      <td>58</td>\n",
+       "      <td>66</td>\n",
+       "      <td>77</td>\n",
+       "      <td>0.203804</td>\n",
+       "      <td>0.620707</td>\n",
+       "      <td>0.688146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>442</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>Pialla a filo e spessore combinata per legno 1...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11.67</td>\n",
+       "      <td>83.26</td>\n",
+       "      <td>11.67</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>440</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/2_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Prodotti marca dyson</td>\n",
+       "      <td>Dyson logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.80</td>\n",
+       "      <td>82.73</td>\n",
+       "      <td>14.53</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0.260556</td>\n",
+       "      <td>0.547854</td>\n",
+       "      <td>0.516522</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>438</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...</td>\n",
+       "      <td>Sega a nastro da banco per legno 350W. Goniome...</td>\n",
+       "      <td>Scheppach HBS30 bandsaw, 350W with miter gauge...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>83.84</td>\n",
+       "      <td>9.07</td>\n",
+       "      <td>79</td>\n",
+       "      <td>82</td>\n",
+       "      <td>69</td>\n",
+       "      <td>72</td>\n",
+       "      <td>0.473939</td>\n",
+       "      <td>0.841220</td>\n",
+       "      <td>0.816780</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>437</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro per taglio legno Scheppach hbs26...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>88.85</td>\n",
+       "      <td>2.40</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>53</td>\n",
+       "      <td>53</td>\n",
+       "      <td>0.883128</td>\n",
+       "      <td>0.922841</td>\n",
+       "      <td>0.863685</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>439</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...</td>\n",
+       "      <td>Trapano a colonna da banco con puntatore laser...</td>\n",
+       "      <td>Bench drill with laser pointer, 500W, 230V, Sc...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>19.94</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>16.93</td>\n",
+       "      <td>74</td>\n",
+       "      <td>74</td>\n",
+       "      <td>62</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0.833634</td>\n",
+       "      <td>0.928876</td>\n",
+       "      <td>0.852515</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 35 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "135  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "146  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "145  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "144  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "136  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "442    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "440    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "438    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "437    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "439    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                                user  \\\n",
+       "135  {\"username\": \"Chiara Giordano\"}   \n",
+       "146  {\"username\": \"Chiara Giordano\"}   \n",
+       "145  {\"username\": \"Chiara Giordano\"}   \n",
+       "144  {\"username\": \"Chiara Giordano\"}   \n",
+       "136  {\"username\": \"Chiara Giordano\"}   \n",
+       "..                               ...   \n",
+       "442        {\"username\": \"whitewolf\"}   \n",
+       "440        {\"username\": \"whitewolf\"}   \n",
+       "438        {\"username\": \"whitewolf\"}   \n",
+       "437        {\"username\": \"whitewolf\"}   \n",
+       "439        {\"username\": \"whitewolf\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "135  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "146  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "145  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "144  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "136  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "442  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "440  https://giove.isti.cnr.it/users/manca/eBay/2_P...   \n",
+       "438  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "437  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "439  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "135                            {*ultra-black-8542384*}   \n",
+       "146  Van Rysel Men's Ultralight Waterproof Cycling ...   \n",
+       "145                           {*laurel-green-8749613*}   \n",
+       "144                            {*carbon-gray-8572546*}   \n",
+       "136  Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "..                                                 ...   \n",
+       "442  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
+       "440                                                NaN   \n",
+       "438  SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...   \n",
+       "437   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "439  TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "135                                Boxer da uomo neri.   \n",
+       "146  Giacca da ciclismo Van Rysel Ultralight imperm...   \n",
+       "145  Giacca in pile Quechua MH120 da uomo verde alloro   \n",
+       "144  Pantaloni cargo Forclaz Travel 100 da uomo gri...   \n",
+       "136  Sandali da trekking grigi con cinturini (model...   \n",
+       "..                                                 ...   \n",
+       "442  Pialla a filo e spessore combinata per legno 1...   \n",
+       "440                               Prodotti marca dyson   \n",
+       "438  Sega a nastro da banco per legno 350W. Goniome...   \n",
+       "437   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "439  Trapano a colonna da banco con puntatore laser...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "135  Simond MT500 black merino wool men's boxer bri...                2   \n",
+       "146  Van Rysel Men's Ultralight Waterproof Cycling ...                5   \n",
+       "145  Quechua Men's MH120 Fleece Hiking Jacket in la...                1   \n",
+       "144  Forclaz Men's Travel 100 Cargo Pants in carbon...                1   \n",
+       "136  Forclaz MT500 lightweight packable hiking sand...                3   \n",
+       "..                                                 ...              ...   \n",
+       "442  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
+       "440                                        Dyson logo.                1   \n",
+       "438  Scheppach HBS30 bandsaw, 350W with miter gauge...                3   \n",
+       "437  Sega a nastro per taglio legno Scheppach hbs26...                4   \n",
+       "439  Bench drill with laser pointer, 500W, 230V, Sc...                3   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ... gunning_fog_index  \\\n",
+       "135               2                    4    gpt-4o  ...             12.00   \n",
+       "146               5                    3    gpt-4o  ...             16.93   \n",
+       "145               1                    3    gpt-4o  ...             11.67   \n",
+       "144               2                    3    gpt-4o  ...             12.49   \n",
+       "136               4                    4    gpt-4o  ...             20.00   \n",
+       "..              ...                  ...       ...  ...               ...   \n",
+       "442               5                    3    gpt-4o  ...             11.67   \n",
+       "440               1                    1    gpt-4o  ...              0.80   \n",
+       "438               4                    2    gpt-4o  ...             12.00   \n",
+       "437               4                    4    gpt-4o  ...              2.80   \n",
+       "439               4                    3    gpt-4o  ...             19.94   \n",
+       "\n",
+       "    user_flesch_reading_ease user_gunning_fog_index original_alt_text_length  \\\n",
+       "135                    96.46                   1.60                       23   \n",
+       "146                    68.26                  16.93                       52   \n",
+       "145                    83.75                   8.20                       24   \n",
+       "144                    61.21                  13.20                       23   \n",
+       "136                    61.21                  18.20                       49   \n",
+       "..                       ...                    ...                      ...   \n",
+       "442                    83.26                  11.67                       75   \n",
+       "440                    82.73                  14.53                        0   \n",
+       "438                    83.84                   9.07                       79   \n",
+       "437                    88.85                   2.40                       48   \n",
+       "439                    68.26                  16.93                       74   \n",
+       "\n",
+       "    user_alt_text_length llm_alt_text_length llm_alt_text_length_ita  \\\n",
+       "135                   19                  67                      63   \n",
+       "146                   60                  61                      63   \n",
+       "145                   49                  57                      75   \n",
+       "144                   58                  51                      60   \n",
+       "136                   58                  66                      77   \n",
+       "..                   ...                 ...                     ...   \n",
+       "442                   75                  75                      75   \n",
+       "440                   20                  11                      11   \n",
+       "438                   82                  69                      72   \n",
+       "437                   48                  53                      53   \n",
+       "439                   74                  62                      69   \n",
+       "\n",
+       "    lexical_similarity semantic_similarity  bert_score_similarity  \n",
+       "135           0.310171            0.720439               0.710414  \n",
+       "146           0.835050            0.893577               0.849662  \n",
+       "145           0.635199            0.882463               0.742069  \n",
+       "144           0.732707            0.959142               0.904383  \n",
+       "136           0.203804            0.620707               0.688146  \n",
+       "..                 ...                 ...                    ...  \n",
+       "442           1.000000            1.000000               1.000000  \n",
+       "440           0.260556            0.547854               0.516522  \n",
+       "438           0.473939            0.841220               0.816780  \n",
+       "437           0.883128            0.922841               0.863685  \n",
+       "439           0.833634            0.928876               0.852515  \n",
+       "\n",
+       "[494 rows x 35 columns]"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c17649bf",
+   "metadata": {},
+   "source": [
+    "## Aggiungo bert score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "8d987264",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['bert_score_similarity'] = df.apply(\n",
+    "    lambda row: bert_score_similarity(\n",
+    "        [row['user_alt_text']], \n",
+    "        #[row['llm_alt_text']],\n",
+    "        row['llm_alt_text_ita'],\n",
+    "        batch=False\n",
+    "    ), \n",
+    "    axis=1\n",
+    "  )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "5e383b1c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length_ita</th>\n",
+       "      <th>lexical_similarity</th>\n",
+       "      <th>semantic_similarity</th>\n",
+       "      <th>bert_score_similarity</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Boxer da uomo neri.</td>\n",
+       "      <td>Simond MT500 black merino wool men's boxer bri...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.60</td>\n",
+       "      <td>23</td>\n",
+       "      <td>19</td>\n",
+       "      <td>67</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.310171</td>\n",
+       "      <td>0.720439</td>\n",
+       "      <td>0.710414</td>\n",
+       "      <td>20.973</td>\n",
+       "      <td>30.060</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>Giacca da ciclismo Van Rysel Ultralight imperm...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16.93</td>\n",
+       "      <td>52</td>\n",
+       "      <td>60</td>\n",
+       "      <td>61</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.835050</td>\n",
+       "      <td>0.893577</td>\n",
+       "      <td>0.849662</td>\n",
+       "      <td>32.538</td>\n",
+       "      <td>26.257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>Giacca in pile Quechua MH120 da uomo verde alloro</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8.20</td>\n",
+       "      <td>24</td>\n",
+       "      <td>49</td>\n",
+       "      <td>57</td>\n",
+       "      <td>75</td>\n",
+       "      <td>0.635199</td>\n",
+       "      <td>0.882463</td>\n",
+       "      <td>0.742069</td>\n",
+       "      <td>24.466</td>\n",
+       "      <td>27.746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>Pantaloni cargo Forclaz Travel 100 da uomo gri...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13.20</td>\n",
+       "      <td>23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>51</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0.732707</td>\n",
+       "      <td>0.959142</td>\n",
+       "      <td>0.904383</td>\n",
+       "      <td>28.795</td>\n",
+       "      <td>29.379</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandali da trekking grigi con cinturini (model...</td>\n",
+       "      <td>Forclaz MT500 lightweight packable hiking sand...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>18.20</td>\n",
+       "      <td>49</td>\n",
+       "      <td>58</td>\n",
+       "      <td>66</td>\n",
+       "      <td>77</td>\n",
+       "      <td>0.203804</td>\n",
+       "      <td>0.620707</td>\n",
+       "      <td>0.688146</td>\n",
+       "      <td>18.293</td>\n",
+       "      <td>24.148</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>Pialla a filo e spessore combinata per legno 1...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11.67</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>27.583</td>\n",
+       "      <td>27.583</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/2_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Prodotti marca dyson</td>\n",
+       "      <td>Dyson logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14.53</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0.260556</td>\n",
+       "      <td>0.547854</td>\n",
+       "      <td>0.516522</td>\n",
+       "      <td>27.764</td>\n",
+       "      <td>31.428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...</td>\n",
+       "      <td>Sega a nastro da banco per legno 350W. Goniome...</td>\n",
+       "      <td>Scheppach HBS30 bandsaw, 350W with miter gauge...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.07</td>\n",
+       "      <td>79</td>\n",
+       "      <td>82</td>\n",
+       "      <td>69</td>\n",
+       "      <td>72</td>\n",
+       "      <td>0.473939</td>\n",
+       "      <td>0.841220</td>\n",
+       "      <td>0.816780</td>\n",
+       "      <td>20.747</td>\n",
+       "      <td>26.750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro per taglio legno Scheppach hbs26...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.40</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>53</td>\n",
+       "      <td>53</td>\n",
+       "      <td>0.883128</td>\n",
+       "      <td>0.922841</td>\n",
+       "      <td>0.863685</td>\n",
+       "      <td>22.222</td>\n",
+       "      <td>21.798</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...</td>\n",
+       "      <td>Trapano a colonna da banco con puntatore laser...</td>\n",
+       "      <td>Bench drill with laser pointer, 500W, 230V, Sc...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16.93</td>\n",
+       "      <td>74</td>\n",
+       "      <td>74</td>\n",
+       "      <td>62</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0.833634</td>\n",
+       "      <td>0.928876</td>\n",
+       "      <td>0.852515</td>\n",
+       "      <td>24.328</td>\n",
+       "      <td>22.687</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "490    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "491    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "492    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "493    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                                user  \\\n",
+       "0    {\"username\": \"Chiara Giordano\"}   \n",
+       "1    {\"username\": \"Chiara Giordano\"}   \n",
+       "2    {\"username\": \"Chiara Giordano\"}   \n",
+       "3    {\"username\": \"Chiara Giordano\"}   \n",
+       "4    {\"username\": \"Chiara Giordano\"}   \n",
+       "..                               ...   \n",
+       "489        {\"username\": \"whitewolf\"}   \n",
+       "490        {\"username\": \"whitewolf\"}   \n",
+       "491        {\"username\": \"whitewolf\"}   \n",
+       "492        {\"username\": \"whitewolf\"}   \n",
+       "493        {\"username\": \"whitewolf\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "490  https://giove.isti.cnr.it/users/manca/eBay/2_P...   \n",
+       "491  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "492  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "493  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Van Rysel Men's Ultralight Waterproof Cycling ...   \n",
+       "2                             {*laurel-green-8749613*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "..                                                 ...   \n",
+       "489  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
+       "490                                                NaN   \n",
+       "491  SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...   \n",
+       "492   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "493  TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0                                  Boxer da uomo neri.   \n",
+       "1    Giacca da ciclismo Van Rysel Ultralight imperm...   \n",
+       "2    Giacca in pile Quechua MH120 da uomo verde alloro   \n",
+       "3    Pantaloni cargo Forclaz Travel 100 da uomo gri...   \n",
+       "4    Sandali da trekking grigi con cinturini (model...   \n",
+       "..                                                 ...   \n",
+       "489  Pialla a filo e spessore combinata per legno 1...   \n",
+       "490                               Prodotti marca dyson   \n",
+       "491  Sega a nastro da banco per legno 350W. Goniome...   \n",
+       "492   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "493  Trapano a colonna da banco con puntatore laser...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond MT500 black merino wool men's boxer bri...                2   \n",
+       "1    Van Rysel Men's Ultralight Waterproof Cycling ...                5   \n",
+       "2    Quechua Men's MH120 Fleece Hiking Jacket in la...                1   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...                1   \n",
+       "4    Forclaz MT500 lightweight packable hiking sand...                3   \n",
+       "..                                                 ...              ...   \n",
+       "489  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
+       "490                                        Dyson logo.                1   \n",
+       "491  Scheppach HBS30 bandsaw, 350W with miter gauge...                3   \n",
+       "492  Sega a nastro per taglio legno Scheppach hbs26...                4   \n",
+       "493  Bench drill with laser pointer, 500W, 230V, Sc...                3   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "0                 2                    4    gpt-4o  ...   \n",
+       "1                 5                    3    gpt-4o  ...   \n",
+       "2                 1                    3    gpt-4o  ...   \n",
+       "3                 2                    3    gpt-4o  ...   \n",
+       "4                 4                    4    gpt-4o  ...   \n",
+       "..              ...                  ...       ...  ...   \n",
+       "489               5                    3    gpt-4o  ...   \n",
+       "490               1                    1    gpt-4o  ...   \n",
+       "491               4                    2    gpt-4o  ...   \n",
+       "492               4                    4    gpt-4o  ...   \n",
+       "493               4                    3    gpt-4o  ...   \n",
+       "\n",
+       "    user_gunning_fog_index original_alt_text_length user_alt_text_length  \\\n",
+       "0                     1.60                       23                   19   \n",
+       "1                    16.93                       52                   60   \n",
+       "2                     8.20                       24                   49   \n",
+       "3                    13.20                       23                   58   \n",
+       "4                    18.20                       49                   58   \n",
+       "..                     ...                      ...                  ...   \n",
+       "489                  11.67                       75                   75   \n",
+       "490                  14.53                        0                   20   \n",
+       "491                   9.07                       79                   82   \n",
+       "492                   2.40                       48                   48   \n",
+       "493                  16.93                       74                   74   \n",
+       "\n",
+       "    llm_alt_text_length llm_alt_text_length_ita lexical_similarity  \\\n",
+       "0                    67                      63           0.310171   \n",
+       "1                    61                      63           0.835050   \n",
+       "2                    57                      75           0.635199   \n",
+       "3                    51                      60           0.732707   \n",
+       "4                    66                      77           0.203804   \n",
+       "..                  ...                     ...                ...   \n",
+       "489                  75                      75           1.000000   \n",
+       "490                  11                      11           0.260556   \n",
+       "491                  69                      72           0.473939   \n",
+       "492                  53                      53           0.883128   \n",
+       "493                  62                      69           0.833634   \n",
+       "\n",
+       "    semantic_similarity bert_score_similarity clip_score_user  clip_score_llm  \n",
+       "0              0.720439              0.710414          20.973          30.060  \n",
+       "1              0.893577              0.849662          32.538          26.257  \n",
+       "2              0.882463              0.742069          24.466          27.746  \n",
+       "3              0.959142              0.904383          28.795          29.379  \n",
+       "4              0.620707              0.688146          18.293          24.148  \n",
+       "..                  ...                   ...             ...             ...  \n",
+       "489            1.000000              1.000000          27.583          27.583  \n",
+       "490            0.547854              0.516522          27.764          31.428  \n",
+       "491            0.841220              0.816780          20.747          26.750  \n",
+       "492            0.922841              0.863685          22.222          21.798  \n",
+       "493            0.928876              0.852515          24.328          22.687  \n",
+       "\n",
+       "[494 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df=df.sort_values(['page_url','user','user_alt_text','original_alt_text'])\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "0445ae0b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>is_language_switched</th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length_ita</th>\n",
+       "      <th>lexical_similarity</th>\n",
+       "      <th>semantic_similarity</th>\n",
+       "      <th>bert_score_similarity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2.655870</td>\n",
+       "      <td>3.311741</td>\n",
+       "      <td>3.277328</td>\n",
+       "      <td>0.113360</td>\n",
+       "      <td>59.817065</td>\n",
+       "      <td>17.967024</td>\n",
+       "      <td>66.066235</td>\n",
+       "      <td>16.270688</td>\n",
+       "      <td>68.504049</td>\n",
+       "      <td>78.020243</td>\n",
+       "      <td>74.759109</td>\n",
+       "      <td>80.504049</td>\n",
+       "      <td>0.381079</td>\n",
+       "      <td>0.674069</td>\n",
+       "      <td>0.694326</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.242828</td>\n",
+       "      <td>1.481455</td>\n",
+       "      <td>0.967008</td>\n",
+       "      <td>0.317354</td>\n",
+       "      <td>20.375385</td>\n",
+       "      <td>6.103113</td>\n",
+       "      <td>25.297848</td>\n",
+       "      <td>7.318984</td>\n",
+       "      <td>53.707485</td>\n",
+       "      <td>42.498963</td>\n",
+       "      <td>26.817705</td>\n",
+       "      <td>28.346147</td>\n",
+       "      <td>0.238313</td>\n",
+       "      <td>0.207774</td>\n",
+       "      <td>0.153447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-31.350000</td>\n",
+       "      <td>0.800000</td>\n",
+       "      <td>-96.260000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>47.062500</td>\n",
+       "      <td>13.200000</td>\n",
+       "      <td>53.125000</td>\n",
+       "      <td>11.600000</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>51.000000</td>\n",
+       "      <td>57.000000</td>\n",
+       "      <td>62.000000</td>\n",
+       "      <td>0.194314</td>\n",
+       "      <td>0.568537</td>\n",
+       "      <td>0.622227</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>61.210000</td>\n",
+       "      <td>18.560000</td>\n",
+       "      <td>67.140000</td>\n",
+       "      <td>16.670000</td>\n",
+       "      <td>56.000000</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>71.000000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>0.348274</td>\n",
+       "      <td>0.713125</td>\n",
+       "      <td>0.711912</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>73.640000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>80.140000</td>\n",
+       "      <td>21.350000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>96.750000</td>\n",
+       "      <td>89.000000</td>\n",
+       "      <td>93.000000</td>\n",
+       "      <td>0.545991</td>\n",
+       "      <td>0.832455</td>\n",
+       "      <td>0.790161</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>114.090000</td>\n",
+       "      <td>35.730000</td>\n",
+       "      <td>129.050000</td>\n",
+       "      <td>41.200000</td>\n",
+       "      <td>257.000000</td>\n",
+       "      <td>401.000000</td>\n",
+       "      <td>188.000000</td>\n",
+       "      <td>193.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       user_assessment  llm_assessment  user_llm_assessment  \\\n",
+       "count       494.000000      494.000000           494.000000   \n",
+       "mean          2.655870        3.311741             3.277328   \n",
+       "std           1.242828        1.481455             0.967008   \n",
+       "min           1.000000        1.000000             1.000000   \n",
+       "25%           2.000000        2.000000             3.000000   \n",
+       "50%           3.000000        4.000000             3.000000   \n",
+       "75%           4.000000        4.000000             4.000000   \n",
+       "max           5.000000        5.000000             5.000000   \n",
+       "\n",
+       "       is_language_switched  flesch_reading_ease  gunning_fog_index  \\\n",
+       "count            494.000000           494.000000         494.000000   \n",
+       "mean               0.113360            59.817065          17.967024   \n",
+       "std                0.317354            20.375385           6.103113   \n",
+       "min                0.000000           -31.350000           0.800000   \n",
+       "25%                0.000000            47.062500          13.200000   \n",
+       "50%                0.000000            61.210000          18.560000   \n",
+       "75%                0.000000            73.640000          22.000000   \n",
+       "max                1.000000           114.090000          35.730000   \n",
+       "\n",
+       "       user_flesch_reading_ease  user_gunning_fog_index  \\\n",
+       "count                494.000000              494.000000   \n",
+       "mean                  66.066235               16.270688   \n",
+       "std                   25.297848                7.318984   \n",
+       "min                  -96.260000                0.000000   \n",
+       "25%                   53.125000               11.600000   \n",
+       "50%                   67.140000               16.670000   \n",
+       "75%                   80.140000               21.350000   \n",
+       "max                  129.050000               41.200000   \n",
+       "\n",
+       "       original_alt_text_length  user_alt_text_length  llm_alt_text_length  \\\n",
+       "count                494.000000            494.000000           494.000000   \n",
+       "mean                  68.504049             78.020243            74.759109   \n",
+       "std                   53.707485             42.498963            26.817705   \n",
+       "min                    0.000000              0.000000            11.000000   \n",
+       "25%                   24.000000             51.000000            57.000000   \n",
+       "50%                   56.000000             72.000000            71.000000   \n",
+       "75%                   94.000000             96.750000            89.000000   \n",
+       "max                  257.000000            401.000000           188.000000   \n",
+       "\n",
+       "       llm_alt_text_length_ita  lexical_similarity  semantic_similarity  \\\n",
+       "count               494.000000          494.000000           494.000000   \n",
+       "mean                 80.504049            0.381079             0.674069   \n",
+       "std                  28.346147            0.238313             0.207774   \n",
+       "min                  11.000000            0.000000             0.000000   \n",
+       "25%                  62.000000            0.194314             0.568537   \n",
+       "50%                  75.000000            0.348274             0.713125   \n",
+       "75%                  93.000000            0.545991             0.832455   \n",
+       "max                 193.000000            1.000000             1.000000   \n",
+       "\n",
+       "       bert_score_similarity  \n",
+       "count             494.000000  \n",
+       "mean                0.694326  \n",
+       "std                 0.153447  \n",
+       "min                 0.000000  \n",
+       "25%                 0.622227  \n",
+       "50%                 0.711912  \n",
+       "75%                 0.790161  \n",
+       "max                 1.000000  "
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "6fd177c1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#manca CLIP (nel caso traduzione in ita ho aggiunto clip \"vecchio\" quello calcolato con vesrione inglese, sarebbe da ricalcolare con versione ita - anche se in reltà modello multi-lingua e non mi aspetto grosse differenze) )\n",
+    "df.to_csv('dataset_esercitazione_notfull_features_ita.csv',sep=\";\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f76b9d53",
+   "metadata": {},
+   "source": [
+    "## Aggiungo colonne analsi CLIP\n",
+    "### essendo processo lungo fatto cu colab, qua recupero il dataframe con accuratezza di ordinarli nello stesso modo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "2b33f342",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>nearby_context</th>\n",
+       "      <th>page_title</th>\n",
+       "      <th>page_description</th>\n",
+       "      <th>page_keywords</th>\n",
+       "      <th>llm_evaluation_result</th>\n",
+       "      <th>llm_judgment</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Boxer da uomo neri.</td>\n",
+       "      <td>Simond MT500 black merino wool men's boxer bri...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text '*ultra-black-8542384*' ...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Boxer da uomo Simond MT500 in lana merino nera...</td>\n",
+       "      <td>20.972836</td>\n",
+       "      <td>30.060083</td>\n",
+       "      <td>28.059700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>Giacca da ciclismo Van Rysel Ultralight imperm...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text 'Van Rysel Men's Ultralight Water...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Giacca da ciclismo impermeabile ultraleggera d...</td>\n",
+       "      <td>32.538311</td>\n",
+       "      <td>26.256966</td>\n",
+       "      <td>31.283718</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>Giacca in pile Quechua MH120 da uomo verde alloro</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>&lt;span&gt; [184px]: $59.99 &lt;span&gt; [185px]: Was\\n  ...</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text 'laurel-green-8749613' fails to p...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Giacca in pile da uomo Quechua MH120 per escur...</td>\n",
+       "      <td>24.465719</td>\n",
+       "      <td>27.745974</td>\n",
+       "      <td>23.778193</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>Pantaloni cargo Forclaz Travel 100 da uomo gri...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text 'carbon-gray-8572546' do...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Pantaloni cargo da uomo Forclaz Travel 100 in ...</td>\n",
+       "      <td>28.794855</td>\n",
+       "      <td>29.379236</td>\n",
+       "      <td>28.144440</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>136</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandali da trekking grigi con cinturini (model...</td>\n",
+       "      <td>Forclaz MT500 lightweight packable hiking sand...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>&lt;span&gt; [154px]: Save 33%</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text aligns well with the image purpos...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Sandali da escursionismo Forclaz MT500 leggeri...</td>\n",
+       "      <td>18.292740</td>\n",
+       "      <td>24.147743</td>\n",
+       "      <td>16.403046</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>442</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>Pialla a filo e spessore combinata per legno 1...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is appropriate as it clearly desc...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>27.583393</td>\n",
+       "      <td>27.583393</td>\n",
+       "      <td>27.583393</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>440</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/2_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Prodotti marca dyson</td>\n",
+       "      <td>Dyson logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>&lt;h2&gt; [43px]: I brand più ricercati su eBay &lt;a&gt;...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text is empty, which does not...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>Logo Dyson.</td>\n",
+       "      <td>27.764135</td>\n",
+       "      <td>31.427734</td>\n",
+       "      <td>31.337589</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>438</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...</td>\n",
+       "      <td>Sega a nastro da banco per legno 350W. Goniome...</td>\n",
+       "      <td>Scheppach HBS30 bandsaw, 350W with miter gauge...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is appropriate as it describes th...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Sega a nastro Scheppach HBS30, 350W con guida ...</td>\n",
+       "      <td>20.746923</td>\n",
+       "      <td>26.749825</td>\n",
+       "      <td>20.915134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>437</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro per taglio legno Scheppach hbs26...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text is clear, specific, and ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Sega a nastro per taglio legno Scheppach hbs26...</td>\n",
+       "      <td>22.221727</td>\n",
+       "      <td>21.798155</td>\n",
+       "      <td>21.798155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>439</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...</td>\n",
+       "      <td>Trapano a colonna da banco con puntatore laser...</td>\n",
+       "      <td>Bench drill with laser pointer, 500W, 230V, Sc...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is appropriate as it provides spe...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>Trapano a colonna con puntatore laser, 500W, 2...</td>\n",
+       "      <td>24.328140</td>\n",
+       "      <td>22.687426</td>\n",
+       "      <td>24.226103</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "135  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "146  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "145  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "144  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "136  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "442    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "440    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "438    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "437    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "439    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                                user  \\\n",
+       "135  {\"username\": \"Chiara Giordano\"}   \n",
+       "146  {\"username\": \"Chiara Giordano\"}   \n",
+       "145  {\"username\": \"Chiara Giordano\"}   \n",
+       "144  {\"username\": \"Chiara Giordano\"}   \n",
+       "136  {\"username\": \"Chiara Giordano\"}   \n",
+       "..                               ...   \n",
+       "442        {\"username\": \"whitewolf\"}   \n",
+       "440        {\"username\": \"whitewolf\"}   \n",
+       "438        {\"username\": \"whitewolf\"}   \n",
+       "437        {\"username\": \"whitewolf\"}   \n",
+       "439        {\"username\": \"whitewolf\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "135  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "146  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "145  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "144  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "136  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "442  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "440  https://giove.isti.cnr.it/users/manca/eBay/2_P...   \n",
+       "438  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "437  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "439  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "135                            {*ultra-black-8542384*}   \n",
+       "146  Van Rysel Men's Ultralight Waterproof Cycling ...   \n",
+       "145                           {*laurel-green-8749613*}   \n",
+       "144                            {*carbon-gray-8572546*}   \n",
+       "136  Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "..                                                 ...   \n",
+       "442  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
+       "440                                                NaN   \n",
+       "438  SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...   \n",
+       "437   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "439  TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "135                                Boxer da uomo neri.   \n",
+       "146  Giacca da ciclismo Van Rysel Ultralight imperm...   \n",
+       "145  Giacca in pile Quechua MH120 da uomo verde alloro   \n",
+       "144  Pantaloni cargo Forclaz Travel 100 da uomo gri...   \n",
+       "136  Sandali da trekking grigi con cinturini (model...   \n",
+       "..                                                 ...   \n",
+       "442  Pialla a filo e spessore combinata per legno 1...   \n",
+       "440                               Prodotti marca dyson   \n",
+       "438  Sega a nastro da banco per legno 350W. Goniome...   \n",
+       "437   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "439  Trapano a colonna da banco con puntatore laser...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "135  Simond MT500 black merino wool men's boxer bri...                2   \n",
+       "146  Van Rysel Men's Ultralight Waterproof Cycling ...                5   \n",
+       "145  Quechua Men's MH120 Fleece Hiking Jacket in la...                1   \n",
+       "144  Forclaz Men's Travel 100 Cargo Pants in carbon...                1   \n",
+       "136  Forclaz MT500 lightweight packable hiking sand...                3   \n",
+       "..                                                 ...              ...   \n",
+       "442  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
+       "440                                        Dyson logo.                1   \n",
+       "438  Scheppach HBS30 bandsaw, 350W with miter gauge...                3   \n",
+       "437  Sega a nastro per taglio legno Scheppach hbs26...                4   \n",
+       "439  Bench drill with laser pointer, 500W, 230V, Sc...                3   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "135               2                    4    gpt-4o  ...   \n",
+       "146               5                    3    gpt-4o  ...   \n",
+       "145               1                    3    gpt-4o  ...   \n",
+       "144               2                    3    gpt-4o  ...   \n",
+       "136               4                    4    gpt-4o  ...   \n",
+       "..              ...                  ...       ...  ...   \n",
+       "442               5                    3    gpt-4o  ...   \n",
+       "440               1                    1    gpt-4o  ...   \n",
+       "438               4                    2    gpt-4o  ...   \n",
+       "437               4                    4    gpt-4o  ...   \n",
+       "439               4                    3    gpt-4o  ...   \n",
+       "\n",
+       "                                        nearby_context  \\\n",
+       "135                               No nearby text found   \n",
+       "146                               No nearby text found   \n",
+       "145  <span> [184px]: $59.99 <span> [185px]: Was\\n  ...   \n",
+       "144                               No nearby text found   \n",
+       "136                           <span> [154px]: Save 33%   \n",
+       "..                                                 ...   \n",
+       "442  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "440  <h2> [43px]: I brand più ricercati su eBay <a>...   \n",
+       "438  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "437  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "439  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "\n",
+       "                               page_title  \\\n",
+       "135     Men's Outdoor Apparel – Decathlon   \n",
+       "146     Men's Outdoor Apparel – Decathlon   \n",
+       "145     Men's Outdoor Apparel – Decathlon   \n",
+       "144     Men's Outdoor Apparel – Decathlon   \n",
+       "136     Men's Outdoor Apparel – Decathlon   \n",
+       "..                                    ...   \n",
+       "442  eBay | Il Marketplace delle passioni   \n",
+       "440  eBay | Il Marketplace delle passioni   \n",
+       "438  eBay | Il Marketplace delle passioni   \n",
+       "437  eBay | Il Marketplace delle passioni   \n",
+       "439  eBay | Il Marketplace delle passioni   \n",
+       "\n",
+       "                                      page_description page_keywords  \\\n",
+       "135  Shop our selection of outdoor clothes and gear...           NaN   \n",
+       "146  Shop our selection of outdoor clothes and gear...           NaN   \n",
+       "145  Shop our selection of outdoor clothes and gear...           NaN   \n",
+       "144  Shop our selection of outdoor clothes and gear...           NaN   \n",
+       "136  Shop our selection of outdoor clothes and gear...           NaN   \n",
+       "..                                                 ...           ...   \n",
+       "442  Offerte imperdibili su nuovo, usato e ricondiz...           NaN   \n",
+       "440  Offerte imperdibili su nuovo, usato e ricondiz...           NaN   \n",
+       "438  Offerte imperdibili su nuovo, usato e ricondiz...           NaN   \n",
+       "437  Offerte imperdibili su nuovo, usato e ricondiz...           NaN   \n",
+       "439  Offerte imperdibili su nuovo, usato e ricondiz...           NaN   \n",
+       "\n",
+       "                                 llm_evaluation_result llm_judgment  \\\n",
+       "135  The original alt-text '*ultra-black-8542384*' ...      failure   \n",
+       "146  The alt-text 'Van Rysel Men's Ultralight Water...      success   \n",
+       "145  The alt-text 'laurel-green-8749613' fails to p...      failure   \n",
+       "144  The original alt-text 'carbon-gray-8572546' do...      failure   \n",
+       "136  The alt-text aligns well with the image purpos...      success   \n",
+       "..                                                 ...          ...   \n",
+       "442  The alt-text is appropriate as it clearly desc...      success   \n",
+       "440  The original alt-text is empty, which does not...      failure   \n",
+       "438  The alt-text is appropriate as it describes th...      success   \n",
+       "437  The original alt-text is clear, specific, and ...      success   \n",
+       "439  The alt-text is appropriate as it provides spe...      success   \n",
+       "\n",
+       "                                      llm_alt_text_ita clip_score_user  \\\n",
+       "135  Boxer da uomo Simond MT500 in lana merino nera...       20.972836   \n",
+       "146  Giacca da ciclismo impermeabile ultraleggera d...       32.538311   \n",
+       "145  Giacca in pile da uomo Quechua MH120 per escur...       24.465719   \n",
+       "144  Pantaloni cargo da uomo Forclaz Travel 100 in ...       28.794855   \n",
+       "136  Sandali da escursionismo Forclaz MT500 leggeri...       18.292740   \n",
+       "..                                                 ...             ...   \n",
+       "442  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...       27.583393   \n",
+       "440                                        Logo Dyson.       27.764135   \n",
+       "438  Sega a nastro Scheppach HBS30, 350W con guida ...       20.746923   \n",
+       "437  Sega a nastro per taglio legno Scheppach hbs26...       22.221727   \n",
+       "439  Trapano a colonna con puntatore laser, 500W, 2...       24.328140   \n",
+       "\n",
+       "    clip_score_llm  clip_score_llm_ita  \n",
+       "135      30.060083           28.059700  \n",
+       "146      26.256966           31.283718  \n",
+       "145      27.745974           23.778193  \n",
+       "144      29.379236           28.144440  \n",
+       "136      24.147743           16.403046  \n",
+       "..             ...                 ...  \n",
+       "442      27.583393           27.583393  \n",
+       "440      31.427734           31.337589  \n",
+       "438      26.749825           20.915134  \n",
+       "437      21.798155           21.798155  \n",
+       "439      22.687426           24.226103  \n",
+       "\n",
+       "[494 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_clip = pd.read_csv(\"dataset_esercitazione_with_CLIP_ita.csv\",sep=\";\")\n",
+    "df_clip = df_clip.sort_values(['page_url','user','user_alt_text','original_alt_text'])\n",
+    "df_clip"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "de9cd73d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Has empty values: True\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check if the column has empty/null values\n",
+    "has_empty = df_clip['clip_score_user'].isna().any()\n",
+    "print(f\"Has empty values: {has_empty}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "03cd2537",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Fill empty/null values with 0\n",
+    "df_clip['clip_score_user'] = df_clip['clip_score_user'].fillna(0)\n",
+    "#df_clip[['clip_score_user', \"clip_score_llm\"]] = df_clip[['clip_score_user', \"clip_score_llm\"]].round(3)\n",
+    "df_clip[['clip_score_user', \"clip_score_llm\",\"clip_score_llm_ita\"]] = df_clip[['clip_score_user', \"clip_score_llm\",\"clip_score_llm_ita\"]].round(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "id": "3f3039ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Reset indices so they align positionally\n",
+    "df = df.reset_index(drop=True)\n",
+    "df_clip = df_clip.reset_index(drop=True)\n",
+    "\n",
+    "# Now assign the column\n",
+    "df[\"clip_score_user\"] = df_clip[\"clip_score_user\"]\n",
+    "df[\"clip_score_llm\"] = df_clip[\"clip_score_llm\"]\n",
+    "df[\"clip_score_llm_ita\"] = df_clip[\"clip_score_llm_ita\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f84f56db",
+   "metadata": {},
+   "source": [
+    "## Salvo il dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "id": "82861921",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length_ita</th>\n",
+       "      <th>lexical_similarity</th>\n",
+       "      <th>semantic_similarity</th>\n",
+       "      <th>bert_score_similarity</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Boxer da uomo neri.</td>\n",
+       "      <td>Simond MT500 black merino wool men's boxer bri...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>19</td>\n",
+       "      <td>67</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.310171</td>\n",
+       "      <td>0.720439</td>\n",
+       "      <td>0.710414</td>\n",
+       "      <td>20.973</td>\n",
+       "      <td>30.060</td>\n",
+       "      <td>28.060</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>Giacca da ciclismo Van Rysel Ultralight imperm...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>52</td>\n",
+       "      <td>60</td>\n",
+       "      <td>61</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.835050</td>\n",
+       "      <td>0.893577</td>\n",
+       "      <td>0.849662</td>\n",
+       "      <td>32.538</td>\n",
+       "      <td>26.257</td>\n",
+       "      <td>31.284</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>Giacca in pile Quechua MH120 da uomo verde alloro</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24</td>\n",
+       "      <td>49</td>\n",
+       "      <td>57</td>\n",
+       "      <td>75</td>\n",
+       "      <td>0.635199</td>\n",
+       "      <td>0.882463</td>\n",
+       "      <td>0.742069</td>\n",
+       "      <td>24.466</td>\n",
+       "      <td>27.746</td>\n",
+       "      <td>23.778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>Pantaloni cargo Forclaz Travel 100 da uomo gri...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>51</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0.732707</td>\n",
+       "      <td>0.959142</td>\n",
+       "      <td>0.904383</td>\n",
+       "      <td>28.795</td>\n",
+       "      <td>29.379</td>\n",
+       "      <td>28.144</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandali da trekking grigi con cinturini (model...</td>\n",
+       "      <td>Forclaz MT500 lightweight packable hiking sand...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>49</td>\n",
+       "      <td>58</td>\n",
+       "      <td>66</td>\n",
+       "      <td>77</td>\n",
+       "      <td>0.203804</td>\n",
+       "      <td>0.620707</td>\n",
+       "      <td>0.688146</td>\n",
+       "      <td>18.293</td>\n",
+       "      <td>24.148</td>\n",
+       "      <td>16.403</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>Pialla a filo e spessore combinata per legno 1...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>27.583</td>\n",
+       "      <td>27.583</td>\n",
+       "      <td>27.583</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/2_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Prodotti marca dyson</td>\n",
+       "      <td>Dyson logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0.260556</td>\n",
+       "      <td>0.547854</td>\n",
+       "      <td>0.516522</td>\n",
+       "      <td>27.764</td>\n",
+       "      <td>31.428</td>\n",
+       "      <td>31.338</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...</td>\n",
+       "      <td>Sega a nastro da banco per legno 350W. Goniome...</td>\n",
+       "      <td>Scheppach HBS30 bandsaw, 350W with miter gauge...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>79</td>\n",
+       "      <td>82</td>\n",
+       "      <td>69</td>\n",
+       "      <td>72</td>\n",
+       "      <td>0.473939</td>\n",
+       "      <td>0.841220</td>\n",
+       "      <td>0.816780</td>\n",
+       "      <td>20.747</td>\n",
+       "      <td>26.750</td>\n",
+       "      <td>20.915</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro per taglio legno Scheppach hbs26...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>53</td>\n",
+       "      <td>53</td>\n",
+       "      <td>0.883128</td>\n",
+       "      <td>0.922841</td>\n",
+       "      <td>0.863685</td>\n",
+       "      <td>22.222</td>\n",
+       "      <td>21.798</td>\n",
+       "      <td>21.798</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...</td>\n",
+       "      <td>Trapano a colonna da banco con puntatore laser...</td>\n",
+       "      <td>Bench drill with laser pointer, 500W, 230V, Sc...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>74</td>\n",
+       "      <td>74</td>\n",
+       "      <td>62</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0.833634</td>\n",
+       "      <td>0.928876</td>\n",
+       "      <td>0.852515</td>\n",
+       "      <td>24.328</td>\n",
+       "      <td>22.687</td>\n",
+       "      <td>24.226</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 38 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "490    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "491    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "492    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "493    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                                user  \\\n",
+       "0    {\"username\": \"Chiara Giordano\"}   \n",
+       "1    {\"username\": \"Chiara Giordano\"}   \n",
+       "2    {\"username\": \"Chiara Giordano\"}   \n",
+       "3    {\"username\": \"Chiara Giordano\"}   \n",
+       "4    {\"username\": \"Chiara Giordano\"}   \n",
+       "..                               ...   \n",
+       "489        {\"username\": \"whitewolf\"}   \n",
+       "490        {\"username\": \"whitewolf\"}   \n",
+       "491        {\"username\": \"whitewolf\"}   \n",
+       "492        {\"username\": \"whitewolf\"}   \n",
+       "493        {\"username\": \"whitewolf\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "490  https://giove.isti.cnr.it/users/manca/eBay/2_P...   \n",
+       "491  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "492  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "493  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Van Rysel Men's Ultralight Waterproof Cycling ...   \n",
+       "2                             {*laurel-green-8749613*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "..                                                 ...   \n",
+       "489  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
+       "490                                                NaN   \n",
+       "491  SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...   \n",
+       "492   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "493  TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0                                  Boxer da uomo neri.   \n",
+       "1    Giacca da ciclismo Van Rysel Ultralight imperm...   \n",
+       "2    Giacca in pile Quechua MH120 da uomo verde alloro   \n",
+       "3    Pantaloni cargo Forclaz Travel 100 da uomo gri...   \n",
+       "4    Sandali da trekking grigi con cinturini (model...   \n",
+       "..                                                 ...   \n",
+       "489  Pialla a filo e spessore combinata per legno 1...   \n",
+       "490                               Prodotti marca dyson   \n",
+       "491  Sega a nastro da banco per legno 350W. Goniome...   \n",
+       "492   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "493  Trapano a colonna da banco con puntatore laser...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond MT500 black merino wool men's boxer bri...                2   \n",
+       "1    Van Rysel Men's Ultralight Waterproof Cycling ...                5   \n",
+       "2    Quechua Men's MH120 Fleece Hiking Jacket in la...                1   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...                1   \n",
+       "4    Forclaz MT500 lightweight packable hiking sand...                3   \n",
+       "..                                                 ...              ...   \n",
+       "489  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
+       "490                                        Dyson logo.                1   \n",
+       "491  Scheppach HBS30 bandsaw, 350W with miter gauge...                3   \n",
+       "492  Sega a nastro per taglio legno Scheppach hbs26...                4   \n",
+       "493  Bench drill with laser pointer, 500W, 230V, Sc...                3   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "0                 2                    4    gpt-4o  ...   \n",
+       "1                 5                    3    gpt-4o  ...   \n",
+       "2                 1                    3    gpt-4o  ...   \n",
+       "3                 2                    3    gpt-4o  ...   \n",
+       "4                 4                    4    gpt-4o  ...   \n",
+       "..              ...                  ...       ...  ...   \n",
+       "489               5                    3    gpt-4o  ...   \n",
+       "490               1                    1    gpt-4o  ...   \n",
+       "491               4                    2    gpt-4o  ...   \n",
+       "492               4                    4    gpt-4o  ...   \n",
+       "493               4                    3    gpt-4o  ...   \n",
+       "\n",
+       "    original_alt_text_length user_alt_text_length llm_alt_text_length  \\\n",
+       "0                         23                   19                  67   \n",
+       "1                         52                   60                  61   \n",
+       "2                         24                   49                  57   \n",
+       "3                         23                   58                  51   \n",
+       "4                         49                   58                  66   \n",
+       "..                       ...                  ...                 ...   \n",
+       "489                       75                   75                  75   \n",
+       "490                        0                   20                  11   \n",
+       "491                       79                   82                  69   \n",
+       "492                       48                   48                  53   \n",
+       "493                       74                   74                  62   \n",
+       "\n",
+       "    llm_alt_text_length_ita lexical_similarity semantic_similarity  \\\n",
+       "0                        63           0.310171            0.720439   \n",
+       "1                        63           0.835050            0.893577   \n",
+       "2                        75           0.635199            0.882463   \n",
+       "3                        60           0.732707            0.959142   \n",
+       "4                        77           0.203804            0.620707   \n",
+       "..                      ...                ...                 ...   \n",
+       "489                      75           1.000000            1.000000   \n",
+       "490                      11           0.260556            0.547854   \n",
+       "491                      72           0.473939            0.841220   \n",
+       "492                      53           0.883128            0.922841   \n",
+       "493                      69           0.833634            0.928876   \n",
+       "\n",
+       "    bert_score_similarity clip_score_user clip_score_llm  clip_score_llm_ita  \n",
+       "0                0.710414          20.973         30.060              28.060  \n",
+       "1                0.849662          32.538         26.257              31.284  \n",
+       "2                0.742069          24.466         27.746              23.778  \n",
+       "3                0.904383          28.795         29.379              28.144  \n",
+       "4                0.688146          18.293         24.148              16.403  \n",
+       "..                    ...             ...            ...                 ...  \n",
+       "489              1.000000          27.583         27.583              27.583  \n",
+       "490              0.516522          27.764         31.428              31.338  \n",
+       "491              0.816780          20.747         26.750              20.915  \n",
+       "492              0.863685          22.222         21.798              21.798  \n",
+       "493              0.852515          24.328         22.687              24.226  \n",
+       "\n",
+       "[494 rows x 38 columns]"
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "id": "58860882",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "#df.to_csv('dataset_esercitazione_full_features.csv',sep=\";\", index=False)\n",
+    "df.to_csv('dataset_esercitazione_full_features_ita.csv',sep=\";\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "id": "c21f7a18",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>is_language_switched</th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>gunning_fog_index</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length_ita</th>\n",
+       "      <th>lexical_similarity</th>\n",
+       "      <th>semantic_similarity</th>\n",
+       "      <th>bert_score_similarity</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2.655870</td>\n",
+       "      <td>3.311741</td>\n",
+       "      <td>3.277328</td>\n",
+       "      <td>0.113360</td>\n",
+       "      <td>59.817065</td>\n",
+       "      <td>17.967024</td>\n",
+       "      <td>66.066235</td>\n",
+       "      <td>16.270688</td>\n",
+       "      <td>68.504049</td>\n",
+       "      <td>78.020243</td>\n",
+       "      <td>74.759109</td>\n",
+       "      <td>80.504049</td>\n",
+       "      <td>0.381079</td>\n",
+       "      <td>0.674069</td>\n",
+       "      <td>0.694326</td>\n",
+       "      <td>24.719324</td>\n",
+       "      <td>27.468615</td>\n",
+       "      <td>26.108775</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.242828</td>\n",
+       "      <td>1.481455</td>\n",
+       "      <td>0.967008</td>\n",
+       "      <td>0.317354</td>\n",
+       "      <td>20.375385</td>\n",
+       "      <td>6.103113</td>\n",
+       "      <td>25.297848</td>\n",
+       "      <td>7.318984</td>\n",
+       "      <td>53.707485</td>\n",
+       "      <td>42.498963</td>\n",
+       "      <td>26.817705</td>\n",
+       "      <td>28.346147</td>\n",
+       "      <td>0.238313</td>\n",
+       "      <td>0.207774</td>\n",
+       "      <td>0.153447</td>\n",
+       "      <td>5.337241</td>\n",
+       "      <td>4.023808</td>\n",
+       "      <td>4.125126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-31.350000</td>\n",
+       "      <td>0.800000</td>\n",
+       "      <td>-96.260000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.858000</td>\n",
+       "      <td>10.382000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>47.062500</td>\n",
+       "      <td>13.200000</td>\n",
+       "      <td>53.125000</td>\n",
+       "      <td>11.600000</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>51.000000</td>\n",
+       "      <td>57.000000</td>\n",
+       "      <td>62.000000</td>\n",
+       "      <td>0.194314</td>\n",
+       "      <td>0.568537</td>\n",
+       "      <td>0.622227</td>\n",
+       "      <td>21.990000</td>\n",
+       "      <td>24.999750</td>\n",
+       "      <td>23.717250</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>61.210000</td>\n",
+       "      <td>18.560000</td>\n",
+       "      <td>67.140000</td>\n",
+       "      <td>16.670000</td>\n",
+       "      <td>56.000000</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>71.000000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>0.348274</td>\n",
+       "      <td>0.713125</td>\n",
+       "      <td>0.711912</td>\n",
+       "      <td>25.608500</td>\n",
+       "      <td>27.475500</td>\n",
+       "      <td>26.526000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>73.640000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>80.140000</td>\n",
+       "      <td>21.350000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>96.750000</td>\n",
+       "      <td>89.000000</td>\n",
+       "      <td>93.000000</td>\n",
+       "      <td>0.545991</td>\n",
+       "      <td>0.832455</td>\n",
+       "      <td>0.790161</td>\n",
+       "      <td>28.056000</td>\n",
+       "      <td>29.851250</td>\n",
+       "      <td>28.642000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>114.090000</td>\n",
+       "      <td>35.730000</td>\n",
+       "      <td>129.050000</td>\n",
+       "      <td>41.200000</td>\n",
+       "      <td>257.000000</td>\n",
+       "      <td>401.000000</td>\n",
+       "      <td>188.000000</td>\n",
+       "      <td>193.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>38.108000</td>\n",
+       "      <td>38.581000</td>\n",
+       "      <td>38.108000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       user_assessment  llm_assessment  user_llm_assessment  \\\n",
+       "count       494.000000      494.000000           494.000000   \n",
+       "mean          2.655870        3.311741             3.277328   \n",
+       "std           1.242828        1.481455             0.967008   \n",
+       "min           1.000000        1.000000             1.000000   \n",
+       "25%           2.000000        2.000000             3.000000   \n",
+       "50%           3.000000        4.000000             3.000000   \n",
+       "75%           4.000000        4.000000             4.000000   \n",
+       "max           5.000000        5.000000             5.000000   \n",
+       "\n",
+       "       is_language_switched  flesch_reading_ease  gunning_fog_index  \\\n",
+       "count            494.000000           494.000000         494.000000   \n",
+       "mean               0.113360            59.817065          17.967024   \n",
+       "std                0.317354            20.375385           6.103113   \n",
+       "min                0.000000           -31.350000           0.800000   \n",
+       "25%                0.000000            47.062500          13.200000   \n",
+       "50%                0.000000            61.210000          18.560000   \n",
+       "75%                0.000000            73.640000          22.000000   \n",
+       "max                1.000000           114.090000          35.730000   \n",
+       "\n",
+       "       user_flesch_reading_ease  user_gunning_fog_index  \\\n",
+       "count                494.000000              494.000000   \n",
+       "mean                  66.066235               16.270688   \n",
+       "std                   25.297848                7.318984   \n",
+       "min                  -96.260000                0.000000   \n",
+       "25%                   53.125000               11.600000   \n",
+       "50%                   67.140000               16.670000   \n",
+       "75%                   80.140000               21.350000   \n",
+       "max                  129.050000               41.200000   \n",
+       "\n",
+       "       original_alt_text_length  user_alt_text_length  llm_alt_text_length  \\\n",
+       "count                494.000000            494.000000           494.000000   \n",
+       "mean                  68.504049             78.020243            74.759109   \n",
+       "std                   53.707485             42.498963            26.817705   \n",
+       "min                    0.000000              0.000000            11.000000   \n",
+       "25%                   24.000000             51.000000            57.000000   \n",
+       "50%                   56.000000             72.000000            71.000000   \n",
+       "75%                   94.000000             96.750000            89.000000   \n",
+       "max                  257.000000            401.000000           188.000000   \n",
+       "\n",
+       "       llm_alt_text_length_ita  lexical_similarity  semantic_similarity  \\\n",
+       "count               494.000000          494.000000           494.000000   \n",
+       "mean                 80.504049            0.381079             0.674069   \n",
+       "std                  28.346147            0.238313             0.207774   \n",
+       "min                  11.000000            0.000000             0.000000   \n",
+       "25%                  62.000000            0.194314             0.568537   \n",
+       "50%                  75.000000            0.348274             0.713125   \n",
+       "75%                  93.000000            0.545991             0.832455   \n",
+       "max                 193.000000            1.000000             1.000000   \n",
+       "\n",
+       "       bert_score_similarity  clip_score_user  clip_score_llm  \\\n",
+       "count             494.000000       494.000000      494.000000   \n",
+       "mean                0.694326        24.719324       27.468615   \n",
+       "std                 0.153447         5.337241        4.023808   \n",
+       "min                 0.000000         0.000000       11.858000   \n",
+       "25%                 0.622227        21.990000       24.999750   \n",
+       "50%                 0.711912        25.608500       27.475500   \n",
+       "75%                 0.790161        28.056000       29.851250   \n",
+       "max                 1.000000        38.108000       38.581000   \n",
+       "\n",
+       "       clip_score_llm_ita  \n",
+       "count          494.000000  \n",
+       "mean            26.108775  \n",
+       "std              4.125126  \n",
+       "min             10.382000  \n",
+       "25%             23.717250  \n",
+       "50%             26.526000  \n",
+       "75%             28.642000  \n",
+       "max             38.108000  "
+      ]
+     },
+     "execution_count": 99,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "486ec3e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#df.boxplot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "id": "b19a0503",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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MMQzDMPbt2+doq1u3ruHh4ZHvO62gvCAzM9Po0KHDBb9LC8td8l7byZvzFfRd2bVrV6fzatasWaHn1Lt3b6e+BcVdFH369Cn0OVq0aGGcO3euwPj37dt3wZylqHlk3rj//ZP72m3durXAXEaSUbNmTeO7775zHO+DDz5w7Bs8eLBhGIbx7LPPOtomTZqU71wKy7cuprCcqDjXjEoz5yzKOebN3/LmYIXlb4ArMOIPKGcSEhKUkpIiSRo2bJjWr1+v1atX68UXX1TPnj3l5uYmSTp8+LDGjx8vu90uLy8vzZs3T+vWrXPc8bNz5049/vjjBT7H3r179dBDDykuLk6vvfZakdbo27x5s9PdRI8//rg2b96sDz74oNDH/PDDD3rqqackScHBwXrjjTcUFxenm266yXHMOXPmSJJ27NihP//8U5IUERGhuLg4rVmzRvPmzVPfvn1ltVolnR/5NmLECMdowe7du2vFihX6+OOPFRkZWeCUm6dOnZKvr68+/PBDRzyS9Nprr130vAuTnJys2bNn6/PPP3e8zg888IDjDv8RI0YoLi5OCxYsUM2aNZWVlaW77rpL6enpkqTq1atr5syZeu+99/T555/rq6++0vLly9W0aVNJ0gsvvKDMzExJ0rp167R27VpJkqenp2JjY7V69WoFBQX9f/buPC6qev/j+HuGbUBZBFncEDLcNc1MKBcqyyW9mrZ3c8nyamolVmaLpbcivS2aabZq3bTNq1ZalpkLGS5ZlmiamkulLKlsCsMy5/eHPyZGQEGBgeH1fDx4OPM93znzOQMz8/F8zvf7Pe+rrn///XfNmDFDS5cuVbNmzSSdvorvyy+/lHT6NXv88cft/e+9916tXLlSN954o3bt2nVez1lVr89nn31mvyr92Wef1Zo1a/TBBx/o8ccfV9u2be1XHC5ZskTvvvuuJKlVq1Z6//339dlnnyk6OlqS9OGHH+rDDz88r2MDANRcNTW32rNnj+bMmSNJMpvNmjp1qj777DNdfvnl5brSuyJ+++03jRo1SitWrNA111wj6fRowzfffLPU/ufKE8rj0KFDGjhwoD777DPdeuut9vbi+ddjjz2m9PR0SVLHjh21bNkyzZ49254TVkTRGnqdOnWyt3388cdKSEjQY489pt9//10TJ06UYRgym816/PHHtXLlSt10002SpKysLI0YMcI+U0BlxlZe53rdT5w4oalTp9r7T5gwQStXrixx5X6Riv5NP/fcc2rRooWk08c/c+ZMffXVV5JOj0wcOHBg1Rw4AMAp7r33XiUnJ0s6Pcrp008/1YsvviiLxSJJmjFjhjZv3uzwmCNHjqhp06Z677339Pnnn5917bMFCxbo+++/lyQ1aNBAb775pj766CNlZGScd8xpaWmaP3++3nvvPfuaeBs3btTOnTvtfcaMGaP//ve/+vzzz7Vu3Tp9+umn6t+/vyRp7dq1+u677877+Yvccsstevvtt7Vy5UqtW7dOK1eu1LBhwySdnqFq6dKlZT72bDlLQkKCGjVqdM7nX7JkicN3+MiRI+2Pv+uuu2QYhoYPH27PZSZNmqSvvvpKM2bMkJubm7KzszVy5Eh73jN06FDdcsstkk7PqDRr1ixNnz5dktS6dWs9/fTTkqQ5c+Y4jKbr16+f/Xkfe+yxcrxyZavIOaPiKjvnrOgx7tu374LzZqBKOLfuCNQd5b0qfdWqVfb7Dz/8sHH48GHDZrOV2N9LL71k7zdy5EgjISHBSEhIMDZs2GD4+PgY0ukrxgsLCw3DcLwa5fbbbz+vYzgz1nMd3/33329ve/TRR+0xfvbZZ/b29u3bG4ZhGLt377a33Xnnncb+/fvtsRe3bNkye7/IyEgjNze3zHhV7GqbH3/80d7eunVre3t6enq5j7/4FVWvv/66w7Zjx47ZryAPCwuzH2tCQoJxww032B+3ZMkS+2M+++wz49prrzUaNmxouLm5lbhC6KeffjIMwzDGjh1rb3vooYfsj//1118d+hcpzxXl999/v739ueees7fPmjXLMAzD+PDDD+1tXbp0sffNz893uAKrvCP+qvL1eeSRR+xtH3/8sfHXX3+VGsOgQYPs/V5++WX787/xxhv29gEDBpTreAAAzlfbc6sZM2aUuLLaMAzj+PHjDjMbVMaIv0suucTevmnTJnv74MGD7e0VyRMM49wj/kJCQux5WnJysr29U6dOhmEYRmFhoVG/fn17+44dO+z7Kf7dXpFRdYZR9t9F8ZkMir/eeXl5DqMdfvzxxyqJrbLzs65du9r7FhQUGOHh4SXys4r+TRuGYaxfv77EqMimTZtWKGcGANR8xf+P7uXl5fD/6EmTJjl8NxUf8XfmjAFFSssL+vXrZ28rGkluGIZDblbREX8vvfSSvX3MmDH29uXLl9vbk5KSjFtvvdVo2rSp4eHhUeJcwuzZs88ad3kcPnzYuOeee4zIyEjDy8urxHNMnDix1PiL5yZltZdXWa+XYRjGjz/+6JB7FT8HExMTY9/2/fff2x/z119/GaGhoQ7H4ebm5jAy0DDOnpOWR2mPr+N8F+4AAQAASURBVOg5o6rOOc91jBXNmwFncO0V54FaqEePHoqKitLevXs1c+ZMzZw5U76+vrr00kt1xx13aNSoUTKbzQ5XpSxYsEALFiwosa+MjAz71VjFVdfVusVjfPbZZ/Xss8+W6LN7925JUlRUlHr06KGEhAT997//1X//+1/7+mtDhgzRfffdJy8vL4d99u7d2z4S8Gz8/PwcrqQKCgqy305PT5e/v3+Fj+3M13Dfvn32K6WSk5PVo0ePUh9XdDX20qVLNXTo0LM+R9HVSL/99pu9rWvXrvbbUVFRatCgQYk1h8qjV69e9ttnvh5nPme3bt3st93d3dW1a9dyr11UpCpfnzvuuEMvvfSSrFar/ar9kJAQXXnllbr33nvVu3dvSY5/j/fdd99Znx8A4Dpqam5V1ndtgwYN1Lp1a/34448V3mdZzvW9f6H9SxMdHW3P00rbR2pqqrKzsyWdHulffM3kmJiYcj9PeRX//RZ/vT08PNS5c2d98cUX9n5hYWHVGluRiuRnxXNCNzc3denSpcR6lefzN92zZ0+NGzdOr7zyir3P66+/fl75MgCg5tq7d6/9/+gtWrRw+N65/PLL7bfPHBEVFRWlVq1ales5ysp1LuS79FzflYcOHdIVV1yhzMzMMvdRkXymNFlZWbriiivOel7kQp/jQhX/vW3fvv2s52C6dOki6fTrOXfuXN1444327ZMmTXL4e6gqFT1nVJyzc87KyJuBqsBUn0A1Kb7AcWFhof32mYv++vj4aOPGjZo+fbquvvpqhYWFKSsrS+vXr9fo0aM1c+bMCj1vacPgQ0NDKxh91SkoKJDVapXZbNbnn3+uF154QX379lV4eLhycnK0adMmPfzww7r//vvP+zkaNGjgcN/d/e9rHooSi4o639ew6PdR/GTKiBEj9NVXXykhIUHXXnutvb1o+sqzOXPh7PIq/pqc6/U43+c4H+fz+rRv317btm3Tfffdp27dusnf31+pqalatmyZ+vTpU6FpPEp7vwAAaiZXyq3K811b3uMtTUW+98+n/4XuozpzjdKc7fmrM7YLed0vJM4z/6b37NnjcD8pKem89w0AqH3O9p1yvjlPZX2fnuu78p133rEX/WJiYrR8+XIlJCTo4Ycftvctz7mWs1m2bJm96Ne6dWt9+OGHDkvZVMZzVJczc4AzC2s1LQcoLQ93ds5ZGXkzUBUo/AHVpPhVskVzqNtsNq1evdqhn2EYCg4O1hNPPKE1a9bo6NGj+u2331S/fn1Jss8T3rJlS/tjnnzySRmGUeLn5MmTpV6JVV0nMIrHuGDBgjJj9PLykmEYql+/vuLi4vTFF1/o0KFDSk1NVWRkpKTSj/vrr7+2r/NW3c58DS+++GJ7W4sWLVRQUFDiWPPy8uxzpP/555/2x86ZM0fXXnutrrjiCof2IhdddJH9dtH8+NLpK6LOd42/cyla30U6vVZjkYKCAof75VWVr49hGGrXrp1mz56tTZs2KT093b72pM1m0/LlyyU5/u2sXbu21L/H/fv3V/jYAADOUdtzq7K+a0+cOGGfEeFcxytJq1atqvBz1wQhISH2tRBPnjzpcKIpMTGx0p+v+O93y5Yt9tv5+fkOoytbtmxZ7bGVV1k5YWFhocP9IufzN/3aa6/Z30NF619OnTq11L9JAEDtVfz/6Pv379exY8fs24qv61f8u0SqWM5TVq5Tld+lxc8ZPProoxo0aJC6d+9+QesKnu05xo0bp5tvvlndu3dXbm5uhfZjNv99Wv58CoVne3zx31uvXr3KzAH+9a9/2fvt2LFD//73vyX9nQN8/vnnWrhwYaXGXZqKnjOqiPPJ66riGIHqxlSfQDW5+OKL7bcnTJigu+++WytWrCgxbcJ3332n++67T0OHDlVUVJQaNmyon3/+WadOnZIkWa1WSdKNN96oRx55RFarVc8995xMJpNiYmJ06tQpHThwQGvXrlVOTk6Jk1/V6fbbb9fs2bMlSRMnTtTx48fVsWNHpaena//+/frqq6/UvHlzvf322/rzzz/Vu3dv3XzzzWrbtq1CQ0N14MABpaWlORz3ddddp5CQEKWmpurAgQO67rrrNH78eFksFn377bcKCgrSQw89VO3HGhgYqH79+unzzz/X/v379Y9//EOjRo2Sr6+vDh06pB9//FFLly5VYmKiIiIi1Lx5c/vvfurUqerTp4/++9//ateuXSX2/Y9//EOvvvqqpNMj4Zo2barmzZvrmWeeqbLjufbaa+Xj46NTp05py5YteuCBB+wxVnSaT6lqX5+ZM2dq3bp1uv766xUeHq569eo5LKJc9Ldzxx136JNPPpEk3XnnnXrssccUFRWltLQ07d27VytXrlS/fv305JNPns9LBgCoZrU9txo0aJAmT54swzD0v//9T//+97916aWXavbs2crJySnRPzIyUma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25f33/lL//bzUf7+uNWcaNGjQZfOkC2O61L6vlOdcjQ4dOpT5fOlxnzp1yh4VFXXZvKP0mNevX2/EEh0dbS8pKbH//PPPdm9vb7ske1hYmP3UqVPGfuPj48tsa/To0Vcdd3nfk9Vqtffp0+ey8V74/ZW3Dbu9/BymsLDQ3rFjx8vmSRdv53LHWNE8DQCAiiL3KR+5T93IfdavX1/u91hUVGQPCQm55PdQkX+HQE3CUJ9AHdGqVSstXLhQN910kywWi9q0aaNPP/1Uv/vd7xz63XzzzZo8ebK6dOmi4OBgubq6ysfHR506ddLs2bMd7sR55JFHtHHjRsXFxRl9g4OD9Zvf/EYvvPCC5syZU2nxh4eH6+uvv9ZvfvMbeXp6qnnz5pozZ44eeeSRCm3nxRdf1JgxYxQWFnZNQ45GRUXpr3/9q1q1alXu3V933XWXduzYoZEjR6pJkyZyc3NT48aN1b59e02aNEmfffaZJOnLL7/UggULJEl33HGHMZxmQkKCMcn1vHnzjCEUGjdurGXLlum2226Tp6dnheO+lNtvv127du3S448/rhtvvFEWi0UNGjRQmzZt9Pjjj1/zEA7S+Qmov/rqK3Xs2FEWi0URERF6++239dBDDxl9vLy8jPdVdYwAANQHf/vb3zR69Gg1btxYDRo00MiRI/XFF19UaBtXynOuxt///ncNGDCgzFwvktSgQQOlpKRo+vTpateunTw9PeXl5aUWLVpo2LBh+vvf/64uXbooPz9fDz30kOx2u9zc3PTBBx/IbDYrMjJSr7zyiqTzw149+eSTxrbfe+893XvvvQoMDLymuMtjsVi0evVqvfvuu/rNb34jX19feXh4KDIyUoMGDdKHH36oe+6555q27ebmptWrV2vkyJHy8/OTn5+f7rvvPv3zn/80+lyYJ0lVc4wAANRW5D7kPtXB1dVVn3/+ubp16yZfX98y7ZXx7xBwBpPdzgzgAICKs9vt5RZXhw8frn/84x+Szs8Zea1JIwAAQG1WXq60evVqDRw4UJJ09913a/ny5c4IDQAAoNKR+wA1B3P8Aahye/bsUU5OziXbq2P87p9++kmZmZmXbK/IPIDVyWq1OkyKXB5nzZF3+PBhjR07Vo8//riioqJUUFCgzz77zJjjLyAgQH379q32uAAAqE2ysrLKzMl8sW7dulVpDDk5OdqzZ89l+1ztXDjVrSbkmZcyevRoderUSd27d1fDhg31/fffa+LEiUb7xSNzAABQH5D7XB9yn7K+/fbby7bffPPNCgoKqpJ9AzUVT/wBqHIxMTFKTk6+ZPvo0aONYTGryoMPPqiPP/74ku09e/bUhg0bqjSGa3Ho0CFFRkZets/69euNiaKr0+Vis1gs+sc//qHY2NjqDQoAgFpmwYIF+v3vf3/ZPlX9J9uGDRvUq1evy/Y5ePCgIiIiqjSOa1ET8sxLuVxsv/vd7/T3v//9moamBwCgNiP3uT7kPmVdaZvz58/Xgw8+WOn7BWoynvgDAFyTgIAAPfLII/r222919OhRFRYWKjQ0VD179lRCQoLatm3r7BABAACc5r777lNxcbEOHDig06dPy9fXV+3atdODDz6oUaNGUfQDAAB1CrkPUHPwxB8AAAAAAAAAAABQB5idHQAAAAAAAAAAAACA68dQnxVks9l0/Phx+fr68ngyAACQ3W5XXl6ewsLCZDZzT1V5yJ8AAMCFyJ+ujPwJAABcqCL5E4W/Cjp+/LiaNm3q7DAAAEAN88svv6hJkybODqNGIn8CAADlqYn5U2JiopKSkvTjjz/K09NTXbt21WuvvaaWLVsafQoKCpSQkKDFixfLarWqf//+mjNnjoKDg40+R44c0dixY7V+/Xr5+Pho9OjRSkxMlKvr1V2KI38CAADluZr8icJfBfn6+ko6/+X6+fk5ORoAzmSz2ZSdna3AwEDuUgXqsdzcXDVt2tTIEVAW+ROAUuRPAKSanT8lJydr3Lhx6tSpk4qLi/Xcc8+pX79+2r9/v7y9vSVJEydO1MqVK/XZZ5/J399f48ePV1xcnDZv3ixJKikp0aBBgxQSEqItW7YoPT1do0aNkpubm1599dWrioP8CUAp8icAUsXyJ5PdbrdXQ0x1Rm5urvz9/ZWTk0PiBdRzNptNWVlZCgoKIvEC6jFygyvjOwJQivwJgFS7coPs7GwFBQUpOTlZPXr0UE5OjgIDA7Vo0SINGzZMkvTjjz+qVatWSklJUZcuXbRq1SoNHjxYx48fN54CnDdvniZPnqzs7GxZLJYy+7FarbJarcZy6cW9U6dO1fjvCEDVovAHQDqfGzRs2PCq8iee+AMAAAAAAADKkZOTI0kKCAiQJO3cuVNFRUXq27ev0eeWW25ReHi4UfhLSUlRVFSUw9Cf/fv319ixY7Vv3z7ddtttZfaTmJioqVOnllmfnZ2tgoKCyj4sALWIzWZTTk6O7HY7hT+gHsvLy7vqvhT+AAAAAAAAgIvYbDY99dRTuuOOO9SmTRtJUkZGhiwWixo0aODQNzg4WBkZGUafC4t+pe2lbeWZMmWKJk2aZCyXPvEXGBjIE39APWez2WQymXjiD6jnPDw8rrovhT8AAAAAAADgIuPGjdPevXv17bffVvm+3N3d5e7uXma92WzmQj8AmUwmzgdAPVeR3z9nCgAAAAAAAOAC48eP14oVK7R+/Xo1adLEWB8SEqLCwkKdPn3aoX9mZqZCQkKMPpmZmWXaS9sAAACqEoU/ALgGJSUl2rBhg5YuXaoNGzaopKTE2SEBAADUaOfOndP48eM1fPhwjR8/XufOnXN2SABQht1u1/jx47V06VJ98803ioyMdGjv0KGD3NzctG7dOmPdgQMHdOTIEUVHR0uSoqOjtWfPHmVlZRl91qxZIz8/P7Vu3bp6DgRAncD1JwDXgqE+AaCCkpKSlJCQoEOHDhnrIiIiNGvWLMXFxTkvMAAAgBoqNjZWy5cvN5aTk5M1d+5cDR06VMuWLXNeYABwkXHjxmnRokVavny5fH19jTn5/P395enpKX9/fz388MOaNGmSAgIC5OfnpwkTJig6OlpdunSRJPXr10+tW7fWyJEjNXPmTGVkZOj555/XuHHjyh3OEwDKw/UnANeq1j7xN2PGDJlMJj311FPGuoKCAo0bN06NGjWSj4+P4uPjywytcOTIEQ0aNEheXl4KCgrSM888o+Li4mqOHkBtlZSUpGHDhikqKkqbN29WamqqNm/erKioKA0bNkxJSUnODhEAAKBGKS36WSwWTZ48WSkpKZo8ebIsFouWL1+u2NhYZ4cIAIa5c+cqJydHMTExCg0NNV7/+Mc/jD5vvfWWBg8erPj4ePXo0UMhISEOfwu6uLhoxYoVcnFxUXR0tB544AGNGjVK06ZNc8YhAaiFuP4E4HqY7Ha73dlBVNT27dt17733ys/PT7169dLbb78tSRo7dqxWrlypBQsWyN/fX+PHj5fZbNbmzZslnX80un379goJCdHrr7+u9PR0jRo1So8++qheffXVq9p3bm6u/P39lZOTIz8/v6o6RAA1UElJiW666SZFRUUZd6ZnZWUpKChI0vmLWnv37tVPP/0kFxcXJ0YKoDqRG1wZ3xFQf507d05eXl6yWCzKy8uTq6urkT8VFxfL19dXhYWFOnv2rDw9PZ0dLoBqQm5wZXxHQP3F9ScA5alIblDrnvg7c+aMRowYoQ8++EANGzY01ufk5OjDDz/Um2++qd69e6tDhw6aP3++tmzZoq1bt0qSvv76a+3fv1+ffPKJ2rdvr4EDB2r69OmaPXu2CgsLnXVIAGqJTZs26dChQ3ruuedkNjuePs1ms6ZMmaKDBw9q06ZNTooQAACgZnnmmWckSZMmTZLFYnFos1gsxggupf0AAADqO64/AbhetW6Ov3HjxmnQoEHq27evXn75ZWP9zp07VVRUpL59+xrrbrnlFoWHhyslJUVdunRRSkqKoqKiFBwcbPTp37+/xo4dq3379um2224rsz+r1Sqr1Wos5+bmSpJsNptsNltVHCKAGurYsWOSpNatWxvnALvdbpwLSidpP3bsGOcHoB7h9w4Al/bTTz9Jkh555JFy2x9++GHNnDnT6AcAAFDfpaenS5LatGlTbnvp+tJ+AHCxWlX4W7x4sb7//ntt3769TFtGRoYsFosaNGjgsD44ONiYiDkjI8Oh6FfaXtpWnsTERE2dOrXM+uzsbBUUFFzLYQCopUqHn9q0aZM6dOggm82mnJwc2e12mc1m7dixw+iXlZXlzFABVKO8vDxnhwAANVaLFi309ddf6//+7//08ssvKzk5WQcOHFDLli3Vs2dPffjhh0Y/AAAASKGhoZKkvXv3qkuXLmXa9+7d69APAC5Wawp/v/zyi/7whz9ozZo18vDwqLb9TpkyRZMmTTKWc3Nz1bRpUwUGBjLGOlDPDBkyRBEREZo3b56WLl0qSTKZTAoMDJQkvf/++4qMjNSQIUMYYx2oR6ozLwGA2ub111/X7Nmz9cYbb2jRokU6cuSI0RYeHq7jx48b/QAAACB1795dERERevXVV/Xpp59qzpw52rt3r9q0aaMnnnhCiYmJioyMVPfu3Z0dKoAaqtYU/nbu3KmsrCzdfvvtxrqSkhJt3LhR7733nr766isVFhbq9OnTDk/9ZWZmKiQkRJIUEhKi7777zmG7mZmZRlt53N3d5e7uXma92WwuM8YygLrNbDZr1qxZGjZsmOLi4jR58mQFBwfr559/1muvvaaVK1dqyZIlcnNzc3aoAKoR+QAAXJqnp6c6deqk7du365dfftGIESM0evRoffzxx1q0aJHsdrs6depkjKwAAABQ37m4uGjWrFmKj48vkyMlJCRIkv75z39y0zmAS6o1V6r69OmjPXv2aNeuXcarY8eOGjFihPHezc1N69atMz5z4MABHTlyRNHR0ZKk6Oho7dmzx2EIvjVr1sjPz8+YmwsALicuLk5LlizRnj171K1bN7Vo0ULdunXT3r17tWTJEsXFxTk7RAAAgBqjpKRE2dnZCg4Olt1u18KFC9WvXz8tXLhQdrtdwcHB+vXXX1VSUuLsUAEAAGqMrVu3Xlc7gPrNZLfb7c4O4lrFxMSoffv2evvttyVJY8eO1ZdffqkFCxbIz89PEyZMkCRt2bJF0vk/Otu3b6+wsDDNnDlTGRkZGjlypB555BG9+uqrV7XP3Nxc+fv7Kycnh6E+gXqspKSkzBw13GkF1E/kBlfGdwTUXxs2bFCvXr2UkpKidu3aKSEhQfv371fr1q01a9Ys7dq1S127dtX69esVExPj7HABVBNygyvjOwLqr8LCQnl6espms2nQoEEaMGCAiouL5erqqtWrV2vlypUym806d+6cLBaLs8MFUE0qkhvUmqE+r8Zbb70ls9ms+Ph4Wa1W9e/fX3PmzDHaXVxctGLFCo0dO1bR0dHy9vbW6NGjNW3aNCdGDaA2cnFxUUxMjFq3bq2goCCG+gMAAChHenq6JKlNmzby9PTUe++9p6ysLCN/atOmjUM/AACA+u69996TzWZTu3bt9Pnnn0uSkT898cQTuu2227R792699957mjRpkpOjBVAT1erC34YNGxyWPTw8NHv2bM2ePfuSn2nWrJm+/PLLKo4MAAAAABAaGipJ2rt3r7p06VKmfe/evQ79AAAA6rtNmzZJkl555RXZ7fYyI05Nnz5dQ4cO1aZNmyj8AShXrS78AQAAAABqru7duysiIkKvvvqqli1b5tBms9mUmJioyMhIde/e3TkBAgAA1DC+vr6SpGXLlmn8+PE6dOiQ0RYREaHevXs79AOAizE2HQAAAACgSri4uGjWrFlasWKFYmNjlZKSojNnziglJUWxsbFasWKF3njjDeZKBgAA+K+RI0dKkv7v//5Pt956qzZv3qzU1FRt3rxZt956qz766COHfgBwMZ74AwAAAABUmbi4OC1ZskQJCQnq1q2bsT4yMlJLlixRXFycE6MDAACoWXr27CmTySS73a7t27drz5498vLy0p49e7R9+3ZJkslkUs+ePZ0cKYCaisIfAAAAAKBKxcXFaejQoWXmqOFJPwAAAEdbtmyR3W6XJGVnZ+vxxx832kwmkyTJbrdry5YtiomJcUaIAGo4hvoEAAAAAFQ5FxcXxcTE6J577lFMTAxFPwAAgHKkp6dLkj755BOFh4c7tDVr1kyffPKJQz8AuBhP/AEAAAAAAAAAUAOEhoZKkpo3b660tLQyIyZ89913Dv0A4GI88QcAAFCHbdy4UUOGDFFYWJhMJpOWLVvm0G4ymcp9vf7660afiIiIMu0zZsyo5iMBAAAAgLqve/fuioiI0KuvviqTyeQwYoLJZFJiYqIiIyPVvXt3Z4cKoIai8AcAAFCH5efnq127dpo9e3a57enp6Q6vjz76SCaTSfHx8Q79pk2b5tBvwoQJ1RE+AAAAANQrLi4umjVrllasWKHY2FilpKTozJkzSklJUWxsrFasWKE33niDYdMBXBJDfQIAANRhAwcO1MCBAy/ZHhIS4rC8fPly9erVSzfeeKPDel9f3zJ9AQAAAACVLy4uTkuWLFFCQoK6detmrI+MjNSSJUsUFxfnxOgA1HQU/gAAACBJyszM1MqVK/Xxxx+XaZsxY4amT5+u8PBw3X///Zo4caJcXctPJa1Wq6xWq7Gcm5srSbLZbLLZbFUTPIBawWazyW63cy4A6jnOAQBwZXFxcRo6dGiZOf540g/AlVD4AwAAgCTp448/lq+vb5m7R5988kndfvvtCggI0JYtWzRlyhSlp6frzTffLHc7iYmJmjp1apn12dnZKigoqJLYAdQONptNOTk5stvtMpuZeQKor/Ly8pwdAgDUCi4uLoqJiVHr1q0VFBRE/gTgqlD4AwAAgCTpo48+0ogRI+Th4eGwftKkScb7tm3bymKx6LHHHlNiYqLc3d3LbGfKlCkOn8nNzVXTpk0VGBgoPz+/qjsAADWezWaTyWRSYGAgF66AeuziXAMAAACVh8IfAAAAtGnTJh04cED/+Mc/rti3c+fOKi4u1qFDh9SyZcsy7e7u7uUWBM1mMxf6AchkMnE+AOo5fv8AAABVh0wLAAAA+vDDD9WhQwe1a9fuin137dols9msoKCgaogMAACgem3cuFFDhgxRWFiYTCaTli1b5tBuMpnKfb3++utGn4iIiDLtM2bMqOYjAQAA9RFP/AEAANRhZ86cUWpqqrF88OBB7dq1SwEBAQoPD5d0fijOzz77TLNmzSrz+ZSUFG3btk29evWSr6+vUlJSNHHiRD3wwANq2LBhtR0HAABAdcnPz1e7du300EMPlZn7WJLS09MdlletWqWHH35Y8fHxDuunTZumRx991Fj29fWtmoABAAAuQOEPAACgDtuxY4d69eplLJfOvTd69GgtWLBAkrR48WLZ7Xbdd999ZT7v7u6uxYsX66WXXpLValVkZKQmTpzoMIcfAABAXTJw4EANHDjwku0hISEOy8uXL1evXr104403Oqz39fUt0/dSrFarrFarsZybmyvp/NyoNpvtakMHUAfZbDbZ7XbOBUA9V5FzAIU/AACAOiwmJkZ2u/2yfcaMGaMxY8aU23b77bdr69atVREaAABArZeZmamVK1fq448/LtM2Y8YMTZ8+XeHh4br//vs1ceJEubqWfykuMTFRU6dOLbM+OztbBQUFlR43gNrDZrMpJydHdrudOVKBeiwvL++q+1L4AwAAAAAAAK7Bxx9/LF9f3zJDgj755JO6/fbbFRAQoC1btmjKlClKT0/Xm2++We52pkyZ4jCiQm5urpo2barAwED5+flV6TEAqNlsNptMJpMCAwMp/AH1mIeHx1X3pfAHAAAAAAAAXIOPPvpII0aMKHMx7sIiXtu2bWWxWPTYY48pMTFR7u7uZbbj7u5e7nqz2cyFfgAymUycD4B6riK//1pzppg7d67atm0rPz8/+fn5KTo6WqtWrTLaY2JiZDKZHF6PP/64wzaOHDmiQYMGycvLS0FBQXrmmWdUXFxc3YcCAAAAAACAWm7Tpk06cOCAHnnkkSv27dy5s4qLi3Xo0KGqDwwAANRrteaJvyZNmmjGjBlq0aKF7Ha7Pv74Yw0dOlT/+te/dOutt0qSHn30UU2bNs34jJeXl/G+pKREgwYNUkhIiLZs2aL09HSNGjVKbm5uevXVV6v9eAAAAAAAAFB7ffjhh+rQoYPatWt3xb67du2S2WxWUFBQNUQGAADqs1pT+BsyZIjD8iuvvKK5c+dq69atRuHPy8tLISEh5X7+66+/1v79+7V27VoFBwerffv2mj59uiZPnqyXXnpJFoulyo8BAAAAAAAANduZM2eUmppqLB88eFC7du1SQECAwsPDJZ2fg++zzz7TrFmzynw+JSVF27ZtU69eveTr66uUlBRNnDhRDzzwgBo2bFhtxwEAAOqnWlP4u1BJSYk+++wz5efnKzo62li/cOFCffLJJwoJCdGQIUP0wgsvGE/9paSkKCoqSsHBwUb//v37a+zYsdq3b59uu+22cvdltVpltVqN5dzcXEnnJ1W12WxVcXgAagmbzSa73c65AKjnOAcAAADULTt27FCvXr2M5dL5+kaPHq0FCxZIkhYvXiy73a777ruvzOfd3d21ePFivfTSS7JarYqMjNTEiRMd5v0DAACoKrWq8Ldnzx5FR0eroKBAPj4+Wrp0qVq3bi1Juv/++9WsWTOFhYVp9+7dmjx5sg4cOKCkpCRJUkZGhkPRT5KxnJGRccl9JiYmaurUqWXWZ2dnq6CgoLIODUAtZLPZlJOTI7vdzuTKQD2Wl5fn7BAAAABQiWJiYmS32y/bZ8yYMRozZky5bbfffru2bt1aFaEBAABcUa0q/LVs2VK7du1STk6OlixZotGjRys5OVmtW7d2SLaioqIUGhqqPn36KC0tTc2bN7/mfU6ZMsXhjqzc3Fw1bdpUgYGB8vPzu67jAVC72Ww2mUwmBQYGUvgD6jEPDw9nhwAAAAAAAABIqmWFP4vFoptuukmS1KFDB23fvl3vvPOO3n///TJ9O3fuLElKTU1V8+bNFRISou+++86hT2ZmpiRdcl5A6fzwDO7u7mXWm81mLvQDkMlk4nwA1HP8/gHg6pSUlCg5OVkHDhxQy5Yt1bNnT7m4uDg7LAAAAACoU2r1lSqbzeYw/96Fdu3aJUkKDQ2VJEVHR2vPnj3Kysoy+qxZs0Z+fn7GcKEAAAAAgMqXlJSkm266SX369NETTzyhPn366KabbjKmZgAAAEBZhYWFevvtt/Xcc8/p7bffVmFhobNDAlAL1JrC35QpU7Rx40YdOnRIe/bs0ZQpU7RhwwaNGDFCaWlpmj59unbu3KlDhw7p888/16hRo9SjRw+1bdtWktSvXz+1bt1aI0eO1L///W999dVXev755zVu3Lhyn+gDAAAAAFy/pKQkDRs2TFFRUdq8ebNSU1O1efNmRUVFadiwYRT/AAAAyvHss8/K29tbCQkJmj9/vhISEuTt7a1nn33W2aEBqOFqTeEvKytLo0aNUsuWLdWnTx9t375dX331le68805ZLBatXbtW/fr10y233KKEhATFx8friy++MD7v4uKiFStWyMXFRdHR0XrggQc0atQoTZs2zYlHBQAAAAB1V0lJiRISEjR48GAtW7ZMXbp0kbe3t7p06aJly5Zp8ODBevrpp1VSUuLsUAEAAGqMZ599Vq+//roaNWqk999/X//+97/1/vvvq1GjRnr99dcp/gG4LJPdbrc7O4jaJDc3V/7+/srJyZGfn5+zwwHgRDabTVlZWQoKCmKOL6AeIze4Mr4joP7asGGDevXqpZSUFHXq1KnMHH/fffedunbtqvXr1ysmJsbZ4QKoJuQGV8Z3BNRfhYWF8vb2VqNGjXT06FGZzWbj+pPNZlOTJk104sQJ5efny2KxODtcANWkIrkBV6oBAAAAAFUiPT1dkpSWllbuHH8///yzQz8AAID6bs6cOSouLtbLL78sV1dXhzZXV1dNmzZNxcXFmjNnjpMiBFDTUfgDAAAAAFSJ0NBQSdLIkSPLneNv5MiRDv0AAADqu7S0NEnS4MGDVVJSog0bNmjp0qXasGGDSkpKNHjwYId+AHAx1yt3AQAAAACg4rp27SpXV1c1atRISUlJxlBVXbp0UVJSkjFUVdeuXZ0dKgAAQI3QvHlzSdK0adO0atUqHTp0yGiLiIjQgAEDHPoBwMV44g8AAAAAUCW2bNmi4uJiZWZmKi4uTikpKTpz5oxSUlIUFxenzMxMFRcXa8uWLc4OFQAAoEZ44oknZDabNXfuXN16660OIybceuutmjdvnsxms5544glnhwqghqLwBwAAAACoEqVz933yySfas2ePunXrphYtWqhbt27au3evPvnkE4d+AAAA9Z2Li4t8fHwkSTt27NCePXuUl5enPXv2aMeOHZIkHx8fubi4ODNMADUYQ30CAAAAAKpE6dx9zZs3V2pqqpKTk3XgwAG1bNlSPXv21HfffefQDwAAoL7btGmTcnNzNWLECC1evFiPP/640ebq6qr7779fixYt0qZNmxQTE+O8QAHUWDzxBwAAAACoEt27d1dERIReffVVmUwmxcTE6J577lFMTIxMJpMSExMVGRmp7t27OztUAACAGqF0JISBAweqSZMmDm033HCD7rrrLod+AHAxnvgDAAAAAFQJFxcXzZo1S8OGDVNsbKwmT56s4OBgpaWl6bXXXtOKFSu0ZMkShqoCAAD4r9KREEaOHKlBgwbp6aefVnFxsVxdXfXVV19p5MiRDv0A4GIU/gAAAAAAVSYuLk5LlixRQkKCunXrZqyPjIzUkiVLFBcX58ToAAAAapauXbvK1dVV3t7e2rt3r1asWGG0RUREyM/PT/n5+eratasTowRQkzHUJwAAAACgSsXFxSk1NVXr1q3TnDlztG7dOv30008U/QAAAC6yZcsWFRcXKycnR+fOndO8efO0a9cuzZs3T+fOnVNOTo6Ki4u1ZcsWZ4cKoIai8AcAAFCHbdy4UUOGDFFYWJhMJpOWLVvm0P7ggw/KZDI5vAYMGODQ5+TJkxoxYoT8/PzUoEEDPfzwwzpz5kw1HgWAuqCwsFBLlizRP/7xDy1ZskSFhYXODgkAAKDGOXbsmCTptttuk4eHhx5//HG1b99ejz/+uDw9PXXbbbc59AOAi1H4AwAAqMPy8/PVrl07zZ49+5J9BgwYoPT0dOP197//3aF9xIgR2rdvn9asWaMVK1Zo48aNGjNmTFWHDqAOiY2NlZeXl+bOnavk5GTNnTtXXl5eio2NdXZoAAAANUp2drYk6YknnlBaWprDiAmpqal6/PHHHfoBwMWY4w8AAKAOGzhwoAYOHHjZPu7u7goJCSm37YcfftDq1au1fft2dezYUZL05z//WXfddZfeeOMNhYWFVXrMAOqW2NhYLV++XG5ubho2bJhuueUW/fjjj1qyZImWL1+u2NjYMk8jAwAA1FeBgYGSpKSkJD300EOKiYlR69atFRQUJElG3lTaDwAuRuEPAK5BSUmJkpOTdeDAAbVs2VI9e/aUi4uLs8MCgGuyYcMGBQUFqWHDhurdu7defvllNWrUSJKUkpKiBg0aGEU/Serbt6/MZrO2bdume+65p8z2rFarrFarsZybmytJstlsstlsVXw0AGqSc+fOafny5XJ1dVVYWJjDE8XNmjXTsWPHtHz5cuXn58vT09OJkQKoTuQDAHBpN9xwgyRp1apVio2N1eTJkxUcHKy0tDS99tprWrVqlUM/ALgYhT8AqKCkpCQlJCTo0KFDxrqIiAjNmjVLcXFxzgsMAK7BgAEDFBcXp8jISKWlpem5557TwIEDlZKSIhcXF2VkZBh3lpZydXVVQECAMjIyyt1mYmKipk6dWmZ9dna2CgoKquQ4ANRMU6ZMkSQVFxerZcuW+vOf/6zQ0FClp6frvffe0+HDhyVJ48ePV2JiojNDBVCN8vLynB0CANRY3bt3V0REhBo3bqzdu3erW7duRltERIQ6duyoEydOqHv37k6MEkBNRuEPACogKSlJw4YN0+DBg7Vw4UIFBwcrMzNTM2bM0LBhw7RkyRKKfwBqleHDhxvvo6Ki1LZtWzVv3lwbNmxQnz59rmmbU6ZM0aRJk4zl3NxcNW3aVIGBgfLz87vumAHUHkePHpUk9e7dWytXrpR0/iaA9u3ba+DAgerXr5/Wr1+vo0ePlrnJAEDd5eHh4ewQAKDGcnFx0axZszRs2DANGDBATZs2VVZWloKCguTr66vVq1dryZIljDwF4JIo/AHAVSopKVFCQoIGDx5sjKeelZWlLl26aNmyZYqNjdXTTz+toUOHknwBqLVuvPFGNW7cWKmpqerTp49CQkKUlZXl0Ke4uFgnT5685LyA7u7ucnd3L7PebDbLbDZXSdwAaiYfHx9J54eiKioqUkJCgvbv36/WrVtr1qxZxjyhPj4+nB+AeqSm/943btyo119/XTt37lR6erqWLl2q2NhYo/3BBx/Uxx9/7PCZ/v37a/Xq1cbyyZMnNWHCBH3xxRcym82Kj4/XO++8Y5wXAeBy4uLi1LFjR2NYT0n6z3/+I0nq1KkTN50DuKyanWkBQA2yadMmHTp0SM8991yZP1TNZrOmTJmigwcPatOmTU6KEACu39GjR3XixAmFhoZKkqKjo3X69Gnt3LnT6PPNN9/IZrOpc+fOzgoTQC1ReqH8b3/7m7y8vDR37lwlJydr7ty58vLy0sKFCx36AUBNkJ+fr3bt2mn27NmX7DNgwAClp6cbrwvnMJWkESNGaN++fVqzZo1WrFihjRs3asyYMVUdOoA6IjY2Vtu3b5ebm5vuu+8+TZ06Vffdd5/c3Ny0fft2cicAl8UTfwBwldLT0yVJbdq0Kbe9dH1pPwCoCc6cOaPU1FRj+eDBg9q1a5cCAgIUEBCgqVOnKj4+XiEhIUpLS9Ozzz6rm266Sf3795cktWrVSgMGDNCjjz6qefPmqaioSOPHj9fw4cONJ3UA4FKaNWtWqf0AoDoMHDhQAwcOvGwfd3f3S45+8MMPP2j16tXavn27OnbsKEn685//rLvuuktvvPFGuTmU1WqV1Wo1lnNzcyVJNptNNpvtWg8FQC107tw5LV++XBaLRSdPntTWrVt14MABPfzww/rggw8UEBCg5cuXKz8/X56ens4OF0A1qUg+UGsKf3PnztXcuXN16NAhSdKtt96qP/3pT0YiVlBQoISEBC1evFhWq1X9+/fXnDlzFBwcbGzjyJEjGjt2rNavXy8fHx+NHj1aiYmJcnWtNV8DACcqffpl79696tKlS5n2vXv3OvQDgJpgx44d6tWrl7FcOvfe6NGjNXfuXO3evVsff/yxTp8+rbCwMPXr10/Tp093GKpz4cKFGj9+vPr06WMMVfXuu+9W+7EAqH1KL3hXVj8AqCk2bNigoKAgNWzYUL1799bLL7+sRo0aSZJSUlLUoEEDh3Nb3759ZTabtW3bNt1zzz1ltpeYmKipU6eWWZ+dna2CgoKqOxAANc6UKVMkSX369FGrVq30yy+/GG1NmzZV7969tXr1ao0fP16JiYnOChNANcvLy7vqvrWm4tWkSRPNmDFDLVq0kN1u18cff6yhQ4fqX//6l2699VZNnDhRK1eu1GeffSZ/f3+NHz9ecXFx2rx5s6Tzc3MNGjRIISEh2rJli9LT0zVq1Ci5ubnp1VdfdfLRAagNunfvroiICL366qvGHH+lbDabEhMTFRkZqe7duzsnQAAoR0xMjOx2+yXbv/rqqytuIyAgQIsWLarMsADUE88884zx/q677pK7u7uysrIUFBQkq9WqL7/80ug3d+5cZ4UJABUyYMAAxcXFKTIyUmlpaXruuec0cOBApaSkyMXFRRkZGQoKCnL4jKurqwICApSRkVHuNqdMmWLcoCWdf+KvadOmCgwMlJ+fX5UeD4Ca5dixY5Kk1atXa9CgQVq0aJFCQkKUkZGh1157TStXrjT6XXyuAVB3eXh4XHXfWlP4GzJkiMPyK6+8orlz52rr1q1q0qSJPvzwQy1atEi9e/eWJM2fP1+tWrXS1q1b1aVLF3399dfav3+/1q5dq+DgYLVv317Tp0/X5MmT9dJLL8lisTjjsADUIi4uLpo1a5aGDRum2NhYTZ48WcHBwUpLS9Nrr72mFStWaMmSJXJxcXF2qAAAADXCjh07JElPP/20PvvsMx0+fNhoi4iI0MSJE/XWW28Z/QCgNhg+fLjxPioqSm3btlXz5s21YcMG9enT55q26e7u7jDiQimz2VxmjnkAddtNN92kNWvWqHnz5lq8eLGeeeYZ7d+/X61bt9bixYvVrl07paWl6aabbuL8ANQjFfm915rC34VKSkr02WefKT8/X9HR0dq5c6eKiorUt29fo88tt9yi8PBwpaSkqEuXLkpJSVFUVJTD0J/9+/fX2LFjtW/fPt12223l7osx1gFcKDY2Vp9++qmeeeYZdevWzVgfGRmpTz/9VLGxsZwbgHqG3zwAXFqDBg0knR8S7+jRow5tv/zyizZu3OjQDwBqoxtvvFGNGzdWamqq+vTpo5CQEGVlZTn0KS4u1smTJy85LyAAlBo6dKjmzp2r1NRU+fj4GOuTk5MdRkgYOnSoM8IDUAvUqsLfnj17FB0drYKCAvn4+Gjp0qVq3bq1du3aJYvFUuaPxeDgYGMIhYyMDIeiX2l7adulMMY6gIt169ZN3377rVJSUnTo0CFFREQoOjpaLi4uZf64A1D3VWSMdQCobyZNmqS1a9dqx44dCgoK0vTp09WlSxdt3bpVL7zwgnbu3Gn0A4Da6ujRozpx4oQx33t0dLROnz6tnTt3qkOHDpKkb775RjabTZ07d3ZmqABqgZMnT1ZqPwD1T60q/LVs2VK7du1STk6OlixZotGjRys5OblK98kY6wAuJTY2VtnZ2QoMDGRoBaAeq8gY6wBQ38TExBjvT548qcWLF+urr77SqVOnHC5WXdgPAJztzJk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+      "text/plain": [
+       "<Figure size 1800x2000 with 18 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "plt.rcParams['figure.figsize'] = (15, 10)\n",
+    "\n",
+    "\n",
+    "# Select only numeric columns\n",
+    "numeric_cols = df.select_dtypes(include=[np.number]).columns\n",
+    "\n",
+    "\n",
+    "# 1. Box and Whisker Plots\n",
+    "fig, axes = plt.subplots(6, 3, figsize=(18, 20))\n",
+    "fig.suptitle('Box and Whisker Plots - Distribution Overview', fontsize=16, fontweight='bold')\n",
+    "\n",
+    "for idx, col in enumerate(numeric_cols):\n",
+    "    row = idx // 3\n",
+    "    col_idx = idx % 3\n",
+    "    \n",
+    "    # Create box plot\n",
+    "    bp = axes[row, col_idx].boxplot(df[col].dropna(), \n",
+    "                                      patch_artist=True,\n",
+    "                                      notch=True,\n",
+    "                                      vert=True)\n",
+    "    \n",
+    "    # Customize colors\n",
+    "    for patch in bp['boxes']:\n",
+    "        patch.set_facecolor('#3498db')\n",
+    "        patch.set_alpha(0.7)\n",
+    "    for whisker in bp['whiskers']:\n",
+    "        whisker.set(color='#34495e', linewidth=1.5)\n",
+    "    for cap in bp['caps']:\n",
+    "        cap.set(color='#34495e', linewidth=1.5)\n",
+    "    for median in bp['medians']:\n",
+    "        median.set(color='#e74c3c', linewidth=2)\n",
+    "    \n",
+    "    axes[row, col_idx].set_title(f'{col}', fontsize=12, fontweight='bold')\n",
+    "    axes[row, col_idx].set_ylabel('Value')\n",
+    "    axes[row, col_idx].grid(True, alpha=0.3)\n",
+    "\n",
+    "# Remove extra subplots if any\n",
+    "if len(numeric_cols) < 9:\n",
+    "    for idx in range(len(numeric_cols), 9):\n",
+    "        fig.delaxes(axes.flatten()[idx])\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "id": "eebdf2ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1800x1000 with 18 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 3. Distribution Plots (Histogram + KDE)\n",
+    "fig, axes = plt.subplots(6, 3, figsize=(18, 10))\n",
+    "fig.suptitle('Distribution Plots - Histogram with Density Curve', fontsize=16, fontweight='bold')\n",
+    "\n",
+    "for idx, col in enumerate(numeric_cols):\n",
+    "    row = idx // 3\n",
+    "    col_idx = idx % 3\n",
+    "    \n",
+    "    # Histogram with KDE\n",
+    "    axes[row, col_idx].hist(df[col].dropna(), bins=30, alpha=0.6, \n",
+    "                             color='#1abc9c', edgecolor='black', density=True)\n",
+    "    \n",
+    "    # KDE overlay\n",
+    "    df[col].dropna().plot(kind='kde', ax=axes[row, col_idx], \n",
+    "                           color='#e74c3c', linewidth=2, secondary_y=False)\n",
+    "    \n",
+    "    axes[row, col_idx].set_title(f'{col}', fontsize=12, fontweight='bold')\n",
+    "    axes[row, col_idx].set_xlabel('Value')\n",
+    "    axes[row, col_idx].set_ylabel('Density')\n",
+    "    axes[row, col_idx].grid(True, alpha=0.3)\n",
+    "\n",
+    "if len(numeric_cols) < 6:\n",
+    "    for idx in range(len(numeric_cols), 6):\n",
+    "        fig.delaxes(axes.flatten()[idx])\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "43821f5d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>59.817065</td>\n",
+       "      <td>66.066235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>20.375385</td>\n",
+       "      <td>25.297848</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-31.350000</td>\n",
+       "      <td>-96.260000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>47.062500</td>\n",
+       "      <td>53.125000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>61.210000</td>\n",
+       "      <td>67.140000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>73.640000</td>\n",
+       "      <td>80.140000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>114.090000</td>\n",
+       "      <td>129.050000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       flesch_reading_ease  user_flesch_reading_ease\n",
+       "count           494.000000                494.000000\n",
+       "mean             59.817065                 66.066235\n",
+       "std              20.375385                 25.297848\n",
+       "min             -31.350000                -96.260000\n",
+       "25%              47.062500                 53.125000\n",
+       "50%              61.210000                 67.140000\n",
+       "75%              73.640000                 80.140000\n",
+       "max             114.090000                129.050000"
+      ]
+     },
+     "execution_count": 102,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[[\"flesch_reading_ease\",\"user_flesch_reading_ease\"]].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "66e28a43",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 103,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[[\"flesch_reading_ease\",\"user_flesch_reading_ease\"]].boxplot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "144226b8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hexbin(df[\"user_flesch_reading_ease\"], df[\"flesch_reading_ease\"], gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+    "plt.colorbar(label='Count')\n",
+    "plt.plot(\n",
+    "    np.unique(df[\"user_flesch_reading_ease\"]),\n",
+    "    np.poly1d(np.polyfit(df[\"user_flesch_reading_ease\"], df[\"flesch_reading_ease\"], 1))(np.unique(df[\"user_flesch_reading_ease\"])),\n",
+    "    'b-', linewidth=2\n",
+    ")\n",
+    "plt.xlabel(\"user_flesch_reading_ease\")\n",
+    "plt.ylabel(\"flesch_reading_ease\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "0f5836b8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>User LLM flesch_reading_ease similarities Pearson</th>\n",
+       "      <th>User LLM flesch_reading_ease similarities Spearman</th>\n",
+       "      <th>User LLM flesch_reading_ease similarities Kendall Tau</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Results</th>\n",
+       "      <td>0.437929</td>\n",
+       "      <td>0.466774</td>\n",
+       "      <td>0.322786</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         User LLM flesch_reading_ease similarities Pearson  \\\n",
+       "Results                                           0.437929   \n",
+       "\n",
+       "         User LLM flesch_reading_ease similarities Spearman  \\\n",
+       "Results                                           0.466774    \n",
+       "\n",
+       "         User LLM flesch_reading_ease similarities Kendall Tau  \n",
+       "Results                                           0.322786      "
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from scipy.stats import spearmanr, kendalltau\n",
+    "import numpy as np\n",
+    "pearson_correlation = np.corrcoef(df[\"user_flesch_reading_ease\"], df[\"flesch_reading_ease\"])[0, 1]\n",
+    "spearman_correlation, _ = spearmanr(df[\"user_flesch_reading_ease\"], df[\"flesch_reading_ease\"])\n",
+    "kendall_tau_correlation, _ = kendalltau(df[\"user_flesch_reading_ease\"], df[\"flesch_reading_ease\"])\n",
+    "\n",
+    "correlation_table = pd.DataFrame({\n",
+    "    \"User LLM flesch_reading_ease similarities Pearson\": [pearson_correlation],\n",
+    "    \"User LLM flesch_reading_ease similarities Spearman\": [spearman_correlation],\n",
+    "    \"User LLM flesch_reading_ease similarities Kendall Tau\": [kendall_tau_correlation]\n",
+    "}, index=['Results'])\n",
+    "correlation_table"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "75b8b42d",
+   "metadata": {},
+   "source": [
+    "## le lunghezze dei testi "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "d13bcd31",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "user_alt_text_length=df[\"user_alt_text_length\"]\n",
+    "#llm_alt_text_length=df[\"llm_alt_text_length\"]\n",
+    "llm_alt_text_length=df[\"llm_alt_text_length_ita\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "567d46ee",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hexbin(user_alt_text_length, llm_alt_text_length, gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+    "plt.colorbar(label='Count')\n",
+    "plt.plot(\n",
+    "    np.unique(user_alt_text_length),\n",
+    "    np.poly1d(np.polyfit(user_alt_text_length, llm_alt_text_length, 1))(np.unique(user_alt_text_length)),\n",
+    "    'b-', linewidth=2\n",
+    ")\n",
+    "plt.xlabel(\"user_alt_text_length\")\n",
+    "plt.ylabel(\"llm_alt_text_length\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "723f459c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>User- LLM lengths Pearson</th>\n",
+       "      <th>User- LLM lengths Spearman</th>\n",
+       "      <th>User- LLM lengths Kendall Tau</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Results</th>\n",
+       "      <td>0.266039</td>\n",
+       "      <td>0.281349</td>\n",
+       "      <td>0.19306</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         User- LLM lengths Pearson  User- LLM lengths Spearman  \\\n",
+       "Results                   0.266039                    0.281349   \n",
+       "\n",
+       "         User- LLM lengths Kendall Tau  \n",
+       "Results                        0.19306  "
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pearson_correlation = np.corrcoef(user_alt_text_length, llm_alt_text_length)[0, 1]\n",
+    "spearman_correlation, _ = spearmanr(user_alt_text_length, llm_alt_text_length)\n",
+    "kendall_tau_correlation, _ = kendalltau(user_alt_text_length, llm_alt_text_length)\n",
+    "\n",
+    "correlation_table = pd.DataFrame({\n",
+    "    \"User- LLM lengths Pearson\": [pearson_correlation],\n",
+    "    \"User- LLM lengths Spearman\": [spearman_correlation],\n",
+    "    \"User- LLM lengths Kendall Tau\": [kendall_tau_correlation]\n",
+    "}, index=['Results'])\n",
+    "\n",
+    "correlation_table"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "accessibility",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_classificatore.ipynb b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_classificatore.ipynb
index 5e14b3f..c7d6b10 100644
--- a/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_classificatore.ipynb
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_classificatore.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 40,
    "id": "19de983f",
    "metadata": {},
    "outputs": [],
@@ -26,7 +26,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": 3,
    "id": "0bb7afe5",
    "metadata": {},
    "outputs": [],
@@ -36,9 +36,63 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": 53,
    "id": "4e2bbe14",
    "metadata": {},
+   "outputs": [],
+   "source": [
+    "#df=pd.read_csv(\"language_aligned_def.csv\", sep=';')\n",
+    "\n",
+    "\n",
+    "#df=pd.read_csv(\"language_not_aligned_def.csv\", sep=';') # quello senza sistemato la questione lingua #risultati peggiori perchè voto influenzato da mismatch della lingua e se anche traduco mismatch rimane (provato a nche senza lexical). Da confermare\n",
+    "\n",
+    "# il not aligned + sort identici risultati a with_CLIP. OK verificato\n",
+    "#df=df.sort_values(['page_url','user','user_alt_text','original_alt_text'])\n",
+    "\n",
+    "#df=pd.read_csv(\"dataset_esercitazione_with_CLIP_per_classificatore.csv\",sep=\";\") # nb: cambia sorting rispetto caso language_aligned per cui non ottengo stessi risultati anche se uso stesse features\n",
+    "\n",
+    "df=pd.read_csv(\"dataset_esercitazione_full_features_ita.csv\",sep=\";\") # quello proveniente dall'uso della colonna con llm_alt_text_ita generata da gpt-4o NB: non devo ricalcolare alcun indice, gia fatto nel notebook di build_full_dataset. andare direttamente sezione uso features per classificatore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "19056731",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['page_url', 'user', 'image_url', 'original_alt_text', 'user_alt_text',\n",
+       "       'llm_alt_text', 'user_assessment', 'llm_assessment',\n",
+       "       'user_llm_assessment', 'llm_model', 'html_context', 'immediate_context',\n",
+       "       'nearby_context', 'page_title', 'page_description', 'page_keywords',\n",
+       "       'llm_evaluation_result', 'llm_judgment', 'llm_alt_text_ita',\n",
+       "       'original_alt_text_english', 'user_alt_text_english',\n",
+       "       'llm_alt_text_english', 'is_language_switched', 'english_site',\n",
+       "       'flesch_reading_ease', 'gunning_fog_index', 'user_flesch_reading_ease',\n",
+       "       'user_gunning_fog_index', 'original_alt_text_length',\n",
+       "       'user_alt_text_length', 'llm_alt_text_length',\n",
+       "       'llm_alt_text_length_ita', 'lexical_similarity', 'semantic_similarity',\n",
+       "       'bert_score_similarity', 'clip_score_user', 'clip_score_llm',\n",
+       "       'clip_score_llm_ita'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "69668447",
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -63,135 +117,147 @@
        "      <th></th>\n",
        "      <th>page_url</th>\n",
        "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
        "      <th>original_alt_text</th>\n",
        "      <th>user_alt_text</th>\n",
        "      <th>llm_alt_text</th>\n",
        "      <th>user_assessment</th>\n",
        "      <th>llm_assessment</th>\n",
        "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
        "      <th>original_alt_text_length</th>\n",
        "      <th>user_alt_text_length</th>\n",
        "      <th>llm_alt_text_length</th>\n",
-       "      <th>semantic_representation</th>\n",
-       "      <th>semantic_similarity</th>\n",
        "      <th>lexical_similarity</th>\n",
+       "      <th>semantic_similarity</th>\n",
        "      <th>bert_score_similarity</th>\n",
-       "      <th>original_alt_text_english</th>\n",
-       "      <th>user_alt_text_english</th>\n",
-       "      <th>llm_alt_text_english</th>\n",
-       "      <th>english_site</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
-       "      <td>Chiara Giordano</td>\n",
-       "      <td>Ciondolo con pietra portafortuna di smeraldo i...</td>\n",
-       "      <td>Ciondolo con pietra di smeraldo in argento ste...</td>\n",
-       "      <td>Ciondolo con pietra portafortuna di smeraldo i...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
-       "      <td>188</td>\n",
-       "      <td>74</td>\n",
-       "      <td>188</td>\n",
-       "      <td>[[ 5.96365295e-02 -2.88218819e-02 -4.36413754e...</td>\n",
-       "      <td>0.866714</td>\n",
-       "      <td>0.651989</td>\n",
-       "      <td>0.801564</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Boxer da uomo neri.</td>\n",
+       "      <td>Simond MT500 black merino wool men's boxer bri...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>19</td>\n",
+       "      <td>67</td>\n",
+       "      <td>0.310171</td>\n",
+       "      <td>0.720439</td>\n",
+       "      <td>0.710414</td>\n",
+       "      <td>20.973</td>\n",
+       "      <td>30.060</td>\n",
+       "      <td>96.46</td>\n",
+       "      <td>1.60</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
-       "      <td>Chiara Giordano</td>\n",
-       "      <td>Bandiera da campeggio in feltro con la scritta...</td>\n",
-       "      <td>Bandiera da campeggio in feltro con la scritta...</td>\n",
-       "      <td>Bandiera da campeggio in feltro con scritta di...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>Giacca da ciclismo Van Rysel Ultralight imperm...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
        "      <td>5</td>\n",
-       "      <td>257</td>\n",
-       "      <td>89</td>\n",
-       "      <td>145</td>\n",
-       "      <td>[[ 3.38062868e-02  7.25984052e-02 -6.19653948e...</td>\n",
-       "      <td>0.881819</td>\n",
-       "      <td>0.669191</td>\n",
-       "      <td>0.885096</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>52</td>\n",
+       "      <td>60</td>\n",
+       "      <td>61</td>\n",
+       "      <td>0.835050</td>\n",
+       "      <td>0.893577</td>\n",
+       "      <td>0.849662</td>\n",
+       "      <td>32.538</td>\n",
+       "      <td>26.257</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>16.93</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
-       "      <td>Chiara Giordano</td>\n",
-       "      <td>Carta da regalo natalizia di New York City x 4...</td>\n",
-       "      <td>Carta da regalo natalizia di New York City x 4...</td>\n",
-       "      <td>Carta da regalo natalizia di New York City x 4...</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>52</td>\n",
-       "      <td>52</td>\n",
-       "      <td>52</td>\n",
-       "      <td>[[ 6.74236044e-02  2.19511539e-02 -1.44342880e...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>Giacca in pile Quechua MH120 da uomo verde alloro</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24</td>\n",
+       "      <td>49</td>\n",
+       "      <td>57</td>\n",
+       "      <td>0.635199</td>\n",
+       "      <td>0.882463</td>\n",
+       "      <td>0.742069</td>\n",
+       "      <td>24.466</td>\n",
+       "      <td>27.746</td>\n",
+       "      <td>83.75</td>\n",
+       "      <td>8.20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
-       "      <td>Chiara Giordano</td>\n",
-       "      <td>Gilet trapuntato patchwork in lino per bambini...</td>\n",
-       "      <td>Gilet trapuntato patchwork in lino artigianale...</td>\n",
-       "      <td>Gilet trapuntato artigianale per bambini con s...</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>133</td>\n",
-       "      <td>69</td>\n",
-       "      <td>70</td>\n",
-       "      <td>[[-4.06587049e-02  7.10641295e-02 -6.74636010e...</td>\n",
-       "      <td>0.915257</td>\n",
-       "      <td>0.820021</td>\n",
-       "      <td>0.887233</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>Pantaloni cargo Forclaz Travel 100 da uomo gri...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>51</td>\n",
+       "      <td>0.732707</td>\n",
+       "      <td>0.959142</td>\n",
+       "      <td>0.904383</td>\n",
+       "      <td>28.795</td>\n",
+       "      <td>29.379</td>\n",
+       "      <td>61.21</td>\n",
+       "      <td>13.20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
-       "      <td>Chiara Giordano</td>\n",
-       "      <td>Stampa artistica personalizzata del luogo pref...</td>\n",
-       "      <td>Stampa artistica personalizzata con timbro di ...</td>\n",
-       "      <td>Stampa artistica personalizzata del luogo pref...</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandali da trekking grigi con cinturini (model...</td>\n",
+       "      <td>Forclaz MT500 lightweight packable hiking sand...</td>\n",
+       "      <td>3</td>\n",
        "      <td>4</td>\n",
-       "      <td>96</td>\n",
-       "      <td>73</td>\n",
-       "      <td>96</td>\n",
-       "      <td>[[-6.29436001e-02  9.87617299e-02  2.35087499e...</td>\n",
-       "      <td>0.950213</td>\n",
-       "      <td>0.846647</td>\n",
-       "      <td>0.874647</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>49</td>\n",
+       "      <td>58</td>\n",
+       "      <td>66</td>\n",
+       "      <td>0.203804</td>\n",
+       "      <td>0.620707</td>\n",
+       "      <td>0.688146</td>\n",
+       "      <td>18.293</td>\n",
+       "      <td>24.148</td>\n",
+       "      <td>61.21</td>\n",
+       "      <td>18.20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -214,252 +280,289 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>249</th>\n",
+       "      <th>489</th>\n",
        "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
-       "      <td>whitewolf</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Prodotti marca dyson</td>\n",
-       "      <td>Dyson logo.</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20</td>\n",
-       "      <td>11</td>\n",
-       "      <td>[[-4.41387109e-02  6.82085901e-02  4.66848314e...</td>\n",
-       "      <td>0.487655</td>\n",
-       "      <td>0.260556</td>\n",
-       "      <td>0.486935</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>250</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
-       "      <td>whitewolf</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
        "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
        "      <td>Pialla a filo e spessore combinata per legno 1...</td>\n",
        "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
        "      <td>4</td>\n",
        "      <td>5</td>\n",
        "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
        "      <td>75</td>\n",
        "      <td>75</td>\n",
        "      <td>75</td>\n",
-       "      <td>[[-4.77450639e-02  1.10398911e-01 -8.18440393e...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>27.583</td>\n",
+       "      <td>27.583</td>\n",
+       "      <td>83.26</td>\n",
+       "      <td>11.67</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>251</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
-       "      <td>whitewolf</td>\n",
-       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
-       "      <td>Nike Sportswear: Piumino smanicato Therma-FIT ...</td>\n",
-       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/2_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Prodotti marca dyson</td>\n",
+       "      <td>Dyson logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0.260556</td>\n",
+       "      <td>0.547854</td>\n",
+       "      <td>0.516522</td>\n",
+       "      <td>27.764</td>\n",
+       "      <td>31.428</td>\n",
+       "      <td>82.73</td>\n",
+       "      <td>14.53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...</td>\n",
+       "      <td>Sega a nastro da banco per legno 350W. Goniome...</td>\n",
+       "      <td>Scheppach HBS30 bandsaw, 350W with miter gauge...</td>\n",
        "      <td>3</td>\n",
-       "      <td>5</td>\n",
        "      <td>4</td>\n",
-       "      <td>56</td>\n",
-       "      <td>52</td>\n",
-       "      <td>56</td>\n",
-       "      <td>[[-5.39165661e-02  5.89501821e-02 -6.87802508e...</td>\n",
-       "      <td>0.975856</td>\n",
-       "      <td>0.867364</td>\n",
-       "      <td>0.936773</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>79</td>\n",
+       "      <td>82</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0.473939</td>\n",
+       "      <td>0.841220</td>\n",
+       "      <td>0.816780</td>\n",
+       "      <td>20.747</td>\n",
+       "      <td>26.750</td>\n",
+       "      <td>83.84</td>\n",
+       "      <td>9.07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>252</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
-       "      <td>whitewolf</td>\n",
-       "      <td>Gli otto migliori regali Nike per lo yoga</td>\n",
-       "      <td>Guida agli acquisti:\\ntrova le idee giuste con...</td>\n",
-       "      <td>Gli otto migliori regali Nike per lo yoga</td>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro per taglio legno Scheppach hbs26...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>53</td>\n",
+       "      <td>0.883128</td>\n",
+       "      <td>0.922841</td>\n",
+       "      <td>0.863685</td>\n",
+       "      <td>22.222</td>\n",
+       "      <td>21.798</td>\n",
+       "      <td>88.85</td>\n",
+       "      <td>2.40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...</td>\n",
+       "      <td>Trapano a colonna da banco con puntatore laser...</td>\n",
+       "      <td>Bench drill with laser pointer, 500W, 230V, Sc...</td>\n",
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "      <td>3</td>\n",
-       "      <td>41</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
        "      <td>74</td>\n",
-       "      <td>41</td>\n",
-       "      <td>[[-3.91517766e-02  6.30479455e-02 -4.93284650e...</td>\n",
-       "      <td>0.646167</td>\n",
-       "      <td>0.102140</td>\n",
-       "      <td>0.665948</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>253</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
-       "      <td>whitewolf</td>\n",
-       "      <td>I migliori regali Nike per chi gioca a tennis,...</td>\n",
-       "      <td>I migliori regali Nike per chi gioca a tennis,...</td>\n",
-       "      <td>I migliori regali Nike per chi gioca a tennis,...</td>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>67</td>\n",
-       "      <td>67</td>\n",
-       "      <td>67</td>\n",
-       "      <td>[[-7.22139552e-02  6.18477501e-02 -1.44746248e...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>74</td>\n",
+       "      <td>62</td>\n",
+       "      <td>0.833634</td>\n",
+       "      <td>0.928876</td>\n",
+       "      <td>0.852515</td>\n",
+       "      <td>24.328</td>\n",
+       "      <td>22.687</td>\n",
+       "      <td>68.26</td>\n",
+       "      <td>16.93</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>254 rows × 19 columns</p>\n",
+       "<p>438 rows × 36 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                              page_url             user  \\\n",
-       "0    https://giove.isti.cnr.it/users/leonardi/etsy....  Chiara Giordano   \n",
-       "1    https://giove.isti.cnr.it/users/leonardi/etsy....  Chiara Giordano   \n",
-       "2    https://giove.isti.cnr.it/users/leonardi/etsy....  Chiara Giordano   \n",
-       "3    https://giove.isti.cnr.it/users/leonardi/etsy....  Chiara Giordano   \n",
-       "4    https://giove.isti.cnr.it/users/leonardi/etsy....  Chiara Giordano   \n",
-       "..                                                 ...              ...   \n",
-       "249    https://giove.isti.cnr.it/users/manca/eBay.html        whitewolf   \n",
-       "250    https://giove.isti.cnr.it/users/manca/eBay.html        whitewolf   \n",
-       "251  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
-       "252  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
-       "253  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "490    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "491    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "492    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "493    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                                user  \\\n",
+       "0    {\"username\": \"Chiara Giordano\"}   \n",
+       "1    {\"username\": \"Chiara Giordano\"}   \n",
+       "2    {\"username\": \"Chiara Giordano\"}   \n",
+       "3    {\"username\": \"Chiara Giordano\"}   \n",
+       "4    {\"username\": \"Chiara Giordano\"}   \n",
+       "..                               ...   \n",
+       "489        {\"username\": \"whitewolf\"}   \n",
+       "490        {\"username\": \"whitewolf\"}   \n",
+       "491        {\"username\": \"whitewolf\"}   \n",
+       "492        {\"username\": \"whitewolf\"}   \n",
+       "493        {\"username\": \"whitewolf\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "490  https://giove.isti.cnr.it/users/manca/eBay/2_P...   \n",
+       "491  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "492  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "493  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
        "\n",
        "                                     original_alt_text  \\\n",
-       "0    Ciondolo con pietra portafortuna di smeraldo i...   \n",
-       "1    Bandiera da campeggio in feltro con la scritta...   \n",
-       "2    Carta da regalo natalizia di New York City x 4...   \n",
-       "3    Gilet trapuntato patchwork in lino per bambini...   \n",
-       "4    Stampa artistica personalizzata del luogo pref...   \n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Van Rysel Men's Ultralight Waterproof Cycling ...   \n",
+       "2                             {*laurel-green-8749613*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
        "..                                                 ...   \n",
-       "249                                                NaN   \n",
-       "250  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
-       "251  Nike Sportswear Club Piumino smanicato Therma-...   \n",
-       "252          Gli otto migliori regali Nike per lo yoga   \n",
-       "253  I migliori regali Nike per chi gioca a tennis,...   \n",
+       "489  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
+       "490                                                NaN   \n",
+       "491  SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...   \n",
+       "492   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "493  TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...   \n",
        "\n",
        "                                         user_alt_text  \\\n",
-       "0    Ciondolo con pietra di smeraldo in argento ste...   \n",
-       "1    Bandiera da campeggio in feltro con la scritta...   \n",
-       "2    Carta da regalo natalizia di New York City x 4...   \n",
-       "3    Gilet trapuntato patchwork in lino artigianale...   \n",
-       "4    Stampa artistica personalizzata con timbro di ...   \n",
+       "0                                  Boxer da uomo neri.   \n",
+       "1    Giacca da ciclismo Van Rysel Ultralight imperm...   \n",
+       "2    Giacca in pile Quechua MH120 da uomo verde alloro   \n",
+       "3    Pantaloni cargo Forclaz Travel 100 da uomo gri...   \n",
+       "4    Sandali da trekking grigi con cinturini (model...   \n",
        "..                                                 ...   \n",
-       "249                               Prodotti marca dyson   \n",
-       "250  Pialla a filo e spessore combinata per legno 1...   \n",
-       "251  Nike Sportswear: Piumino smanicato Therma-FIT ...   \n",
-       "252  Guida agli acquisti:\\ntrova le idee giuste con...   \n",
-       "253  I migliori regali Nike per chi gioca a tennis,...   \n",
+       "489  Pialla a filo e spessore combinata per legno 1...   \n",
+       "490                               Prodotti marca dyson   \n",
+       "491  Sega a nastro da banco per legno 350W. Goniome...   \n",
+       "492   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "493  Trapano a colonna da banco con puntatore laser...   \n",
        "\n",
        "                                          llm_alt_text  user_assessment  \\\n",
-       "0    Ciondolo con pietra portafortuna di smeraldo i...                3   \n",
-       "1    Bandiera da campeggio in feltro con scritta di...                3   \n",
-       "2    Carta da regalo natalizia di New York City x 4...                5   \n",
-       "3    Gilet trapuntato artigianale per bambini con s...                4   \n",
-       "4    Stampa artistica personalizzata del luogo pref...                5   \n",
+       "0    Simond MT500 black merino wool men's boxer bri...                2   \n",
+       "1    Van Rysel Men's Ultralight Waterproof Cycling ...                5   \n",
+       "2    Quechua Men's MH120 Fleece Hiking Jacket in la...                1   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...                1   \n",
+       "4    Forclaz MT500 lightweight packable hiking sand...                3   \n",
        "..                                                 ...              ...   \n",
-       "249                                        Dyson logo.                1   \n",
-       "250  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
-       "251  Nike Sportswear Club Piumino smanicato Therma-...                3   \n",
-       "252          Gli otto migliori regali Nike per lo yoga                3   \n",
-       "253  I migliori regali Nike per chi gioca a tennis,...                5   \n",
+       "489  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
+       "490                                        Dyson logo.                1   \n",
+       "491  Scheppach HBS30 bandsaw, 350W with miter gauge...                3   \n",
+       "492  Sega a nastro per taglio legno Scheppach hbs26...                4   \n",
+       "493  Bench drill with laser pointer, 500W, 230V, Sc...                3   \n",
        "\n",
-       "     llm_assessment  user_llm_assessment  original_alt_text_length  \\\n",
-       "0                 5                    3                       188   \n",
-       "1                 4                    5                       257   \n",
-       "2                 5                    5                        52   \n",
-       "3                 5                    5                       133   \n",
-       "4                 5                    4                        96   \n",
-       "..              ...                  ...                       ...   \n",
-       "249               1                    1                         0   \n",
-       "250               5                    3                        75   \n",
-       "251               5                    4                        56   \n",
-       "252               4                    3                        41   \n",
-       "253               4                    5                        67   \n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "0                 2                    4    gpt-4o  ...   \n",
+       "1                 5                    3    gpt-4o  ...   \n",
+       "2                 1                    3    gpt-4o  ...   \n",
+       "3                 2                    3    gpt-4o  ...   \n",
+       "4                 4                    4    gpt-4o  ...   \n",
+       "..              ...                  ...       ...  ...   \n",
+       "489               5                    3    gpt-4o  ...   \n",
+       "490               1                    1    gpt-4o  ...   \n",
+       "491               4                    2    gpt-4o  ...   \n",
+       "492               4                    4    gpt-4o  ...   \n",
+       "493               4                    3    gpt-4o  ...   \n",
        "\n",
-       "     user_alt_text_length  llm_alt_text_length  \\\n",
-       "0                      74                  188   \n",
-       "1                      89                  145   \n",
-       "2                      52                   52   \n",
-       "3                      69                   70   \n",
-       "4                      73                   96   \n",
-       "..                    ...                  ...   \n",
-       "249                    20                   11   \n",
-       "250                    75                   75   \n",
-       "251                    52                   56   \n",
-       "252                    74                   41   \n",
-       "253                    67                   67   \n",
+       "    original_alt_text_length user_alt_text_length llm_alt_text_length  \\\n",
+       "0                         23                   19                  67   \n",
+       "1                         52                   60                  61   \n",
+       "2                         24                   49                  57   \n",
+       "3                         23                   58                  51   \n",
+       "4                         49                   58                  66   \n",
+       "..                       ...                  ...                 ...   \n",
+       "489                       75                   75                  75   \n",
+       "490                        0                   20                  11   \n",
+       "491                       79                   82                  69   \n",
+       "492                       48                   48                  53   \n",
+       "493                       74                   74                  62   \n",
        "\n",
-       "                               semantic_representation  semantic_similarity  \\\n",
-       "0    [[ 5.96365295e-02 -2.88218819e-02 -4.36413754e...             0.866714   \n",
-       "1    [[ 3.38062868e-02  7.25984052e-02 -6.19653948e...             0.881819   \n",
-       "2    [[ 6.74236044e-02  2.19511539e-02 -1.44342880e...             1.000000   \n",
-       "3    [[-4.06587049e-02  7.10641295e-02 -6.74636010e...             0.915257   \n",
-       "4    [[-6.29436001e-02  9.87617299e-02  2.35087499e...             0.950213   \n",
-       "..                                                 ...                  ...   \n",
-       "249  [[-4.41387109e-02  6.82085901e-02  4.66848314e...             0.487655   \n",
-       "250  [[-4.77450639e-02  1.10398911e-01 -8.18440393e...             1.000000   \n",
-       "251  [[-5.39165661e-02  5.89501821e-02 -6.87802508e...             0.975856   \n",
-       "252  [[-3.91517766e-02  6.30479455e-02 -4.93284650e...             0.646167   \n",
-       "253  [[-7.22139552e-02  6.18477501e-02 -1.44746248e...             1.000000   \n",
+       "    lexical_similarity semantic_similarity bert_score_similarity  \\\n",
+       "0             0.310171            0.720439              0.710414   \n",
+       "1             0.835050            0.893577              0.849662   \n",
+       "2             0.635199            0.882463              0.742069   \n",
+       "3             0.732707            0.959142              0.904383   \n",
+       "4             0.203804            0.620707              0.688146   \n",
+       "..                 ...                 ...                   ...   \n",
+       "489           1.000000            1.000000              1.000000   \n",
+       "490           0.260556            0.547854              0.516522   \n",
+       "491           0.473939            0.841220              0.816780   \n",
+       "492           0.883128            0.922841              0.863685   \n",
+       "493           0.833634            0.928876              0.852515   \n",
        "\n",
-       "     lexical_similarity  bert_score_similarity  original_alt_text_english  \\\n",
-       "0              0.651989               0.801564                      False   \n",
-       "1              0.669191               0.885096                      False   \n",
-       "2              1.000000               1.000000                      False   \n",
-       "3              0.820021               0.887233                      False   \n",
-       "4              0.846647               0.874647                      False   \n",
-       "..                  ...                    ...                        ...   \n",
-       "249            0.260556               0.486935                      False   \n",
-       "250            1.000000               1.000000                      False   \n",
-       "251            0.867364               0.936773                       True   \n",
-       "252            0.102140               0.665948                      False   \n",
-       "253            1.000000               1.000000                      False   \n",
+       "    clip_score_user clip_score_llm user_flesch_reading_ease  \\\n",
+       "0            20.973         30.060                    96.46   \n",
+       "1            32.538         26.257                    68.26   \n",
+       "2            24.466         27.746                    83.75   \n",
+       "3            28.795         29.379                    61.21   \n",
+       "4            18.293         24.148                    61.21   \n",
+       "..              ...            ...                      ...   \n",
+       "489          27.583         27.583                    83.26   \n",
+       "490          27.764         31.428                    82.73   \n",
+       "491          20.747         26.750                    83.84   \n",
+       "492          22.222         21.798                    88.85   \n",
+       "493          24.328         22.687                    68.26   \n",
        "\n",
-       "     user_alt_text_english  llm_alt_text_english  english_site  \n",
-       "0                    False                 False         False  \n",
-       "1                    False                 False         False  \n",
-       "2                    False                 False         False  \n",
-       "3                    False                 False         False  \n",
-       "4                    False                 False         False  \n",
-       "..                     ...                   ...           ...  \n",
-       "249                  False                 False         False  \n",
-       "250                  False                 False         False  \n",
-       "251                   True                  True         False  \n",
-       "252                  False                 False         False  \n",
-       "253                  False                 False         False  \n",
+       "     user_gunning_fog_index  \n",
+       "0                      1.60  \n",
+       "1                     16.93  \n",
+       "2                      8.20  \n",
+       "3                     13.20  \n",
+       "4                     18.20  \n",
+       "..                      ...  \n",
+       "489                   11.67  \n",
+       "490                   14.53  \n",
+       "491                    9.07  \n",
+       "492                    2.40  \n",
+       "493                   16.93  \n",
        "\n",
-       "[254 rows x 19 columns]"
+       "[438 rows x 36 columns]"
       ]
      },
-     "execution_count": 106,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df=pd.read_csv(\"language_aligned_def.csv\", sep=';')\n",
-    "\n",
-    "#df=pd.read_csv(\"language_not_aligned_def.csv\", sep=';') # quello senza sistemato la questione lingua #risultati peggiori perchè voto influenzato da mismatch della lingua e se anche traduco mismatch rimane (provato a nche senza lexical). Da confermare\n",
+    "# ritorno a quello language aligned (se non lo ero)\n",
+    "df=df[(df['user_alt_text_english'] == df['llm_alt_text_english'])]\n",
     "df"
    ]
   },
@@ -474,7 +577,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 8,
    "id": "5444f632",
    "metadata": {},
    "outputs": [],
@@ -488,7 +591,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 9,
    "id": "6f9557cf",
    "metadata": {},
    "outputs": [],
@@ -504,7 +607,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 10,
    "id": "34a1991e",
    "metadata": {},
    "outputs": [
@@ -531,38 +634,2020 @@
        "      <th></th>\n",
        "      <th>page_url</th>\n",
        "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
        "      <th>original_alt_text</th>\n",
        "      <th>user_alt_text</th>\n",
        "      <th>llm_alt_text</th>\n",
        "      <th>user_assessment</th>\n",
        "      <th>llm_assessment</th>\n",
        "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
        "      <th>original_alt_text_length</th>\n",
        "      <th>user_alt_text_length</th>\n",
        "      <th>llm_alt_text_length</th>\n",
-       "      <th>semantic_representation</th>\n",
-       "      <th>semantic_similarity</th>\n",
        "      <th>lexical_similarity</th>\n",
+       "      <th>semantic_similarity</th>\n",
        "      <th>bert_score_similarity</th>\n",
-       "      <th>original_alt_text_english</th>\n",
-       "      <th>user_alt_text_english</th>\n",
-       "      <th>llm_alt_text_english</th>\n",
-       "      <th>english_site</th>\n",
-       "      <th>is_language_switched</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "      <th>user_gunning_fog_index</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8666242*}</td>\n",
+       "      <td>Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pant...</td>\n",
+       "      <td>Forclaz Men's MT100 2-in-1 zip-off hiking pant...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>63</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.204008</td>\n",
+       "      <td>0.527992</td>\n",
+       "      <td>0.583431</td>\n",
+       "      <td>29.309</td>\n",
+       "      <td>29.201</td>\n",
+       "      <td>116.04</td>\n",
+       "      <td>4.40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*slate-blue-8618759*}</td>\n",
+       "      <td>Quechua Men's MH500 Waterproof Hiking Shoes</td>\n",
+       "      <td>Quechua Men's MH500 Waterproof Hiking Shoes in...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>43</td>\n",
+       "      <td>58</td>\n",
+       "      <td>0.136276</td>\n",
+       "      <td>0.359914</td>\n",
+       "      <td>0.525180</td>\n",
+       "      <td>26.813</td>\n",
+       "      <td>30.710</td>\n",
+       "      <td>98.87</td>\n",
+       "      <td>9.07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*dark-petrol-blue-8619766*}</td>\n",
+       "      <td>Simond Forclaz Men's MT500 Hooded Down Puffer ...</td>\n",
+       "      <td>Men's dark petrol blue hooded down puffer jack...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28</td>\n",
+       "      <td>73</td>\n",
+       "      <td>71</td>\n",
+       "      <td>0.153317</td>\n",
+       "      <td>0.390176</td>\n",
+       "      <td>0.489210</td>\n",
+       "      <td>27.147</td>\n",
+       "      <td>28.058</td>\n",
+       "      <td>101.09</td>\n",
+       "      <td>4.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>0.368023</td>\n",
+       "      <td>0.583409</td>\n",
+       "      <td>0.731234</td>\n",
+       "      <td>28.025</td>\n",
+       "      <td>28.025</td>\n",
+       "      <td>103.29</td>\n",
+       "      <td>8.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*black-8317909*}</td>\n",
+       "      <td>Simond Men's MT500 Down Puffer Jacket</td>\n",
+       "      <td>Simond Men's MT500 black down puffer jacket fo...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0.150640</td>\n",
+       "      <td>0.298761</td>\n",
+       "      <td>0.536802</td>\n",
+       "      <td>28.520</td>\n",
+       "      <td>28.781</td>\n",
+       "      <td>108.88</td>\n",
+       "      <td>2.40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Mesh Base Layer</td>\n",
+       "      <td>Van Rysel Men's Ultralight Mesh Base Layer</td>\n",
+       "      <td>Van Rysel Men's Ultralight Mesh Base Layer</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42</td>\n",
+       "      <td>42</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0.235770</td>\n",
+       "      <td>0.433564</td>\n",
+       "      <td>0.501375</td>\n",
+       "      <td>28.656</td>\n",
+       "      <td>28.656</td>\n",
+       "      <td>106.28</td>\n",
+       "      <td>8.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*slate-blue-8618759*}</td>\n",
+       "      <td>Quechua Men's MH500\\nWaterproof Hiking Shoes, ...</td>\n",
+       "      <td>Quechua Men's MH500 Waterproof Hiking Shoes in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>62</td>\n",
+       "      <td>85</td>\n",
+       "      <td>0.092317</td>\n",
+       "      <td>0.372584</td>\n",
+       "      <td>0.461922</td>\n",
+       "      <td>28.071</td>\n",
+       "      <td>31.586</td>\n",
+       "      <td>94.97</td>\n",
+       "      <td>8.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8666242*}</td>\n",
+       "      <td>{*Forclaz Men's MT100\\n2-in-1 Zip-Off Hiking P...</td>\n",
+       "      <td>Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pant...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>71</td>\n",
+       "      <td>84</td>\n",
+       "      <td>0.124320</td>\n",
+       "      <td>0.417648</td>\n",
+       "      <td>0.491792</td>\n",
+       "      <td>27.239</td>\n",
+       "      <td>28.702</td>\n",
+       "      <td>117.73</td>\n",
+       "      <td>2.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*dark-petrol-blue-8619766*}</td>\n",
+       "      <td>{*Simond Forclaz Men's\\nMT500 Hooded Down\\nPuf...</td>\n",
+       "      <td>Simond Forclaz Men's MT500 Hooded Down Puffer ...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28</td>\n",
+       "      <td>81</td>\n",
+       "      <td>73</td>\n",
+       "      <td>0.118870</td>\n",
+       "      <td>0.276708</td>\n",
+       "      <td>0.490622</td>\n",
+       "      <td>25.918</td>\n",
+       "      <td>26.438</td>\n",
+       "      <td>103.88</td>\n",
+       "      <td>2.40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*black-8317909*}</td>\n",
+       "      <td>{*Simond Men's MT500\\nDown Puffer Jacket, colo...</td>\n",
+       "      <td>Simond Men's MT500 Down Puffer Jacket in black...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17</td>\n",
+       "      <td>54</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0.110316</td>\n",
+       "      <td>0.220416</td>\n",
+       "      <td>0.483710</td>\n",
+       "      <td>27.998</td>\n",
+       "      <td>29.863</td>\n",
+       "      <td>106.28</td>\n",
+       "      <td>3.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Mesh Base Layer</td>\n",
+       "      <td>{*Van Rysel Men's\\nUltralight Mesh Base\\nLayer...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Mesh Base Layer, wh...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42</td>\n",
+       "      <td>60</td>\n",
+       "      <td>90</td>\n",
+       "      <td>0.211694</td>\n",
+       "      <td>0.385327</td>\n",
+       "      <td>0.503154</td>\n",
+       "      <td>31.535</td>\n",
+       "      <td>31.407</td>\n",
+       "      <td>104.17</td>\n",
+       "      <td>6.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*asphalt-blue-8858286*}</td>\n",
+       "      <td>Asphalt blue hooded puffer jacket.</td>\n",
+       "      <td>Simond Men's MT100 Hooded Down Puffer Jacket i...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24</td>\n",
+       "      <td>34</td>\n",
+       "      <td>58</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.208498</td>\n",
+       "      <td>0.426642</td>\n",
+       "      <td>24.514</td>\n",
+       "      <td>29.108</td>\n",
+       "      <td>92.16</td>\n",
+       "      <td>2.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Red and gray backpack on a white background</td>\n",
+       "      <td>Black and dark red hiking backpack.</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 70L Backpacking Pac...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>43</td>\n",
+       "      <td>35</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.207855</td>\n",
+       "      <td>0.382393</td>\n",
+       "      <td>29.385</td>\n",
+       "      <td>28.807</td>\n",
+       "      <td>118.90</td>\n",
+       "      <td>2.40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8573829*}</td>\n",
+       "      <td>Black hooded synthetic jacket.</td>\n",
+       "      <td>Forclaz Men's MT100 Hooded Synthetic Jacket in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>30</td>\n",
+       "      <td>75</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.089258</td>\n",
+       "      <td>0.344130</td>\n",
+       "      <td>24.165</td>\n",
+       "      <td>24.839</td>\n",
+       "      <td>96.46</td>\n",
+       "      <td>1.60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*whale-gray-8670150*}</td>\n",
+       "      <td>Blue hiking fleece.</td>\n",
+       "      <td>Quechua Men's MH100 Hiking Fleece in blue bein...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>19</td>\n",
+       "      <td>53</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.066975</td>\n",
+       "      <td>0.377578</td>\n",
+       "      <td>27.360</td>\n",
+       "      <td>26.656</td>\n",
+       "      <td>102.77</td>\n",
+       "      <td>1.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8916867*}</td>\n",
+       "      <td>Sandy brown beanie in Merino sheep wool.</td>\n",
+       "      <td>Simond Adult MT500 merino wool beanie, green</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>40</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0.155929</td>\n",
+       "      <td>0.191990</td>\n",
+       "      <td>0.473846</td>\n",
+       "      <td>27.481</td>\n",
+       "      <td>27.384</td>\n",
+       "      <td>111.88</td>\n",
+       "      <td>8.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*slate-blue-8493310*}</td>\n",
+       "      <td>Slate blue t-shirt in Merino sheep wool.</td>\n",
+       "      <td>Simond Men's Travel 500 Merino Wool T-Shirt in...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>40</td>\n",
+       "      <td>58</td>\n",
+       "      <td>0.130494</td>\n",
+       "      <td>0.338503</td>\n",
+       "      <td>0.477018</td>\n",
+       "      <td>28.065</td>\n",
+       "      <td>27.408</td>\n",
+       "      <td>113.80</td>\n",
+       "      <td>8.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"gioelepasquini\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*cinnamon-8493046*}</td>\n",
+       "      <td>A man putting on the hood of his cinnamon wate...</td>\n",
+       "      <td>Forclaz Men's Travel 500 3-in-1 Waterproof Jac...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20</td>\n",
+       "      <td>59</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.086504</td>\n",
+       "      <td>0.314206</td>\n",
+       "      <td>27.478</td>\n",
+       "      <td>23.653</td>\n",
+       "      <td>99.65</td>\n",
+       "      <td>11.67</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"gioelepasquini\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8510030*}</td>\n",
+       "      <td>A man wearing a black ski base layer bottoms</td>\n",
+       "      <td>Wedze Men's BL100 Ski Base Layer Bottoms in bl...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>44</td>\n",
+       "      <td>68</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.047060</td>\n",
+       "      <td>0.315743</td>\n",
+       "      <td>28.746</td>\n",
+       "      <td>30.471</td>\n",
+       "      <td>108.32</td>\n",
+       "      <td>3.60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"gioelepasquini\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8597105*}</td>\n",
+       "      <td>A man wearing a white hiking hat</td>\n",
+       "      <td>Forclaz MT500 UPF 50+ hiking hat showcasing de...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>32</td>\n",
+       "      <td>64</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.078607</td>\n",
+       "      <td>0.282750</td>\n",
+       "      <td>25.472</td>\n",
+       "      <td>24.549</td>\n",
+       "      <td>111.88</td>\n",
+       "      <td>2.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"gioelepasquini\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*smoked-black-8796550*}</td>\n",
+       "      <td>A pair of dark grey hiking pants</td>\n",
+       "      <td>Quechua Men's NH500 waterproof black over pants</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24</td>\n",
+       "      <td>32</td>\n",
+       "      <td>47</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.052184</td>\n",
+       "      <td>0.256611</td>\n",
+       "      <td>29.334</td>\n",
+       "      <td>29.741</td>\n",
+       "      <td>129.05</td>\n",
+       "      <td>2.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"gioelepasquini\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Kiprun Men's Run 100 Dry Running T-Shirt</td>\n",
+       "      <td>An athletic man with a running black t-shirt</td>\n",
+       "      <td>Kiprun Men's Run 100 Dry Running T-Shirt for o...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>40</td>\n",
+       "      <td>44</td>\n",
+       "      <td>64</td>\n",
+       "      <td>0.064371</td>\n",
+       "      <td>0.193788</td>\n",
+       "      <td>0.324196</td>\n",
+       "      <td>29.050</td>\n",
+       "      <td>26.982</td>\n",
+       "      <td>115.00</td>\n",
+       "      <td>8.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"lauracorti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Red and gray backpack on a white background</td>\n",
+       "      <td>Red and gray backpack</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 70L red and gray ba...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>43</td>\n",
+       "      <td>21</td>\n",
+       "      <td>75</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.188559</td>\n",
+       "      <td>0.346854</td>\n",
+       "      <td>25.953</td>\n",
+       "      <td>24.107</td>\n",
+       "      <td>126.51</td>\n",
+       "      <td>1.60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"lauracorti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*slate-blue-8493310*}</td>\n",
+       "      <td>T-shirt uomo blu</td>\n",
+       "      <td>Simond Men's Travel 500 Merino Wool T-Shirt in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>16</td>\n",
+       "      <td>73</td>\n",
+       "      <td>0.348306</td>\n",
+       "      <td>0.592348</td>\n",
+       "      <td>0.670755</td>\n",
+       "      <td>25.865</td>\n",
+       "      <td>28.662</td>\n",
+       "      <td>126.51</td>\n",
+       "      <td>1.60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8666242*}</td>\n",
+       "      <td>Black men's zip-off outdoor waterproof  hiking...</td>\n",
+       "      <td>Forclaz Men's MT100 2-in-1 zip-off hiking pant...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>53</td>\n",
+       "      <td>97</td>\n",
+       "      <td>0.044937</td>\n",
+       "      <td>0.298492</td>\n",
+       "      <td>0.395306</td>\n",
+       "      <td>27.792</td>\n",
+       "      <td>30.837</td>\n",
+       "      <td>108.32</td>\n",
+       "      <td>8.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*black-8317909*}</td>\n",
+       "      <td>Black outdoor puffer jacket</td>\n",
+       "      <td>Simond Men's MT500 Down Puffer Jacket, black c...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17</td>\n",
+       "      <td>28</td>\n",
+       "      <td>51</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.104739</td>\n",
+       "      <td>0.369073</td>\n",
+       "      <td>28.112</td>\n",
+       "      <td>27.553</td>\n",
+       "      <td>96.46</td>\n",
+       "      <td>1.60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*slate-blue-8618759*}</td>\n",
+       "      <td>Blue Quechua outdoor hiking shoes</td>\n",
+       "      <td>Quechua Men's MH500 Waterproof Hiking Shoes in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>34</td>\n",
+       "      <td>58</td>\n",
+       "      <td>0.067436</td>\n",
+       "      <td>0.385429</td>\n",
+       "      <td>0.417281</td>\n",
+       "      <td>28.377</td>\n",
+       "      <td>29.902</td>\n",
+       "      <td>104.17</td>\n",
+       "      <td>2.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*dark-petrol-blue-8619766*}</td>\n",
+       "      <td>Petrol blue men's hooded puffer jacket.</td>\n",
+       "      <td>Simond Forclaz Men's MT500 Hooded Down Puffer ...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28</td>\n",
+       "      <td>39</td>\n",
+       "      <td>73</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.187515</td>\n",
+       "      <td>0.397442</td>\n",
+       "      <td>27.005</td>\n",
+       "      <td>26.438</td>\n",
+       "      <td>103.29</td>\n",
+       "      <td>2.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pa...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>72</td>\n",
+       "      <td>0.260502</td>\n",
+       "      <td>0.464791</td>\n",
+       "      <td>0.653613</td>\n",
+       "      <td>28.025</td>\n",
+       "      <td>27.129</td>\n",
+       "      <td>103.29</td>\n",
+       "      <td>8.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Mesh Base Layer</td>\n",
+       "      <td>Van Rysel Men's Ultralight Mesh Base Layer in ...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Mesh Base Layer</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42</td>\n",
+       "      <td>57</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0.269697</td>\n",
+       "      <td>0.377858</td>\n",
+       "      <td>0.506430</td>\n",
+       "      <td>30.594</td>\n",
+       "      <td>28.656</td>\n",
+       "      <td>99.65</td>\n",
+       "      <td>8.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8666242*}</td>\n",
+       "      <td>Carbon gray men's 2-in-1 Zip-Off Hiking Pants ...</td>\n",
+       "      <td>Forclaz Men's MT100 2-in-1 zip-off hiking pant...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23</td>\n",
+       "      <td>52</td>\n",
+       "      <td>84</td>\n",
+       "      <td>0.087687</td>\n",
+       "      <td>0.419611</td>\n",
+       "      <td>0.480284</td>\n",
+       "      <td>29.219</td>\n",
+       "      <td>31.334</td>\n",
+       "      <td>121.68</td>\n",
+       "      <td>3.60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*dark-petrol-blue-8619766*}</td>\n",
+       "      <td>Men's Hooded Down Puffer Jacket MT500, in Dark...</td>\n",
+       "      <td>Simond Forclaz Men's MT500 Hooded Down Puffer ...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28</td>\n",
+       "      <td>65</td>\n",
+       "      <td>73</td>\n",
+       "      <td>0.092321</td>\n",
+       "      <td>0.299569</td>\n",
+       "      <td>0.429857</td>\n",
+       "      <td>26.997</td>\n",
+       "      <td>26.438</td>\n",
+       "      <td>105.12</td>\n",
+       "      <td>4.40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*slate-blue-8618759*}</td>\n",
+       "      <td>Quechua Men's Waterproof Hiking Shoes. Color: ...</td>\n",
+       "      <td>Quechua Men's MH500 waterproof hiking shoes, s...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22</td>\n",
+       "      <td>71</td>\n",
+       "      <td>56</td>\n",
+       "      <td>0.107786</td>\n",
+       "      <td>0.439027</td>\n",
+       "      <td>0.469271</td>\n",
+       "      <td>31.202</td>\n",
+       "      <td>27.932</td>\n",
+       "      <td>98.17</td>\n",
+       "      <td>6.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>Technical Men's Easyfit Backpacking Pack. Idea...</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>48</td>\n",
+       "      <td>132</td>\n",
+       "      <td>48</td>\n",
+       "      <td>0.142118</td>\n",
+       "      <td>0.414860</td>\n",
+       "      <td>0.516163</td>\n",
+       "      <td>28.663</td>\n",
+       "      <td>28.025</td>\n",
+       "      <td>96.00</td>\n",
+       "      <td>8.67</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Mesh Base Layer</td>\n",
+       "      <td>Van Rysel Men's ultralight mesh base layer in ...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Mesh Base Layer</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>42</td>\n",
+       "      <td>64</td>\n",
+       "      <td>42</td>\n",
+       "      <td>0.254316</td>\n",
+       "      <td>0.377642</td>\n",
+       "      <td>0.472172</td>\n",
+       "      <td>31.236</td>\n",
+       "      <td>28.656</td>\n",
+       "      <td>101.09</td>\n",
+       "      <td>8.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*black-8317909*}</td>\n",
+       "      <td>Warm Men's Down Puffer Jacket with zipper clos...</td>\n",
+       "      <td>Simond Men's MT500 Down Puffer Jacket in black...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17</td>\n",
+       "      <td>78</td>\n",
+       "      <td>84</td>\n",
+       "      <td>0.042202</td>\n",
+       "      <td>0.111870</td>\n",
+       "      <td>0.398089</td>\n",
+       "      <td>27.733</td>\n",
+       "      <td>28.883</td>\n",
+       "      <td>103.88</td>\n",
+       "      <td>5.73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>154</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
+       "      <td>{\"username\": \"gioelepasquini\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy/...</td>\n",
+       "      <td>Cappellino snapback Blowfish Designs in vellut...</td>\n",
+       "      <td>Cappellino snapback Blowfish Designs in vellut...</td>\n",
+       "      <td>Cappellino snapback Blowfish Designs in vellut...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>89</td>\n",
+       "      <td>60</td>\n",
+       "      <td>89</td>\n",
+       "      <td>0.709297</td>\n",
+       "      <td>0.941331</td>\n",
+       "      <td>0.859824</td>\n",
+       "      <td>21.434</td>\n",
+       "      <td>21.046</td>\n",
+       "      <td>53.70</td>\n",
+       "      <td>18.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>208</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Club Zip a metà lunghezza per l'inverno –...</td>\n",
+       "      <td>Zip da uomo a metà lunghezza per l'inverno de...</td>\n",
+       "      <td>Nike Club Half-Zip Winter Sweater for Men</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>51</td>\n",
+       "      <td>86</td>\n",
+       "      <td>41</td>\n",
+       "      <td>0.190484</td>\n",
+       "      <td>0.693823</td>\n",
+       "      <td>0.606030</td>\n",
+       "      <td>19.023</td>\n",
+       "      <td>30.547</td>\n",
+       "      <td>82.21</td>\n",
+       "      <td>11.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>227</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"Sara Pagliarecci\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Jordan Brooklyn Giacca puffer Therma-FIT – Uomo</td>\n",
+       "      <td>Giacca puffer Jordan Brooklyn Therma-FIT nera ...</td>\n",
+       "      <td>Jordan Brooklyn Giacca puffer Therma-FIT per u...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>47</td>\n",
+       "      <td>53</td>\n",
+       "      <td>70</td>\n",
+       "      <td>0.550780</td>\n",
+       "      <td>0.818626</td>\n",
+       "      <td>0.785373</td>\n",
+       "      <td>30.184</td>\n",
+       "      <td>37.217</td>\n",
+       "      <td>94.97</td>\n",
+       "      <td>3.60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>233</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Therma Maglia fitness con zip a tutta lun...</td>\n",
+       "      <td>Maglia in fleece con cappuccio e cerniera per ...</td>\n",
+       "      <td>Nike Therma full-zip fitness sweatshirt Therma...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>64</td>\n",
+       "      <td>58</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.256650</td>\n",
+       "      <td>0.417438</td>\n",
+       "      <td>20.710</td>\n",
+       "      <td>29.967</td>\n",
+       "      <td>67.62</td>\n",
+       "      <td>20.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>239</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"e.covitti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Club Pantaloni in fleece spazzolato con b...</td>\n",
+       "      <td>Nike Club \\nPantaloni in fleece spazzolato con...</td>\n",
+       "      <td>Nike Club fleece brushed pants with edges – Men's</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57</td>\n",
+       "      <td>87</td>\n",
+       "      <td>49</td>\n",
+       "      <td>0.571241</td>\n",
+       "      <td>0.831432</td>\n",
+       "      <td>0.748674</td>\n",
+       "      <td>25.188</td>\n",
+       "      <td>19.287</td>\n",
+       "      <td>64.14</td>\n",
+       "      <td>14.17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>240</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"e.covitti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club T-shirt – Uomo</td>\n",
+       "      <td>Nike Sportswear Club \\nT-shirt nera da uomo, c...</td>\n",
+       "      <td>Nike Sportswear Club T-shirt for men in black ...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>35</td>\n",
+       "      <td>66</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.623734</td>\n",
+       "      <td>0.818049</td>\n",
+       "      <td>0.815639</td>\n",
+       "      <td>29.053</td>\n",
+       "      <td>30.877</td>\n",
+       "      <td>96.08</td>\n",
+       "      <td>4.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>272</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"lauracorti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Therma Maglia fitness con zip a tutta lun...</td>\n",
+       "      <td>Nike Therma Maglia fitness con zip a manica lu...</td>\n",
+       "      <td>Nike Therma Maglia fitness con zip a tutta lun...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>67</td>\n",
+       "      <td>70</td>\n",
+       "      <td>0.669419</td>\n",
+       "      <td>0.939630</td>\n",
+       "      <td>0.913858</td>\n",
+       "      <td>30.179</td>\n",
+       "      <td>30.753</td>\n",
+       "      <td>86.06</td>\n",
+       "      <td>8.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>276</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Jordan Brooklyn Giacca puffer Therma-FIT – Uomo</td>\n",
+       "      <td>Giacca puffer Jordan Brooklyn Therma-FIT da uo...</td>\n",
+       "      <td>Jordan Brooklyn Therma-FIT puffer jacket for men.</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>47</td>\n",
+       "      <td>82</td>\n",
+       "      <td>49</td>\n",
+       "      <td>0.533209</td>\n",
+       "      <td>0.813571</td>\n",
+       "      <td>0.773590</td>\n",
+       "      <td>30.719</td>\n",
+       "      <td>34.338</td>\n",
+       "      <td>66.03</td>\n",
+       "      <td>11.47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni in fleece a blocchi di col...</td>\n",
+       "      <td>Pantaloni da uomo Nike in tessuto Tech fleece ...</td>\n",
+       "      <td>Nike Tech fleece pants with color blocking and...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>72</td>\n",
+       "      <td>124</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.269597</td>\n",
+       "      <td>0.771232</td>\n",
+       "      <td>0.675800</td>\n",
+       "      <td>27.955</td>\n",
+       "      <td>25.740</td>\n",
+       "      <td>58.04</td>\n",
+       "      <td>19.71</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Piumino Nike Sportswear Club smanicato nero da...</td>\n",
+       "      <td>Nike Sportswear Club Therma-FIT sleeveless jac...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>56</td>\n",
+       "      <td>78</td>\n",
+       "      <td>58</td>\n",
+       "      <td>0.493049</td>\n",
+       "      <td>0.778152</td>\n",
+       "      <td>0.740552</td>\n",
+       "      <td>27.909</td>\n",
+       "      <td>31.265</td>\n",
+       "      <td>66.03</td>\n",
+       "      <td>14.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>307</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/amazon_m...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/amazon_m...</td>\n",
+       "      <td>Calvin Klein Jeans Badge Waffle LS Tee J30j323...</td>\n",
+       "      <td>Maglione da uomo nero della marca Calvin Klein...</td>\n",
+       "      <td>Calvin Klein Jeans Badge Waffle LS Tee for men...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>98</td>\n",
+       "      <td>53</td>\n",
+       "      <td>64</td>\n",
+       "      <td>0.320818</td>\n",
+       "      <td>0.678437</td>\n",
+       "      <td>0.682454</td>\n",
+       "      <td>29.753</td>\n",
+       "      <td>31.084</td>\n",
+       "      <td>88.29</td>\n",
+       "      <td>8.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>365</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/amazon_m...</td>\n",
+       "      <td>{\"username\": \"lauracorti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/amazon_m...</td>\n",
+       "      <td>JACK &amp; JONES Knitted Pullover Plain Knitted Pu...</td>\n",
+       "      <td>JACK &amp; JONES Knitted Pullover Plain Knitted Black</td>\n",
+       "      <td>JACK &amp; JONES Plain Knitted Pullover</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>52</td>\n",
+       "      <td>49</td>\n",
+       "      <td>35</td>\n",
+       "      <td>0.295268</td>\n",
+       "      <td>0.428321</td>\n",
+       "      <td>0.646912</td>\n",
+       "      <td>32.345</td>\n",
+       "      <td>31.482</td>\n",
+       "      <td>94.71</td>\n",
+       "      <td>8.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>385</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/amazon_m...</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/amazon_m...</td>\n",
+       "      <td>Calvin Klein Jeans Badge Waffle LS Tee J30j323...</td>\n",
+       "      <td>Top in Maglia a Maniche Lunghe Uomo, Calvin Kl...</td>\n",
+       "      <td>Black long-sleeve Calvin Klein tee, product im...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>98</td>\n",
+       "      <td>69</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0.296701</td>\n",
+       "      <td>0.648673</td>\n",
+       "      <td>0.688621</td>\n",
+       "      <td>26.372</td>\n",
+       "      <td>33.787</td>\n",
+       "      <td>86.06</td>\n",
+       "      <td>11.47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>423</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"Sara Pagliarecci\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Console NINTENDO GAMECUBE LETTORE VIPER COBRA ...</td>\n",
+       "      <td>Console NINTENDO GAMECUBE LETTORE VIPER COBRA ...</td>\n",
+       "      <td>Nintendo GameCube console with Viper Cobra rea...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>75</td>\n",
+       "      <td>68</td>\n",
+       "      <td>95</td>\n",
+       "      <td>0.757935</td>\n",
+       "      <td>0.850418</td>\n",
+       "      <td>0.696439</td>\n",
+       "      <td>23.504</td>\n",
+       "      <td>25.240</td>\n",
+       "      <td>8.62</td>\n",
+       "      <td>33.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>425</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"Sara Pagliarecci\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Nintendo Switch Mario Red &amp; Blue Edition compl...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>74</td>\n",
+       "      <td>57</td>\n",
+       "      <td>92</td>\n",
+       "      <td>0.407353</td>\n",
+       "      <td>0.656526</td>\n",
+       "      <td>0.529477</td>\n",
+       "      <td>31.304</td>\n",
+       "      <td>32.168</td>\n",
+       "      <td>74.94</td>\n",
+       "      <td>21.38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>433</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"a.caleo5\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/6_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>PlayStation logo.</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>29.233</td>\n",
+       "      <td>120.00</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>436</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"e.covitti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/6_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Logo Playstation, lettere simbolo del marchio ...</td>\n",
+       "      <td>PlayStation logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>122</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0.382986</td>\n",
+       "      <td>0.619446</td>\n",
+       "      <td>0.506251</td>\n",
+       "      <td>28.044</td>\n",
+       "      <td>29.233</td>\n",
+       "      <td>50.39</td>\n",
+       "      <td>23.27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>470</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"lauracorti\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/6_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Logo PlayStation</td>\n",
+       "      <td>PlayStation logo for the PlayStation category.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>46</td>\n",
+       "      <td>0.641765</td>\n",
+       "      <td>0.870563</td>\n",
+       "      <td>0.536093</td>\n",
+       "      <td>30.343</td>\n",
+       "      <td>29.110</td>\n",
+       "      <td>53.99</td>\n",
+       "      <td>20.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>478</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Nintendo Switch Mario Red and Blue Limited Edi...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>74</td>\n",
+       "      <td>56</td>\n",
+       "      <td>86</td>\n",
+       "      <td>0.568761</td>\n",
+       "      <td>0.709744</td>\n",
+       "      <td>0.612727</td>\n",
+       "      <td>31.304</td>\n",
+       "      <td>31.655</td>\n",
+       "      <td>74.94</td>\n",
+       "      <td>21.38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>480</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG...</td>\n",
+       "      <td>Console Sony PlayStation 1 modello Fat con con...</td>\n",
+       "      <td>Sony PlayStation 1 console with controller and...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>73</td>\n",
+       "      <td>68</td>\n",
+       "      <td>54</td>\n",
+       "      <td>0.709297</td>\n",
+       "      <td>0.873662</td>\n",
+       "      <td>0.801543</td>\n",
+       "      <td>28.112</td>\n",
+       "      <td>29.869</td>\n",
+       "      <td>67.62</td>\n",
+       "      <td>24.00</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>56 rows × 36 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "Empty DataFrame\n",
-       "Columns: [page_url, user, original_alt_text, user_alt_text, llm_alt_text, user_assessment, llm_assessment, user_llm_assessment, original_alt_text_length, user_alt_text_length, llm_alt_text_length, semantic_representation, semantic_similarity, lexical_similarity, bert_score_similarity, original_alt_text_english, user_alt_text_english, llm_alt_text_english, english_site, is_language_switched]\n",
-       "Index: []"
+       "                                              page_url  \\\n",
+       "12   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "13   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "14   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "15   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "16   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "17   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "24   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "26   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "27   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "28   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "29   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "36   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "37   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "38   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "39   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "40   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "41   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "54   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "55   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "56   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "58   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "59   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "78   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "79   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "86   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "87   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "88   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "89   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "90   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "91   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "92   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "93   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "94   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "95   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "96   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "97   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "154  https://giove.isti.cnr.it/users/leonardi/etsy....   \n",
+       "208  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "227  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "233  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "239  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "240  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "272  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "276  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "278  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "279  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "307  https://giove.isti.cnr.it/users/manca/amazon_m...   \n",
+       "365  https://giove.isti.cnr.it/users/manca/amazon_m...   \n",
+       "385  https://giove.isti.cnr.it/users/manca/amazon_m...   \n",
+       "423    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "425    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "433    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "436    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "470    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "478    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "480    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                                 user  \\\n",
+       "12     {\"username\": \"Enrica Di Rado\"}   \n",
+       "13     {\"username\": \"Enrica Di Rado\"}   \n",
+       "14     {\"username\": \"Enrica Di Rado\"}   \n",
+       "15     {\"username\": \"Enrica Di Rado\"}   \n",
+       "16     {\"username\": \"Enrica Di Rado\"}   \n",
+       "17     {\"username\": \"Enrica Di Rado\"}   \n",
+       "24            {\"username\": \"Giorgia\"}   \n",
+       "26            {\"username\": \"Giorgia\"}   \n",
+       "27            {\"username\": \"Giorgia\"}   \n",
+       "28            {\"username\": \"Giorgia\"}   \n",
+       "29            {\"username\": \"Giorgia\"}   \n",
+       "36           {\"username\": \"a.caleo5\"}   \n",
+       "37           {\"username\": \"a.caleo5\"}   \n",
+       "38           {\"username\": \"a.caleo5\"}   \n",
+       "39           {\"username\": \"a.caleo5\"}   \n",
+       "40           {\"username\": \"a.caleo5\"}   \n",
+       "41           {\"username\": \"a.caleo5\"}   \n",
+       "54     {\"username\": \"gioelepasquini\"}   \n",
+       "55     {\"username\": \"gioelepasquini\"}   \n",
+       "56     {\"username\": \"gioelepasquini\"}   \n",
+       "58     {\"username\": \"gioelepasquini\"}   \n",
+       "59     {\"username\": \"gioelepasquini\"}   \n",
+       "78         {\"username\": \"lauracorti\"}   \n",
+       "79         {\"username\": \"lauracorti\"}   \n",
+       "86         {\"username\": \"r.dipiazza\"}   \n",
+       "87         {\"username\": \"r.dipiazza\"}   \n",
+       "88         {\"username\": \"r.dipiazza\"}   \n",
+       "89         {\"username\": \"r.dipiazza\"}   \n",
+       "90         {\"username\": \"r.dipiazza\"}   \n",
+       "91         {\"username\": \"r.dipiazza\"}   \n",
+       "92          {\"username\": \"whitewolf\"}   \n",
+       "93          {\"username\": \"whitewolf\"}   \n",
+       "94          {\"username\": \"whitewolf\"}   \n",
+       "95          {\"username\": \"whitewolf\"}   \n",
+       "96          {\"username\": \"whitewolf\"}   \n",
+       "97          {\"username\": \"whitewolf\"}   \n",
+       "154    {\"username\": \"gioelepasquini\"}   \n",
+       "208    {\"username\": \"Enrica Di Rado\"}   \n",
+       "227  {\"username\": \"Sara Pagliarecci\"}   \n",
+       "233          {\"username\": \"a.caleo5\"}   \n",
+       "239         {\"username\": \"e.covitti\"}   \n",
+       "240         {\"username\": \"e.covitti\"}   \n",
+       "272        {\"username\": \"lauracorti\"}   \n",
+       "276        {\"username\": \"m.natale8 \"}   \n",
+       "278        {\"username\": \"m.natale8 \"}   \n",
+       "279        {\"username\": \"m.natale8 \"}   \n",
+       "307    {\"username\": \"Enrica Di Rado\"}   \n",
+       "365        {\"username\": \"lauracorti\"}   \n",
+       "385        {\"username\": \"r.dipiazza\"}   \n",
+       "423  {\"username\": \"Sara Pagliarecci\"}   \n",
+       "425  {\"username\": \"Sara Pagliarecci\"}   \n",
+       "433          {\"username\": \"a.caleo5\"}   \n",
+       "436         {\"username\": \"e.covitti\"}   \n",
+       "470        {\"username\": \"lauracorti\"}   \n",
+       "478        {\"username\": \"m.natale8 \"}   \n",
+       "480        {\"username\": \"m.natale8 \"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "12   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "13   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "14   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "15   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "16   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "17   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "24   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "26   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "27   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "28   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "29   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "36   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "37   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "38   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "39   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "40   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "41   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "54   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "55   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "56   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "58   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "59   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "78   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "79   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "86   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "87   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "88   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "89   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "90   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "91   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "92   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "93   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "94   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "95   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "96   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "97   https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "154  https://giove.isti.cnr.it/users/leonardi/etsy/...   \n",
+       "208  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "227  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "233  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "239  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "240  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "272  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "276  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "278  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "279  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "307  https://giove.isti.cnr.it/users/manca/amazon_m...   \n",
+       "365  https://giove.isti.cnr.it/users/manca/amazon_m...   \n",
+       "385  https://giove.isti.cnr.it/users/manca/amazon_m...   \n",
+       "423  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "425  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "433  https://giove.isti.cnr.it/users/manca/eBay/6_P...   \n",
+       "436  https://giove.isti.cnr.it/users/manca/eBay/6_P...   \n",
+       "470  https://giove.isti.cnr.it/users/manca/eBay/6_P...   \n",
+       "478  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "480  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "12                             {*carbon-gray-8666242*}   \n",
+       "13                              {*slate-blue-8618759*}   \n",
+       "14                        {*dark-petrol-blue-8619766*}   \n",
+       "15    Simond Men's MT100 Easyfit 50 L Backpacking Pack   \n",
+       "16                                   {*black-8317909*}   \n",
+       "17          Van Rysel Men's Ultralight Mesh Base Layer   \n",
+       "24                              {*slate-blue-8618759*}   \n",
+       "26                             {*carbon-gray-8666242*}   \n",
+       "27                        {*dark-petrol-blue-8619766*}   \n",
+       "28                                   {*black-8317909*}   \n",
+       "29          Van Rysel Men's Ultralight Mesh Base Layer   \n",
+       "36                            {*asphalt-blue-8858286*}   \n",
+       "37         Red and gray backpack on a white background   \n",
+       "38                             {*unspecified-8573829*}   \n",
+       "39                              {*whale-gray-8670150*}   \n",
+       "40                             {*unspecified-8916867*}   \n",
+       "41                              {*slate-blue-8493310*}   \n",
+       "54                                {*cinnamon-8493046*}   \n",
+       "55                             {*unspecified-8510030*}   \n",
+       "56                             {*unspecified-8597105*}   \n",
+       "58                            {*smoked-black-8796550*}   \n",
+       "59            Kiprun Men's Run 100 Dry Running T-Shirt   \n",
+       "78         Red and gray backpack on a white background   \n",
+       "79                              {*slate-blue-8493310*}   \n",
+       "86                             {*carbon-gray-8666242*}   \n",
+       "87                                   {*black-8317909*}   \n",
+       "88                              {*slate-blue-8618759*}   \n",
+       "89                        {*dark-petrol-blue-8619766*}   \n",
+       "90    Simond Men's MT100 Easyfit 50 L Backpacking Pack   \n",
+       "91          Van Rysel Men's Ultralight Mesh Base Layer   \n",
+       "92                             {*carbon-gray-8666242*}   \n",
+       "93                        {*dark-petrol-blue-8619766*}   \n",
+       "94                              {*slate-blue-8618759*}   \n",
+       "95    Simond Men's MT100 Easyfit 50 L Backpacking Pack   \n",
+       "96          Van Rysel Men's Ultralight Mesh Base Layer   \n",
+       "97                                   {*black-8317909*}   \n",
+       "154  Cappellino snapback Blowfish Designs in vellut...   \n",
+       "208  Nike Club Zip a metà lunghezza per l'inverno –...   \n",
+       "227    Jordan Brooklyn Giacca puffer Therma-FIT – Uomo   \n",
+       "233  Nike Therma Maglia fitness con zip a tutta lun...   \n",
+       "239  Nike Club Pantaloni in fleece spazzolato con b...   \n",
+       "240                Nike Sportswear Club T-shirt – Uomo   \n",
+       "272  Nike Therma Maglia fitness con zip a tutta lun...   \n",
+       "276    Jordan Brooklyn Giacca puffer Therma-FIT – Uomo   \n",
+       "278  Nike Tech Pantaloni in fleece a blocchi di col...   \n",
+       "279  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "307  Calvin Klein Jeans Badge Waffle LS Tee J30j323...   \n",
+       "365  JACK & JONES Knitted Pullover Plain Knitted Pu...   \n",
+       "385  Calvin Klein Jeans Badge Waffle LS Tee J30j323...   \n",
+       "423  Console NINTENDO GAMECUBE LETTORE VIPER COBRA ...   \n",
+       "425  Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "433                                                NaN   \n",
+       "436                                                NaN   \n",
+       "470                                                NaN   \n",
+       "478  Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "480  CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "12   Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pant...   \n",
+       "13         Quechua Men's MH500 Waterproof Hiking Shoes   \n",
+       "14   Simond Forclaz Men's MT500 Hooded Down Puffer ...   \n",
+       "15    Simond Men's MT100 Easyfit 50 L Backpacking Pack   \n",
+       "16               Simond Men's MT500 Down Puffer Jacket   \n",
+       "17          Van Rysel Men's Ultralight Mesh Base Layer   \n",
+       "24   Quechua Men's MH500\\nWaterproof Hiking Shoes, ...   \n",
+       "26   {*Forclaz Men's MT100\\n2-in-1 Zip-Off Hiking P...   \n",
+       "27   {*Simond Forclaz Men's\\nMT500 Hooded Down\\nPuf...   \n",
+       "28   {*Simond Men's MT500\\nDown Puffer Jacket, colo...   \n",
+       "29   {*Van Rysel Men's\\nUltralight Mesh Base\\nLayer...   \n",
+       "36                  Asphalt blue hooded puffer jacket.   \n",
+       "37                 Black and dark red hiking backpack.   \n",
+       "38                      Black hooded synthetic jacket.   \n",
+       "39                                 Blue hiking fleece.   \n",
+       "40            Sandy brown beanie in Merino sheep wool.   \n",
+       "41            Slate blue t-shirt in Merino sheep wool.   \n",
+       "54   A man putting on the hood of his cinnamon wate...   \n",
+       "55        A man wearing a black ski base layer bottoms   \n",
+       "56                    A man wearing a white hiking hat   \n",
+       "58                    A pair of dark grey hiking pants   \n",
+       "59        An athletic man with a running black t-shirt   \n",
+       "78                               Red and gray backpack   \n",
+       "79                                    T-shirt uomo blu   \n",
+       "86   Black men's zip-off outdoor waterproof  hiking...   \n",
+       "87                        Black outdoor puffer jacket    \n",
+       "88                  Blue Quechua outdoor hiking shoes    \n",
+       "89             Petrol blue men's hooded puffer jacket.   \n",
+       "90    Simond Men's MT100 Easyfit 50 L Backpacking Pack   \n",
+       "91   Van Rysel Men's Ultralight Mesh Base Layer in ...   \n",
+       "92   Carbon gray men's 2-in-1 Zip-Off Hiking Pants ...   \n",
+       "93   Men's Hooded Down Puffer Jacket MT500, in Dark...   \n",
+       "94   Quechua Men's Waterproof Hiking Shoes. Color: ...   \n",
+       "95   Technical Men's Easyfit Backpacking Pack. Idea...   \n",
+       "96   Van Rysel Men's ultralight mesh base layer in ...   \n",
+       "97   Warm Men's Down Puffer Jacket with zipper clos...   \n",
+       "154  Cappellino snapback Blowfish Designs in vellut...   \n",
+       "208   Zip da uomo a metà lunghezza per l'inverno de...   \n",
+       "227  Giacca puffer Jordan Brooklyn Therma-FIT nera ...   \n",
+       "233  Maglia in fleece con cappuccio e cerniera per ...   \n",
+       "239  Nike Club \\nPantaloni in fleece spazzolato con...   \n",
+       "240  Nike Sportswear Club \\nT-shirt nera da uomo, c...   \n",
+       "272  Nike Therma Maglia fitness con zip a manica lu...   \n",
+       "276  Giacca puffer Jordan Brooklyn Therma-FIT da uo...   \n",
+       "278  Pantaloni da uomo Nike in tessuto Tech fleece ...   \n",
+       "279  Piumino Nike Sportswear Club smanicato nero da...   \n",
+       "307  Maglione da uomo nero della marca Calvin Klein...   \n",
+       "365  JACK & JONES Knitted Pullover Plain Knitted Black   \n",
+       "385  Top in Maglia a Maniche Lunghe Uomo, Calvin Kl...   \n",
+       "423  Console NINTENDO GAMECUBE LETTORE VIPER COBRA ...   \n",
+       "425  Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "433                                                NaN   \n",
+       "436  Logo Playstation, lettere simbolo del marchio ...   \n",
+       "470                                   Logo PlayStation   \n",
+       "478  Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "480  Console Sony PlayStation 1 modello Fat con con...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "12   Forclaz Men's MT100 2-in-1 zip-off hiking pant...                1   \n",
+       "13   Quechua Men's MH500 Waterproof Hiking Shoes in...                2   \n",
+       "14   Men's dark petrol blue hooded down puffer jack...                1   \n",
+       "15    Simond Men's MT100 Easyfit 50 L Backpacking Pack                5   \n",
+       "16   Simond Men's MT500 black down puffer jacket fo...                2   \n",
+       "17          Van Rysel Men's Ultralight Mesh Base Layer                5   \n",
+       "24   Quechua Men's MH500 Waterproof Hiking Shoes in...                1   \n",
+       "26   Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pant...                2   \n",
+       "27   Simond Forclaz Men's MT500 Hooded Down Puffer ...                2   \n",
+       "28   Simond Men's MT500 Down Puffer Jacket in black...                1   \n",
+       "29   Van Rysel Men's Ultralight Mesh Base Layer, wh...                4   \n",
+       "36   Simond Men's MT100 Hooded Down Puffer Jacket i...                2   \n",
+       "37   Simond Men's MT100 Easyfit 70L Backpacking Pac...                4   \n",
+       "38   Forclaz Men's MT100 Hooded Synthetic Jacket in...                1   \n",
+       "39   Quechua Men's MH100 Hiking Fleece in blue bein...                2   \n",
+       "40        Simond Adult MT500 merino wool beanie, green                1   \n",
+       "41   Simond Men's Travel 500 Merino Wool T-Shirt in...                2   \n",
+       "54   Forclaz Men's Travel 500 3-in-1 Waterproof Jac...                3   \n",
+       "55   Wedze Men's BL100 Ski Base Layer Bottoms in bl...                1   \n",
+       "56   Forclaz MT500 UPF 50+ hiking hat showcasing de...                1   \n",
+       "58     Quechua Men's NH500 waterproof black over pants                3   \n",
+       "59   Kiprun Men's Run 100 Dry Running T-Shirt for o...                4   \n",
+       "78   Simond Men's MT100 Easyfit 70L red and gray ba...                4   \n",
+       "79   Simond Men's Travel 500 Merino Wool T-Shirt in...                1   \n",
+       "86   Forclaz Men's MT100 2-in-1 zip-off hiking pant...                1   \n",
+       "87   Simond Men's MT500 Down Puffer Jacket, black c...                1   \n",
+       "88   Quechua Men's MH500 Waterproof Hiking Shoes in...                1   \n",
+       "89   Simond Forclaz Men's MT500 Hooded Down Puffer ...                1   \n",
+       "90   Simond Men's MT100 Easyfit 50 L Backpacking Pa...                4   \n",
+       "91          Van Rysel Men's Ultralight Mesh Base Layer                3   \n",
+       "92   Forclaz Men's MT100 2-in-1 zip-off hiking pant...                1   \n",
+       "93   Simond Forclaz Men's MT500 Hooded Down Puffer ...                1   \n",
+       "94   Quechua Men's MH500 waterproof hiking shoes, s...                1   \n",
+       "95    Simond Men's MT100 Easyfit 50 L Backpacking Pack                3   \n",
+       "96          Van Rysel Men's Ultralight Mesh Base Layer                1   \n",
+       "97   Simond Men's MT500 Down Puffer Jacket in black...                1   \n",
+       "154  Cappellino snapback Blowfish Designs in vellut...                5   \n",
+       "208          Nike Club Half-Zip Winter Sweater for Men                3   \n",
+       "227  Jordan Brooklyn Giacca puffer Therma-FIT per u...                5   \n",
+       "233  Nike Therma full-zip fitness sweatshirt Therma...                2   \n",
+       "239  Nike Club fleece brushed pants with edges – Men's                3   \n",
+       "240  Nike Sportswear Club T-shirt for men in black ...                2   \n",
+       "272  Nike Therma Maglia fitness con zip a tutta lun...                4   \n",
+       "276  Jordan Brooklyn Therma-FIT puffer jacket for men.                4   \n",
+       "278  Nike Tech fleece pants with color blocking and...                3   \n",
+       "279  Nike Sportswear Club Therma-FIT sleeveless jac...                4   \n",
+       "307  Calvin Klein Jeans Badge Waffle LS Tee for men...                3   \n",
+       "365                JACK & JONES Plain Knitted Pullover                4   \n",
+       "385  Black long-sleeve Calvin Klein tee, product im...                2   \n",
+       "423  Nintendo GameCube console with Viper Cobra rea...                4   \n",
+       "425  Nintendo Switch Mario Red & Blue Edition compl...                4   \n",
+       "433                                  PlayStation logo.                5   \n",
+       "436                                  PlayStation logo.                1   \n",
+       "470     PlayStation logo for the PlayStation category.                1   \n",
+       "478  Nintendo Switch Mario Red and Blue Limited Edi...                4   \n",
+       "480  Sony PlayStation 1 console with controller and...                3   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "12                1                    3    gpt-4o  ...   \n",
+       "13                1                    3    gpt-4o  ...   \n",
+       "14                2                    3    gpt-4o  ...   \n",
+       "15                5                    3    gpt-4o  ...   \n",
+       "16                1                    3    gpt-4o  ...   \n",
+       "17                5                    3    gpt-4o  ...   \n",
+       "24                1                    4    gpt-4o  ...   \n",
+       "26                1                    4    gpt-4o  ...   \n",
+       "27                2                    4    gpt-4o  ...   \n",
+       "28                1                    4    gpt-4o  ...   \n",
+       "29                4                    4    gpt-4o  ...   \n",
+       "36                1                    3    gpt-4o  ...   \n",
+       "37                2                    3    gpt-4o  ...   \n",
+       "38                1                    2    gpt-4o  ...   \n",
+       "39                1                    3    gpt-4o  ...   \n",
+       "40                1                    3    gpt-4o  ...   \n",
+       "41                1                    3    gpt-4o  ...   \n",
+       "54                2                    4    gpt-4o  ...   \n",
+       "55                1                    5    gpt-4o  ...   \n",
+       "56                1                    4    gpt-4o  ...   \n",
+       "58                2                    3    gpt-4o  ...   \n",
+       "59                4                    4    gpt-4o  ...   \n",
+       "78                3                    2    gpt-4o  ...   \n",
+       "79                1                    3    gpt-4o  ...   \n",
+       "86                1                    5    gpt-4o  ...   \n",
+       "87                1                    4    gpt-4o  ...   \n",
+       "88                1                    4    gpt-4o  ...   \n",
+       "89                2                    4    gpt-4o  ...   \n",
+       "90                4                    4    gpt-4o  ...   \n",
+       "91                5                    3    gpt-4o  ...   \n",
+       "92                1                    1    gpt-4o  ...   \n",
+       "93                2                    4    gpt-4o  ...   \n",
+       "94                1                    3    gpt-4o  ...   \n",
+       "95                5                    1    gpt-4o  ...   \n",
+       "96                5                    3    gpt-4o  ...   \n",
+       "97                1                    4    gpt-4o  ...   \n",
+       "154               5                    5    gpt-4o  ...   \n",
+       "208               5                    3    gpt-4o  ...   \n",
+       "227               4                    3    gpt-4o  ...   \n",
+       "233               5                    2    gpt-4o  ...   \n",
+       "239               5                    3    gpt-4o  ...   \n",
+       "240               4                    4    gpt-4o  ...   \n",
+       "272               5                    3    gpt-4o  ...   \n",
+       "276               4                    4    gpt-4o  ...   \n",
+       "278               5                    3    gpt-4o  ...   \n",
+       "279               4                    4    gpt-4o  ...   \n",
+       "307               3                    3    gpt-4o  ...   \n",
+       "365               4                    3    gpt-4o  ...   \n",
+       "385               3                    4    gpt-4o  ...   \n",
+       "423               4                    4    gpt-4o  ...   \n",
+       "425               3                    4    gpt-4o  ...   \n",
+       "433               1                    2    gpt-4o  ...   \n",
+       "436               1                    2    gpt-4o  ...   \n",
+       "470               1                    3    gpt-4o  ...   \n",
+       "478               4                    3    gpt-4o  ...   \n",
+       "480               4                    4    gpt-4o  ...   \n",
+       "\n",
+       "    original_alt_text_length user_alt_text_length llm_alt_text_length  \\\n",
+       "12                        23                   63                  63   \n",
+       "13                        22                   43                  58   \n",
+       "14                        28                   73                  71   \n",
+       "15                        48                   48                  48   \n",
+       "16                        17                   37                  60   \n",
+       "17                        42                   42                  42   \n",
+       "24                        22                   62                  85   \n",
+       "26                        23                   71                  84   \n",
+       "27                        28                   81                  73   \n",
+       "28                        17                   54                  69   \n",
+       "29                        42                   60                  90   \n",
+       "36                        24                   34                  58   \n",
+       "37                        43                   35                  69   \n",
+       "38                        23                   30                  75   \n",
+       "39                        22                   19                  53   \n",
+       "40                        23                   40                  44   \n",
+       "41                        22                   40                  58   \n",
+       "54                        20                   59                  59   \n",
+       "55                        23                   44                  68   \n",
+       "56                        23                   32                  64   \n",
+       "58                        24                   32                  47   \n",
+       "59                        40                   44                  64   \n",
+       "78                        43                   21                  75   \n",
+       "79                        22                   16                  73   \n",
+       "86                        23                   53                  97   \n",
+       "87                        17                   28                  51   \n",
+       "88                        22                   34                  58   \n",
+       "89                        28                   39                  73   \n",
+       "90                        48                   48                  72   \n",
+       "91                        42                   57                  42   \n",
+       "92                        23                   52                  84   \n",
+       "93                        28                   65                  73   \n",
+       "94                        22                   71                  56   \n",
+       "95                        48                  132                  48   \n",
+       "96                        42                   64                  42   \n",
+       "97                        17                   78                  84   \n",
+       "154                       89                   60                  89   \n",
+       "208                       51                   86                  41   \n",
+       "227                       47                   53                  70   \n",
+       "233                       70                   64                  58   \n",
+       "239                       57                   87                  49   \n",
+       "240                       35                   66                  63   \n",
+       "272                       70                   67                  70   \n",
+       "276                       47                   82                  49   \n",
+       "278                       72                  124                  63   \n",
+       "279                       56                   78                  58   \n",
+       "307                       98                   53                  64   \n",
+       "365                       52                   49                  35   \n",
+       "385                       98                   69                  69   \n",
+       "423                       75                   68                  95   \n",
+       "425                       74                   57                  92   \n",
+       "433                        0                    0                  17   \n",
+       "436                        0                  122                  17   \n",
+       "470                        0                   16                  46   \n",
+       "478                       74                   56                  86   \n",
+       "480                       73                   68                  54   \n",
+       "\n",
+       "    lexical_similarity semantic_similarity bert_score_similarity  \\\n",
+       "12            0.204008            0.527992              0.583431   \n",
+       "13            0.136276            0.359914              0.525180   \n",
+       "14            0.153317            0.390176              0.489210   \n",
+       "15            0.368023            0.583409              0.731234   \n",
+       "16            0.150640            0.298761              0.536802   \n",
+       "17            0.235770            0.433564              0.501375   \n",
+       "24            0.092317            0.372584              0.461922   \n",
+       "26            0.124320            0.417648              0.491792   \n",
+       "27            0.118870            0.276708              0.490622   \n",
+       "28            0.110316            0.220416              0.483710   \n",
+       "29            0.211694            0.385327              0.503154   \n",
+       "36            0.000000            0.208498              0.426642   \n",
+       "37            0.000000            0.207855              0.382393   \n",
+       "38            0.000000            0.089258              0.344130   \n",
+       "39            0.000000            0.066975              0.377578   \n",
+       "40            0.155929            0.191990              0.473846   \n",
+       "41            0.130494            0.338503              0.477018   \n",
+       "54            0.000000            0.086504              0.314206   \n",
+       "55            0.000000            0.047060              0.315743   \n",
+       "56            0.000000            0.078607              0.282750   \n",
+       "58            0.000000            0.052184              0.256611   \n",
+       "59            0.064371            0.193788              0.324196   \n",
+       "78            0.000000            0.188559              0.346854   \n",
+       "79            0.348306            0.592348              0.670755   \n",
+       "86            0.044937            0.298492              0.395306   \n",
+       "87            0.000000            0.104739              0.369073   \n",
+       "88            0.067436            0.385429              0.417281   \n",
+       "89            0.000000            0.187515              0.397442   \n",
+       "90            0.260502            0.464791              0.653613   \n",
+       "91            0.269697            0.377858              0.506430   \n",
+       "92            0.087687            0.419611              0.480284   \n",
+       "93            0.092321            0.299569              0.429857   \n",
+       "94            0.107786            0.439027              0.469271   \n",
+       "95            0.142118            0.414860              0.516163   \n",
+       "96            0.254316            0.377642              0.472172   \n",
+       "97            0.042202            0.111870              0.398089   \n",
+       "154           0.709297            0.941331              0.859824   \n",
+       "208           0.190484            0.693823              0.606030   \n",
+       "227           0.550780            0.818626              0.785373   \n",
+       "233           0.000000            0.256650              0.417438   \n",
+       "239           0.571241            0.831432              0.748674   \n",
+       "240           0.623734            0.818049              0.815639   \n",
+       "272           0.669419            0.939630              0.913858   \n",
+       "276           0.533209            0.813571              0.773590   \n",
+       "278           0.269597            0.771232              0.675800   \n",
+       "279           0.493049            0.778152              0.740552   \n",
+       "307           0.320818            0.678437              0.682454   \n",
+       "365           0.295268            0.428321              0.646912   \n",
+       "385           0.296701            0.648673              0.688621   \n",
+       "423           0.757935            0.850418              0.696439   \n",
+       "425           0.407353            0.656526              0.529477   \n",
+       "433           0.000000            0.000000              0.000000   \n",
+       "436           0.382986            0.619446              0.506251   \n",
+       "470           0.641765            0.870563              0.536093   \n",
+       "478           0.568761            0.709744              0.612727   \n",
+       "480           0.709297            0.873662              0.801543   \n",
+       "\n",
+       "    clip_score_user clip_score_llm user_flesch_reading_ease  \\\n",
+       "12           29.309         29.201                   116.04   \n",
+       "13           26.813         30.710                    98.87   \n",
+       "14           27.147         28.058                   101.09   \n",
+       "15           28.025         28.025                   103.29   \n",
+       "16           28.520         28.781                   108.88   \n",
+       "17           28.656         28.656                   106.28   \n",
+       "24           28.071         31.586                    94.97   \n",
+       "26           27.239         28.702                   117.73   \n",
+       "27           25.918         26.438                   103.88   \n",
+       "28           27.998         29.863                   106.28   \n",
+       "29           31.535         31.407                   104.17   \n",
+       "36           24.514         29.108                    92.16   \n",
+       "37           29.385         28.807                   118.90   \n",
+       "38           24.165         24.839                    96.46   \n",
+       "39           27.360         26.656                   102.77   \n",
+       "40           27.481         27.384                   111.88   \n",
+       "41           28.065         27.408                   113.80   \n",
+       "54           27.478         23.653                    99.65   \n",
+       "55           28.746         30.471                   108.32   \n",
+       "56           25.472         24.549                   111.88   \n",
+       "58           29.334         29.741                   129.05   \n",
+       "59           29.050         26.982                   115.00   \n",
+       "78           25.953         24.107                   126.51   \n",
+       "79           25.865         28.662                   126.51   \n",
+       "86           27.792         30.837                   108.32   \n",
+       "87           28.112         27.553                    96.46   \n",
+       "88           28.377         29.902                   104.17   \n",
+       "89           27.005         26.438                   103.29   \n",
+       "90           28.025         27.129                   103.29   \n",
+       "91           30.594         28.656                    99.65   \n",
+       "92           29.219         31.334                   121.68   \n",
+       "93           26.997         26.438                   105.12   \n",
+       "94           31.202         27.932                    98.17   \n",
+       "95           28.663         28.025                    96.00   \n",
+       "96           31.236         28.656                   101.09   \n",
+       "97           27.733         28.883                   103.88   \n",
+       "154          21.434         21.046                    53.70   \n",
+       "208          19.023         30.547                    82.21   \n",
+       "227          30.184         37.217                    94.97   \n",
+       "233          20.710         29.967                    67.62   \n",
+       "239          25.188         19.287                    64.14   \n",
+       "240          29.053         30.877                    96.08   \n",
+       "272          30.179         30.753                    86.06   \n",
+       "276          30.719         34.338                    66.03   \n",
+       "278          27.955         25.740                    58.04   \n",
+       "279          27.909         31.265                    66.03   \n",
+       "307          29.753         31.084                    88.29   \n",
+       "365          32.345         31.482                    94.71   \n",
+       "385          26.372         33.787                    86.06   \n",
+       "423          23.504         25.240                     8.62   \n",
+       "425          31.304         32.168                    74.94   \n",
+       "433           0.000         29.233                   120.00   \n",
+       "436          28.044         29.233                    50.39   \n",
+       "470          30.343         29.110                    53.99   \n",
+       "478          31.304         31.655                    74.94   \n",
+       "480          28.112         29.869                    67.62   \n",
+       "\n",
+       "     user_gunning_fog_index  \n",
+       "12                     4.40  \n",
+       "13                     9.07  \n",
+       "14                     4.80  \n",
+       "15                     8.51  \n",
+       "16                     2.40  \n",
+       "17                     8.20  \n",
+       "24                     8.04  \n",
+       "26                     2.20  \n",
+       "27                     2.40  \n",
+       "28                     3.20  \n",
+       "29                     6.00  \n",
+       "36                     2.00  \n",
+       "37                     2.40  \n",
+       "38                     1.60  \n",
+       "39                     1.20  \n",
+       "40                     8.51  \n",
+       "41                     8.20  \n",
+       "54                    11.67  \n",
+       "55                     3.60  \n",
+       "56                     2.80  \n",
+       "58                     2.80  \n",
+       "59                     8.04  \n",
+       "78                     1.60  \n",
+       "79                     1.60  \n",
+       "86                     8.04  \n",
+       "87                     1.60  \n",
+       "88                     2.00  \n",
+       "89                     2.80  \n",
+       "90                     8.51  \n",
+       "91                     8.04  \n",
+       "92                     3.60  \n",
+       "93                     4.40  \n",
+       "94                     6.00  \n",
+       "95                     8.67  \n",
+       "96                     8.13  \n",
+       "97                     5.73  \n",
+       "154                   18.20  \n",
+       "208                   11.51  \n",
+       "227                    3.60  \n",
+       "233                   20.00  \n",
+       "239                   14.17  \n",
+       "240                    4.80  \n",
+       "272                    8.13  \n",
+       "276                   11.47  \n",
+       "278                   19.71  \n",
+       "279                   14.80  \n",
+       "307                    8.04  \n",
+       "365                    8.51  \n",
+       "385                   11.47  \n",
+       "423                   33.20  \n",
+       "425                   21.38  \n",
+       "433                    0.00  \n",
+       "436                   23.27  \n",
+       "470                   20.80  \n",
+       "478                   21.38  \n",
+       "480                   24.00  \n",
+       "\n",
+       "[56 rows x 36 columns]"
       ]
      },
-     "execution_count": 109,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -573,7 +2658,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 12,
    "id": "a1a37a30",
    "metadata": {},
    "outputs": [
@@ -591,7 +2676,7 @@
        "Name: user_llm_assessment, dtype: float64"
       ]
      },
-     "execution_count": 110,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -602,7 +2687,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 151,
    "id": "ea89cec1",
    "metadata": {},
    "outputs": [
@@ -620,7 +2705,7 @@
        "Name: user_llm_assessment, dtype: float64"
       ]
      },
-     "execution_count": 111,
+     "execution_count": 151,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -640,7 +2725,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 31,
    "id": "b1f86e84",
    "metadata": {},
    "outputs": [
@@ -674,48 +2759,56 @@
        "      <th>semantic_similarity</th>\n",
        "      <th>lexical_similarity</th>\n",
        "      <th>bert_score_similarity</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
        "      <th>is_language_switched</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>count</th>\n",
-       "      <td>218.000000</td>\n",
-       "      <td>218.000000</td>\n",
-       "      <td>218.000000</td>\n",
-       "      <td>218.000000</td>\n",
-       "      <td>218.000000</td>\n",
-       "      <td>218.000000</td>\n",
-       "      <td>218.000000</td>\n",
-       "      <td>218.000000</td>\n",
-       "      <td>218.000000</td>\n",
-       "      <td>218.0</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
+       "      <td>396.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>2.917431</td>\n",
-       "      <td>4.022936</td>\n",
-       "      <td>3.137615</td>\n",
-       "      <td>91.357798</td>\n",
-       "      <td>85.995413</td>\n",
-       "      <td>81.871560</td>\n",
-       "      <td>0.731357</td>\n",
-       "      <td>0.450309</td>\n",
-       "      <td>0.742093</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>2.861111</td>\n",
+       "      <td>3.659091</td>\n",
+       "      <td>3.194444</td>\n",
+       "      <td>78.484848</td>\n",
+       "      <td>83.181818</td>\n",
+       "      <td>77.214646</td>\n",
+       "      <td>0.578973</td>\n",
+       "      <td>0.309404</td>\n",
+       "      <td>0.607786</td>\n",
+       "      <td>24.538558</td>\n",
+       "      <td>27.351889</td>\n",
+       "      <td>0.449495</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
-       "      <td>1.052786</td>\n",
-       "      <td>1.040395</td>\n",
-       "      <td>0.910440</td>\n",
-       "      <td>55.168869</td>\n",
-       "      <td>40.811526</td>\n",
-       "      <td>32.211885</td>\n",
-       "      <td>0.168180</td>\n",
-       "      <td>0.248543</td>\n",
-       "      <td>0.126736</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.185739</td>\n",
+       "      <td>1.299442</td>\n",
+       "      <td>0.959994</td>\n",
+       "      <td>55.409383</td>\n",
+       "      <td>43.688857</td>\n",
+       "      <td>28.732496</td>\n",
+       "      <td>0.257194</td>\n",
+       "      <td>0.260167</td>\n",
+       "      <td>0.198841</td>\n",
+       "      <td>5.603128</td>\n",
+       "      <td>4.322296</td>\n",
+       "      <td>0.498072</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
@@ -723,51 +2816,59 @@
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>16.000000</td>\n",
-       "      <td>11.000000</td>\n",
-       "      <td>0.256999</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.389821</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>-0.008331</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.858000</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
        "      <td>2.000000</td>\n",
-       "      <td>4.000000</td>\n",
        "      <td>3.000000</td>\n",
-       "      <td>48.000000</td>\n",
-       "      <td>61.250000</td>\n",
-       "      <td>61.000000</td>\n",
-       "      <td>0.614800</td>\n",
-       "      <td>0.264399</td>\n",
-       "      <td>0.671223</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>45.000000</td>\n",
+       "      <td>57.000000</td>\n",
+       "      <td>57.750000</td>\n",
+       "      <td>0.393179</td>\n",
+       "      <td>0.101253</td>\n",
+       "      <td>0.439891</td>\n",
+       "      <td>21.875000</td>\n",
+       "      <td>24.724250</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
        "      <td>3.000000</td>\n",
        "      <td>4.000000</td>\n",
        "      <td>3.000000</td>\n",
-       "      <td>79.000000</td>\n",
+       "      <td>73.500000</td>\n",
        "      <td>78.000000</td>\n",
-       "      <td>77.500000</td>\n",
-       "      <td>0.757155</td>\n",
-       "      <td>0.428321</td>\n",
-       "      <td>0.751495</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>73.000000</td>\n",
+       "      <td>0.605083</td>\n",
+       "      <td>0.258121</td>\n",
+       "      <td>0.622402</td>\n",
+       "      <td>25.427500</td>\n",
+       "      <td>27.245500</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
        "      <td>4.000000</td>\n",
        "      <td>5.000000</td>\n",
        "      <td>4.000000</td>\n",
-       "      <td>125.000000</td>\n",
-       "      <td>102.750000</td>\n",
-       "      <td>97.750000</td>\n",
-       "      <td>0.865424</td>\n",
-       "      <td>0.632040</td>\n",
-       "      <td>0.817786</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>116.000000</td>\n",
+       "      <td>102.000000</td>\n",
+       "      <td>92.250000</td>\n",
+       "      <td>0.792346</td>\n",
+       "      <td>0.464634</td>\n",
+       "      <td>0.767072</td>\n",
+       "      <td>27.946000</td>\n",
+       "      <td>29.892000</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
@@ -780,7 +2881,9 @@
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>38.108000</td>\n",
+       "      <td>38.581000</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -788,47 +2891,47 @@
       ],
       "text/plain": [
        "       user_assessment  llm_assessment  user_llm_assessment  \\\n",
-       "count       218.000000      218.000000           218.000000   \n",
-       "mean          2.917431        4.022936             3.137615   \n",
-       "std           1.052786        1.040395             0.910440   \n",
+       "count       396.000000      396.000000           396.000000   \n",
+       "mean          2.861111        3.659091             3.194444   \n",
+       "std           1.185739        1.299442             0.959994   \n",
        "min           1.000000        1.000000             1.000000   \n",
-       "25%           2.000000        4.000000             3.000000   \n",
+       "25%           2.000000        3.000000             3.000000   \n",
        "50%           3.000000        4.000000             3.000000   \n",
        "75%           4.000000        5.000000             4.000000   \n",
        "max           5.000000        5.000000             5.000000   \n",
        "\n",
        "       original_alt_text_length  user_alt_text_length  llm_alt_text_length  \\\n",
-       "count                218.000000            218.000000           218.000000   \n",
-       "mean                  91.357798             85.995413            81.871560   \n",
-       "std                   55.168869             40.811526            32.211885   \n",
-       "min                    0.000000             16.000000            11.000000   \n",
-       "25%                   48.000000             61.250000            61.000000   \n",
-       "50%                   79.000000             78.000000            77.500000   \n",
-       "75%                  125.000000            102.750000            97.750000   \n",
+       "count                396.000000            396.000000           396.000000   \n",
+       "mean                  78.484848             83.181818            77.214646   \n",
+       "std                   55.409383             43.688857            28.732496   \n",
+       "min                    0.000000              0.000000            11.000000   \n",
+       "25%                   45.000000             57.000000            57.750000   \n",
+       "50%                   73.500000             78.000000            73.000000   \n",
+       "75%                  116.000000            102.000000            92.250000   \n",
        "max                  257.000000            401.000000           188.000000   \n",
        "\n",
        "       semantic_similarity  lexical_similarity  bert_score_similarity  \\\n",
-       "count           218.000000          218.000000             218.000000   \n",
-       "mean              0.731357            0.450309               0.742093   \n",
-       "std               0.168180            0.248543               0.126736   \n",
-       "min               0.256999            0.000000               0.389821   \n",
-       "25%               0.614800            0.264399               0.671223   \n",
-       "50%               0.757155            0.428321               0.751495   \n",
-       "75%               0.865424            0.632040               0.817786   \n",
+       "count           396.000000          396.000000             396.000000   \n",
+       "mean              0.578973            0.309404               0.607786   \n",
+       "std               0.257194            0.260167               0.198841   \n",
+       "min              -0.008331            0.000000               0.000000   \n",
+       "25%               0.393179            0.101253               0.439891   \n",
+       "50%               0.605083            0.258121               0.622402   \n",
+       "75%               0.792346            0.464634               0.767072   \n",
        "max               1.000000            1.000000               1.000000   \n",
        "\n",
-       "       is_language_switched  \n",
-       "count                 218.0  \n",
-       "mean                    0.0  \n",
-       "std                     0.0  \n",
-       "min                     0.0  \n",
-       "25%                     0.0  \n",
-       "50%                     0.0  \n",
-       "75%                     0.0  \n",
-       "max                     0.0  "
+       "       clip_score_user  clip_score_llm  is_language_switched  \n",
+       "count       396.000000      396.000000            396.000000  \n",
+       "mean         24.538558       27.351889              0.449495  \n",
+       "std           5.603128        4.322296              0.498072  \n",
+       "min           0.000000       11.858000              0.000000  \n",
+       "25%          21.875000       24.724250              0.000000  \n",
+       "50%          25.427500       27.245500              0.000000  \n",
+       "75%          27.946000       29.892000              1.000000  \n",
+       "max          38.108000       38.581000              1.000000  "
       ]
      },
-     "execution_count": 112,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -839,7 +2942,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 32,
    "id": "e62e0e85",
    "metadata": {},
    "outputs": [
@@ -873,48 +2976,56 @@
        "      <th>semantic_similarity</th>\n",
        "      <th>lexical_similarity</th>\n",
        "      <th>bert_score_similarity</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
        "      <th>is_language_switched</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>count</th>\n",
-       "      <td>36.000000</td>\n",
-       "      <td>36.000000</td>\n",
-       "      <td>36.000000</td>\n",
-       "      <td>36.000000</td>\n",
-       "      <td>36.000000</td>\n",
-       "      <td>36.000000</td>\n",
-       "      <td>36.000000</td>\n",
-       "      <td>36.000000</td>\n",
-       "      <td>36.000000</td>\n",
-       "      <td>36.0</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>98.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>2.138889</td>\n",
-       "      <td>2.138889</td>\n",
-       "      <td>3.361111</td>\n",
-       "      <td>29.138889</td>\n",
-       "      <td>50.805556</td>\n",
-       "      <td>65.500000</td>\n",
-       "      <td>0.784831</td>\n",
-       "      <td>0.514830</td>\n",
-       "      <td>0.732782</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.826531</td>\n",
+       "      <td>1.908163</td>\n",
+       "      <td>3.612245</td>\n",
+       "      <td>28.173469</td>\n",
+       "      <td>57.163265</td>\n",
+       "      <td>64.836735</td>\n",
+       "      <td>0.464847</td>\n",
+       "      <td>0.239062</td>\n",
+       "      <td>0.535752</td>\n",
+       "      <td>25.449765</td>\n",
+       "      <td>27.940286</td>\n",
+       "      <td>0.632653</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
-       "      <td>1.334226</td>\n",
-       "      <td>1.514742</td>\n",
-       "      <td>0.899294</td>\n",
-       "      <td>10.607687</td>\n",
-       "      <td>22.028319</td>\n",
-       "      <td>14.068201</td>\n",
-       "      <td>0.150743</td>\n",
-       "      <td>0.242215</td>\n",
-       "      <td>0.155169</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.121721</td>\n",
+       "      <td>1.340001</td>\n",
+       "      <td>0.926502</td>\n",
+       "      <td>10.392330</td>\n",
+       "      <td>29.307011</td>\n",
+       "      <td>13.014420</td>\n",
+       "      <td>0.289991</td>\n",
+       "      <td>0.267400</td>\n",
+       "      <td>0.189837</td>\n",
+       "      <td>4.032598</td>\n",
+       "      <td>2.435762</td>\n",
+       "      <td>0.484561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
@@ -922,64 +3033,74 @@
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>17.000000</td>\n",
-       "      <td>16.000000</td>\n",
-       "      <td>42.000000</td>\n",
-       "      <td>0.478891</td>\n",
-       "      <td>0.084580</td>\n",
-       "      <td>0.419519</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>14.000000</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>0.001354</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.277350</td>\n",
+       "      <td>12.850000</td>\n",
+       "      <td>22.930000</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>3.000000</td>\n",
-       "      <td>22.000000</td>\n",
-       "      <td>34.750000</td>\n",
-       "      <td>57.500000</td>\n",
-       "      <td>0.687001</td>\n",
-       "      <td>0.399705</td>\n",
-       "      <td>0.624734</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>35.250000</td>\n",
+       "      <td>57.000000</td>\n",
+       "      <td>0.220586</td>\n",
+       "      <td>0.034638</td>\n",
+       "      <td>0.397893</td>\n",
+       "      <td>23.167750</td>\n",
+       "      <td>26.390750</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
-       "      <td>2.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>3.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>4.000000</td>\n",
        "      <td>23.000000</td>\n",
-       "      <td>48.000000</td>\n",
-       "      <td>66.000000</td>\n",
-       "      <td>0.819331</td>\n",
-       "      <td>0.528229</td>\n",
-       "      <td>0.755328</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>51.000000</td>\n",
+       "      <td>63.500000</td>\n",
+       "      <td>0.389890</td>\n",
+       "      <td>0.127461</td>\n",
+       "      <td>0.465858</td>\n",
+       "      <td>25.938500</td>\n",
+       "      <td>27.959500</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>3.250000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
        "      <td>4.000000</td>\n",
-       "      <td>42.000000</td>\n",
-       "      <td>63.250000</td>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>70.500000</td>\n",
        "      <td>73.000000</td>\n",
-       "      <td>0.896405</td>\n",
-       "      <td>0.691365</td>\n",
-       "      <td>0.838053</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0.720098</td>\n",
+       "      <td>0.427777</td>\n",
+       "      <td>0.653221</td>\n",
+       "      <td>28.322500</td>\n",
+       "      <td>29.373500</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
        "      <td>5.000000</td>\n",
        "      <td>5.000000</td>\n",
        "      <td>5.000000</td>\n",
-       "      <td>48.000000</td>\n",
-       "      <td>132.000000</td>\n",
-       "      <td>97.000000</td>\n",
+       "      <td>52.000000</td>\n",
+       "      <td>150.000000</td>\n",
+       "      <td>98.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>32.538000</td>\n",
+       "      <td>33.238000</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -987,47 +3108,47 @@
       ],
       "text/plain": [
        "       user_assessment  llm_assessment  user_llm_assessment  \\\n",
-       "count        36.000000       36.000000            36.000000   \n",
-       "mean          2.138889        2.138889             3.361111   \n",
-       "std           1.334226        1.514742             0.899294   \n",
+       "count        98.000000       98.000000            98.000000   \n",
+       "mean          1.826531        1.908163             3.612245   \n",
+       "std           1.121721        1.340001             0.926502   \n",
        "min           1.000000        1.000000             1.000000   \n",
        "25%           1.000000        1.000000             3.000000   \n",
-       "50%           2.000000        1.000000             3.000000   \n",
-       "75%           3.000000        3.250000             4.000000   \n",
+       "50%           1.000000        1.000000             4.000000   \n",
+       "75%           2.000000        2.000000             4.000000   \n",
        "max           5.000000        5.000000             5.000000   \n",
        "\n",
        "       original_alt_text_length  user_alt_text_length  llm_alt_text_length  \\\n",
-       "count                 36.000000             36.000000            36.000000   \n",
-       "mean                  29.138889             50.805556            65.500000   \n",
-       "std                   10.607687             22.028319            14.068201   \n",
-       "min                   17.000000             16.000000            42.000000   \n",
-       "25%                   22.000000             34.750000            57.500000   \n",
-       "50%                   23.000000             48.000000            66.000000   \n",
-       "75%                   42.000000             63.250000            73.000000   \n",
-       "max                   48.000000            132.000000            97.000000   \n",
+       "count                 98.000000             98.000000            98.000000   \n",
+       "mean                  28.173469             57.163265            64.836735   \n",
+       "std                   10.392330             29.307011            13.014420   \n",
+       "min                   17.000000             14.000000            40.000000   \n",
+       "25%                   23.000000             35.250000            57.000000   \n",
+       "50%                   23.000000             51.000000            63.500000   \n",
+       "75%                   28.000000             70.500000            73.000000   \n",
+       "max                   52.000000            150.000000            98.000000   \n",
        "\n",
        "       semantic_similarity  lexical_similarity  bert_score_similarity  \\\n",
-       "count            36.000000           36.000000              36.000000   \n",
-       "mean              0.784831            0.514830               0.732782   \n",
-       "std               0.150743            0.242215               0.155169   \n",
-       "min               0.478891            0.084580               0.419519   \n",
-       "25%               0.687001            0.399705               0.624734   \n",
-       "50%               0.819331            0.528229               0.755328   \n",
-       "75%               0.896405            0.691365               0.838053   \n",
+       "count            98.000000           98.000000              98.000000   \n",
+       "mean              0.464847            0.239062               0.535752   \n",
+       "std               0.289991            0.267400               0.189837   \n",
+       "min               0.001354            0.000000               0.277350   \n",
+       "25%               0.220586            0.034638               0.397893   \n",
+       "50%               0.389890            0.127461               0.465858   \n",
+       "75%               0.720098            0.427777               0.653221   \n",
        "max               1.000000            1.000000               1.000000   \n",
        "\n",
-       "       is_language_switched  \n",
-       "count                  36.0  \n",
-       "mean                    0.0  \n",
-       "std                     0.0  \n",
-       "min                     0.0  \n",
-       "25%                     0.0  \n",
-       "50%                     0.0  \n",
-       "75%                     0.0  \n",
-       "max                     0.0  "
+       "       clip_score_user  clip_score_llm  is_language_switched  \n",
+       "count        98.000000       98.000000             98.000000  \n",
+       "mean         25.449765       27.940286              0.632653  \n",
+       "std           4.032598        2.435762              0.484561  \n",
+       "min          12.850000       22.930000              0.000000  \n",
+       "25%          23.167750       26.390750              0.000000  \n",
+       "50%          25.938500       27.959500              1.000000  \n",
+       "75%          28.322500       29.373500              1.000000  \n",
+       "max          32.538000       33.238000              1.000000  "
       ]
      },
-     "execution_count": 113,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1046,7 +3167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 32,
    "id": "d04b06ac",
    "metadata": {},
    "outputs": [],
@@ -1058,7 +3179,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 33,
    "id": "f464fdca",
    "metadata": {},
    "outputs": [],
@@ -1087,12 +3208,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": null,
    "id": "5f9d36f0",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_7616\\2214938112.py:2: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[['flesch_reading_ease', 'gunning_fog_index']] = df.apply(\n",
+      "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_7616\\2214938112.py:2: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[['flesch_reading_ease', 'gunning_fog_index']] = df.apply(\n"
+     ]
+    }
+   ],
    "source": [
-    "# Apply the function with language based on english_site column (NB forse meglio farlo in base stima stessa della lingua)\n",
+    "# Apply the function with language based on english_site column (NB forse meglio farlo in base stima stessa della lingua. In entrambi i casi ci sono sbagli\n",
+    "#( in base english_site column sbaglio utenti che hanno sempre scritto in ita e LLM quando scrivono in inglese invece che in ita, in base stima lingua sbaglio se lo stimatore sbaglia. Forse questa ha meno errori)\n",
     "df[['flesch_reading_ease', 'gunning_fog_index']] = df.apply(\n",
     "    lambda row: extract_readability_indicators(\n",
     "        row['llm_alt_text'], \n",
@@ -1104,10 +3245,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 35,
    "id": "b7842bb3",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_7616\\2630765976.py:2: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[['user_flesch_reading_ease', 'user_gunning_fog_index']] = df.apply(\n",
+      "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_7616\\2630765976.py:2: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df[['user_flesch_reading_ease', 'user_gunning_fog_index']] = df.apply(\n"
+     ]
+    }
+   ],
    "source": [
     "#lo applico anche a testo scritto da utente\n",
     "df[['user_flesch_reading_ease', 'user_gunning_fog_index']] = df.apply(\n",
@@ -1121,7 +3281,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": 135,
    "id": "dbf5aba6",
    "metadata": {},
    "outputs": [
@@ -1157,11 +3317,11 @@
        "      <th>original_alt_text_length</th>\n",
        "      <th>user_alt_text_length</th>\n",
        "      <th>...</th>\n",
-       "      <th>bert_score_similarity</th>\n",
-       "      <th>original_alt_text_english</th>\n",
        "      <th>user_alt_text_english</th>\n",
        "      <th>llm_alt_text_english</th>\n",
        "      <th>english_site</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
        "      <th>is_language_switched</th>\n",
        "      <th>flesch_reading_ease</th>\n",
        "      <th>gunning_fog_index</th>\n",
@@ -1171,124 +3331,124 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
-       "      <td>Chiara Giordano</td>\n",
-       "      <td>Ciondolo con pietra portafortuna di smeraldo i...</td>\n",
-       "      <td>Ciondolo con pietra di smeraldo in argento ste...</td>\n",
-       "      <td>Ciondolo con pietra portafortuna di smeraldo i...</td>\n",
+       "      <th>12</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Enrica Di Rado</td>\n",
+       "      <td>{*carbon-gray-8666242*}</td>\n",
+       "      <td>Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pant...</td>\n",
+       "      <td>Forclaz Men's MT100 2-in-1 zip-off hiking pant...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>3</td>\n",
-       "      <td>5</td>\n",
+       "      <td>23</td>\n",
+       "      <td>63</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>29.309</td>\n",
+       "      <td>29.201</td>\n",
+       "      <td>0</td>\n",
+       "      <td>88.00</td>\n",
+       "      <td>4.40</td>\n",
+       "      <td>116.04</td>\n",
+       "      <td>4.40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Enrica Di Rado</td>\n",
+       "      <td>{*slate-blue-8618759*}</td>\n",
+       "      <td>Quechua Men's MH500 Waterproof Hiking Shoes</td>\n",
+       "      <td>Quechua Men's MH500 Waterproof Hiking Shoes in...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>3</td>\n",
-       "      <td>188</td>\n",
-       "      <td>74</td>\n",
+       "      <td>22</td>\n",
+       "      <td>43</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.801564</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>26.813</td>\n",
+       "      <td>30.710</td>\n",
        "      <td>0</td>\n",
-       "      <td>38.18</td>\n",
-       "      <td>28.58</td>\n",
-       "      <td>61.41</td>\n",
-       "      <td>22.58</td>\n",
+       "      <td>66.10</td>\n",
+       "      <td>8.04</td>\n",
+       "      <td>98.87</td>\n",
+       "      <td>9.07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
-       "      <td>Chiara Giordano</td>\n",
-       "      <td>Bandiera da campeggio in feltro con la scritta...</td>\n",
-       "      <td>Bandiera da campeggio in feltro con la scritta...</td>\n",
-       "      <td>Bandiera da campeggio in feltro con scritta di...</td>\n",
+       "      <th>14</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Enrica Di Rado</td>\n",
+       "      <td>{*dark-petrol-blue-8619766*}</td>\n",
+       "      <td>Simond Forclaz Men's MT500 Hooded Down Puffer ...</td>\n",
+       "      <td>Men's dark petrol blue hooded down puffer jack...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>257</td>\n",
-       "      <td>89</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.885096</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>48.90</td>\n",
-       "      <td>23.11</td>\n",
-       "      <td>71.14</td>\n",
-       "      <td>16.67</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
-       "      <td>Chiara Giordano</td>\n",
-       "      <td>Carta da regalo natalizia di New York City x 4...</td>\n",
-       "      <td>Carta da regalo natalizia di New York City x 4...</td>\n",
-       "      <td>Carta da regalo natalizia di New York City x 4...</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>52</td>\n",
-       "      <td>52</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>91.67</td>\n",
-       "      <td>12.00</td>\n",
-       "      <td>91.67</td>\n",
-       "      <td>12.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
-       "      <td>Chiara Giordano</td>\n",
-       "      <td>Gilet trapuntato patchwork in lino per bambini...</td>\n",
-       "      <td>Gilet trapuntato patchwork in lino artigianale...</td>\n",
-       "      <td>Gilet trapuntato artigianale per bambini con s...</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>133</td>\n",
-       "      <td>69</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.887233</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>55.61</td>\n",
-       "      <td>16.00</td>\n",
-       "      <td>55.61</td>\n",
-       "      <td>16.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/etsy....</td>\n",
-       "      <td>Chiara Giordano</td>\n",
-       "      <td>Stampa artistica personalizzata del luogo pref...</td>\n",
-       "      <td>Stampa artistica personalizzata con timbro di ...</td>\n",
-       "      <td>Stampa artistica personalizzata del luogo pref...</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>96</td>\n",
+       "      <td>28</td>\n",
        "      <td>73</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.874647</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>27.147</td>\n",
+       "      <td>28.058</td>\n",
        "      <td>0</td>\n",
-       "      <td>20.95</td>\n",
-       "      <td>21.47</td>\n",
-       "      <td>43.59</td>\n",
-       "      <td>16.00</td>\n",
+       "      <td>64.92</td>\n",
+       "      <td>4.40</td>\n",
+       "      <td>101.09</td>\n",
+       "      <td>4.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Enrica Di Rado</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>Simond Men's MT100 Easyfit 50 L Backpacking Pack</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>28.025</td>\n",
+       "      <td>28.025</td>\n",
+       "      <td>0</td>\n",
+       "      <td>54.70</td>\n",
+       "      <td>14.23</td>\n",
+       "      <td>103.29</td>\n",
+       "      <td>8.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Enrica Di Rado</td>\n",
+       "      <td>{*black-8317909*}</td>\n",
+       "      <td>Simond Men's MT500 Down Puffer Jacket</td>\n",
+       "      <td>Simond Men's MT500 black down puffer jacket fo...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>28.520</td>\n",
+       "      <td>28.781</td>\n",
+       "      <td>0</td>\n",
+       "      <td>78.25</td>\n",
+       "      <td>4.00</td>\n",
+       "      <td>108.88</td>\n",
+       "      <td>2.40</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1315,31 +3475,55 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>249</th>\n",
+       "      <th>478</th>\n",
        "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
-       "      <td>whitewolf</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Prodotti marca dyson</td>\n",
-       "      <td>Dyson logo.</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20</td>\n",
+       "      <td>m.natale8</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Nintendo Switch Mario Red and Blue Limited Edi...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>74</td>\n",
+       "      <td>56</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.486935</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
+       "      <td>31.304</td>\n",
+       "      <td>31.655</td>\n",
        "      <td>0</td>\n",
-       "      <td>114.09</td>\n",
-       "      <td>0.80</td>\n",
-       "      <td>82.73</td>\n",
-       "      <td>14.53</td>\n",
+       "      <td>74.36</td>\n",
+       "      <td>20.58</td>\n",
+       "      <td>74.94</td>\n",
+       "      <td>21.38</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>250</th>\n",
+       "      <th>486</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>r.dipiazza</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro taglio legno 550W, marchio Schep...</td>\n",
+       "      <td>Sega a nastro per taglio legno 550W Scheppach ...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>48</td>\n",
+       "      <td>66</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>21.714</td>\n",
+       "      <td>23.715</td>\n",
+       "      <td>0</td>\n",
+       "      <td>94.71</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>76.23</td>\n",
+       "      <td>8.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
        "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
        "      <td>whitewolf</td>\n",
        "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
@@ -1351,11 +3535,11 @@
        "      <td>75</td>\n",
        "      <td>75</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>27.583</td>\n",
+       "      <td>27.583</td>\n",
        "      <td>0</td>\n",
        "      <td>83.26</td>\n",
        "      <td>11.67</td>\n",
@@ -1363,204 +3547,180 @@
        "      <td>11.67</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>251</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
        "      <td>whitewolf</td>\n",
-       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
-       "      <td>Nike Sportswear: Piumino smanicato Therma-FIT ...</td>\n",
-       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>56</td>\n",
-       "      <td>52</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.936773</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Prodotti marca dyson</td>\n",
+       "      <td>Dyson logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>68.72</td>\n",
-       "      <td>13.20</td>\n",
-       "      <td>60.36</td>\n",
-       "      <td>14.23</td>\n",
+       "      <td>20</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>27.764</td>\n",
+       "      <td>31.428</td>\n",
+       "      <td>0</td>\n",
+       "      <td>114.09</td>\n",
+       "      <td>0.80</td>\n",
+       "      <td>82.73</td>\n",
+       "      <td>14.53</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>252</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
        "      <td>whitewolf</td>\n",
-       "      <td>Gli otto migliori regali Nike per lo yoga</td>\n",
-       "      <td>Guida agli acquisti:\\ntrova le idee giuste con...</td>\n",
-       "      <td>Gli otto migliori regali Nike per lo yoga</td>\n",
-       "      <td>3</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro per taglio legno Scheppach hbs26...</td>\n",
        "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>41</td>\n",
-       "      <td>74</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.665948</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0</td>\n",
-       "      <td>83.75</td>\n",
-       "      <td>13.20</td>\n",
-       "      <td>74.36</td>\n",
-       "      <td>11.35</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>253</th>\n",
-       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
-       "      <td>whitewolf</td>\n",
-       "      <td>I migliori regali Nike per chi gioca a tennis,...</td>\n",
-       "      <td>I migliori regali Nike per chi gioca a tennis,...</td>\n",
-       "      <td>I migliori regali Nike per chi gioca a tennis,...</td>\n",
-       "      <td>5</td>\n",
        "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>67</td>\n",
-       "      <td>67</td>\n",
+       "      <td>4</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
+       "      <td>22.222</td>\n",
+       "      <td>21.798</td>\n",
        "      <td>0</td>\n",
-       "      <td>71.04</td>\n",
-       "      <td>18.13</td>\n",
-       "      <td>71.04</td>\n",
-       "      <td>18.13</td>\n",
+       "      <td>94.71</td>\n",
+       "      <td>2.80</td>\n",
+       "      <td>88.85</td>\n",
+       "      <td>2.40</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>254 rows × 24 columns</p>\n",
+       "<p>254 rows × 26 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                              page_url             user  \\\n",
-       "0    https://giove.isti.cnr.it/users/leonardi/etsy....  Chiara Giordano   \n",
-       "1    https://giove.isti.cnr.it/users/leonardi/etsy....  Chiara Giordano   \n",
-       "2    https://giove.isti.cnr.it/users/leonardi/etsy....  Chiara Giordano   \n",
-       "3    https://giove.isti.cnr.it/users/leonardi/etsy....  Chiara Giordano   \n",
-       "4    https://giove.isti.cnr.it/users/leonardi/etsy....  Chiara Giordano   \n",
-       "..                                                 ...              ...   \n",
-       "249    https://giove.isti.cnr.it/users/manca/eBay.html        whitewolf   \n",
-       "250    https://giove.isti.cnr.it/users/manca/eBay.html        whitewolf   \n",
-       "251  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
-       "252  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
-       "253  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
+       "                                              page_url            user  \\\n",
+       "12   https://giove.isti.cnr.it/users/leonardi/decat...  Enrica Di Rado   \n",
+       "13   https://giove.isti.cnr.it/users/leonardi/decat...  Enrica Di Rado   \n",
+       "14   https://giove.isti.cnr.it/users/leonardi/decat...  Enrica Di Rado   \n",
+       "15   https://giove.isti.cnr.it/users/leonardi/decat...  Enrica Di Rado   \n",
+       "16   https://giove.isti.cnr.it/users/leonardi/decat...  Enrica Di Rado   \n",
+       "..                                                 ...             ...   \n",
+       "478    https://giove.isti.cnr.it/users/manca/eBay.html      m.natale8    \n",
+       "486    https://giove.isti.cnr.it/users/manca/eBay.html      r.dipiazza   \n",
+       "489    https://giove.isti.cnr.it/users/manca/eBay.html       whitewolf   \n",
+       "490    https://giove.isti.cnr.it/users/manca/eBay.html       whitewolf   \n",
+       "492    https://giove.isti.cnr.it/users/manca/eBay.html       whitewolf   \n",
        "\n",
        "                                     original_alt_text  \\\n",
-       "0    Ciondolo con pietra portafortuna di smeraldo i...   \n",
-       "1    Bandiera da campeggio in feltro con la scritta...   \n",
-       "2    Carta da regalo natalizia di New York City x 4...   \n",
-       "3    Gilet trapuntato patchwork in lino per bambini...   \n",
-       "4    Stampa artistica personalizzata del luogo pref...   \n",
+       "12                             {*carbon-gray-8666242*}   \n",
+       "13                              {*slate-blue-8618759*}   \n",
+       "14                        {*dark-petrol-blue-8619766*}   \n",
+       "15    Simond Men's MT100 Easyfit 50 L Backpacking Pack   \n",
+       "16                                   {*black-8317909*}   \n",
        "..                                                 ...   \n",
-       "249                                                NaN   \n",
-       "250  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
-       "251  Nike Sportswear Club Piumino smanicato Therma-...   \n",
-       "252          Gli otto migliori regali Nike per lo yoga   \n",
-       "253  I migliori regali Nike per chi gioca a tennis,...   \n",
+       "478  Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "486   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "489  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
+       "490                                                NaN   \n",
+       "492   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
        "\n",
        "                                         user_alt_text  \\\n",
-       "0    Ciondolo con pietra di smeraldo in argento ste...   \n",
-       "1    Bandiera da campeggio in feltro con la scritta...   \n",
-       "2    Carta da regalo natalizia di New York City x 4...   \n",
-       "3    Gilet trapuntato patchwork in lino artigianale...   \n",
-       "4    Stampa artistica personalizzata con timbro di ...   \n",
+       "12   Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pant...   \n",
+       "13         Quechua Men's MH500 Waterproof Hiking Shoes   \n",
+       "14   Simond Forclaz Men's MT500 Hooded Down Puffer ...   \n",
+       "15    Simond Men's MT100 Easyfit 50 L Backpacking Pack   \n",
+       "16               Simond Men's MT500 Down Puffer Jacket   \n",
        "..                                                 ...   \n",
-       "249                               Prodotti marca dyson   \n",
-       "250  Pialla a filo e spessore combinata per legno 1...   \n",
-       "251  Nike Sportswear: Piumino smanicato Therma-FIT ...   \n",
-       "252  Guida agli acquisti:\\ntrova le idee giuste con...   \n",
-       "253  I migliori regali Nike per chi gioca a tennis,...   \n",
+       "478  Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "486  Sega a nastro taglio legno 550W, marchio Schep...   \n",
+       "489  Pialla a filo e spessore combinata per legno 1...   \n",
+       "490                               Prodotti marca dyson   \n",
+       "492   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
        "\n",
        "                                          llm_alt_text  user_assessment  \\\n",
-       "0    Ciondolo con pietra portafortuna di smeraldo i...                3   \n",
-       "1    Bandiera da campeggio in feltro con scritta di...                3   \n",
-       "2    Carta da regalo natalizia di New York City x 4...                5   \n",
-       "3    Gilet trapuntato artigianale per bambini con s...                4   \n",
-       "4    Stampa artistica personalizzata del luogo pref...                5   \n",
+       "12   Forclaz Men's MT100 2-in-1 zip-off hiking pant...                1   \n",
+       "13   Quechua Men's MH500 Waterproof Hiking Shoes in...                2   \n",
+       "14   Men's dark petrol blue hooded down puffer jack...                1   \n",
+       "15    Simond Men's MT100 Easyfit 50 L Backpacking Pack                5   \n",
+       "16   Simond Men's MT500 black down puffer jacket fo...                2   \n",
        "..                                                 ...              ...   \n",
-       "249                                        Dyson logo.                1   \n",
-       "250  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
-       "251  Nike Sportswear Club Piumino smanicato Therma-...                3   \n",
-       "252          Gli otto migliori regali Nike per lo yoga                3   \n",
-       "253  I migliori regali Nike per chi gioca a tennis,...                5   \n",
+       "478  Nintendo Switch Mario Red and Blue Limited Edi...                4   \n",
+       "486  Sega a nastro per taglio legno 550W Scheppach ...                4   \n",
+       "489  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
+       "490                                        Dyson logo.                1   \n",
+       "492  Sega a nastro per taglio legno Scheppach hbs26...                4   \n",
        "\n",
        "     llm_assessment  user_llm_assessment  original_alt_text_length  \\\n",
-       "0                 5                    3                       188   \n",
-       "1                 4                    5                       257   \n",
-       "2                 5                    5                        52   \n",
-       "3                 5                    5                       133   \n",
-       "4                 5                    4                        96   \n",
+       "12                1                    3                        23   \n",
+       "13                1                    3                        22   \n",
+       "14                2                    3                        28   \n",
+       "15                5                    3                        48   \n",
+       "16                1                    3                        17   \n",
        "..              ...                  ...                       ...   \n",
-       "249               1                    1                         0   \n",
-       "250               5                    3                        75   \n",
-       "251               5                    4                        56   \n",
-       "252               4                    3                        41   \n",
-       "253               4                    5                        67   \n",
+       "478               4                    3                        74   \n",
+       "486               5                    4                        48   \n",
+       "489               5                    3                        75   \n",
+       "490               1                    1                         0   \n",
+       "492               4                    4                        48   \n",
        "\n",
-       "     user_alt_text_length  ...  bert_score_similarity  \\\n",
-       "0                      74  ...               0.801564   \n",
-       "1                      89  ...               0.885096   \n",
-       "2                      52  ...               1.000000   \n",
-       "3                      69  ...               0.887233   \n",
-       "4                      73  ...               0.874647   \n",
-       "..                    ...  ...                    ...   \n",
-       "249                    20  ...               0.486935   \n",
-       "250                    75  ...               1.000000   \n",
-       "251                    52  ...               0.936773   \n",
-       "252                    74  ...               0.665948   \n",
-       "253                    67  ...               1.000000   \n",
+       "     user_alt_text_length  ...  user_alt_text_english llm_alt_text_english  \\\n",
+       "12                     63  ...                   True                 True   \n",
+       "13                     43  ...                   True                 True   \n",
+       "14                     73  ...                   True                 True   \n",
+       "15                     48  ...                   True                 True   \n",
+       "16                     37  ...                   True                 True   \n",
+       "..                    ...  ...                    ...                  ...   \n",
+       "478                    56  ...                   True                 True   \n",
+       "486                    66  ...                  False                False   \n",
+       "489                    75  ...                  False                False   \n",
+       "490                    20  ...                  False                False   \n",
+       "492                    48  ...                  False                False   \n",
        "\n",
-       "    original_alt_text_english  user_alt_text_english  llm_alt_text_english  \\\n",
-       "0                       False                  False                 False   \n",
-       "1                       False                  False                 False   \n",
-       "2                       False                  False                 False   \n",
-       "3                       False                  False                 False   \n",
-       "4                       False                  False                 False   \n",
-       "..                        ...                    ...                   ...   \n",
-       "249                     False                  False                 False   \n",
-       "250                     False                  False                 False   \n",
-       "251                      True                   True                  True   \n",
-       "252                     False                  False                 False   \n",
-       "253                     False                  False                 False   \n",
+       "     english_site  clip_score_user  clip_score_llm  is_language_switched  \\\n",
+       "12           True           29.309          29.201                     0   \n",
+       "13           True           26.813          30.710                     0   \n",
+       "14           True           27.147          28.058                     0   \n",
+       "15           True           28.025          28.025                     0   \n",
+       "16           True           28.520          28.781                     0   \n",
+       "..            ...              ...             ...                   ...   \n",
+       "478         False           31.304          31.655                     0   \n",
+       "486         False           21.714          23.715                     0   \n",
+       "489         False           27.583          27.583                     0   \n",
+       "490         False           27.764          31.428                     0   \n",
+       "492         False           22.222          21.798                     0   \n",
        "\n",
-       "     english_site  is_language_switched  flesch_reading_ease  \\\n",
-       "0           False                     0                38.18   \n",
-       "1           False                     0                48.90   \n",
-       "2           False                     0                91.67   \n",
-       "3           False                     0                55.61   \n",
-       "4           False                     0                20.95   \n",
-       "..            ...                   ...                  ...   \n",
-       "249         False                     0               114.09   \n",
-       "250         False                     0                83.26   \n",
-       "251         False                     0                68.72   \n",
-       "252         False                     0                83.75   \n",
-       "253         False                     0                71.04   \n",
+       "     flesch_reading_ease  gunning_fog_index  user_flesch_reading_ease  \\\n",
+       "12                 88.00               4.40                    116.04   \n",
+       "13                 66.10               8.04                     98.87   \n",
+       "14                 64.92               4.40                    101.09   \n",
+       "15                 54.70              14.23                    103.29   \n",
+       "16                 78.25               4.00                    108.88   \n",
+       "..                   ...                ...                       ...   \n",
+       "478                74.36              20.58                     74.94   \n",
+       "486                94.71               2.80                     76.23   \n",
+       "489                83.26              11.67                     83.26   \n",
+       "490               114.09               0.80                     82.73   \n",
+       "492                94.71               2.80                     88.85   \n",
        "\n",
-       "     gunning_fog_index  user_flesch_reading_ease  user_gunning_fog_index  \n",
-       "0                28.58                     61.41                   22.58  \n",
-       "1                23.11                     71.14                   16.67  \n",
-       "2                12.00                     91.67                   12.00  \n",
-       "3                16.00                     55.61                   16.00  \n",
-       "4                21.47                     43.59                   16.00  \n",
-       "..                 ...                       ...                     ...  \n",
-       "249               0.80                     82.73                   14.53  \n",
-       "250              11.67                     83.26                   11.67  \n",
-       "251              13.20                     60.36                   14.23  \n",
-       "252              13.20                     74.36                   11.35  \n",
-       "253              18.13                     71.04                   18.13  \n",
+       "     user_gunning_fog_index  \n",
+       "12                     4.40  \n",
+       "13                     9.07  \n",
+       "14                     4.80  \n",
+       "15                     8.51  \n",
+       "16                     2.40  \n",
+       "..                      ...  \n",
+       "478                   21.38  \n",
+       "486                    8.20  \n",
+       "489                   11.67  \n",
+       "490                   14.53  \n",
+       "492                    2.40  \n",
        "\n",
-       "[254 rows x 24 columns]"
+       "[254 rows x 26 columns]"
       ]
      },
-     "execution_count": 118,
+     "execution_count": 135,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1571,7 +3731,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 136,
    "id": "2bc66d41",
    "metadata": {},
    "outputs": [
@@ -1657,7 +3817,7 @@
        "max             122.800000          35.730000"
       ]
      },
-     "execution_count": 119,
+     "execution_count": 136,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1668,7 +3828,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": 29,
    "id": "1af79f49",
    "metadata": {},
    "outputs": [
@@ -1693,74 +3853,74 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>flesch_reading_ease</th>\n",
        "      <th>user_flesch_reading_ease</th>\n",
-       "      <th>user_gunning_fog_index</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>count</th>\n",
-       "      <td>254.000000</td>\n",
-       "      <td>254.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>68.981535</td>\n",
-       "      <td>15.801850</td>\n",
+       "      <td>51.554372</td>\n",
+       "      <td>66.066235</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
-       "      <td>25.338224</td>\n",
-       "      <td>7.238139</td>\n",
+       "      <td>25.260412</td>\n",
+       "      <td>25.297848</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
-       "      <td>-64.110000</td>\n",
-       "      <td>1.200000</td>\n",
+       "      <td>-66.160000</td>\n",
+       "      <td>-96.260000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
-       "      <td>54.135000</td>\n",
-       "      <td>11.350000</td>\n",
+       "      <td>37.392500</td>\n",
+       "      <td>53.125000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
-       "      <td>68.770000</td>\n",
-       "      <td>16.400000</td>\n",
+       "      <td>53.670000</td>\n",
+       "      <td>67.140000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
-       "      <td>83.627500</td>\n",
-       "      <td>20.745000</td>\n",
+       "      <td>68.260000</td>\n",
+       "      <td>80.140000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
+       "      <td>114.090000</td>\n",
        "      <td>129.050000</td>\n",
-       "      <td>40.800000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "       user_flesch_reading_ease  user_gunning_fog_index\n",
-       "count                254.000000              254.000000\n",
-       "mean                  68.981535               15.801850\n",
-       "std                   25.338224                7.238139\n",
-       "min                  -64.110000                1.200000\n",
-       "25%                   54.135000               11.350000\n",
-       "50%                   68.770000               16.400000\n",
-       "75%                   83.627500               20.745000\n",
-       "max                  129.050000               40.800000"
+       "       flesch_reading_ease  user_flesch_reading_ease\n",
+       "count           494.000000                494.000000\n",
+       "mean             51.554372                 66.066235\n",
+       "std              25.260412                 25.297848\n",
+       "min             -66.160000                -96.260000\n",
+       "25%              37.392500                 53.125000\n",
+       "50%              53.670000                 67.140000\n",
+       "75%              68.260000                 80.140000\n",
+       "max             114.090000                129.050000"
       ]
      },
-     "execution_count": 120,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df[[\"user_flesch_reading_ease\",\"user_gunning_fog_index\"]].describe()"
+    "df[[\"flesch_reading_ease\",\"user_flesch_reading_ease\"]].describe()"
    ]
   },
   {
@@ -1768,22 +3928,121 @@
    "id": "905047a2",
    "metadata": {},
    "source": [
-    "## Commento: LLM risulta produrre testo più semplice che user"
+    "## Commento: LLM risulta produrre testo leggermente più semplice che user\n",
+    "### non se lingua allineata italiano"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 30,
+   "id": "5279b091",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>flesch_reading_ease</th>\n",
+       "      <th>user_flesch_reading_ease</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>51.554372</td>\n",
+       "      <td>66.066235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>25.260412</td>\n",
+       "      <td>25.297848</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-66.160000</td>\n",
+       "      <td>-96.260000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>37.392500</td>\n",
+       "      <td>53.125000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>53.670000</td>\n",
+       "      <td>67.140000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>68.260000</td>\n",
+       "      <td>80.140000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>114.090000</td>\n",
+       "      <td>129.050000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       flesch_reading_ease  user_flesch_reading_ease\n",
+       "count           494.000000                494.000000\n",
+       "mean             51.554372                 66.066235\n",
+       "std              25.260412                 25.297848\n",
+       "min             -66.160000                -96.260000\n",
+       "25%              37.392500                 53.125000\n",
+       "50%              53.670000                 67.140000\n",
+       "75%              68.260000                 80.140000\n",
+       "max             114.090000                129.050000"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[[\"flesch_reading_ease\",\"user_flesch_reading_ease\"]].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
    "id": "095b45f9",
    "metadata": {},
    "outputs": [],
    "source": [
-    "boxplot = df.boxplot(column=[\"flesch_reading_ease\",\"gunning_fog_index\"])\n"
+    "#boxplot = df.boxplot(column=[\"flesch_reading_ease\",\"gunning_fog_index\"])\n",
+    "boxplot = df.boxplot(column=[\"flesch_reading_ease\",\"user_flesch_reading_ease\"])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 17,
    "id": "488cac85",
    "metadata": {},
    "outputs": [],
@@ -1793,13 +4052,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 12,
    "id": "4feaea6b",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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seR914gUYuVP8jxk6sOo5r2jI6gSC0Xr06xyfd9qMpqjNqYlzEtQIIUaRBz3MdCTM81uAHUA2+i063HJagZ3gS4fOo9C5u8djIXTxe9qhuRJlS4XO49C4J8xyOqCpSs+3yZyF4czsfiycYMbrgY/f070vgcSXKoRs3i1H4c3/RRXNgtM+hZGYEWZdOoE96KCmGEgY+nAxKAlqzJGgRggxig4Agw3JhCIK68YAdOzSQ0mRaqqAjiiUk5DtnzsTYfNTsQl2/Dv88wO9QylZkJgRhTVxmtHBzYIIyxFiaBLUCCFGkXf4Q0aT8kSnHJ8X/Tk4wvtlrQ4GmawSmq4OPdwUSu/MQBxJuowIF33TovRaT1AWQ2GJcKKwJd7v50aCGiGEECLmyS3d5siKwkIIIYSIC9JTI4QQQsS6KEwUnggkqBFCCCFinNz9ZI4MPwkhhBAiLkhPjRBCCBHjDENFIU2C3P0khBBCiDFmMfQWURnRqUpMk6BGCCGEiHEyp8aciRC4CSFiRqy9rUapPkYUFt4D/yJ+UWCxdK8KHAmfJ4q33PjQiS7DrVcgb9dWdE6p+B9KEaGToEYIMYomEUwiGZEEupNahiHQ4DsywIhCh3Vitk4+GXZ1dH18ldvxbdf5o5Q39NWAlVK6rJL5kJ3n3xtBUHJoJ7QdCxQefjlBB9C5u8wmIAW9EvFBoBxoBNzoJKbb0VneJwYDFZUt3snwkxBiFCUCc9D5nw6iG6hQ2IHJQCDhYyO6gQuhHKX00v+uRp2Q0pak0yV4OtG9CaEzrA5U2hRwt0JrHfi6zFfHp6DDTddftuN5az/4XsJy8lycKz6LUVKIUgrDRG+JUkonr2w5AO11MHsWNOVB1V5obwvlasBqg9mnwtQyDDp0ec5MncZBqQh7b8wmuVTonp3DDJxeY7DM7fFJhp/MkaBGCDHKDCALyADqgBqGH0owgEIgn94dzJlAOno4ooYhg5JAT0NXM7hbup/TMMCwg92mgxFvZ2iXE6ihYYAjFZWZojN2t9cPmXsp0BPj+WcF7r/vho7u3Ei+D3fScfMD2C48E8cXP41KScKwDNyxHujloa0GWqu7s3IDpGfACSdBQz3sqwLPEMGfYeiXZOp8mHUKhrNHkODrgo46HQA6MgBLlJJcbgdygSK6myPlf6waHbgMJ5C5Pcdfjj3CeonxTIIaIcQYsaADlRzgEINn3s5GD1sN1lhZgAL/cYeBI70fDjT6nnboaurd6PdkGGB1gsUOXldIvS29izEgMQvlTIeOI/2ydyufwrAYeDfX4P5zOepI+8AF+RSev7+F5/UPsF91IfbPXAAWA8Nq9V+WvwfHdRya9w0ejBkG5OVDdg4cOgiHqv3xXCCQ9M8HypkM88/ASM0cuBzQr6GnA+yp4EglOsvcNqB/9kVACvp3oSWMco4Ax9C/U3nE2+wK6akxR4IaIcQYswNT0Q1RNdDq35+CHlYwOwfHDpT0KMffMPq6dMPvMzlEZVjAlgjKoYekwszkbViskJyPSsiEtjro0vXxVTfh/t+P8FUcM1dQeyfu3z6P56U3cdx8BbZzT9P7Pe2o5ird82SG1QpTSiC/APZXwZEGvT8lA8rOwMgtNnllCtzN4GkFRzrYkqMQ2PjQw5GR8qGDomPAvCiUFzskS7c58RXKCiHGsSRgFjDTv80ivEnFifrcLh90NEBHvfmApifDqif/GtYw6tCzGAdGWjHuf9XievxdXN/5l/mApgdVfwzXd3+N+4Xn8R3ZAUc+Mh/Q9OR0wqw5cNp5cMoFcM5nQghoelbIp4NFd0uUJhFHU8dYV2DcW716Naeddhqpqank5eVx+eWXs3v37l7HdHZ2smLFCrKzs0lJSeHKK6+krq5ujGqsSVAjhIghBnoCaRoRd5b7CHt+TO8qRedtUh114d1aF/GdyOpIA3SEHhT1k5YJhdMwIr2+IeYNiegJDD9Fupn1xhtvsGLFCt59911eeeUV3G43y5Yto62te9L5ypUr+b//+z/+9Kc/8cYbb3D48GGuuOKKEbh682T4SQghhIhxBpHPiQnl/HXr1vX6fu3ateTl5bFp0ybOPvtsmpqa+M1vfsMzzzzDeeedB8CaNWuYO3cu7777Lp/4xCcirG14pKdGCCGEmECam5t7bS7X8HeZNTXpNYGysrIA2LRpE263m6VLlwaPmTNnDlOmTGHDhg0jU3ETJKgRQgghYlwgoWWkG0BxcTHp6enBbfXq1UM+t8/n4/bbb+fMM8+krKwMgNraWhwOBxkZGb2Ozc/Pp7a2dkReAzNk+EkIIYSIcdG8pbu6upq0tLTgfqfTOeR5K1asoLy8nLfeeiuyCowCCWqEEEKIGGchClm6/ZPU09LSegU1Q7n11lt56aWXePPNN5k8eXJwf0FBAV1dXTQ2Nvbqramrq6OgoCCyikZAhp+EEEII0YtSiltvvZW//vWvvPbaa5SWlvZ6/JRTTsFut7N+/frgvt27d3PgwAEWL1482tUNkp4aIYQQIsb1nBMTSRlmrVixgmeeeYYXXniB1NTU4DyZ9PR0EhMTSU9P56abbmLVqlVkZWWRlpbGbbfdxuLFi8fszieQoEbEvU50fqFEdI6ZibBQ+FjwALXozt98IMwF65QbvAfQSRWLdU6msMrxgOHSaQ+8XYS7OIxSXp3HyecBR6peJTis6niwpHdi/0Qm7s2N0D5Iqobh2AwsWcDxOsjMAVsEeY4MC3g7wJoQtbV4xMgazXevJ554AoBzzjmn1/41a9Zw4403AvDII49gsVi48sorcblcLF++nJ///OejWMv+DKVibinIMdXc3Ex6ejpNTU2mxxxFLPKgExzW99jnQC+7n44EN9HiozuTcmARNis6V1MOpl9n5QPfYfDupTsjsw2spWApMt/oKh/4avzleLpXuvV2hpY5Wymdxbu9rkeuKJ2wEkeqqazZwXIO74OPt6C6OsGnwKdwb2rE81ETeM2//VrLsrBfWIyRagfDwMCAjGxIz4FBkl0OyJYIznS9UrJh6J+QxakDwJBnohpgsUFiQYz9SeUCU0b8WUajvQg8x4dZk0kN5ec8gBafj5OPHYzr9k16akScUXQ3sn0/DXcBlYSeU0j0p4BGdL6evsGCFziADiiL0asDD1aMAnUUPHvQvWo9ecC7B7wHwTYDjOyhG13fUfBUAD0SRAYyT1sTdKPt6Rg2l5Nyt0JbrU5q2fsRf4bvNp2s0pY4ZHCjjtfDzk3Q0qirAnqmp8XAfnomtrI03BuO4d3TOmgZAJbJydgvKcE6KRmler4EChqPQPNxyMqHlPShXx+LHZwZGDZnn3IAnz+BpzVBH2c2uLFkg3MBGKmYz7g+kpLRv3PJY1iHkRGVu59iKvAcGRLUiDihgGZ0IsPhFpJqBXYyfPZnMbA29OvcNsxxncAedFAzGT0E2IOvVQctqnGYcjrAsw2MDLDOBEtK74dVmw6K1PGBTzf8/yhD53LyefSwS5/l/ZXXpYMZ99BBBsoLncfA4kAlZGBYHb0fbm+B3Vug/uCgrYhhGJBkw7k0D+8J6bjfOoKvtvfvrZHuwL5sMrYF2Sif8p83QGE+Lxw5DE1HIbsAEvs06IYVnGkY9mQCHfMDV0vp18Xr0r05liGaByNZBzPW/B6FFdKdKX2wjOsjxY4OZjKIsS6jqBntOTXj1bgZSJ06dSqGYfTbVqxYAehxv76PffnLXx7jWovR0YFuPCsYPqDp6SiwDf3pUvLXDK8LqAJ2MXxA01MzsAPde+MB5QL3LvC8D6rJfDGqSZ/j3qXLUF3g2Q3u9wYPaHoKtHWGFWwpYE0EDJTPg2qrgcaK4QOannxd0F6P6jiqy3B3oXZvhrf+Bg2H/HUevBEJxAKWbCcJn56EY1keRqoNHBbsSyeRcPsCrPP16q2GmXt53S6o3Q91B/TXGOBIg+QCsCX5n9NMg+8DTxu423oMvQXYwLEQks4HW8EA0ZEDnXF9LrpHdKRZ0B9MyoBM4jWgEeaNm56a999/H6+3+w+svLycCy64gM985jPBfTfffDMPPvhg8PukJBleiH+H0BNUw6XQnywb0JmhE4c+fMI6CuwnsqGFBj3fxdPRo5xQyvMfq2rAXdt7XyiC0YQd5W6Dxj2RJWX0dMDRGti9CzyhZwMPTBeyliZjnZUO6algt5gLZAbS3qp7paadBhar6fk//SiPDvKsCXqzTwPHbDAcw58bzLjehO7VMz+fybwcoIiJ0tPqH7mMuIx4N26Cmtzc3F7fP/TQQ0yfPp1PfvKTwX1JSUljuuiPGAv1wx9iihs4jgQ1g2kgKnMlvK7olBONMgwDOhqik2W6oSGsgKZXdSwGJDtRDkv4gUhAekFkAU1PXjekXtJ/2G9YBno4KA3Yiw5womUeE+1vVebUmDNuhp966urq4ve//z1f+MIXev3RPv300+Tk5FBWVsbdd99Ne3v7EKVoLperX3IvMRFNgL92MbKi1GIY0fpdjNaNrYY9jICmJwvRHYoymGgBDXQHNZFu8W7c9NT09Pzzz9PY2Bi8Vx7gmmuuoaSkhKKiIrZu3co3v/lNdu/ezXPPPTdkWatXr+aBBx4Y4RoLIYQQYqSNy6DmN7/5DRdddBFFRUXBfbfcckvw6wULFlBYWMj5559PZWUl06dPH7Ssu+++m1WrVgW/b25upri4eGQqLoQQQoTBQGFEOOwa6fnjwbgLavbv38+rr746bA/MokWLAKioqBgyqHE6ncNmKBVCCCHGksypMWfczalZs2YNeXl5XHLJJUMet2XLFgAKCwtHoVZCCCGEGGvjqqfG5/OxZs0abrjhBmy27qpXVlbyzDPPcPHFF5Odnc3WrVtZuXIlZ599NgsXLhzDGgshhBCRMyxG+Lf5B8qYADdEjKug5tVXX+XAgQN84Qtf6LXf4XDw6quv8uijj9LW1kZxcTFXXnkl3/rWt8aopkIIIUT0GJbI847Gf0gzzoKaZcuWMVD+zeLiYt54440xqJEQQgghYsW4CmqEGDnxf1dA+BT9k4OKvpSKzidhhYrOMEHUPpb76J8BcwwpBfgi77YYZ2SisDkT67dCxKFoLsIlaTX6awc+pn8G7TAZ1sjLUIN8HWoxSukEl/qb8MvxKUhOxkDhi2BxYqUAtxfDMIIJLMPW2YJhWAbs2Q6dD9pfA09DBGVE6e9UKZ2Pyr0RfEeit8DgeBDIkxDpFuekp0aMc7PQS/gfJvyklMnoDL/Jwx04gXSh82odi26xVidYrODpJKyIRCl9nrtDf29L1HmOMELqmVBKQWcrbN8ErbVQOh0SEkIux+dTtB/t5JUf7KWtoobl12eTO8kRcseG8im87V4anq7B3aLIu2kaCSXJ4XeQNNaiujqgaC4kpaGUCi9lgjUBLA5QLdD5ts7K7SwDS2qIBaWjk1weILRkqH6B4MXr0olEoUfm9hlh1EfEK0NFJ5SPG83NzaSnp9PU1ERaWtpYV0eY5kZn2w7l06QdHcxkMDGm0JnhQycIrWVEh+SU0o2T12RW9WCj1tndqAVYHLrxhWEjAOXzgc8Lu96BPR+Az9N9Xn4BTJkKVuuw5fg8PnwexVs/38aGX+3A3eEJFnPiOamcf1UmCckWLMN8MlZehVJw7JWjHHvlGD6XPzA3IP2cPHKvn4o11RbZXS8ZBVA4G2wO84FN4DXtd7z/e3spOOaYTG7ZkyKkJJeBn7vPPXTeMKMAbNPAGN01x0ajvQg8x8elk0m1RDa40uLzMavqYFy3bxLU9CFBzXjXARwEhsrhZQEKgTxkBDZAoXtlDgKeUXxan//T9yDJIIONWtcwyTANfy+Qv5Ht0xgrn0/v2/cRbP83uAbJC2e1wuQpUDRpwHJ8Hh+GxeCjv1Tyrx9tpqWuY8BiHIkGSz6VweJL0jEMsFj71kdhWAya3m+m4YV6PMcHfs2NBAvZl00i64rJ+pZea5jBjWGB3BLImwbGEAkzDRvYEkwOE9p0YGOfFsb8Fh9D9rAqdPzk8+hA1lTSUQtYS8BSHJ1hThNGM6jZM604KkHNzL3Vcd2+SVDThwQ18SLwabBvT0AOUITupRFaO7APHRCOEZ/X33j5JyQHGzW3f6jK7NCiRTfKFrt/PonSc0vq98NH66HZZE+eMwGmlkJ2DsqnUIDFYnDg/XrW3f8etdvNDcul59hYek0W8z+RTCCuMgzo2NdB3Z/q6Nxnbq6SLdtB7nUlpJ+dh/IqsIY5ldjmgIIZkNkdtOlyLHoozxLGjAQjCZwngi0vjAp50IFNQ4941T8R2OMCFU6A7QDbLLDkhnFuaEYzqKmYXkyqNcKgxutjRqUENROKBDXxRAFH0MNSCeihpomX3Xd4u4HWsa6E5vOAu1X30Hg7w2zUAMOK6vKC1wPb/gW1leGVk5ZGU8oUPMrKqw9tYvc/qsMqZvJMJ5ffkElKmpWGFxpo+bAlrHISZqQw6RtzsGWHMJQ0YEGpMPUkcCRiWHUQGNGtMUYCJF8Y/vl0gtqj/x+q5840Czg+GWEZw5OgJvbIRGERxwwg17+JwUVwy060WWz++RMR3m2lvLD1FTi8l4jmBjU38/oP/sXWt9oiuiPp4B4X73y3mmkJvogGPDsrWml55wiZFxdF9u7d2QLNR6FgDkQ4pAF097CFLQF8GeCtiLwuQEz9TkeL3NNtigQ1QgghRIyLyorCE2BcRmZJCiGEECIuSE+NEEIIEeOiktBSyfCTEEIIIcaYTKkxR4afhBBCCBEXpKdGCCGEiHVRmCg8EfL2SlAjhBBCxLpoJKScAHNqZPhJCBEdSkUna7LymVwWfxiGBayRf26zoHBEYdV9i93AkhCFt1yfQnVGKZVF1NZejf/GUowP0lMjxIQX4dtA3+SU4a5Qq3zQXgstB/T3jjSwp4RRjr8+c0+CuSdCZTns3w2+0AIl5VNQ2cayNBfLLrDw9h4f71YqPCHGW4YFTjg/jfNvyMGeaOHY3xo4+vcjKFfogVtyhgXHR3V0bqnFdmY+9rOKMBLCiLjSCyAzH7ytoAZLXmmCNRGcGf5cSwfQKUjC/X2KcnPk3jkmSS5HikwUNkfSJPQhaRLExNMFHEIntAyBUt0JB/sN1hv+xIi24d9JlQLXMWjeD74+uboMq240zTS6Sum0Cv5cUYH0UUopcHXArg+hzlyaA1XTgdrUCC2eXuW0umD9Dh/lh8y9bU5dmMiFN+eRV+JEKX0Jyqfwtnpp+EMNTW83mprn4EwyyCyy4UgwgvXBABJsOC6YjPXkHHO3+yalQ9EcjKR0lFK9Uy1YE3RCUDMtn8UOzkydRDRwYfoBdGCTS8gDAcoHvoPg3QdEukJxsKK9klwqBdXVUF6ut/nz4ZJLwi99NNMk7D+xlLQI0yQ0e32UbKmK6/ZNgpo+JKgRE1cbOglo2/CHms2ebFj9jeUgvQnuVmjeB+5hciFZHP7gxjFIfbzg7Rh0uf5AA64aj8CuTdA0cACnmtyoDxuhttMfyfR5HL27pknxj21eDh4fuDpZRXYu+EIus09Pwefrn4kgEAd0VndS97vDdOwe+DW32iGzwEZSuqU7mBmAkZuA4+IpWKenD3yAPQEKZmJkFvYPZnqxDB2MGlZwpIM9uU8w05cDnWstfYhaD0J16cDGd4gBfwgmNTTYKd+ezLbyZMq3p1G+I4vtO+w0N3fX57rr4H/+J6zigdENag6cHJ2gZsqHEtRMKBLUiIlNAY3o4GaApILKp3tCQk00abHrT/WB2ze8Lj3M1HmEkBouW5JuVANBUrA+5hIgKp8Pw2JBHd4Hez6Czna9v9OLKm+GPa2mquNTes7mjsM+Xtvho9Gf4DwhxcLZV2Vz+iUZ+rKtQzfoyqcwLAYtm5qpf7YGd30XoF+m9FwrqTkWwBi+88QwQCksM9NxXFiMJdefuNVihbxSyJmqM3KbHX8wrHpoKRiMGuBIBXta9/OZkoIObpJMHt+DagNPBaihexCbm61s35FM+fbAlkL5jmTq6wcJgHs46ST48MPQq9b93BLUxBqZUyOE6MEAMtGfsOvRGc59/qzZLj1XJRw+t94sdug4Am2H6I4cQvhc5WnXmyNV996EWB8j0GVSMAUKilF7yuEf76O2HgevMl2dwEjPnEILswsMNlYpOmemseTqHBxOY9hgprs++riUE1NJOTGV4/9ooOP1I6RlWbBYTAQzAf7Ppr7KZjp/Vo5tUT72z5yOUTIHrPbQM3orL3ha/cNM2XqoybCEMSmjFdgJZAOTALv5U41ksJ8AvmPg2UNnZye7dicFg5dt5Tp4OXAgwXSRU0s6KJvfRtl8RdnCdBaeMHzgEyuMUILSIcqId2EHNb/73e948sknqaqqYsOGDZSUlPDoo49SWlrKZZddFs06CiFGnQUoQDdGh8FzIPTemYE074OuxsjL8XYNM/wxtEBw49tyDD4McS5RDxYDMAzO+EwWxskZmOpVGag+/iAoJcuKM1f3joR1ZYFM4jnFWKYvHGaoyQR7CiTmRPRaa0fRAU7ZsEd6PFBR0T3vpbw8i/Ly09mzB3w+c3XIz3dRNq+NBWVt/iCmjXlz20hNDQxPGoANHEvCvaDRZxD5/cpxmLy8r7CCmieeeIJ7772X22+/ne9+97t4vfoXJSMjg0cffVSCGiHihh0oARqAYea9mOEzN0w0rGjcCgIYjW0o/9BNROUkW0EZkS+O1ubRvTe+COuTmYryeDFsEd6LbtiiENAE9P7ZKwUHDvQMXvS2cye4XH3PHfj509PdOmiZ1x28zJ/XRm7ucL9nql99RHwIK6j56U9/yq9+9Ssuv/xyHnrooeD+U089lTvvvDNqlRNCxIo4XtIq/LmowqT6ehvbtiX1Cl62b4cWk3FyQgLMm4cOXObWBHtgJk1yTYjblEFu6TYrrKCmqqqKk046qd9+p9NJW5uJOyeEEELEnaYmC9u3J1JeHtgSKC9PpKHB3FwaqxVmz4ayst7btGn6MbzHwWvutvx4Y1iIPEt3HH82CQgrqCktLWXLli2UlJT02r9u3Trmzp0blYoJIYSITR0dBrt26YBl27buIKa62vzE29LS/sHL7NngjI+18sQYCSuoWbVqFStWrKCzsxOlFO+99x7/+7//y+rVq/n1r38d7ToKIYQYAx6PwZ6dCZT36n1JpKLCaXrSbmFhF2Vlnf4tj7IyPZSUkjLClY8zRhQSWkpPzSC++MUvkpiYyLe+9S3a29u55pprKCoq4rHHHuOqq66Kdh2FEEKMIJ8PDhxMpnxnJuU7M/S2K5OdH6fT1WVusnFGhoeysg5/8NJBWVkH8+d3kJMTuOPIAuSN2DXEPZlUY0rYt3Rfe+21XHvttbS3t9Pa2kpenvyyCiFELFMK6hsS2LYjk/Jd/uBlZybbd2XQ2mZu3ktioo958zpYsKCjVxBTVOSeCG2miHFhBTUdHR0opUhKSiIpKYmGhgYeffRR5s2bx7Jly6JdRyGEECFqbHKwoyKru/dllw5gjhw1t1idzeZj9sw2yha6gz0vZWWdlJa69KRdMapk+MmcsIKayy67jCuuuIIvf/nLNDY2cvrpp+NwODhy5AgPP/wwX/nKV6JdTyGEEAPo8DrZ3TGdHW2z2N42ix3ts9j5zTIOHs8yXca0qS2UzTlO2dxGFszT/8+a3owjLRsS8ybEsEWsMyxGFO5+iv+fY1hBzYcffsgjjzwCwJ///GcKCgrYvHkzf/nLX7j33nslqBEirrQBHdEpKkqNo1L6n0iXfY/Gwnu6oMA/I1cft89GRUcJO9pnsaNtpg5e2mdS2VGCMrmOUFFBO2VzddBSNqeRsrnHmTuriZSUKKwWPRQF4AV1BIzsCH4Potwoe+vAMj6CNplSY05YQU17ezupqakA/POf/+SKK67AYrHwiU98gv3790e1gkKIsdIFHASOg9UGHjcRr1KXkOvPIRXeaq7B/LvtzWBLQCXoRInhBDdKKYxPzkeV74HmMHNaBcra2YwxORFS7WEvwKuUwjY/Dc/HrexvyA8GLjvaZrK9bRYfd0zDrczdMp3haGbBwmbKFrQyf+5xFsxtomzucbIyQ7zOrmZIyNYrC4cr8DPzdoJvGxgZYJ0JljBuf7Lkge/IsEkuTfPuAF+1vz6DZDgX40pYv6kzZszg+eef59Of/jT/+Mc/WLlyJQD19fVxm/lTiInDC9QCdQSDGItN5wHydemgJFz2JEifAa7j0F5PKMlolFLg9UDVx3Bon945eQbMXIiy2TBMThhQPh94vagtH8KO7XBiMtTYoKoDPCEGbQaQ64BsO2w7jspNgKkpKNvwyQeVgrrGDLbuK2H7/hLKd05i+/4pbG+YRpvbXFbrJEs7c5MqmJf8MfOS9zAvZQ8LzmlkykUOLAlWSM+Hwtlgd4Ye+CXk6CDUEuYEmkAw0/d3RjWC530wCsA2DYwQFqYx7L2SXEJ7eHXrVc8W8HwIRh7YpoNhPkHmaJLhJ3PCCmruvfderrnmGlauXMn555/P4sWLAd1rM9BKw0KI8UChEw8eAgYYjjAMsDp15uYIelswLPrTvyMdOhrANfSn7mDvzMEq2LfH32PkV70HavbBtPmoktn+4gcObpTPp4OQ3btQmz8EV6f/sgwoSkDlOeFABxzs9J8wzHVk2CDPgWHv8XwNnXDUBZOSUJOSwNDlH29NZvuBEsr3T6F8f4n/6xKOtpj7EGgz3MxK3KsDl6SPg/9PTTioYw6fwrogC/sFk7FkJHaf2FQHzQ2QMwWVPx0My/DBjT0NkgrAGmYG60BXlfKAx8WggauqBXc9WEvAUgxGCMGTJQvsp4GvBrx7GfD3NeR614O7QdfFWhJZ79RIMIh89C3+YxoMpcIbUK6traWmpoYTTjgBi/9N5L333iMtLY05c+ZEtZIA999/Pw888ECvfbNnz2bXrl0AdHZ2cscdd/Dss8/icrlYvnw5P//5z8nPzw/peZqbm0lPT6epqUl6ncQE0gIcADrNn+Lz6iEF5R3+2KF4XdBeC+7WXrsDGabVkTqo2AEdw6RgSUyB2Sdi5Bf3yk4dLOfQQdTGd6GpcchiVKcX9nZAQ9fAeaGSrVDgwEjo3wi3u53sPFrKtvrpbD82g/KWmWyvLeXQ0ZxhXgTNwMe0jEPMz91LWW4lZbmVzE+rYGrrbqxH2nvXx/+1ZXIy9oumYC0eZjjH6oCC6ZA1WZ/eN7ixJkBSIdiTTdW1n8CUorB+LxxgnRHe/BblAe9+PYwUrEikbGCdDpbCIeszGu1F4Dnqz5tJWoQJSps9XvJe2xPX7VvYoWhBQQEFBQW99p1++ukRV2go8+fP59VXXw1+b7N1V3/lypX87W9/409/+hPp6enceuutXHHFFbz99tsjWichxr9D6OGmEFmsYEkGnwc8nYQylNSL1QmpJTqoaasFn3+ooq0VtaccGo+aK6ejFba8hcrMhTmnQFqm3t/UhG/jBjh8yFQxRoIV5qWgmtxQ0Q6t/sbZYYECB6RY8fhsfNwwhfIj09neMJ3yhmlsPzKdyuOTTE/anZRaz/ycSspy9/r/r2Ru9j6SHQMFlk58k6y4qzrwNft7JVLtOC6cgnV+prmhJW8XHNoJR6qhaDakZus4xLDpnhlHevgzSfXMbd0zE1YPXpd/fksd2BeGdqph08NGqgg8laAawnj+vjzg3a17gmwnx8QMW7ml25ywg5oPPviAP/7xjxw4cICurt6Tz5577rmIKzYQm83WL5ACaGpq4je/+Q3PPPMM5513HgBr1qxh7ty5vPvuu3ziE58YkfoIER+aIzvdYtOf7t2tRPQp2Z4C6dNR5a9AUz3UmQtC+jneABvW4Usp1NOD9laGdYeTkW7He2I6+3Zksb22lG2Ns9m+Yzrbj0xj99ES3D5zi9VlJjSxILeS+ZP3Mb9oH2WJuynLqSQzwWSKaj9Lig1HWQq+pERUggPbSTm9h77McrVC1SbUjLMguxQSsiJr7bxdulcm3OHIntTx8M81EsFeBp6KHr02kdanmWjc1RYNhhGFOTUxEJyNtLCCmmeffZbrr7+e5cuX889//pNly5bx8ccfU1dXx6c//elo1zFoz549FBUVkZCQwOLFi1m9ejVTpkxh06ZNuN1uli5dGjx2zpw5TJkyhQ0bNgwZ1LhcLlyu7klszc0RvsELMREZhm4YIx2KMgxobg4/oOnpQBV0mquPUlDTnE157TS2106jvLaU7f6t3Z04fAFAkr2DspxKPXQU+D+3koLko1H7oG8YBtYpyTAlI/JJn14vODOj8PFdRSegiRbD3M9LxKewgprvfe97PPLII6xYsYLU1FQee+wxSktL+dKXvkRhYWG06wjAokWLWLt2LbNnz6ampoYHHniAs846i/Lycmpra3E4HGRkZPQ6Jz8/n9raobvVV69e3W+ujhAifh1rT2V7bak/gCkNBjHH2s3d0mu3uJmTva9f8DI1vQaLEY35HEL0J+vUmBNWUFNZWckll1wCgMPhoK2tDcMwWLlyJeedd96IBAkXXXRR8OuFCxeyaNEiSkpK+OMf/0hiYviR+d13382qVauC3zc3N1NcXBxRXYUQY6/NlcCOA8XB4CXw/+HmXFPnG4aP6dmHmJ+zlwVZFczP1fNfZmYewG6NsEdKiBDJLd3mhBXUZGZm0tKix4MnTZpEeXk5CxYsoLGxkfb2KKwbYEJGRgazZs2ioqKCCy64gK6uLhobG3v11tTV1Q04B6cnp9OJ0xnCOglCiJjS5bHxcc0kyqunUn5wKturSyg/OJW99QUoZW5oZXJ6HfMLqigrqGJ+wV7KCvcyN28/SQ4XtHjAFeYkaCHEqAorqDn77LN55ZVXWLBgAZ/5zGf42te+xmuvvcYrr7zC+eefH+06Dqi1tZXKykquu+46TjnlFOx2O+vXr+fKK68EYPfu3Rw4cCC4ho4QYnzz+QyqGgoory5hW3VpMHjZXTMZj9fcW1lWUhMLCvYyv2Av8wuqWFCo/89IbB3+ZCHGksW/RVpGnAsrqPnZz35GZ6e+7fC///u/sdvtvPPOO1x55ZV861vfimoFA+68804uvfRSSkpKOHz4MPfddx9Wq5Wrr76a9PR0brrpJlatWkVWVhZpaWncdtttLF68WO58EmKcUQoOH8v297yUsN3fA7Pj0BTaXeZWe012dlBWWMX8vL2U+YOYsoIq8lOPTYh5BSIOWQy9RVpGnAsrqMnK6s7+arFYuOuuu6JWocEcPHiQq6++mqNHj5Kbm8uSJUt49913yc3V4+OPPPIIFouFK6+8stfie0KI2HXsmI3y7cn+LYVt25Mp/2gRja3m0gTYrW7mTqqmbPI+5hfvp2zyPhZM2ceU7HqMxg7Tdz8JEfOkp8aUsNepqaysZM2aNVRWVvLYY4+Rl5fHyy+/zJQpU5g/f3406wjo28iHkpCQwOOPP87jjz8e9ecWQkSmtdXKjp1JweClfHsy5TuSqakxN5/NYniZUVDjD172UTZ5P2XF+5iRfxi7beDARe5DEmLiCSuoeeONN7jooos488wzefPNN/nud79LXl4eH330Eb/5zW/485//HO16ChEmN9AAJACZxMIiWtHhRV+XDchmzK9L+aCriS4X7K7Ko3xHSq8emL1V5u9QLC5ooqz0MPNztlM2qYqy4v3MnXSAREeIGaZT7JBggyZX+BGOUuCNUniUlwB2C9R2hF+mYUDRJMjJgMY6nZIgXI5EcLeAIzW0vEs9KQWdx/XCiwlZeiHGiPhAuUJLctm7QkCnXqXa20VchbYy/GRKWL+Bd911F9/5zndYtWoVqampwf3nnXceP/vZz6JWOSHC5wPqgRq6l++vA6YAYea2iQkKOIJObRBo0OqAYiDcXC6ZhJrt2OuFqion5dsS2LbFoHyrjfKdM/m4Mg2Px1wfd3Z2FwvK2iib18aC+a2UzWti/qwjpKX5g5fOTtheBTV7Q7scqwFOKyT7396ynNDQAS0hLBCnFLiVTpHgi7BhzHBAaQpGok0n5yxKgv2tUB9Cni2AyQUY55yGkZ2hy8meBA0HdHATipQcKD4RIzkT5W7RAYkjXa/oHMqEo64WaK4Cjz8nV+cRSMyLfIVi97vhJbmkHagGaysoB1gc/sSrIQbDPRkx8IEhQIafTAkrqNm2bRvPPPNMv/15eXkcOXIk4koJET4FNALV6F6antqBXehGfDIQZhbiMdOMvq6+jWEnsAcd1EwGQl23qcB/bjXQN6kkHDpkp7w80b8lUF6eyI4diXR0mHuHTEnxUDa/TW/z/P/PbyUvz63bUJ+nTwJEfyLKhGSMU5ehjtdB+dvQWD/0E1kAp00HNXQ3RcpqYBQmozK9UN8+/Dwbjw/avDqoiUSiFaamYmQ6glkaDMNA2QyMGWmooiSoaoGmYYKtjFSMs07FmDYZ5Q+wDMNAWWyQXwqZhVC/D9oahy7HkQzFCzEyJwczn/tfaehq1L02zkyd2HKo4Mbrgpb90Nk3J5eCjjroPAbJ+Trbd1izsn3grQLvIZNJLt3oIL9HfQLHW506kWfIWeWdYJsJRs7EWLEujoQV1GRkZFBTU0NpaWmv/Zs3b2bSpElRqZgQoWtDN8zDZHPmODrwyUc36JFlvh15HcBBhs/R1AzsAHKBIkL7807i6NFZlJe3Ul7eTHm5g23bdBDT1GSuHIfDy9xZTZTNOU7Z3EbK5jayYN5xiksUloSM/kMTygfuDp1leQDBPDXpuRhnXYE6uAd2vgudfX6+BuCwgm3gJVeDu5xWjCmpqJYuaOjUwUtPPgVtHnBFGMzYDChOhoJEAmFDz2oFv060YczPRB13wb5W6OgTbDkdGIsWwgmzu8/tMXygyzFQjgSM4rmotkao2wddHb3LsdqgcB7kz+xx7gANtfLq3haLwx/c9An6fV5oOwRthxlyWEe5ofUg2BJ11m9buIujBpJcVoN1Jlj6rvjsQ/dS1gxeH8MAZeg6+BwmsodbwToVLJNjL/ujDD+ZElZQc9VVV/HNb36TP/3pTxiGgc/n4+233+bOO+/k+uuvj3YdhRhGF7rRDyUZnkJnpj4CTCIm5qX04wEOo+fOhKIB/am1CB3g9H5zbm2F7duhvLz3VltrAKn+bXAWi4+Z01oom9sdvJTNOc6MaS3YbAM0Lj6gvd0/xJEKGP5Pzq7+xw7AsPjrXzQdiqZBxRao2Axej56j4rDoMof58QXb8RSHnm9z3AXHOvX8lg4ftEeatwooTITiFLAMnzww+HCGE0506Lk21W369Vo4G+MTJ4Dd1n39g5bjLygpHUpP0MNRR6r1GGHuNJhUBla7+WSGvi7d42JLAkeGbtw76qHlwKAB6IA8HdC8V//ck/LBYi4BaD+qBTwfgpGrs3EbCei/9YP0740dQOCyDYtOvOpz+7PKqx4HKLBM0gGNEaM9uBLUmBJ27qcVK1ZQXFyM1+tl3rx5eL1errnmmhFbp0aIgdWj39zC/XTtAfajP/HNAGJldelj6HqFu5KtD5frELt3N1NePoXycmcweKmqMl/KlCkeysraKJvbRNmMasrmHGPOzCYSE8MIALqawNOuG8swBBp3NfNkyMiG7f/Sn7pDHB4I9nBkOvWb/O7myCcDJ9tgTjo4LCFnQg7WpyARSnIwpp0EKcn+x8yXFThWZeTrISlHJtgTQy4nyNMOXc3gOq6D0HAFfu5p0yKbSKyOgPso2DPACCG4Cgi8BoZNzx8KzLcxMsE2A4zxPNdOBIT1G+ZwOPjVr37Fvffey7Zt22htbeWkk05i5syZw58sRFQdIjp3OHSiA4mRScgaup4TnIfm9UJlpbPfvJePP07A6zXXmOXkwIIFeisr09u8eZCebgOc0LwJPFHIYG+x6x9XBB8YDcNA1VUAvojmOxiGgWrojM7dTfmJYQU0fetD/hRISY68HEcqyp4YUTmADkYiCWgCHGnh32EVpPxBkZsIf4H0/7YE8M0FS9bQx8cKg8gn+sZ/R03469QAFBcXD5n8MS0tjS1btjBt2rRInkaIUeDvgo4Z/euiFBw82HPSrg5gduxIpLPT3Ltdamp30NJzy8sb6qwE/xaFoAZi6401Wj9yI/hP5OUoFZXJqbH0Mses8RLQwJgMP7355pv88Ic/ZNOmTdTU1PDXv/6Vyy+/PPj4jTfeyFNPPdXrnOXLl7Nu3brI6hmBSBcVGFJghr0QIjRHjlgpL0/xT9bt3pqbzX3adTp9zJ3bSVlZB2VlFhYsyKSsDIqL5WYOIYQ5bW1tnHDCCXzhC1/giiuuGPCYCy+8kDVr1gS/H+sE0SMa1AghhtbSMvCk3bq6uabOt1gUs2Z1UlYWCGD0Nn26C1vwrzsHfRu7EGLcGoN1ai666CIuuuiiIY9xOp0UFBREUKnokqBGiFHgcsGuXd1By7Zt+v/9+82XUVLi8gct3QHMnDmdJCRIj6gQcS+Kw0/Nzb2Hkp1OZ9g9LK+//jp5eXlkZmZy3nnn8Z3vfIfs7OzI6hkBCWqEiCKPByor+/e87NmjJ/SakZcHZWWtLFjQFgxi5s3rIC0t3DuhhBDjnkHkE6X85/edC3vfffdx//33h1zchRdeyBVXXEFpaSmVlZX813/9FxdddBEbNmzAah2b9b9GNKiJeOa9EDFKKaiu7h+87Nihe2XMSEvrP2F3/vzApN19QBTuOhFCiD6qq6tJS+tOqxJuL81VV10V/HrBggUsXLiQ6dOn8/rrr3P++edHXM9wyERhIYbR0NB7yCiwtbSYO9/p1LdHBwKXwG3TkyfLpF0hhElRHH5KS0vrFdREy7Rp08jJyaGioiI+g5qXX35Z0iaIcaO52Rhw0m79MCmHAqxWmDWrf+/L9On6MSGECNs4WFH44MGDHD16lMLCsVvvK6ygZtWqVQPuNwyDhIQEZsyYwWWXXcaSJUsiqtz4pYAWdDZoac1iTWenwa5dCcHbpAM5jg4cMN8FO3Vq78BlwQKYPVv3ygghRDxobW2loqIi+H1VVRVbtmwhKyuLrKwsHnjgAa688koKCgqorKzkG9/4BjNmzGD58uVjVuewgprNmzfz4Ycf4vV6mT1bJ1v7+OOPsVqtzJkzh5///OfccccdvPXWW8ybNy+qFY5tCmhCJ1XsQr+8sZpXKF440Qkf+/N4oKLCSe/F6hLZs8eJz2fu51FQ0L/nZd48vYjdyHISvTk1UYi0LKnolBQRUr7oLC6XGKUfQELgQ0eEiy92eqMzlOjqwLBYUEpFNifRF3r6iIFF6UOZ1+1PLhnhz175olMOAGHmohorY3BL9wcffMC5554b/D7QoXHDDTfwxBNPsHXrVp566ikaGxspKipi2bJlfPvb3x7TtWrCCmouu+wysrKyWLNmTXBcrqmpiS9+8YssWbKEm2++mWuuuYaVK1fyj3/8I6oVjl3t6GCmtce+nnmFioHoj2GKWShVy4EDx4PpAQLbzp0JuFzm/orT05U/aDF6TdrNzR3h6g9qOsNmIB6WDZgMRGHV1OTFYMuE9i2AN8w6ReP2Db+ZZ0FqPux5G9yuMOpjgM0Oyz8NxxWsexE62nRjGVIxBtisGFNnw5QMOLwH3F0h1qWH47UoiwH5pShbCEkoe1dK59eyJvhTHITxswq8DhaLznDdKwFkGLwd0F4HCVlghJEqI1CfruPQ0QBJBTrNQdjBTS6xkxLFpDEYfjrnnHOGnBsbi+27ocKYzTtp0iReeeWVfr0w27dvZ9myZRw6dIgPP/yQZcuWceTIkahVdjQ0NzeTnp5OU1OTyYlUbnT+oaMmjk1DBzcJkVRxQquv7z9hd/t285N2ExJ8zJvXwYIFHZSVuSgrS6asLJ1Jk4wYnbQbyu9XgIF+w84n8o92ffg6oeMjcO0ipN4NixOszsg/XVscurEOJG/0uGDve7Bvk67LcG9nhkUfU3o6zPokhkMn11SuTtSbr8Abr+jeAN8wt88HegsWzML4xAkYSfpvWnm9ULcPDu/118Xk62Oz67HLQEZuw9BJKXMmgxFCTqm+GbGV0kkbvZ3mzg8EG97AOapHOe7Q80AZVh18GD1+D20p4EzHn8p8mPr4gxZPO7gae2cJd2To4MawhvB7lYYO9BNDuYpBhd5ehP8cx245kTRHZD1nzV1esn65ZUTrO9bC6qlpamqivr6+X1DT0NAQXNQnIyODrq4IPrHEPB+hf5JuBrYDeehGR5YJGkxT08Ar7TY0mDvfalXMnt1zlV399bRpLv+k3fHyM7ADU9H17dsTOJBs9JDnCHWtWxIgeREkzIH298F9iCGDG8OmP+kbEQZXhs3fOFr77HbCrLNQxQth97+h7uNB6uPflzsD5i/DSMnp/agzAeOCS1GnnYn6xwuw5X0dYPQNbgLBTHEBxtmnYmRn9H7YaoWi6aicSXBwDxw9PEh9/KxWcCb0n0muFBw7DE0NkDNZZ95miGUybImQVKj/71tfq1MHOYGs1AMJBDPKo3tlVJ9FlQwDrI4e5bgHLid4vMX/vAP8fXlawdOmAzB7anf5A9XH59a9MwMFU12NOot4Yg4k5OgTBg1unMAUxnNvuWFE4c8oJj+4RVfYw09f+MIX+PGPf8xpp50GwPvvv8+dd94ZTHb13nvvMWvWrKhVNLYcRzcww/xhD6oeOAIUoRurCfCbNoiOju6Vdnv2wFRXmy+jtLTv7dKKWbOO4XQeRA8B9pSO/qQ23nrLkoBZ9J6z1VMKuhcwaXSqY02H1KXgPgxt74GvqffjhlX3qAzUqIXCsIA1cdhyjMR0OPE/UMcPw67XoLnP/J+UHCi7CCN36OS6RkYWxmc/jzrjXNT//RGq93UHMgDpqRjnnIZRUjR0OY4EmLYAlV8CB3ZB6/H+15XgBKtt6JbG64a6Kmisg7ypkJzee76Nxa57K+ypQ5dj+IeRlMMftPT4uwj0KHk6TQQrhn/YxzFw8IPRHcwM2YIqHZS4W3SPiz25u1dGKd1b5mrUwc+QfNBRD67jkJgPzow+Q1JWdJDvD3rGs3Fw91MsCGv4qbW1lZUrV/I///M/eDz6j8Nms3HDDTfwyCOPkJyczJYtWwA48cQTo1nfETd8d6Ib2BrFZ5wFjPis0zHn8ehVdfv2vFRUDN/TH1BYOPCk3ZSUwc7wonvTatFBTDHx8Vr7gAbgMPpzSTE6WBujNyzlA1cFtG8ElD+YsUf4sdAIuxylFNTsgo//rSfMzrsAik/ECPFjrlIKyjej/u8P0OXCOOMkKJuBYQmjnMYGqCrXQYrTCXZHeK9PcgZMmgMWK0Zirn+OShgf331uPaSjlL/nJcxJ6T4PeFyAz9+TE+Z1WRzgzNT/u5t1D0w4c3isPXqsjAJ0b+zI3YE6msNPx79yEmnOCIefXF4yn9gc18NPYQU1Aa2trezduxfQi+6kDN66jBvD/5K6gPIoPuMMdIMUH3w+OHCgf/CycyeYHY3MyBh4pd2cnGFPHUTgVzzePqXE2HW1/Rt8RyLv47YmRiEoAmXRPUWhBiH9yjm+BzrqIy+nphIa6yP/cU1dBPnz9FBXJFyNOoCIVKAJiamxDQOyrh/xZxnVoGZFlIKax+M7qImobzglJYWFCxdGqy5iHFEK6ur6By/bt0PrcNM+/BITdU9LYIXdwFZUFO33x1h6s42mGLsuY6g5DaNfjhGNSQiBciIMaPwF+a8rCiutx1IAEUt1iWcy/GRKWEFNW1sbDz30EOvXr6e+vh5fn/GDQO+NiA+Njf0n7W7bBkdN3pBjs+mF6fr2vpSWykq7QghhShwGNdOmTeP999/vl9W7sbGRk08+OaxYIqyg5otf/CJvvPEG1113HYWFhZK4Mk50dOiEjH17Xw4eNF/GtGn9cxzNmgUOx8jVWwghxPizb98+vN6+k83B5XJx6NChsMoMK6h5+eWX+dvf/saZZ54Z1pOKseV2Dz5p1+wMq6Ki/j0vc+cONWlXCCFE2MZgReGR8uKLLwa//sc//kF6eve8Uq/Xy/r165k6dWpYZYcV1GRmZpKVFYVVSsWI8vlg//7eQ0bl5foWarfJu9EzMvrPeSkrA/nxCyHEKLIQheGnqNQkYoGlXwzD4IYbbuj1mN1uZ+rUqfz4xz8Oq+ywgppvf/vb3HvvvTz11FMkJY3SuhhiUEpBbe3Ak3bbhlvmwS8pSd9h1Dd4KSyUeYBCCCGiJzAPt7S0lPfff5+c8G9t7SesoObHP/4xlZWV5OfnM3XqVOz23quXfvjhh1GpnOjv+PGBV9oNZdLunDkDT9qNxg0eQgghRkAcDT8FVFVVRb3MsIKaQNeRGDnt7QNP2jU7d8owBp60O3OmTNoVfURtnZEo3KoM/hVlo5CFOVrlxKvwlygbuBx5nUdWHN79BLB+/fpB76T+7W9/G3J5YQU19913XzinxYnohrput4WPP+4fvFRWmn/PmTRp4Em7yclRraqIN0qBZz+4tuvMyc4FYC0IvXFSCny1YPWANRU8Hb2X4Q+pHDd0tegleByZOtt0OPXxtEPXYUDpNAKOjPDK8XbolXKTCqGrSZcbDnsKzDhPpw848AHU7iKsIDB9EuTOjDyA8HSaSEFggs+jVyRWEa4oHEirYVgjW+E4SNaKGA8eeOABHnzwQU499dSo3Ukd69n8YpAdKEXn3zH/xu3zwb59DsrLE9m2LZHy8iTKy1PYvdtmetJuZmZ3j0vg//nz9X4hQuKpB9c2UP705soNnRvBku0PbjLMleM7Dp49QJs/IaJF5/HxeXSW5365gQYrx6MDCOX/pKYA11GdG8iZqfMJmeF16TxAPRM3th2CziOQVKTrZqqcru5yDAOw6pQE3lSds8hstmqr05+bKaX7U0rpGVBYBlUboNHkegmJGTD1ExiZk3XahXAXXvS59UrC3o7wzg9Qvv65n7xdOg2EqdxPAf50GFZHdxJLq1N/7zWRi2ogljRI/kTo58U6g8g/U8dYR82TTz7J2rVrue6666JWpumgJisri48//picnBwyMzOHjKiOHTsWlcrFriwgA51TqJaen7iUgpoaO+XlCZSXJwa37dsTaG839+khOXngSbsFYXyIFqIXX4sOZrz1gzx+DDpeB9sUcMzTWbkHotrBUwGqz2SuwO+nYdUNubdLN06D9Uoo39A9O74u6KjTqROcmYMntvR5/I31ID0pXhe0VOnEj0kFgwdJPq8OWvr2yASuy2KDxFxdZ1fT4PU2rJCYp+sc2NXjj1clpGHMuxDVeAj2vQvtxwcqBWxOKD4ZCuYOWI5pyqvzKblbQj+3VzlqmCzdyh+MWPy5u4Z4z7M6wdLj5xD83TFAGbqXzuf1B7vDBceG7m1MPBmcM6OyknTMicPhp66uLs4444yolmk6qHnkkUdITdXJAB999NGoVmJ8sqCzbOcAh4DuQG7evHk0NQ3/0trt/SftLlgAJSUyaVdEmXJB1y5wVzH0xzV/8OGpBs9BcMwC+www/L/Pyg3efeAbZnJXzyzSFrseTujZu6ECjZ/JhGDeDmjvAHsaONK6Gy3l8zfWJnMYuVugqQUSsiEhr7vRVT79WNcw5QSuy5oASQngbtXDZQTmAhi67MRc/fUgAUgwMEkvhBOugLpdUL0J3J3+AyxQOF8HNBZryMk4g5Ty17GRiOY8BYYGzfZQKZ8ODA2bDsx61t9i16/fEK9Pv+DY59Y9Q/gGPjBhPiQs0MNfYtz44he/yDPPPMM999wTtTJNBzU97yXve1/5xOZAD0flAwcwjDbKyjp5++3uVegMQzF9uo8FC6y9ApiZM3VgI8SIUT5w79UBDYFPu2YaN6W3QCBkn68/5fmqepRjQjC4ceoGx9Oh53J4XSbr0Ye7WTfSjjTA0PNc+jV0JnQe1cNLCXm6gXU3dQ99mRG4LnuKHtLqatYNd1KBbshN9qYEghWVPxtyZ0D1ZnC1Qslp4EzxHxNOz4x/PpCrMbz5TT31zMQdcj084Pbon70tSWfPHqr3pq9gcGPzBzeBnj9/Di37FEg6Rc/lindxePdTZ2cnv/zlL3n11VdZuHBhvzupH3744ZDLNB3UNDebz+Y6Etk/V69ezXPPPceuXbtITEzkjDPO4Pvf/z6zZ88OHnPOOefwxhtv9DrvS1/6Ek8++WTU69NfEjAbaOSqq5pZvLiVsjIXZWVpzJ2bQVKSTFwTY6BzE3jDW248SLnAuxMdwIcpMKTgdfkbpUj4/D0PEVI+6Dru7zUIU+C6EvN0gx3m3VaGYQGrBVVyGoZhoJSKbNKkpw1cUZgG4HVH4eeFDvgcKeF3FgWDY4cOcJQDkk4He37kdRsv4nD4aevWrZx44okAlJeX93os3N9/00FNRkaG6ScZKJdDpN544w1WrFjBaaedhsfj4b/+679YtmwZO3bsILnHbT4333wzDz74YPD70V0c0AAyufXWdKAFyEVm4YsxpUymTB9ONOYoGETeaxB1lu4JquEy0MMkUbh9XAc04b+hB/mi9TqH0TszEIstOrfXG4YOapL/Y+JNMIzDoOZf//pX1Ms0HdT0fPJ9+/Zx1113ceONN7J48WIANmzYwFNPPcXq1aujXkmAdevW9fp+7dq15OXlsWnTJs4+++zg/qSkJAoKCkakDuZZgPRhjxJCxJPoNBgTra0O3RBzccSEZzqo+eQnPxn8+sEHH+Thhx/m6quvDu771Kc+xYIFC/jlL385KnNumpqaAPrloHr66af5/e9/T0FBAZdeein33HPPkL01LpcLl6t78lsow2xCCCHEqIjDOTXnnnvukL2Sr732WshlhrVOzYYNGwacp3LqqafyxS9+MZwiQ+Lz+bj99ts588wzKSsrC+6/5pprKCkpoaioiK1bt/LNb36T3bt389xzzw1a1urVq3nggQdGvM5CCCFE2OJw+CkwnybA7XazZcsWysvLw+4cCSuoKS4u5le/+hU/+MEPeu3/9a9/TXFxcVgVCcWKFSsoLy/nrbfe6rX/lltuCX69YMECCgsLOf/886msrGT69OkDlnX33XezatWq4PfNzc2jcg1CCCHERPbII48MuP/++++ntTW8+YBhBTWPPPIIV155JS+//DKLFi0C4L333mPPnj385S9/CasiZt1666289NJLvPnmm0yePHnIYwN1q6ioGDSocTqdOJ0mVysVQgghxkIcDj8N5nOf+xynn346P/rRj0I+N6xLvPjii9mzZw+f+tSnOHbsGMeOHePSSy/l448/5uKLLw6nyGEppbj11lv561//ymuvvUZpaemw52zZsgWAwsLCEamTEEIIMSoMIzrbOLBhwwYSEsJbaiHs3E+TJ0/mu9/9brinh2zFihU888wzvPDCC6SmplJbWwtAeno6iYmJVFZW8swzz3DxxReTnZ3N1q1bWblyJWeffTYLFy4ctXoKIYQQYnhXXHFFr++VUtTU1PDBBx+EvcpwRAkt29vbOXDgAF1dvZc6H4kg4oknngD0Ans9rVmzhhtvvBGHw8Grr77Ko48+SltbG8XFxVx55ZV861vfinpdhBBCiFFlEPmqATHWUZOe3nvpE4vFwuzZs3nwwQdZtmxZWGWGFdQ0NDTw+c9/npdffnnAx0di8T2lhl6Ksri4uN9qwiLamoE6IBXIY9wM0E5YnYDJXD1mRLpIXdyTF2h0+MDXCJaMsa7I6IrG8FGMDT+tWbMm6mWG1SrdfvvtNDY2snHjRhITE1m3bh1PPfUUM2fO5MUXX4x2HcWY6wQqgD3owOYQUI5O4hlBkjwxQjzAAWA7OJKJSkPr80VnVWF7WnTKicrHVvQKx9F4ozebmHO02JN14shIWRzRKcdjJtO2SdYE8GwG9zZQHdEpU4ypTZs28fvf/57f//73bN68OaKywuqpee2113jhhRc49dRTsVgslJSUcMEFF5CWlsbq1au55JJLIqqUiBUeoAaoH+AxN1CF7rmZAiQPcIwYXT6gAThMcHl7WxIkO/2ZrEO9RdIfODhmg306oMC7H3wH/Y+HGNBaHJCYConZ0NEAnUdCrI9fIFM3hJahu6+EHEjI1UGNmQzdg7E4wOqMnU/Bhl0nw3Rm6fxPHXWhJesMcGRAUr5OS9BRDy37wwtMApm6PW3mMnQPWU5ijwztR8B9FCyTwTq1O5N8PIuRX7Foqa+v56qrruL1118nIyMDgMbGRs4991yeffZZcnNzQy4zrI9MbW1t5OXlAZCZmUlDQwOg14b58MMPwylSxBQfOljZxsABTU/twC5gLxBjn1YnDAU0AtuBg/TL12NYwZmpM0ibSt7of+e0FUPSMh3UGDbdWNpmgP10MLLNVy+QYdmW4O9Ct+q6pM/SAYpZ1iRIKgJnhm7YDIv+OqlIP2aWPQ3SZ+o6WKz+ZIvpuhxbCOUErysxSr1PETKsYEsGu78+hgEJ2ZA+G5wh/LxsSZA2HVIm6yDEMHRwk3syJBdhumU1LLose4/Xx+fWAaTPpXNBDTOtoLucZN371O91VuCrBvcGnbg1nOBtvIjDu59uu+02Wlpa2L59e/BO6vLycpqbm/nqV78aVplhhbazZ89m9+7dTJ06lRNOOIFf/OIXTJ06lSeffFJunx7XFNAEVBN6gHIc3bDmAwVIIs/R0o7+eZnohbHYITEXPJ3gOj54cklLFjgXgDVj4MeNJLAvAN9x8OwB2gY5zqqDKMsgvwtWB6ROAXc7tB8ePBu0xaGDMusg60lZbJCYozOAu44PPhRkTYCkQt04DliOVQcB3tShy8GiAxlLrPQMGP6A0TZwo2WxQnIhJGRBe60OKgZisftfn9RByrFBagkk5utem0GzgBv6Z2UZpD7gz9bepX8mVscg05EM/++P3URj7AHvx+CtBttMsIQQxI0XcbhOzbp163j11VeZO3ducN+8efN4/PHHR3ei8Ne+9jVqamoAuO+++7jwwgt5+umncTgcrF27NqyKiLGmgEp0UBNJGbXAEWA2EN46A8KsGvRQU4hsCWAt0MMBriaCPTtGkj+YKTD3ic6SCfbTwFcH3gr0kCQM28j2Zff3DHQ16UY3EGwZVj0EYksyV47VqRtcb4c/aPMPlRg23dPgyDBZjgMS83SQ1bOckBrZURJKfaxOHZS4W6G9RgcWAFj09SZkmetxsiVA5mw9XNe8T/8eBZ/DoYNQU6+P0j8rnz+46Tl8ZHWCJZwhvQ7wbAUjD+zzQzxXjDafz4fd3n/Olt1ux+cLr9ctrKDmc5/7XPDrU045hf3797Nr1y6mTJlCTk5OWBURYy3QSxMNHqAFCWpG2mCflE0wDP/QSZJu5IxUsJ0c+jCKYeggyJILvs1AVwiNWp9ynBl6rkx7rR5GsKeEVx9bElgTdaMdGIIJq5xE3dgGerXCamRHgGHT1xPuPB57CqTNgK5G3VuSkB1er5MjDbIXQPNecDWC1R7eMJzy6sDInurvuXFGPpyn6oE4C2ri8O6n8847j6997Wv87//+L0VFRQAcOnSIlStXcv7554dVZkT9p11dXVRVVTF9+nROPvnkSIoSQowFw+KfdJtNRH3ThhWsqZgaBhu2PumR3yljGHrIymKPbHJlILjxuYc/drRYrOEFjj0FXp9IGQY4UnWPSzRYE2Ku4Y0ZcbhOzc9+9jM+9alPMXXq1GDOxerqasrKyvj9738fVplhBTXt7e3cdtttPPXUUwB8/PHHTJs2jdtuu41JkyZx1113hVUZIYQQQkwMxcXFfPjhh7z66qvs2rULgLlz57J06dKwywzro9ndd9/NRx99xOuvv94rP8PSpUv5wx/+EHZlhBBCCDGAOLr76bXXXmPevHk0NzdjGAYXXHABt912G7fddhunnXYa8+fP59///ndYZYcV1Dz//PP87Gc/Y8mSJRg9XqT58+dTWVkZVkWEEEIIMQgjSlsMePTRR7n55ptJS+u/pEN6ejpf+tKXePjhh8MqO6ygpqGhIbhOTU9tbW29ghwhhBBCiJ4++ugjLrzwwkEfX7ZsGZs2bQqr7LCCmlNPPZW//e1vwe8Dgcyvf/1rFi9eHFZFhBBCCDGIOBp+qqurG/BW7gCbzRZc1DdUYU0U/t73vsdFF13Ejh078Hg8PPbYY+zYsYN33nlHkkoKIYQQ0RZHi+9NmjSJ8vJyZsyYMeDjW7duDXsh37AuccmSJXz00Ud4PB4WLFjAP//5T/Ly8tiwYQOnnHJKWBURQgghRPy7+OKLueeee+js7L+KeEdHB/fddx//8R//EVbZIffUuN1uvvSlL3HPPffwq1/9KqwnFUKIEaWUfxl/i06hEG63u1J6YTmfW6+fM9bd90r5Uwy4/bmQYmA4wWLXa964Ggk5yakwL44W3/vWt77Fc889x6xZs7j11luZPXs2ALt27eLxxx/H6/Xy3//932GVHXJQY7fb+ctf/sI999wT1hOKWGUASehcQtEoS7J2j7w0YJB8SSFLiUIZUVh8D/Tqtt4IFt9zt/vTAPhfm/ZDkFoKzvTQyulqgZZ93dnNOxp0EkxHavh1A/TfRxiNv8+rF7kLLEzobtarMFsTx7axcmbqLTEP2uv0SsXhCKZtiAIjxJ/1eBBHi+/l5+fzzjvv8JWvfIW7774b5U9sahgGy5cv5/HHHyc/Pz+sssOaU3P55Zfz/PPPs3LlyrCeVMQiA5iDztt0CAi3UckCJgGOKNVLDG4yOrCpBsJtEFKAYnRAG6kidGBTDYS7wmwSWGeD4QHvHlAhBEneLt2oupt77/d0wPEdOvdT2lS9QvCQ5big5QB0Hum939cFrQd0xuikAp0DybREnWgRp/+6Gs2fqnw6QOu7qrHyQufRHgk/x/hvzrDpzN6ebB1UekL4gGQkQOKpYC8C715/moNw2ME6DSxxmFg5jnpqAEpKSvj73//O8ePHqaioQCnFzJkzycyMbKXrsIKamTNn8uCDD/L2229zyimnkJzc+1N5uCnDxVgzgFwgE52Ysi6Ec5OBKUSncRTmGEA6OrBpQCe3NBuMOtDBTDrR/fiWCswFjqKD40EygfdjRwdpmbo+FsA41Z8ss5Ihs8YrL3Qc6R+E9NXVBEe26IAkZbIeNunJ54W2Q9B2mCF7Ujxt0FwJjkxIyhsmb5Ktu5EN5DMyTgR1FDwVDBn8KQU+1/A9GL4u6KjTOa8c6WOXPTzQYFoTIG1ad4LSQVNM+LseEhdCwjww/D8Py3zwTfYHf4NkFO9XDmCZAtYpvRNjipiXmZnJaaedFrXyDBXo9wlBaWnp4AUaBnv37o2oUmOpubmZ9PR0mpqaBlwYaGJxAQeBxiGOcaAbowxipm9zwvIwfDBqQfeo5DLyt0J4/XWpZfAgwQAKgfzB66O84KsG736CGcXBP9/luG7QVYgZfQ0rpBTr7N0YemipZX93hnDzBQ2S4doAy2SwlnQ31v2uywe+w7pnomcwqpQOBLydhDVMZU/TQ2SRJoWMVKBp6TwCnQ09fkb+4TfHdEg6CSyDDFUrBb56fwb4IYJaIw9s03VvzygbjfYi8ByNT5xDWmJkAVtzh4eMr7we1+1bWK9QVVVVtOshYpITmI6eJ3GA3p8qR7NxFObY0AFmLgMHo3noAGK0Psla0b8jOehem75ZxbPRQ5WDr1cB+JNlTtW9HZ69oGr1kFLrId2TEQ7l1fNl2g7pxj/s+RxKB1WdxyBlkn/ybg7YZoAxzDCXYQHrZLDk64DNd9Cfsbo9soSe7mY99yYxV792YyXQc5OQA84saD+se29suZB0Otiyhz/fmg+WHP3aePfRK6g10sA6AyxxOH9mIHE2/DRSRvTdLS0tjS1btjBt2rSRfBox4lLQQwrH0J+6U9GNlXTzxqZAMNqCDiYCwc7of5LVHEApOqg65N83mZCHKg0n2OfqoYnWv4Uf0PQUrezbyg3tDZC9BCwZoZ1r2HUQpIqgc2PkGcrBP28oRj5sGAZggaRJ4DgJ7FNCa1wNq+7xshT659s0g2UqWHInRCMtQjOirVIYI1siZhnoT9bDfLoSMSQVPfk7ViQDsyIvxpKqP6UzzBya0WYkhh7Q9Do/CSzZ4G0m8lujY6yxNwwdnDhKIijDAbZY+n0eZXF099NIko/aQgghRKwzDLDI8NNwYqR/UgghhBAiMtJTI4QQQsQ6GX4yZUSDGmMCdHUJIYQQI07ufjJlRIefZKKwEEIIIUbLiPbUvPzyy0yaNGkkn0IIIYSIfzL8ZEpYQY3X62Xt2rWsX7+e+vp6fL7eq3m+9tprACxZsiTyGgohhBATnQw/mRJWUPO1r32NtWvXcskll1BWViZzZ4QQoyzEtAijIhp1isXrEjFBempMCSuoefbZZ/njH//IxRdfHO36CCHEELxALVg7x7oi/XmboO1dSDwRLKGu3uwD6sFoJPKF99B5lmLuw+Yw6TCEiIKwghqHw8GMGTOiXRchhBiEQq8gfAjwQuoUnWW79SDhBwGGzthtWP2ZuSPoJbHYweoE18fgqoTEEyBhroncSwo4js7V5QZ7it7d1UR41+VPFqmywFcAljrMZ24fSBY6nUVNFMqR+ZURsRD54nsTYGW6sIKaO+64g8cee4yf/exnMvQkhBhhzUA10KN3xrBCymSdIbvlgM4CHQpntg6MbP4elaR8aK2GjnqCgYEZhlWXEcyIrQAPdGyCzp2QfBrYSwbpNWlDJ4pt71GeoTNs25OgqxncraFdlzUHHAvAGsjAnIcOSIbK3D6QFKCY7vxcOXRngA8l2Er2lzNIJm5hngw/mWI6qLniiit6ff/aa6/x8ssvM3/+fOz23t2Kzz33XHRqJ4SYwDrQPRjNgx9idUDGDHAXQPM+cLcMXaQtGdJKdeDQt5z06brnpmWfDiiGYlh0z4xliLdQ1Q6tb/TISp3jf6DLf13HhyjfCs5M3XPjagTvMMNtRgo4F4Atv88DVobO3N6XAx2EpNO7BbSie1oC5QxR92A5k4EMJkRLKmKG6aAmPb13evdPf/rTUa+MEEKABzgMhND7Yk+BrPngOq6DEm+fDN4WO6ROhYTsoeea2JMhcx50NeogqV8wYXQHM2Z7qT1HoPlv4CiF5ClgHMN0b4fFDom54OmEruPg8/StMDjnga2kR2/RQAKZ21vRvUMdfZ+I7qBlqOtyANMYsJcpWE6Rv5wJMNYxmuTuJ1NMBzVr1qwZyXpE1eOPP84Pf/hDamtrOeGEE/jpT3/K6aefPtbVEkKYchA4GvpphgEJWeDMgPZaPZykgJRJkFxoYn5Lj3KcmZCTDu31OkhC6d4ciyOMhsEfwFjb0fOCwmhYbAlgLQBPG7iaAB/YZ4BjNhihTMBNAeYCx9Cvswc9RFVIaLMRktEZ4HvMByLXX45MCB4RMvxkSlhzaqqqqvB4PMycObPX/j179mC325k6dWo06haWP/zhD6xatYonn3ySRYsW8eijj7J8+XJ2795NXl7emNVLCGFW396IEBkWSC6CxHxADT1ENGw5BeDr0hN3I/6UHGHPhWHoHilbEuAAoyzcgoBsIBM9OTrcNVgN9ATgjAjLESJ6wvoru/HGG3nnnXf67d+4cSM33nhjpHWKyMMPP8zNN9/M5z//eebNm8eTTz5JUlISv/3tb8e0XkKIUWaxhh/Q9GRYYqvb3rCY73UakoXoBCLRKkcMKTD8FOkWgjfffJNLL72UoqIiDMPg+eef7/W4Uop7772XwsJCEhMTWbp0KXv27IniRYcurKBm8+bNnHnmmf32f+ITn2DLli2R1ilsXV1dbNq0iaVLlwb3WSwWli5dyoYNGwY8x+Vy0dzc3GsTQgghYooRpS0EbW1tnHDCCTz++OMDPv6DH/yAn/zkJzz55JNs3LiR5ORkli9fTmfn2K0jFVZ4bRgGLS397zJoamrC641kLYPIHDlyBK/XS35+7zsA8vPz2bVr14DnrF69mgceeGA0qieEEEKMGxdddBEXXXTRgI8ppXj00Uf51re+xWWXXQbA//zP/5Cfn8/zzz/PVVddNZpVDQqrp+bss89m9erVvQIYr9fL6tWrx12+p7vvvpumpqbgVl1dPdZVEkIIIXqzGNHZoN/ohMvlGubJ+6uqqqK2trbXyEh6ejqLFi0adGRkNITVU/P973+fs88+m9mzZ3PWWWcB8O9//5vm5uZgMsuxkJOTg9Vqpa6u90JTdXV1FBQUDHiO0+nE6XSORvWEEEKI8ETxlu7i4uJeu++77z7uv//+kIqqra0FGHBkJPDYWAirp2bevHls3bqV//f//h/19fW0tLRw/fXXs2vXLsrKwp2RHzmHw8Epp5zC+vXrg/t8Ph/r169n8eLFY1YvIYQQIiJRnChcXV3da4Ti7rvvHuOLi56wp6wXFRXxve99L5p1iYpVq1Zxww03cOqpp3L66afz6KOP0tbWxuc///mxrpoQQggx5tLS0khLSxv+wCEERj/q6uooLCwM7q+rq+PEE0+MqOxIhNVTs27dOt56663g948//jgnnngi11xzDcePD7d89sj67Gc/y49+9CPuvfdeTjzxRLZs2cK6dev6dZEJIYQQ48YY3NI9lNLSUgoKCnqNjDQ3N7Nx48YxHRkJK6j5+te/Hrz1edu2baxatYqLL76YqqoqVq1aFdUKhuPWW29l//79uFwuNm7cyKJFi8a6SkLEuSZgO7ATGCb/0rBiaE0Y0GkK0maAPXX4Y4cUbjbxgUT6GnUAHwPb0Ks3R7NuYkQYluhsIWhtbWXLli3BpVqqqqrYsmULBw4cwDAMbr/9dr7zne/w4osvsm3bNq6//nqKioq4/PLLo3/9JoW9ovC8efMA+Mtf/sKll17K9773PT788EMuvvjiqFZQCBHLOtAZtHsGMh+jV5mdjM45FKoidNLHvnmFQuVEf27rm+coRBYnoCC1RGfNbq8dPsHkQFxd4EgEI9I1PJzAlDDPdaPzah3psW8fOvt2MRBp4CbiyQcffMC5554b/D7QaXHDDTewdu1avvGNb9DW1sYtt9xCY2MjS5YsYd26dSQkJIxVlcMLahwOB+3t+g3n1Vdf5frrrwcgKytLFq8TYkIYqHHsqdG/5QMFhPZWk0j/vEKhsKMDqswedTmIDpTCYAT/8Wf5nq4TZ3bUgxoupYOhczMlngLOGf5Pyk3oQDDU22itdCeLDLWnxgfUAzX+r/sK9NxkEH4wKkaU0X1LdkRlhOCcc85BqcF78QzD4MEHH+TBBx+MrF5RFFZQs2TJElatWsWZZ57Je++9xx/+8AcAPv74YyZPnhzVCgohYslwjWNfdejAJ9TGuGdeIbPPZ6ATKubTe2Q9E0hHZ/0+bLLegz2Fv/7OTJ04s6MBOo/Qf/jGv3xrwnxILAPD0eOxdCAN/bocAswsWBpOcIi/XqEEh410B6OF6EBKxATJ0m1KWHNqfvazn2Gz2fjzn//ME088waRJkwB4+eWXufDCC6NaQSFELFDozM7l6IY4lMDAi+6Z2I7upQhl/oYF3ZiXATlDHJcNLEA3xAO9rVnQDfUCdHAVIcPQvS6JeZAxCxzpgQf0f/YSSP80JJ3cJ6Chx3G5/voMdRNDBvraJxN6QNMG7AKqCL23qw4936YemW8jxpOwemqmTJnCSy+91G//I488EnGFhBCx6CC6gYuEC6hA99oUDnNsX3agBMij9xyeFPRckCST5djQ81Fy0dcU4XC5YegyU4qhM0nPm0k6Hex5JguwogOWQH0a/fsTiWyOyzF0MBOJQDDaBMyMsCwRsTAm+g5YRpwLe52ayspK1qxZQ2VlJY899hh5eXm8/PLLTJkyhfnz50ezjkKIMdcWxbIimQCciG5gA0FNKuHdCRQo52Mivlsr0KXvyAfnwjC7+J3AdKAV8KCHqCIZKoh0kvVIlSXCJsNPpoQVtr3xxhssWLCAjRs38txzz9Ha2grARx99xH333RfVCgohRG8Gek5KGpHf2myPvDoBFnsUGo0U9JBTNBqf+G/AhOgrrKDmrrvu4jvf+Q6vvPIKDkf3ePF5553Hu+++G7XKCSGEEIKoJrSMZ2ENP23bto1nnnmm3/68vDyOHBnsFk8hhBBChEXm1JgS1hVmZGRQU1PTb//mzZuDd0IJIYQQIkpiLE1CrAorqLnqqqv45je/SW1tLYZh4PP5ePvtt7nzzjuDC/EJIYQQQoymsIKa733ve8yZM4fi4mJaW1uZN28eZ599NmeccQbf+ta3ol1HIYQQYmKTnhpTwk6T8Ktf/Yp77rmH8vJyWltbOemkk5g5U9YyEEIIIaIusOBjpGXEubDXqQG9CN+UKeEmVhNCCCGEiB7TQU0gO6cZDz/8cFiVEUJMBB3o1WrjLK+QrxPoBMvYZSjuTdIbxJVo3JItt3R3W7NmDWVlZdhsNgzDGDRzpzEBureEmHhy0SvLRqOhdKHzCoWbcTqastCpCSJIchl4L+w6Bp5XwDEb7NPBGMugLROdMNNMsszhRCFXloicrChsiumgpqmpib/85S/k5eUxbdo03n//fbKzs0eybkKImJGNTklwEJ31OVKBvEL16BxH6UMfPmLS0UklD6OzeIdAKd1IeDqgqxGUP4Do2gHuveAoA9ukMWpIktHXVYtOThlOMJqK/tkkRrFeQows00FNZmYmVVVV5OXlsW/fPny+CD7ZCCHGIQcwDZ0Hqpro5IMKJLkcywY0xCSXgWDG5wbXcfB1DXBMJ7g+AHeFzgdlzYp+tYdlBSbRfV1mg1EnYxtoigHJ4nummA5qrrzySs4++2yKioowDINTTz0Vq3Xg7tW9e/dGrYJCiFiTDMxGD9tUA+4olNkC7ABy0MNSUczJZFogyWUz+ro6+x+iFCgfuBrBYyLRo68JOt4E6yRwzgeL2Wzi0dQzGD3A4AkqA0FQDpI3KgbJ8JMppoOaX/7yl1xxxRVUVFTw1a9+lZtvvpnU1NSRrJsQImYZ6Hkb6eghpBoimpcSdAQ4BpSiEzuOhTRgnr8uh/zDSkpvXc3gbsX8cI7/OO9haD8MzhPAPjX6VTYlGZiD7rE5SO9gNB8oIMIbYoUYcyH9Bl944YUAbNq0ia997WsS1Agx4VnQjWE2uqfFE4UyfeiAIiMKZYXLQA/bZIF3C/hawd2se2nCEphMvHcMgxrQ15WFfm3r0cN/BeghJxHT5O4nU8IKy9esWRPtegghxjU7kAC0jnVFosyq4zRPE/F1i3QgGBXjRxTm1ISXRGBckb5GIYQQItbJnBpT4j9sE0IIIcSEID01QgghRKyTnhpTJKgRQgghYp0ENabI8JMQQggh4oL01AghhBCxzmLRW6RlxDkJaoQQQohYJ8NPpsR/2CaEEEKICUGCGiFElEQzr9FY5EgahCWdqC28Z5UkkSJMgZ6aSLc4J8NPQogomYzOL9Q3r1AoHMRchmjHDLCkgmsbqDBXTDYc4JgPtinRrZuYOAwjClm6JagRQgiT+uYVCiXJpQWdnTuXmOxAtuWDNRc8+8G1A3NBm6E3+0xwzARD3m6FGGnyVyaEiLKeSS4Po5NTDiUXHdDE+NuRYQF7KdgmQ9fH4K7wP9B3aMrQ+2yTdO+MJXGUKyrikiS0NCXG30WEEOOXHSgB8oBqoKXP42nooaaEUa5XhAw7OOfrbNuucvDWEAxkACwZ4FwI1syxq6OIP3L3kykS1AghRlgiMBNoRs+3AR3MpI1ZjaLCkgyJi8B71D/fpksHO9aiCdF4iFFmRCFLd8RZvmPfuLjCffv2cdNNN1FaWkpiYiLTp0/nvvvuo6urq9cxhmH02959990xrLkQQjPQk3/n+7dxHtD0ZM2GpHMgeZkecpKARogxMy56anbt2oXP5+MXv/gFM2bMoLy8nJtvvpm2tjZ+9KMf9Tr21VdfZf78+cHvs7OzR7u6QgghRHTJ8JMp4yKoufDCC7nwwguD30+bNo3du3fzxBNP9AtqsrOzKSgoGO0qCiGEECNHghpTxsXw00CamprIysrqt/9Tn/oUeXl5LFmyhBdffHHYclwuF83Nzb02IYQQQow/4zKoqaio4Kc//Slf+tKXgvtSUlL48Y9/zJ/+9Cf+9re/sWTJEi6//PJhA5vVq1eTnp4e3IqLi0e6+kIIIURoAgktI93inKGUitL636G76667+P73vz/kMTt37mTOnDnB7w8dOsQnP/lJzjnnHH79618Pee71119PVVUV//73vwc9xuVy4XK5gt83NzdTXFxMU1MTaWlxNJlRCCFEVDU3N5Oenj6i7UXgORo33U5aijOyslpdZJzyaFy3b2M6p+aOO+7gxhtvHPKYadOmBb8+fPgw5557LmeccQa//OUvhy1/0aJFvPLKK0Me43Q6cToj+0URQgghxNgb06AmNzeX3NxcU8ceOnSIc889l1NOOYU1a9ZgMdGNtmXLFgoLCyOtphBCCDG2ZKKwKePi7qdDhw5xzjnnUFJSwo9+9CMaGhqCjwXudHrqqadwOBycdNJJADz33HP89re/HXaISojY5EWv7RL/Y+Dh8fr/t0ZYjg+9EnCk5Qgx0qKw+N4EeD8ZF0HNK6+8QkVFBRUVFUyePLnXYz2nBH37299m//792Gw25syZwx/+8Af+8z//c7SrK0QEvEAtUIduaCejk0TG/ycsc3xAAzqnFEAhOg1DqG/Wqkc5Pn85+WGUI4SIJWM6UTgWjcbELyH6U8BRdBoBb5/HEtFpBVJHu1IxRAFN6BxSXX0es6NfnwyGD/4UOl1DNeDq85gdHURmmihHiFGeKPzhnaSlRjhRuMVFxsk/iuv2bVz01AgR3wKNbOcgj3cAH6Mb7UmMuwSQEWtHvz6tgzzuBvYCyejgJnmQ4zoYOLFmz3Kq0L1kxUBKmPUVYgTInBpTJKgRYsx0ohtZsws+Nvq3fKCA+P/zdQOH0D1YZrQBu9DDdZMAR49yDgNHTJbTDuxG99hMAuTuSBEDJKGlKfH+rihEDPIANUB9mOfXoRvoIiCX+Bsq8aGvsQY9XBSqY8BxdPBn+MvyhVHOcXoHkTKZWIhYJ0GNEKOuksGHUszyont5vOhJrvGkGvO9KoNR6AnXkQqU0wlMj0J5QoTLIPIPMPH2Aag/CWqEGHV9J7pGwh3FsmJFLF5TNH9mQoTBIApzaqJSk5gW/wNsQgghhJgQpKdGCCGEiHkWIu+HiP9+DAlqhBBCiFgnt3SbEv9hmxBCCCEmBOmpEUIIIWKd9NSYIkGNEEIIEfPklm4zZPhJCCGEEHFBemqEEEKIWCdpEkyRoEaIURf/XcCRicXXJxbrJCYUmVNjSvyHbULEnMlE5/NEIpAXhXJiTQHRSSJpA+xRKMeOTmwpxFgyorTFN+mpEWLUZQCp6ESLtYSetNGGDoyyiM83qWRgPtCAztIdajJKC72TfR7xl+MNo5xCdOAon/+EGA8kqBFiTFjRDW8OcBCdEXo4BrqRzSf+G1kDHUxkEVpG81z062rrsy9QTp3JcnL85USjp0eIKJA5NaZIUCPEmHIA04A2dHbqtkGOy0Y3so5RqlessAHF6MDkINA0yHFp/uMSBnnciu7dCpTTOMhxqf5yEsOrrhAjxDAMjAjnxER6/nggQY0QMSEZmI1ubKvpzlSdDEwBksamWjEjAZgBtAAHgM4e+4vRQY0ZTmA60Oovp6PH/kA58f/GL0S8kqBGiJhhAJlAOnAUPfSRjjSyPaUC89DDdYrw5xWlAHP95fjQPWHyOotYJovvmSFBjRAxx4IeJhEDM9DBTKyUI8QokDk1psT/FQohhBAiJPfff39wHk9gmzNnzlhXa1jSUyOEEELEvNEffpo/fz6vvvpq8HubLfZDhtivoRBCCDHRjcGKwjabjYKCgsiec5TJ8JMQQggxgTQ3N/faXC7XgMft2bOHoqIipk2bxrXXXsuBAwdGuaahk6BGCCGEiHWG0T1ZOOxN99QUFxeTnp4e3FavXt3v6RYtWsTatWtZt24dTzzxBFVVVZx11lm0tLSM9pWHRIafhBBCiJgXvTk11dXVpKV1r+3kdPbPtXbRRRcFv164cCGLFi2ipKSEP/7xj9x0000R1mPkSFAjhBBCxLoozqlJS0vrFdSYkZGRwaxZs6ioqIisDiNMhp+EEEIIMaTW1lYqKyspLCwc66oMSYIaIYQQItZFPJ8mtMX77rzzTt544w327dvHO++8w6c//WmsVitXX331CF5k5GT4SQghhIh5o7tOzcGDB7n66qs5evQoubm5LFmyhHfffZfc3Nhe7VyCGiGEEEL08uyzz451FcIiQY0QQggR68Zg8b3xSIIaIYQQIuZZiHwabPxPo43/KxRCCCHEhCA9NUIIIUSsk+EnU8ZNT83UqVP7pUF/6KGHeh2zdetWzjrrLBISEiguLuYHP/jBGNVWCCGEiKJAUBPpFufGVU/Ngw8+yM033xz8PjU1Nfh1c3Mzy5YtY+nSpTz55JNs27aNL3zhC2RkZHDLLbeMRXWFEEKIKJE5NWaMq6AmNTV10DToTz/9NF1dXfz2t7/F4XAwf/58tmzZwsMPPyxBjRBCCDEBjKuw7aGHHiI7O5uTTjqJH/7wh3g8nuBjGzZs4Oyzz8bhcAT3LV++nN27d3P8+PFBy3S5XP3SsAshhBCxJRpDTzL8FDO++tWvcvLJJ5OVlcU777zD3XffTU1NDQ8//DAAtbW1lJaW9jonPz8/+FhmZuaA5a5evZoHHnhgZCsvhBBCRGR0VxQer8a0p+auu+7qN/m377Zr1y4AVq1axTnnnMPChQv58pe/zI9//GN++tOf4nK5IqrD3XffTVNTU3Crrq6OxqUJIYQQYpSNaU/NHXfcwY033jjkMdOmTRtw/6JFi/B4POzbt4/Zs2dTUFBAXV1dr2MC3w82DwfA6XTidDpDq7gQQggxmkJMSDloGXFuTIOa3NzcsJNjbdmyBYvFQl5eHgCLFy/mv//7v3G73djtdgBeeeUVZs+ePejQkxBCCDEuGERhnZqo1CSmjYuwbcOGDTz66KN89NFH7N27l6effpqVK1fyuc99LhiwXHPNNTgcDm666Sa2b9/OH/7wBx577DFWrVo1xrUXQgghxGgYFxOFnU4nzz77LPfffz8ul4vS0lJWrlzZK2BJT0/nn//8JytWrOCUU04hJyeHe++9V27nFkIIEQdkorAZ4yKoOfnkk3n33XeHPW7hwoX8+9//HoUaCSGEEKNI5tSYEv9XKIQQQogJYVz01AghhBATmww/mSFBjRBCCBHrJEu3KRLUCCGEEDFPElqaEf9XKIQQQogJQXpqhBBCiFgnw0+mSFAjhBBCxDq5pduU+L9CIYQQQkwI0lMjhBBCxDy5pdsMCWqEEEKIWCdzakyR4SchhBBCxAXpqRFCCDHBKP//46nnQtapMUOCGiGEEBNIO1ANtAH5QAFgHdMamSLDT6ZIUCOEEGICcAOHgKM99tUCDcAkIIfx1XMjBiJBjRBCiDjmA+qAGrqHnXryAgeAeqAYSBu9qoVEhp/MkKBGCCFEHFLAMeAg4DFxfCewBx3UTAYSR65q4ZDhJ1MkqBFCCBFnWtG9Lx1hnNsM7ABygSJippk0iEJQE5WaxLT474sSQggxgTQDuwkvoOmpAR3cDDRkJWJVjISgQgghRDS4oliWO4plRUrm1JghQY0QQggR62ROjSnxH7YJIYQQYkKQnhohhBAi5klCSzMkqBFCCCFinWHRW6RlxLn4v0IhhBBCTAjSUyOEEELEPBl+MkOCGiGEECLWyfCTKfF/hUIIIYSYEKSnRgghhIh5MvxkhgQ1Qggh4kgGcARoj0JZBcRMICCL75kiQY0QQog4YgfmAMfRGbrDSXWQBhQDCVGsV4RkTo0pEtQIIYSIMwaQhe61qQNqMJeYMgEdzKSNWM3EyJKgRgghRJyyAIVADnAIODrIcVZgMpBNzAw39SNzasyQoEYIIUScswNTgTygGmj17zeAfPTcGeuY1Mw0mVNjigQ1QgghJogkYBbQhA5scgHnmNZIRJcENUIIISYQAz3XJmNsqxEyC5EvLRf/E4XHxRW+/vrrGIYx4Pb+++8DsG/fvgEff/fdd8e49kIIIUSEDLqHoMLexvoiRt646Kk544wzqKmp6bXvnnvuYf369Zx66qm99r/66qvMnz8/+H12dvao1FEIIYQQY2tcBDUOh4OCgoLg9263mxdeeIHbbrsNo8/Ep+zs7F7HCiGEEOOfDD+ZMS6v8MUXX+To0aN8/vOf7/fYpz71KfLy8liyZAkvvvjisGW5XC6am5t7bUIIIURMiXjoKQp3T40D46Knpq/f/OY3LF++nMmTJwf3paSk8OMf/5gzzzwTi8XCX/7yFy6//HKef/55PvWpTw1a1urVq3nggQf67ZfgRgghxFAC7YRSZhb2i/S52mKijJinxtA3v/lNhV7mcdBt586dvc6prq5WFotF/fnPfx62/Ouuu04tWbJkyGM6OztVU1NTcNuxY8ewdZJNNtlkk022wFZdXR1RWziUjo4OVVBQELW6FhQUqI6OjhGr71gzlBqFEHMQDQ0NHD062AqP2rRp03A4HMHvv/3tb/PTn/6UQ4cOYbfbhzz38ccf5zvf+U6/ScZD8fl8HD58mNTU1H7zdQbS3NxMcXEx1dXVpKXJ0tqhktcvMvL6RUZev8hM9NdPKUVLSwtFRUVYLCM3m6Ozs5Ourq6olOVwOEhIiKGcVlE2psNPubm55Obmmj5eKcWaNWu4/vrrhw1oALZs2UJhYWFIdbJYLL2GtcxKS0ubkH/U0SKvX2Tk9YuMvH6RmcivX3p6+og/R0JCQlwHItE0rubUvPbaa1RVVfHFL36x32NPPfUUDoeDk046CYDnnnuO3/72t/z6178e7WoKIYQQYgyMq6DmN7/5DWeccQZz5swZ8PFvf/vb7N+/H5vNxpw5c/jDH/7Af/7nf45yLYUQQggxFsZVUPPMM88M+tgNN9zADTfcMIq10ZxOJ/fddx9Op+QPCYe8fpGR1y8y8vpFRl4/EWvGdKKwEEIIIUS0jMvF94QQQggh+pKgRgghhBBxQYIaIYQQQsQFCWqEEEIIERckqDHpu9/9LmeccQZJSUlkZGQMeMyBAwe45JJLSEpKIi8vj69//et4PJ5ex7z++uucfPLJOJ1OZsyYwdq1a0e+8jFq6tSpGIbRa3vooYd6HbN161bOOussEhISKC4u5gc/+MEY1Tb2PP7440ydOpWEhAQWLVrEe++9N9ZVikn3339/v9+znstCdHZ2smLFCrKzs0lJSeHKK6+krq5uDGs8tt58800uvfRSioqKMAyD559/vtfjSinuvfdeCgsLSUxMZOnSpezZs6fXMceOHePaa68lLS2NjIwMbrrpJlpbW0fxKsREJUGNSV1dXXzmM5/hK1/5yoCPe71eLrnkErq6unjnnXd46qmnWLt2Lffee2/wmKqqKi655BLOPfdctmzZwu23384Xv/hF/vGPf4zWZcScBx98kJqamuB22223BR9rbm5m2bJllJSUsGnTJn74wx9y//3388tf/nIMaxwb/vCHP7Bq1Sruu+8+PvzwQ0444QSWL19OfX39WFctJs2fP7/X79lbb70VfGzlypX83//9H3/605944403OHz4MFdcccUY1nZstbW1ccIJJ/D4448P+PgPfvADfvKTn/Dkk0+yceNGkpOTWb58OZ2dncFjrr32WrZv384rr7zCSy+9xJtvvsktt9wyWpcgJrIxzDs1Lq1Zs0alp6f32//3v/9dWSwWVVtbG9z3xBNPqLS0NOVyuZRSSn3jG99Q8+fP73XeZz/7WbV8+fIRrXOsKikpUY888sigj//85z9XmZmZwddPKZ0Edfbs2aNQu9h2+umnqxUrVgS/93q9qqioSK1evXoMaxWb7rvvPnXCCScM+FhjY6Oy2+3qT3/6U3Dfzp07FaA2bNgwSjWMXYD661//Gvze5/OpgoIC9cMf/jC4r7GxUTmdTvW///u/SikVTAr8/vvvB495+eWXlWEY6tChQ6NWdzExSU9NlGzYsIEFCxaQn58f3Ld8+XKam5vZvn178JilS5f2Om/58uVs2LBhVOsaSx566CGys7M56aST+OEPf9hruG7Dhg2cffbZvRKaLl++nN27d3P8+PGxqG5M6OrqYtOmTb1+lywWC0uXLp3Qv0tD2bNnD0VFRUybNo1rr72WAwcOALBp0ybcbnev13LOnDlMmTJFXssBVFVVUVtb2+v1Sk9PZ9GiRcHXa8OGDWRkZHDqqacGj1m6dCkWi4WNGzeOep3FxDKuVhSOZbW1tb0CGiD4fW1t7ZDHNDc309HRQWJi4uhUNkZ89atf5eSTTyYrK4t33nmHu+++m5qaGh5++GFAv16lpaW9zun5mmZmZo56nWPBkSNH8Hq9A/4u7dq1a4xqFbsWLVrE2rVrmT17NjU1NTzwwAOcddZZlJeXU1tbi8Ph6DdPLj8/P/h3K7oFXpOBfvd6vs/l5eX1etxms5GVlSWvqRhxEzqoueuuu/j+978/5DE7d+4cNNeU6C+U13TVqlXBfQsXLsThcPClL32J1atXy7LrImouuuii4NcLFy5k0aJFlJSU8Mc//nHCfZAQIt5N6KDmjjvu4MYbbxzymGnTppkqq6CgoN/dJ4E7KAoKCoL/972roq6ujrS0tLh5c43kNV20aBEej4d9+/Yxe/bsQV8v6H5NJ6KcnBysVuuAr81Efl3MysjIYNasWVRUVHDBBRfQ1dVFY2Njr94aeS0HFnhN6urqKCwsDO6vq6vjxBNPDB7Td8K6x+Ph2LFj8pqKETehg5rc3Fxyc3OjUtbixYv57ne/S319fbDr9ZVXXiEtLY158+YFj/n73//e67xXXnmFxYsXR6UOsSCS13TLli1YLJbg67d48WL++7//G7fbjd1uB/TrNXv27Ak79ATgcDg45ZRTWL9+PZdffjkAPp+P9evXc+utt45t5caB1tZWKisrue666zjllFOw2+2sX7+eK6+8EoDdu3dz4MCBuPq7jJbS0lIKCgpYv359MIhpbm5m48aNwTtDFy9eTGNjI5s2beKUU04B4LXXXsPn87Fo0aKxqrqYKMZ6pvJ4sX//frV582b1wAMPqJSUFLV582a1efNm1dLSopRSyuPxqLKyMrVs2TK1ZcsWtW7dOpWbm6vuvvvuYBl79+5VSUlJ6utf/7rauXOnevzxx5XValXr1q0bq8saM++884565JFH1JYtW1RlZaX6/e9/r3Jzc9X1118fPKaxsVHl5+er6667TpWXl6tnn31WJSUlqV/84hdjWPPY8Oyzzyqn06nWrl2rduzYoW655RaVkZHR6+47od1xxx3q9ddfV1VVVertt99WS5cuVTk5Oaq+vl4ppdSXv/xlNWXKFPXaa6+pDz74QC1evFgtXrx4jGs9dlpaWoLvb4B6+OGH1ebNm9X+/fuVUko99NBDKiMjQ73wwgtq69at6rLLLlOlpaWqo6MjWMaFF16oTjrpJLVx40b11ltvqZkzZ6qrr756rC5JTCAS1Jh0ww03KKDf9q9//St4zL59+9RFF12kEhMTVU5OjrrjjjuU2+3uVc6//vUvdeKJJyqHw6GmTZum1qxZM7oXEiM2bdqkFi1apNLT01VCQoKaO3eu+t73vqc6Ozt7HffRRx+pJUuWKKfTqSZNmqQeeuihMapx7PnpT3+qpkyZohwOhzr99NPVu+++O9ZVikmf/exnVWFhoXI4HGrSpEnqs5/9rKqoqAg+3tHRof6//+//U5mZmSopKUl9+tOfVjU1NWNY47H1r3/9a8D3uhtuuEEppW/rvueee1R+fr5yOp3q/PPPV7t37+5VxtGjR9XVV1+tUlJSVFpamvr85z8f/AAoxEgylFJqjDqJhBBCCCGiRtapEUIIIURckKBGCCGEEHFBghohhBBCxAUJaoQQQggRFySoEUIIIURckKBGCCGEEHFBghohhBBCxAUJaoQQQggRFySoEWIE3X///eTn52MYBs8//zw33nhjMF/TaDx3ID9PrNu3bx+GYbBlyxYAXn/9dQzDoLGxcUzrJYQYXySoEWKE7Ny5kwceeIBf/OIX1NTUcNFFF411lcaNM844g5qaGtLT08e6KkKIcWRCZ+kWIlxerxfDMLBYBv9cUFlZCcBll12GYRijVbUR09XVhcPhGJXncjgcFBQUjMpzCSHih/TUiLgxdepUHn300V77TjzxRO6//36UUtx///1MmTIFp9NJUVERX/3qV4PHuVwu7rzzTiZNmkRycjKLFi3i9ddfDz6+du1aMjIyePHFF5k3bx5Op5MDBw4MWpf777+fSy+9FACLxTJoUOPz+Vi9ejWlpaUkJiZywgkn8Oc//zn4+PHjx7n22mvJzc0lMTGRmTNnsmbNmuDjBw8e5OqrryYrK4vk5GROPfVUNm7c2Os5fve73zF16lTS09O56qqraGlpGfa1BDjnnHO49dZbuf3228nJyWH58uUAlJeXc9FFF5GSkkJ+fj7XXXcdR44cCZ63bt06lixZQkZGBtnZ2fzHf/xHMMALeO+99zjppJNISEjg1FNPZfPmzb0e7zv8FHj9//GPfzB37lxSUlK48MILqampCZ7j8Xj46le/Gnzeb37zm9xwww2mh/uG+1l4vV5uuumm4OOzZ8/mscce61fv008/neTkZDIyMjjzzDPZv39/8PEXXniBk08+mYSEBKZNm8YDDzyAx+MxVT8hxPAkqBETwl/+8hceeeQRfvGLX7Bnzx6ef/55FixYEHz81ltvZcOGDTz77LNs3bqVz3zmM1x44YXs2bMneEx7ezvf//73+fWvf8327dvJy8sb9PnuvPPOYPBRU1PTq/HtafXq1fzP//wPTz75JNu3b2flypV87nOf44033gDgnnvuYceOHbz88svs3LmTJ554gpycHABaW1v55Cc/yaFDh3jxxRf56KOP+MY3voHP5wuWX1lZyfPPP89LL73ESy+9xBtvvMFDDz1k+nV76qmncDgcvP322zz55JM0NjZy3nnncdJJJ/HBBx+wbt066urq+H//7/8Fz2lra2PVqlV88MEHrF+/HovFwqc//elgvVpbW/mP//gP5s2bx6ZNm7j//vu58847h61Le3s7P/rRj/jd737Hm2++yYEDB3qd9/3vf5+nn36aNWvW8Pbbb9Pc3Mzzzz9v+lqH+1n4fD4mT57Mn/70J3bs2MG9997Lf/3Xf/HHP/4R0EHV5Zdfzic/+Um2bt3Khg0buOWWW4IB7b///W+uv/56vva1r7Fjxw5+8YtfsHbtWr773e+arqMQYhhjnCVciKgpKSlRjzzySK99J5xwgrrvvvvUj3/8YzVr1izV1dXV77z9+/crq9WqDh061Gv/+eefr+6++26llFJr1qxRgNqyZYvp+vz1r39Vff/EbrjhBnXZZZcppZTq7OxUSUlJ6p133ul1zE033aSuvvpqpZRSl156qfr85z8/YPm/+MUvVGpqqjp69OiAj993330qKSlJNTc3B/d9/etfV4sWLTJV/09+8pPqpJNO6rXv29/+tlq2bFmvfdXV1QpQu3fvHrCchoYGBaht27YF652dna06OjqCxzzxxBMKUJs3b1ZKKfWvf/1LAer48eNKqe7Xv6KiInjO448/rvLz84Pf5+fnqx/+8IfB7z0ej5oyZUrw9R6KmZ/FQFasWKGuvPJKpZRSR48eVYB6/fXXBzz2/PPPV9/73vd67fvd736nCgsLh62fEMIcmVMjJoTPfOYzPProo0ybNo0LL7yQiy++mEsvvRSbzca2bdvwer3MmjWr1zkul4vs7Ozg9w6Hg4ULF0atThUVFbS3t3PBBRf02t/V1cVJJ50EwFf+/3buL6TJ9g3g+Ff3yttM0zSJTUolK2cmTKnUMqM/2h8XkmFooB1U9joSSsusGJSSiXpSeaKSlhHroCPtnxoRNSgkTQxqaE0HQVkWhpSas/cg2q+9Zg379/72Xh/YwbP72Z7r3g27L677fp6//iI1NZW2tjYSExNJSUkhLi4OgPv376PVavHz85vwGsHBwXh7e9uPVSoVfX19TscYHR3tcNzR0cGNGzfw8vIad+7jx4+ZN28eXV1dGAwG7t69y8uXL+0VGqvVSkREBA8fPiQyMpIpU6bYPxsbG/vNWDw9PZkzZ84X+zIwMMDz589ZvHixvV2hUBAdHe1QuZqIM2MBUFlZyenTp7Farbx7946RkRH7HWZ+fn5s27aNpKQk1qxZw+rVq0lLS0OlUgEffzuTyeRQmbHZbAwNDfH27Vs8PT2/GacQ4uskqREuw93dnQ8fPji89/79ewBmzZqF2WympaWF5uZmcnJyKCsr4+bNmwwODqJQKLh37x4KhcLh859P3kql8odu+B0cHATg0qVLBAYGOrT9+eefAKxbt47e3l4uX75Mc3Mzq1atQq/XU15ejlKp/OY1PDw8HI7d3NycmuQ/mTp16riYdTodpaWl4879NHnrdDqCgoKorq5GrVYzNjZGREQEIyMjTl/3S77Ul3+O92Q5MxZGo5H8/HwqKiqIjY3F29ubsrIyhz1MtbW15ObmcvXqVS5cuMDhw4dpbm4mJiaGwcFBjhw5wqZNm8Zd//METwgxeZLUCJcREBDgsHflzZs3WCwW+7FSqUSn06HT6dDr9YSFhdHZ2YlWq8Vms9HX10d8fPwvi/fzDccJCQkTnhcQEEBWVhZZWVnEx8ezb98+ysvLiYyMpKamhlevXn21WvMjRUVFcfHiRYKDg/njj/F/H/39/ZjNZqqrq+2/5e3btx3O0Wg01NfXMzQ0ZJ/M79y5811x+fj4MHPmTFpbW1m+fDnwsQrS1tbm1LN6nBkLk8lEXFwcOTk59vf+uQEaQKvVotVqKSwsJDY2lvPnzxMTE0NUVBRms5nQ0NDJdVII8U2S1AiXsXLlSurq6tDpdPj6+mIwGOyVl7q6Omw2G0uWLMHT05Nz586hVCoJCgrC39+frVu3kpmZSUVFBVqtlhcvXnD9+nUiIyPZsGHDT4nX29ub/Px89uzZw9jYGMuWLWNgYACTycS0adPIysrCYDAQHR3NggULGB4eprGxEY1GA0B6ejrHjh0jJSWFkpISVCoV7e3tqNVqp5ZzJkOv11NdXU16ejr79+/Hz8+P7u5ujEYjNTU1TJ8+HX9/f6qqqlCpVFitVg4cOODwHRkZGRw6dIgdO3ZQWFhIT08P5eXl3x3b7t27KSkpITQ0lLCwME6ePMnr16+dqq45MxZz587l7NmzXLt2jZCQEOrr62ltbSUkJAQAi8VCVVUVGzduRK1WYzab6erqIjMzEwCDwUBycjKzZ89m8+bNuLu709HRwYMHDyguLv7u/gshJKkRLqSwsBCLxUJycjI+Pj4UFRXZKzW+vr4cP36cvXv3YrPZWLhwIQ0NDfY9M7W1tRQXF5OXl8fTp0+ZMWMGMTExJCcn/9SYi4qKCAgIoKSkhCdPnuDr60tUVBQHDx4EPu7j+TTxK5VK4uPjMRqN9rampiby8vJYv349o6OjhIeHU1lZ+dPiVavVmEwmCgoKSExMZHh4mKCgINauXWu/dd1oNJKbm0tERATz58/nxIkTrFixwv4dXl5eNDQ0sGvXLrRaLeHh4ZSWlpKamvpdsRUUFPDs2TMyMzNRKBTs3LmTpKSkcUuKE/nWWGRnZ9Pe3s6WLVtwc3MjPT2dnJwcrly5Anzc8/Po0SPOnDlDf38/KpUKvV5PdnY2AElJSTQ2NnL06FFKS0vx8PAgLCyM7du3f1e/hRD/4/bhRy1KCyHEv8jY2BgajYa0tDSKiop+dzhCiF9AKjVCCJfQ29tLU1MTCQkJDA8Pc+rUKSwWCxkZGb87NCHELyIP3xNikry8vCZ83bp163eH91VWq/Wr8X/tacn/Vu7u7tTV1bFo0SKWLl1KZ2cnLS0taDQal+yvEGI8WX4SYpK6u7snbAsMDHTqluvfZXR0lJ6engnbJ7q76f/Vf62/QvxXSVIjhBBCCJcgy09CCCGEcAmS1AghhBDCJUhSI4QQQgiXIEmNEEIIIVyCJDVCCCGEcAmS1AghhBDCJUhSI4QQQgiX8DegyJ6lVgat8QAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -1823,7 +4082,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 13,
    "id": "7e31a015",
    "metadata": {},
    "outputs": [
@@ -1856,9 +4115,9 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Results</th>\n",
-       "      <td>0.462502</td>\n",
-       "      <td>0.498737</td>\n",
-       "      <td>0.341062</td>\n",
+       "      <td>0.148178</td>\n",
+       "      <td>0.181433</td>\n",
+       "      <td>0.132365</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1866,16 +4125,16 @@
       ],
       "text/plain": [
        "         User LLM flesch_reading_ease similarities Pearson  \\\n",
-       "Results                                           0.462502   \n",
+       "Results                                           0.148178   \n",
        "\n",
        "         User LLM flesch_reading_ease similarities Spearman  \\\n",
-       "Results                                           0.498737    \n",
+       "Results                                           0.181433    \n",
        "\n",
        "         User LLM flesch_reading_ease similarities Kendall Tau  \n",
-       "Results                                           0.341062      "
+       "Results                                           0.132365      "
       ]
      },
-     "execution_count": 124,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2920,13 +5179,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": 14,
    "id": "d7369a9d",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -2950,7 +5209,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 133,
+   "execution_count": 15,
    "id": "8d3b6e03",
    "metadata": {},
    "outputs": [
@@ -2983,9 +5242,9 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Results</th>\n",
-       "      <td>0.047358</td>\n",
-       "      <td>0.038695</td>\n",
-       "      <td>0.029091</td>\n",
+       "      <td>-0.091654</td>\n",
+       "      <td>-0.080728</td>\n",
+       "      <td>-0.060718</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -2993,16 +5252,16 @@
       ],
       "text/plain": [
        "         User LLM assessment-weighted similarities Pearson  \\\n",
-       "Results                                           0.047358   \n",
+       "Results                                          -0.091654   \n",
        "\n",
        "         User LLM assessment-weighted similarities Spearman  \\\n",
-       "Results                                            0.038695   \n",
+       "Results                                          -0.080728    \n",
        "\n",
        "         User LLM assessment-weighted similarities Kendall Tau  \n",
-       "Results                                               0.029091  "
+       "Results                                          -0.060718      "
       ]
      },
-     "execution_count": 133,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3030,7 +5289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 134,
+   "execution_count": 137,
    "id": "055306be",
    "metadata": {},
    "outputs": [],
@@ -3556,7 +5815,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 138,
+   "execution_count": 55,
    "id": "2296aaa6",
    "metadata": {},
    "outputs": [
@@ -3595,63 +5854,63 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
-       "      <td>188</td>\n",
-       "      <td>74</td>\n",
-       "      <td>188</td>\n",
-       "      <td>0.651989</td>\n",
-       "      <td>0.801564</td>\n",
-       "      <td>38.18</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>23</td>\n",
+       "      <td>19</td>\n",
+       "      <td>67</td>\n",
+       "      <td>0.310171</td>\n",
+       "      <td>0.710414</td>\n",
+       "      <td>73.64</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
        "      <td>5</td>\n",
-       "      <td>257</td>\n",
-       "      <td>89</td>\n",
-       "      <td>145</td>\n",
-       "      <td>0.669191</td>\n",
-       "      <td>0.885096</td>\n",
-       "      <td>48.90</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>52</td>\n",
+       "      <td>60</td>\n",
+       "      <td>61</td>\n",
+       "      <td>0.835050</td>\n",
+       "      <td>0.849662</td>\n",
+       "      <td>54.90</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>52</td>\n",
-       "      <td>52</td>\n",
-       "      <td>52</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>91.67</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24</td>\n",
+       "      <td>49</td>\n",
+       "      <td>57</td>\n",
+       "      <td>0.635199</td>\n",
+       "      <td>0.742069</td>\n",
+       "      <td>66.87</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>133</td>\n",
-       "      <td>69</td>\n",
-       "      <td>70</td>\n",
-       "      <td>0.820021</td>\n",
-       "      <td>0.887233</td>\n",
-       "      <td>55.61</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>51</td>\n",
+       "      <td>0.732707</td>\n",
+       "      <td>0.904383</td>\n",
+       "      <td>68.26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
+       "      <td>3</td>\n",
        "      <td>4</td>\n",
-       "      <td>96</td>\n",
-       "      <td>73</td>\n",
-       "      <td>96</td>\n",
-       "      <td>0.846647</td>\n",
-       "      <td>0.874647</td>\n",
-       "      <td>20.95</td>\n",
+       "      <td>4</td>\n",
+       "      <td>49</td>\n",
+       "      <td>58</td>\n",
+       "      <td>66</td>\n",
+       "      <td>0.203804</td>\n",
+       "      <td>0.688146</td>\n",
+       "      <td>43.59</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -3666,19 +5925,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>249</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0.260556</td>\n",
-       "      <td>0.486935</td>\n",
-       "      <td>114.09</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>250</th>\n",
+       "      <th>489</th>\n",
        "      <td>4</td>\n",
        "      <td>5</td>\n",
        "      <td>3</td>\n",
@@ -3690,90 +5937,102 @@
        "      <td>83.26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>251</th>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>56</td>\n",
-       "      <td>52</td>\n",
-       "      <td>56</td>\n",
-       "      <td>0.867364</td>\n",
-       "      <td>0.936773</td>\n",
-       "      <td>68.72</td>\n",
+       "      <th>490</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0.260556</td>\n",
+       "      <td>0.516522</td>\n",
+       "      <td>114.09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>252</th>\n",
+       "      <th>491</th>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>79</td>\n",
+       "      <td>82</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0.473939</td>\n",
+       "      <td>0.816780</td>\n",
+       "      <td>73.64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>53</td>\n",
+       "      <td>0.883128</td>\n",
+       "      <td>0.863685</td>\n",
+       "      <td>94.71</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "      <td>3</td>\n",
-       "      <td>41</td>\n",
        "      <td>74</td>\n",
-       "      <td>41</td>\n",
-       "      <td>0.102140</td>\n",
-       "      <td>0.665948</td>\n",
-       "      <td>83.75</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>253</th>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>67</td>\n",
-       "      <td>67</td>\n",
-       "      <td>67</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>71.04</td>\n",
+       "      <td>74</td>\n",
+       "      <td>62</td>\n",
+       "      <td>0.833634</td>\n",
+       "      <td>0.852515</td>\n",
+       "      <td>60.36</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>254 rows × 9 columns</p>\n",
+       "<p>494 rows × 9 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "     user_assessment  llm_assessment  user_llm_assessment  \\\n",
-       "0                  3               5                    3   \n",
-       "1                  3               4                    5   \n",
-       "2                  5               5                    5   \n",
-       "3                  4               5                    5   \n",
-       "4                  5               5                    4   \n",
+       "0                  2               2                    4   \n",
+       "1                  5               5                    3   \n",
+       "2                  1               1                    3   \n",
+       "3                  1               2                    3   \n",
+       "4                  3               4                    4   \n",
        "..               ...             ...                  ...   \n",
-       "249                1               1                    1   \n",
-       "250                4               5                    3   \n",
-       "251                3               5                    4   \n",
-       "252                3               4                    3   \n",
-       "253                5               4                    5   \n",
+       "489                4               5                    3   \n",
+       "490                1               1                    1   \n",
+       "491                3               4                    2   \n",
+       "492                4               4                    4   \n",
+       "493                3               4                    3   \n",
        "\n",
        "     original_alt_text_length  user_alt_text_length  llm_alt_text_length  \\\n",
-       "0                         188                    74                  188   \n",
-       "1                         257                    89                  145   \n",
-       "2                          52                    52                   52   \n",
-       "3                         133                    69                   70   \n",
-       "4                          96                    73                   96   \n",
+       "0                          23                    19                   67   \n",
+       "1                          52                    60                   61   \n",
+       "2                          24                    49                   57   \n",
+       "3                          23                    58                   51   \n",
+       "4                          49                    58                   66   \n",
        "..                        ...                   ...                  ...   \n",
-       "249                         0                    20                   11   \n",
-       "250                        75                    75                   75   \n",
-       "251                        56                    52                   56   \n",
-       "252                        41                    74                   41   \n",
-       "253                        67                    67                   67   \n",
+       "489                        75                    75                   75   \n",
+       "490                         0                    20                   11   \n",
+       "491                        79                    82                   69   \n",
+       "492                        48                    48                   53   \n",
+       "493                        74                    74                   62   \n",
        "\n",
        "     lexical_similarity  bert_score_similarity  flesch_reading_ease  \n",
-       "0              0.651989               0.801564                38.18  \n",
-       "1              0.669191               0.885096                48.90  \n",
-       "2              1.000000               1.000000                91.67  \n",
-       "3              0.820021               0.887233                55.61  \n",
-       "4              0.846647               0.874647                20.95  \n",
+       "0              0.310171               0.710414                73.64  \n",
+       "1              0.835050               0.849662                54.90  \n",
+       "2              0.635199               0.742069                66.87  \n",
+       "3              0.732707               0.904383                68.26  \n",
+       "4              0.203804               0.688146                43.59  \n",
        "..                  ...                    ...                  ...  \n",
-       "249            0.260556               0.486935               114.09  \n",
-       "250            1.000000               1.000000                83.26  \n",
-       "251            0.867364               0.936773                68.72  \n",
-       "252            0.102140               0.665948                83.75  \n",
-       "253            1.000000               1.000000                71.04  \n",
+       "489            1.000000               1.000000                83.26  \n",
+       "490            0.260556               0.516522               114.09  \n",
+       "491            0.473939               0.816780                73.64  \n",
+       "492            0.883128               0.863685                94.71  \n",
+       "493            0.833634               0.852515                60.36  \n",
        "\n",
-       "[254 rows x 9 columns]"
+       "[494 rows x 9 columns]"
       ]
      },
-     "execution_count": 138,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3791,6 +6050,7 @@
     "#df=df[[\"user_assessment\",\"llm_assessment\",\"user_llm_assessment\",\"original_alt_text_length\",\"user_alt_text_length\",\"llm_alt_text_length\",\"lexical_similarity\",\"bert_score_similarity\"]]\n",
     "\n",
     "#senza semantic (the best) -se considero quelle con allineamneto linguistico dove vale lexical sim- ##########\n",
+    "# se anche considero il testo tradotto in italiano i risultati non sono comunque buoni\n",
     "df=df[[\"user_assessment\",\"llm_assessment\",\"user_llm_assessment\",\"original_alt_text_length\",\"user_alt_text_length\",\"llm_alt_text_length\",\"lexical_similarity\",\"bert_score_similarity\",\"flesch_reading_ease\"]]\n",
     "\n",
     "\n",
@@ -3810,6 +6070,9 @@
     "# versione senza info utente\n",
     "#df=df[[\"llm_assessment\",\"original_alt_text_length\",\"llm_alt_text_length\",\"flesch_reading_ease\",\"user_llm_assessment\"]]\n",
     "\n",
+    "# quello con CLIP su testo generato da LLM - risultati pessimi\n",
+    "#df=df[[\"user_assessment\",\"llm_assessment\",\"user_llm_assessment\",\"original_alt_text_length\",\"user_alt_text_length\",\"llm_alt_text_length\",\"lexical_similarity\",\"bert_score_similarity\",\"flesch_reading_ease\",\"clip_score_user\",\"clip_score_llm_ita\"]]\n",
+    "#df=df[[\"user_llm_assessment\",\"llm_alt_text_length\",\"lexical_similarity\",\"bert_score_similarity\",\"semantic_similarity\",\"flesch_reading_ease\",\"clip_score_llm_ita\"]]\n",
     "\n",
     "\n",
     "df"
@@ -3817,7 +6080,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 139,
+   "execution_count": 56,
    "id": "1778f14c",
    "metadata": {},
    "outputs": [],
@@ -3838,7 +6101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": 57,
    "id": "516fe71e",
    "metadata": {},
    "outputs": [
@@ -3846,38 +6109,38 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Dataset shape: (254, 9)\n",
+      "Dataset shape: (494, 9)\n",
       "\n",
       "Class distribution:\n",
       "user_llm_assessment\n",
-      "1     11\n",
-      "2     39\n",
-      "3    115\n",
-      "4     74\n",
-      "5     15\n",
+      "1     21\n",
+      "2     66\n",
+      "3    214\n",
+      "4    141\n",
+      "5     52\n",
       "Name: count, dtype: int64\n",
       "\n",
       "Dataset info:\n",
       "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 254 entries, 0 to 253\n",
+      "RangeIndex: 494 entries, 0 to 493\n",
       "Data columns (total 9 columns):\n",
       " #   Column                    Non-Null Count  Dtype  \n",
       "---  ------                    --------------  -----  \n",
-      " 0   user_assessment           254 non-null    int64  \n",
-      " 1   llm_assessment            254 non-null    int64  \n",
-      " 2   user_llm_assessment       254 non-null    int64  \n",
-      " 3   original_alt_text_length  254 non-null    int64  \n",
-      " 4   user_alt_text_length      254 non-null    int64  \n",
-      " 5   llm_alt_text_length       254 non-null    int64  \n",
-      " 6   lexical_similarity        254 non-null    float64\n",
-      " 7   bert_score_similarity     254 non-null    float64\n",
-      " 8   flesch_reading_ease       254 non-null    float64\n",
+      " 0   user_assessment           494 non-null    int64  \n",
+      " 1   llm_assessment            494 non-null    int64  \n",
+      " 2   user_llm_assessment       494 non-null    int64  \n",
+      " 3   original_alt_text_length  494 non-null    int64  \n",
+      " 4   user_alt_text_length      494 non-null    int64  \n",
+      " 5   llm_alt_text_length       494 non-null    int64  \n",
+      " 6   lexical_similarity        494 non-null    float64\n",
+      " 7   bert_score_similarity     494 non-null    float64\n",
+      " 8   flesch_reading_ease       494 non-null    float64\n",
       "dtypes: float64(3), int64(6)\n",
-      "memory usage: 18.0 KB\n",
+      "memory usage: 34.9 KB\n",
       "None\n",
       "\n",
-      "Training set size: 203\n",
-      "Test set size: 51\n"
+      "Training set size: 395\n",
+      "Test set size: 99\n"
      ]
     }
    ],
@@ -3893,7 +6156,7 @@
     "y = df['user_llm_assessment']\n",
     "\n",
     "# Split the data\n",
-    "X_train, X_test, y_train, y_test = train_test_split(\n",
+    "X_train, X_test, y_train, y_test = train_test_split(# cambiando random state cambia di molto\n",
     "    X, y, test_size=0.2, random_state=42, stratify=y\n",
     ")\n",
     "\n",
@@ -3919,7 +6182,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 58,
    "id": "2561ec13",
    "metadata": {},
    "outputs": [
@@ -3933,25 +6196,25 @@
       "============================================================\n",
       "\n",
       "Random Forest - Overall Metrics:\n",
-      "Train Accuracy: 0.5468\n",
-      "Test Accuracy:  0.4314\n",
-      "Train F1 (Macro): 0.3355\n",
-      "Test F1 (Macro):  0.1551\n",
-      "Train F1 (Weighted): 0.4631\n",
-      "Test F1 (Weighted):  0.3007\n",
+      "Train Accuracy: 0.5266\n",
+      "Test Accuracy:  0.4747\n",
+      "Train F1 (Macro): 0.2993\n",
+      "Test F1 (Macro):  0.2861\n",
+      "Train F1 (Weighted): 0.4418\n",
+      "Test F1 (Weighted):  0.3987\n",
       "\n",
       "Random Forest - Detailed Classification Report (Test Set):\n",
       "              precision    recall  f1-score   support\n",
       "\n",
-      "     Class 1     0.0000    0.0000    0.0000         2\n",
-      "     Class 2     0.2500    0.1250    0.1667         8\n",
-      "     Class 3     0.4565    0.9130    0.6087        23\n",
-      "     Class 4     0.0000    0.0000    0.0000        15\n",
-      "     Class 5     0.0000    0.0000    0.0000         3\n",
+      "     Class 1     1.0000    0.2500    0.4000         4\n",
+      "     Class 2     0.0000    0.0000    0.0000        13\n",
+      "     Class 3     0.4857    0.7907    0.6018        43\n",
+      "     Class 4     0.4286    0.4286    0.4286        28\n",
+      "     Class 5     0.0000    0.0000    0.0000        11\n",
       "\n",
-      "    accuracy                         0.4314        51\n",
-      "   macro avg     0.1413    0.2076    0.1551        51\n",
-      "weighted avg     0.2451    0.4314    0.3007        51\n",
+      "    accuracy                         0.4747        99\n",
+      "   macro avg     0.3829    0.2939    0.2861        99\n",
+      "weighted avg     0.3726    0.4747    0.3987        99\n",
       "\n",
       "\n",
       "============================================================\n",
@@ -3959,84 +6222,42 @@
       "============================================================\n",
       "\n",
       "Gradient Boosting - Overall Metrics:\n",
-      "Train Accuracy: 0.6256\n",
-      "Test Accuracy:  0.5882\n",
-      "Train F1 (Macro): 0.5457\n",
-      "Test F1 (Macro):  0.5110\n",
-      "Train F1 (Weighted): 0.5715\n",
-      "Test F1 (Weighted):  0.5445\n",
+      "Train Accuracy: 0.5443\n",
+      "Test Accuracy:  0.4646\n",
+      "Train F1 (Macro): 0.4264\n",
+      "Test F1 (Macro):  0.2091\n",
+      "Train F1 (Weighted): 0.4623\n",
+      "Test F1 (Weighted):  0.3487\n",
       "\n",
       "Gradient Boosting - Detailed Classification Report (Test Set):\n",
       "              precision    recall  f1-score   support\n",
       "\n",
-      "     Class 1     1.0000    0.5000    0.6667         2\n",
-      "     Class 2     0.5000    0.1250    0.2000         8\n",
-      "     Class 3     0.5526    0.9130    0.6885        23\n",
-      "     Class 4     1.0000    0.3333    0.5000        15\n",
-      "     Class 5     0.4000    0.6667    0.5000         3\n",
+      "     Class 1     0.0000    0.0000    0.0000         4\n",
+      "     Class 2     0.0000    0.0000    0.0000        13\n",
+      "     Class 3     0.4556    0.9535    0.6165        43\n",
+      "     Class 4     1.0000    0.1071    0.1935        28\n",
+      "     Class 5     0.3333    0.1818    0.2353        11\n",
       "\n",
-      "    accuracy                         0.5882        51\n",
-      "   macro avg     0.6905    0.5076    0.5110        51\n",
-      "weighted avg     0.6845    0.5882    0.5445        51\n",
+      "    accuracy                         0.4646        99\n",
+      "   macro avg     0.3578    0.2485    0.2091        99\n",
+      "weighted avg     0.5177    0.4646    0.3487        99\n",
       "\n",
       "\n",
       "============================================================\n",
       "Training Logistic Regression...\n",
-      "============================================================\n",
-      "\n",
-      "Logistic Regression - Overall Metrics:\n",
-      "Train Accuracy: 0.4631\n",
-      "Test Accuracy:  0.5294\n",
-      "Train F1 (Macro): 0.3325\n",
-      "Test F1 (Macro):  0.3889\n",
-      "Train F1 (Weighted): 0.4042\n",
-      "Test F1 (Weighted):  0.4787\n",
-      "\n",
-      "Logistic Regression - Detailed Classification Report (Test Set):\n",
-      "              precision    recall  f1-score   support\n",
-      "\n",
-      "     Class 1     1.0000    0.5000    0.6667         2\n",
-      "     Class 2     0.2500    0.1250    0.1667         8\n",
-      "     Class 3     0.5000    0.8696    0.6349        23\n",
-      "     Class 4     0.8333    0.3333    0.4762        15\n",
-      "     Class 5     0.0000    0.0000    0.0000         3\n",
-      "\n",
-      "    accuracy                         0.5294        51\n",
-      "   macro avg     0.5167    0.3656    0.3889        51\n",
-      "weighted avg     0.5490    0.5294    0.4787        51\n",
-      "\n",
-      "\n",
-      "============================================================\n",
-      "Training SVM...\n",
-      "============================================================\n",
-      "\n",
-      "SVM - Overall Metrics:\n",
-      "Train Accuracy: 0.5468\n",
-      "Test Accuracy:  0.4706\n",
-      "Train F1 (Macro): 0.3196\n",
-      "Test F1 (Macro):  0.1684\n",
-      "Train F1 (Weighted): 0.4517\n",
-      "Test F1 (Weighted):  0.3448\n",
-      "\n",
-      "SVM - Detailed Classification Report (Test Set):\n",
-      "              precision    recall  f1-score   support\n",
-      "\n",
-      "     Class 1     0.0000    0.0000    0.0000         2\n",
-      "     Class 2     0.0000    0.0000    0.0000         8\n",
-      "     Class 3     0.4583    0.9565    0.6197        23\n",
-      "     Class 4     0.6667    0.1333    0.2222        15\n",
-      "     Class 5     0.0000    0.0000    0.0000         3\n",
-      "\n",
-      "    accuracy                         0.4706        51\n",
-      "   macro avg     0.2250    0.2180    0.1684        51\n",
-      "weighted avg     0.4028    0.4706    0.3448        51\n",
-      "\n"
+      "============================================================\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
+      "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n",
+      "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n",
+      "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n",
       "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
       "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n",
       "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
@@ -4044,13 +6265,67 @@
       "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
       "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n",
       "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:1272: FutureWarning: 'multi_class' was deprecated in version 1.5 and will be removed in 1.8. From then on, it will always use 'multinomial'. Leave it to its default value to avoid this warning.\n",
-      "  warnings.warn(\n",
-      "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
-      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n",
-      "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
-      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n",
-      "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
-      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Logistic Regression - Overall Metrics:\n",
+      "Train Accuracy: 0.4835\n",
+      "Test Accuracy:  0.4343\n",
+      "Train F1 (Macro): 0.3170\n",
+      "Test F1 (Macro):  0.2389\n",
+      "Train F1 (Weighted): 0.4245\n",
+      "Test F1 (Weighted):  0.3849\n",
+      "\n",
+      "Logistic Regression - Detailed Classification Report (Test Set):\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "     Class 1     0.0000    0.0000    0.0000         4\n",
+      "     Class 2     0.5000    0.0769    0.1333        13\n",
+      "     Class 3     0.4853    0.7674    0.5946        43\n",
+      "     Class 4     0.4000    0.2857    0.3333        28\n",
+      "     Class 5     0.2500    0.0909    0.1333        11\n",
+      "\n",
+      "    accuracy                         0.4343        99\n",
+      "   macro avg     0.3271    0.2442    0.2389        99\n",
+      "weighted avg     0.4173    0.4343    0.3849        99\n",
+      "\n",
+      "\n",
+      "============================================================\n",
+      "Training SVM...\n",
+      "============================================================\n",
+      "\n",
+      "SVM - Overall Metrics:\n",
+      "Train Accuracy: 0.5468\n",
+      "Test Accuracy:  0.4545\n",
+      "Train F1 (Macro): 0.3966\n",
+      "Test F1 (Macro):  0.1599\n",
+      "Train F1 (Weighted): 0.4731\n",
+      "Test F1 (Weighted):  0.3197\n",
+      "\n",
+      "SVM - Detailed Classification Report (Test Set):\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "     Class 1     0.0000    0.0000    0.0000         4\n",
+      "     Class 2     0.0000    0.0000    0.0000        13\n",
+      "     Class 3     0.4516    0.9767    0.6176        43\n",
+      "     Class 4     0.6000    0.1071    0.1818        28\n",
+      "     Class 5     0.0000    0.0000    0.0000        11\n",
+      "\n",
+      "    accuracy                         0.4545        99\n",
+      "   macro avg     0.2103    0.2168    0.1599        99\n",
+      "weighted avg     0.3659    0.4545    0.3197        99\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
       "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
       "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n",
       "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1731: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
@@ -4116,7 +6391,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 142,
+   "execution_count": 59,
    "id": "fcbb2c50",
    "metadata": {},
    "outputs": [
@@ -4129,15 +6404,15 @@
       "MODEL COMPARISON SUMMARY\n",
       "================================================================================\n",
       "              Model  Train Accuracy  Test Accuracy  Train F1 (Macro)  Test F1 (Macro)  Train F1 (Weighted)  Test F1 (Weighted)\n",
-      "      Random Forest        0.546798       0.431373          0.335462         0.155072             0.463144            0.300654\n",
-      "  Gradient Boosting        0.625616       0.588235          0.545717         0.511038             0.571459            0.544498\n",
-      "Logistic Regression        0.463054       0.529412          0.332533         0.388889             0.404156            0.478680\n",
-      "                SVM        0.546798       0.470588          0.319570         0.168388             0.451666            0.344840\n"
+      "      Random Forest        0.526582       0.474747          0.299271         0.286068             0.441799            0.398749\n",
+      "  Gradient Boosting        0.544304       0.464646          0.426401         0.209077             0.462273            0.348675\n",
+      "Logistic Regression        0.483544       0.434343          0.317002         0.238919             0.424477            0.384858\n",
+      "                SVM        0.546835       0.454545          0.396600         0.159893             0.473069            0.319694\n"
      ]
     },
     {
      "data": {
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xd9/xNZ6P/8ffJzsRSWwJrb1HqVq1VY2i9uogNh+qZlHUakWtUjVqR+1Ze9WsVZQUpWpvMZMgkUhy//7wy/k6khCaOCfxej4e59Ge677Pfa77jHhf17nu69LJkyclSX/99Zd8fHz0+PFjLoNCops+fbr8/f21evVq7dixQ4cPH9bFixf15Zdf6uzZs6pevbq++OILPXr0SBMnTrR2dfEGsLOzU9WqVXX//n399ttvcnZ21ocffqhx48bpr7/+UvXq1SVJ//vf/7R69Wq1atXKyjUGEB+yOWwJ2RzJAdkctoRcnnIxncsbLiYQ7dmzR7///rtu3bqlatWqqVatWrp27ZrOnTun8uXLm/f78ssvdf36dc2dO1cuLi7Wrj5SuOXLl2v9+vXKmjWrhg4dKkk6deqUJkyYoH379qljx47q1KmTxWMCAwM1YsQIzZs3T7t27Yo1ygB4WatXr9YHH3ygVKlSmcu+/PJLBQYGatGiRebLP2/evKn33ntPVapUMS8Ys3//fpUqVYoRV3htunbtqh07dmjLli3y9vZWRESEtmzZol69eilLlizaunWrJCkyMlIODlyQCNgasjlsGdkctoBsjuSCXJ7y8JfjDWcymbRixQrVq1dPe/fuVVBQkGrXrq3+/fsrXbp0Kl++vCTp2LFj+vrrr+Xv76+BAwcS0pHofH19NXDgQElPRrxcvnxZ06ZN08qVK3Xt2jXzfvny5dOXX36psmXLaubMmRo9erR529WrV7VkyRLt3btXW7duJaTjP/Pz89P06dPl5uZmLouOjta1a9cUEhIi6cnln48ePTLPVbt161ZdvnxZklSmTBnZ2dnFudgRkFie/nx99NFHevTokf766y9JkpOTk6pXr66xY8fq5s2b5ktECeqAbSKbw1aQzWGLyOawdeTyFM7AG+2ff/4xsmXLZvz888+GYRjGgwcPDEdHR6Nfv37mfQICAoyWLVsahQsXNgICAqxVVaRgYWFhxuLFi42IiAiL8r179xoNGjQw3n77bWPp0qUW206dOmW0aNHC8PX1NaKjo83l165dM+7cufNa6o03w+PHjw3DMIzDhw8b9+7dMwzDMFatWmW4uroa/v7+FvsuWLDAKFasmBEUFPS6q4k3zPXr140jR47Eua1y5cpG5cqVLcoiIiKM5cuXGyVLljQuXrz4GmoI4FWQzWELyOawZWRz2Bpy+ZuDTvQ33B9//GFUrFjRMAzDOHPmjJElSxajQ4cO5u2XLl0yDMMwDh48aFy5csUqdUTK9nTINgzDmDp1qvHxxx+by/ft22c0atTIqFy5srFixQqLfS9dumRERUUZhmGY/wsklsjISPP/r1692kibNq0xZcoUIyQkxHj48KHRvXt3I0eOHMa0adOMhw8fGteuXTNq165t1KlTJ9bnGkhMwcHBRq5cuYw8efIYn332mfH3338bISEh5u0bN240cubMaWzYsMEwjP/7+xgREWE8ePDAKnUGkDBkc1gb2Ry2imwOW0Quf7Mwncsbxvj/U+Bv3rxZBw4cUFRUlC5fvqw//vhDH374oWrXrq3JkydLknbu3KnOnTvr6tWreu+995QlSxZrVh0plPHMsgyPHz/WuXPn1Lp1axmGoTJlyqh79+5Kly6dJkyYoF9//dW871tvvWW+HI957ZCYoqOjZW9vb75ft25d1a5dWxMmTNCiRYvk6OioXr16qXnz5vriiy+UL18+VapUSdevX9eKFStkMpm4TBRJ4sKFC9q+fbt69+6tPn366MCBA/r444/VtGlT7d69Ww8ePFClSpWUOnVqrV+/XtKTxY0Mw5Cjo6PF/KEArI9sDltDNoctIpvDFpHL3zz8y/aGMZlM2r17txo2bKhTp04pT548KlSokKpWraoyZcro559/NgeejRs3KjQ0VM7OzlauNVKqvXv36urVq5Kknj176ueff1a7du3UpUsXHT16VC1btpRhGCpfvrx69OihjBkzasCAAdq1a5fFcQjpSExPN/yWLl2qTZs2SZLmzp2rcuXK6fvvv5e/v78yZMigESNGKCAgQKNHj9b48eN14MABOTo6KjIyks8lEt2xY8f04Ycfavbs2cqbN6/at2+vEydOqEePHnJyclKVKlXUpEkT/frrr+rZs6fmzp1rnoPRZDJZufYA4kI2hy0hm8MWkc1hi8jlbyZmr3/DXLx4UevXr9fXX3+tzz//XNKTX3HPnTsnJycn/f333woLC9OSJUs0ffp07dq1S+nTp7dyrZHSREdH6969eypfvryaNGmi1KlTa9myZdq1a5dcXFzMAX369Olq2bKlOSCFh4dr27ZtKleunLVPASmUYRjmgN23b18tX75cnTp1UrFixZQpUybNmDFDrVu31siRI2UYhho3bqz8+fMrf/785mNERUWxOAwS3T///KNKlSqpY8eO+uKLL+Tj4yPpyeJZXbp0UZcuXbR8+XJt3rxZbdu2VcaMGRUSEqKtW7eqSJEiNBwBG0U2hy0gm8NWkc1hi8jlby6T8ez1Wkix/vnnH7Vp00bXrl1T37591blzZ/O2sWPHau3atdq1a5eKFCkie3t7zZw5U8WKFbNehZHiXbp0Sfnz55dhGFq5cqVq1qwpwzBkMpkUGhoqf39/zZgxQ0WKFNHs2bMtfrGNioqyuKQPSEwjR440/12MWTX9ae3bt9fvv/+uTp06qUOHDnJzc7NCLfGmePTokVq2bKmMGTPqp59+Mpc/fvxYN27c0MOHD82NxdDQUAUGBmrMmDEKCAgwj44BYHvI5rA1ZHPYKrI5bAW5/M3Gzx9vkPz586tUqVIKCQnRpk2bFBwcbN7Wq1cvrV69Wnv37tXq1au1efNmQjqSRMxcdJGRkQoJCTFfkvzLL7/o/Pnz5jDu5uamli1bqn379tq0aZO+/fZbSf83TyMhHUnBMAzdvXtX27Zt0+jRo1W6dGlduHBB69evV9OmTdWrVy9FRkZq+vTpKlCggPbv3y9XV1drVxspnIODg27cuGExqmrTpk366quvVLhwYX300UeqWrWqDMOQm5ubcuTIofHjx2vLli0EdcCGkc1hC8jmsGVkc9gacvmbjZHoKVjMqIFn9e3bV2vXrlWzZs3UrVs3eXl5vf7K4Y309Hx2hw8f1rvvvitJOnXqlN59913Vrl1bo0aNUvbs2S0et3btWtWqVYtwjiQR1+JXVatWVerUqdWxY0dNmTJF9+7dk4+PjzZu3KhmzZpp+vTpFo+N7+8tkBhCQkJUunRpVahQQb169dKKFSvk7++vwoULq2LFinJ3d5efn58+/vhjjR07lgXdABtFNoetIZvDFpHNYcvI5W82JoZKoWL+0fjjjz+0Z88eOTk5KUeOHKpdu7a+//57RUZGatWqVTKZTPriiy/k5eXFPzRIUk//4zFw4EBt27ZNXbp0Uf369ZUvXz7t3r1b5cuXl729vYYPH67cuXOrXr16atiwoVq1aiWJy0SR+J7+XK5Zs0YeHh6qVKmSWrdurWnTpqlJkybq3r27atasqQoVKmjYsGH6+++/FR4eLmdnZ9nZ2RGMkOQ8PDw0adIk1ahRQ5s3b9bdu3c1evRoffDBB8qdO7ceP36sxYsX686dO5JY0A2wRWRz2BqyOWwR2Ry2jlz+ZmMkegoUE7iXL1+u1q1bq1ixYgoKCtLJkyf1xRdfaNy4cZKkHj16aN++fapcubL69+8vT09PK9ccb4IBAwZo2rRpWrhwod577z2LRuKhQ4dUrVo15c+fX2FhYYqIiNDRo0fl6Oho7WojBXq6c6Jv375auXKlunfvLl9fX9nb2ysyMlKBgYHKmTOn+TFVqlRR0aJFNWHCBGtVG2+wy5cv6+bNm8qWLZvFwoLR0dFq3ry58uXLp2HDhkkSHW+ADSGbw5aRzWEryOZITsjlbyY60VOAuH5pPXPmjCpWrKhBgwapc+fOunfvnjZv3qw2bdqoc+fOGjNmjCSpY8eO+vfff7V06VKLLz6QFAICAtSiRQvNmDFD5cqVU1BQkK5fv64tW7bo/fff13vvvafjx49r6dKlcnBwUP/+/eXg4KDIyEhWVEeS8fPz0w8//KCVK1eqbNmysf6e3r9/X0eOHNGIESN0/fp1/fnnn3weYTMiIiI0fPhwzZo1Szt27FCePHmsXSXgjUc2R3JBNoctIpsjuSKXp3z8pUnmYkL6sWPHdO3aNdWoUUOSdOfOHaVOnVp169aVJKVJk0bNmjVTVFSU2rVrZ17s4Oeff9bNmzcJ6Xgt3N3dFR4errt37+ro0aOaOnWqtm7dKsMw1L17d+3fv1+lSpVSwYIFzWGJkI6kdPv2bW3YsEFjxoxRuXLldOnSJZ06dUoLFy6Uj4+Pvv32Wx04cED+/v5ydHTUoUOHaDzCZsybN08HDx7U4sWLtWHDBoI6YAPI5khOyOawNWRzJFfk8jcDf2WSsZiQfvToURUrVkxDhw41B3U3NzedPXtW//77r7JmzWq+NKpy5cry9vbW9evXzcfJmDGjtU4BKVhco7CcnJxUvHhx9e3bV+fPn1ebNm00YsQIffjhh6pSpYp27typUqVKWTyOMISk5OnpKUdHR23btk1p0qTRrFmzdPPmTaVJk0ZLly5VWFiYxo4dq4wZM6pQoUKys7MjpMMmnDp1SjNnzlSaNGm0fft2FShQwNpVAt54ZHPYMrI5kgOyOZIjcvmbg780yVRMCAoICND777+vr7/+WoMGDTJvz58/v2rVqqVJkybJy8vLvNJ6+vTplTZtWj1+/NhaVccb4OmQHhAQoLt376pAgQJ6++23NXXqVB0+fFhubm4qV66c7OzsFB4eLnt7e2XIkMHKNUdKFlfj0dHRUR9//LGWLl2qJk2aqEePHurRo4cqVqyo3r1769atW5KkIkWKmI9BSIctyJcvnxYvXixnZ2fmTQZsANkctoxsDltENkdKQS5/czAnejJ26tQpvfPOO/rmm2/09ddfm8vXrl2rypUra+vWrRo3bpw8PT3VoUMH5ciRQ3PnztXs2bN14MABZc+e3XqVR4r19IIw/fr108KFCxUaGipHR0dVqlRJ/fv3V9GiRSVJYWFhunbtmrp166bAwEDt37+fEIQk8XRInzNnjgICAhQVFaUKFSqoadOmevDggW7cuKHcuXObH1O5cmWVKFFCY8eOtVa1AQDJCNkctohsDltENgeQHNm9eBfYokePHmnIkCFyd3dX2bJlzeXfffedOnfurCtXrqhevXrq3r27XFxcVL9+fTVp0kQrV67Upk2bCOlIMjEhffLkyZo5c6ZmzZqlY8eOafjw4QoJCVH37t11/PhxSZK/v7+6deumkJAQ7du3Tw4ODoqKirJm9ZFCxYT0r776Sv3795fJZFJkZKQ6duyoL7/8Uu7u7sqdO7cePnyoAwcOqEaNGrp3756+//57K9ccAJAckM1hq8jmsEVkcwDJET8rJ1MuLi7q0KGDefVfd3d37d+/X+PGjdP8+fOVP39+SVKDBg1Up04dXbhwQVFRUUqXLh2X5SFJGYah6Oho7dmzR59++qk++OADSVLbtm3l4+OjESNGaPHixSpcuLBKly6ttGnTqlGjRrK3t2c+OySp3377TcuWLdPKlStVpkwZLVmyRHPnzjWPvpKkrVu3at68eXJwcDAvVBQVFSV7e3sr1hwAYOvI5rBVZHPYKrI5gOSG6VySuV27dmncuHE6efKkLl68qB07dqhMmTKKeVtNJpPFJXzA6/LZZ58pIiJCixcvtvj89ejRQ+vXr9fff/9tEcoJQ0hsz86zOG/ePE2ZMkV79uzRihUr5Ovrq9GjR6tjx4568OCBjh07pjJlyujw4cMqXrw4CxUBAF4a2Ry2imwOayObA0jumM4lmYoJ4jELbOTJk0cFCxbUw4cPJckiGBHSkZSio6PjLM+TJ4/27dunI0eOWJSXKFFCGTJkUGhoqEU5IR2J7el5Fo8ePSoPDw9lz55dixcvVqtWrcwhXZJ2796t+fPn6/bt2ypRooTs7OxYqAgAkGBkc9gKsjlsFdkcQHLHSPRk7OlRLL///rvGjh2rkJAQ9enTR7Vq1Yq1D5DYnh5NcPDgQRmGoaioKPNcoJUqVdK1a9c0Y8YM5c2bV6lSpVKDBg3k6empFStWWLPqSMGe/lyOHj1a3377rQ4ePKgHDx6oatWqCgkJ0cSJE9WlSxdJTxbRatiwoby9vTVz5kz+ZgIAXgnZHNZGNoctIpsDSCnoRE/mng7iMZePhoaGqkuXLqpXr56Va4c3Rd++fbVkyRJFRETo0aNHql69uqZOnSo3NzfVqlVLp0+fVmRkpDJlyqSoqCgdOnRIjo6ONCSRpP7++28tX75chQoVUqNGjSRJq1atUoMGDdSrVy9VrFhRbm5uGjlypG7evKk///xTDg4OfC4BAK+MbA5bQDaHLSKbA0ju6ERPhp79R+Tp+7t379Y333yj1KlTa8GCBUqVKpW1qok3xMSJEzV06FCtWbNGrq6uunv3rlq0aKFixYpp06ZNkqS1a9fqzp07cnBwUPPmzVmoCElu9+7dqlixopydneXv76+mTZuaty1YsEDDhg3TvXv3lCNHDmXKlEnLli2To6Mj838CAF4a2Ry2hGwOW0Q2B5AS0Ilu42JC+Pnz53X37l0VLVpUjo6O8e4nSfv27dNbb72lrFmzvu7q4g3Upk0bubm56aeffjKXnTt3TsWKFVO7du00bty4WI8hDCGxPbtQkST98MMP6tWrl/r166ehQ4da/O28deuWHj58KGdnZ2XOnFkmk4nGIwDghcjmsHVkc9gCsjmAlIiFRW2cyWTSihUrVLZsWdWtW1dFixbVr7/+al6k6On9Yn4PKVu2LCEdSS4yMlJRUVE6c+aM7t69ay4PDw9Xzpw5NWjQIO3atUv37t1TVFSUxWMJ6UhMhmGYQ/ovv/yigIAASVKPHj303Xff6fvvv9esWbMsHpMhQwZlz55d3t7eMplMLFQEAEgQsjlsFdkctoJsDiClohPdhhmGoWvXrum7777TwIEDtXHjRhUsWFB9+/bVokWL9ODBA4v9mScMSWnHjh2aMmWKhg0bpqioKDk4OMje3l6+vr7auXOnVq9eLUlydnaWJLm4uMje3l6urq4EcySZ6Oho89++W7duqVWrVhoyZIiOHz8uSerfv7+GDh2qLl26aPr06fEe59mRMgAAPItsDltCNoctIpsDSMn4ac8GxVz+aRiG0qRJowoVKqh169ZKlSqVli9fLl9fX40aNUqS1KxZM7m7u1u5xkjpZsyYoYEDBypv3rw6fvy41qxZo4MHD0p6MrqqcuXKGjNmjCIjI9WwYUPdvn1bGzZsUPbs2c3BHUgKMQG7f//+CgsLU4ECBbRhwwbdv39fEydOVMGCBTVw4EBJUteuXfXgwQP16NHDmlUGACQzZHPYGrI5bBXZHEBKxpzoNmrdunWaM2eOLl26JBcXF61evVqenp7m7a1atdKff/6pzp07y9fXl0WKkGR+/vlndenSRUuXLlXVqlV16dIlVatWTZs2bVKxYsUkSUeOHNGECRO0dOlSeXt7y8nJSU5OTjp48KAcHR1ZUR1JasKECRo2bJjWrVsnd3d3BQUFqXHjxsqfP78mTZqkQoUKSZL69u2rvXv3ateuXXweAQAvhWwOW0E2h60jmwNIqehEt0H79+9X+fLl1aZNGx0/flwnT57U//73P/Xu3Vtp0qQx79ewYUNduXJFW7ZssQjxQGJZsWKFGjdurHXr1qlWrVqSpODgYJUuXVq1a9fWyZMn1aRJEzVu3FiOjo46duyY/vjjD2XMmFGNGjWSvb09C8IgybVu3VrR0dHy9/c3l50/f16lS5dWiRIlNGrUKBUpUkTS/y1yROMRAJBQZHPYCrI5kgOyOYCUin89bcypU6e0fft2jRo1Sj179pQk9ezZU1u2bJGrq6u++OILcyhfsWKFrl27RkhHkggLC9Pq1auVM2dOXbt2zVzeunVrBQcHKyoqSg8ePFCnTp109epVffXVVypZsqRKlixp3jdmfkYgKcTMuXj79m2L8vDwcOXIkUODBg3Sl19+KUdHR02aNElvvfWWJBHSAQAJRjaHrSCbw9aRzQGkdKzWYEPOnTunjh076scff7SYq27cuHEqX768fv31V02aNEn37t0zb/Px8bFGVfEGcHV11TfffKNq1app5syZmjFjhpo1a6Zz585pz549Gj9+vHbt2qVatWpp1qxZCgsLi3UMFi1CYoqOjra4b2dnJ5PJpLZt22rbtm2aPXu2pP9bQMvLy0tt27bV/v379c0331g8BgCAFyGbw5aQzWFryOYA3jR0otuQt99+W1WrVpWLi4tWrVqlhw8fmreNGzdOVapU0cyZMzVz5kwxCw+SmmEYypkzp/r27atChQpp+PDh2rZtmzZt2qScOXMqNDRUklSlShVlypRJkZGRVq4xUrKYSz0lac2aNfrxxx81ZcoUnTx5UvXr11eHDh00fPhwTZs2TZGRkbp586YWL16s0qVLa/r06Vq6dKmOHj1q5bMAACQnZHPYErI5bAnZHMCbiGu5rOjZy5YcHBz09ddfy9XVVQsXLlTfvn01YsQIeXh4SJJGjx4tJycnNWrUiF9rkeRMJpMMw1COHDk0cOBAmUwmHT58WCtWrFDnzp3l5uamyMhIrVmzRrlz51batGmtXWWkYDEh/auvvtKyZcuULVs2eXl5qWvXrtq3b5969Oghd3d3devWTSNGjJBhGPL09FTr1q21c+dOZc6cWenTp7fyWQAAbBnZHLaMbA5bQjYH8CZiYVEriQnpe/fu1Y4dOxQZGakiRYqoQYMGioqK0pgxY7Ry5UqVKFFCfn5+5rAOJJWnRxM8LeazeuHCBX333Xc6fvy4WrZsqc6dO6tu3bo6d+6c/vrrLzk4ODCfHZLUggUL1KtXL61atUqlSpXS3Llz5evrq3nz5umTTz5RVFSUTp06pf3798vT01P16tWTg4ODevfurb1792rt2rU0KAEAcSKbw9aQzWHryOYA3jR0olvR8uXL5evrq5IlSyosLEx//PGHOnbsqLFjx8rZ2Vnff/+9NmzYoJw5c+qnn35S6tSprV1lvAHu378f67MWE8DPnz8vPz8/nThxQhcuXFCqVKl0/PhxOTo6KjIykoWKkCRiGpFDhw7VnTt39OOPP2rFihVq1aqVxo0bp/bt2+v+/fsKCgoyL1AkPVkMbsKECVqwYIF27dqlokWLWvEsAAC2jmwOW0Q2h60hmwN4UzEnupWcP39ePXv21OjRo7Vt2zbt2bNH69ev19y5c9WnTx/Z29urT58+qly5sq5fv24xByOQmLZt26ZFixZJkr744guNHDlSUVFRFvs8ffno119/LR8fHxUsWJCQjiQTHR1t/hzGjMJ6/PixoqKitHLlSrVq1UqjR49W+/btJUkrV67UtGnTzPOBRkRE6MiRI7p//75+//13QjoA4LnI5rAVZHPYIrI5ADAS/bWYPn26ChcurDJlypgvpzt+/Ljq16+vNWvWqECBAuZfc9etW6ePP/5Ya9euVa1atRQVFaWgoCClS5fOymeBlOju3btq3769bty4oQwZMmjLli3av3+/ihQpEuf+MaNeAgMDlSFDBtnZ2RHSkejWrFmjFStW6Nq1a6pZs6Z69OghSfL395efn5+uXLmikSNHqmvXrpKk4OBgtWjRQu+88478/PzMx4mIiNDjx4+VKlUqq5wHAMA2kc1hq8jmsEVkcwB4gpHoScwwDA0dOlRt2rTRn3/+qZjfLEwmk86dO6fLly+b9zMMQ5UrV1bBggV17tw5SZK9vT0hHUkmbdq0GjlypO7evavVq1dr8ODB5pAe1+9rMQ3NTJkyyc7OTtHR0YR0JKpp06apVatWMplMcnJyUq9evTRixAhJUqtWrfTee+/JZDIpffr0OnPmjP7++281b95cgYGBGj58uKT/++w6OTkR0gEAFsjmsGVkc9gasjkA/B860ZNQzMiAc+fOycXFRa1bt9bBgwcVGRmpQoUKqUWLFho6dKgOHDgge3t7mUwmubq6ys3NLc5FZIDEFBNm7OzslDdvXn344YfasGGDFixYIOlJKH/20tFn8TlFYpoxY4a6deummTNnatasWZoxY4beffddzZo1S9euXZMkzZs3T5UrV9a3336rggULql27dgoLC9P+/fvl4OCgqKgoFtACAMSJbA5bRjaHrSGbA4AlpnNJYuHh4XJ2dtaDBw9UrFgxvf322/Lz81Pp0qW1fft2jR07Vjdv3tSAAQOUMWNGrVq1SjNmzNCBAweUM2dOa1cfKVDM5cnPOnr0qEaMGKGrV6/qf//7n1q0aGHedu/ePaVJk+Z1VhNvmBMnTqhIkSJq3bq1ZsyYYS4vVqyYAgMD9fvvv+vx48cqUKCAJOnSpUs6ceKEsmbNqoIFC3L5MgAgQcjmsDVkc9gisjkAxEYnehKKGe2yZMkSbd++Xf/884927typYsWKaebMmSpevLh27typOXPmaN68ecqdO7fs7Ow0b948FS9e3NrVRwoU85mUpDlz5ujq1atKnTq1OnToIBcXFx04cEDjxo1TYGCg2rRpo88//1w1atRQ5cqV1b9/fyvXHinZxYsX9dNPP2nWrFmaMGGCPvvsMzVq1Ei7du1SxYoVFR0drcOHD+u9995TlSpVVK1aNeXPn9/8+PgaoAAAxCCbw9aQzWGryOYAEBud6Ens999/V40aNTRx4kQVLlxYjx8/Vrt27WRvb28RyM+dOycHBwelSpWKeRaRJJ4OMn369NHs2bOVI0cO3bt3T56envr999/l5uamAwcOaNKkSdq+fbtcXV0lPVlsy9HR0ZrVxxvg2rVr+vHHHzV58mS9/fbbcnNz0/z585UnTx7dvXtXFy9e1NixY7Vnzx7lz59fGzZssHaVAQDJDNkctoJsDltHNgcAS3SiJ7Fx48Zp6dKl2rVrlznohISEqGTJknJ3d9fkyZNVokQJLnPCa3Pnzh19+eWX6tu3r3Lnzq0jR46oS5cuCg0N1ZEjR+Tm5qZTp07p7NmzOn/+vDp27CgHBwcux8Nrce3aNU2dOlXjxo3TgAEDzKOsHj9+LEdHR0VGRio0NFTu7u6MbgEAvDSyOWwN2Ry2jGwOAP+Hv3JJJOa3ieDgYAUFBZlDelhYmDw8PPTjjz/qyJEj6tChg44ePWrNquINMm3aNL377ru6efOmvL295erqqrJly2rmzJlyc3PTu+++q7CwMOXLl08fffSRunTpYl4QhpCO18HHx0ft27dXt27d5Ofnp5kzZ0qSOaQ7ODjIw8NDdnZ2L1xcCwCAGGRz2CKyOWwd2RwA/g+d6EkkZm67pk2b6urVq/Lz85Mk8yV4Tk5Oqlu3rpydneXl5WWtauINEh0drfTp0ytjxow6duyYPDw8JD35rBYvXlwzZ86Uu7u7fHx8FB4ebvFYe3t7a1QZKdSLLoB666231LVrV3Xt2lU9e/bUrFmzJClWY5HPJQAgocjmsDVkc9gKsjkAJAw/XyeSmEVhAgIC9Pfffyt//vzKnj27ChUqpL59+2rGjBmKjo7WgAED9ODBA/3222/KkSOHli9fzigCJIlnF3Oxs7NT7dq1lSpVKrVv317Vq1fXjh07JD0J6++++64mTZqkqVOn8plEknn6cxkWFiZXV1eLRbVi+Pj4qGvXrjKZTGrXrp0yZsyoOnXqWKPKAIBkiGwOW0M2hy0imwNAwjEneiJasWKFWrdurQwZMujevXv65JNP1KNHD2XMmFE//fSTRowYoXTp0snd3V1XrlzRtm3bzIsXAYnp6TC0ZcsW3bhxQ+7u7ipVqpSyZMmizZs3q1u3bsqaNat+++23OI8RFRXFaAIkqqc/l6NGjdJff/2lH3/88bkLtl2+fFnr169X27ZtaUACAF4K2Ry2gmwOW0Q2B4CXQyf6fxTzK+3ly5fVpUsX1a1bV59++qnmzJmjefPmKWfOnBo6dKhy5cqls2fPavXq1fL09FTFihWVO3dua1cfKVzfvn21YMEC5cmTR9evX1f69OnVv39/1apVSxs2bFDv3r2VNWtWbd682dpVxRukb9+++uWXXzRgwADVqFEjwX8LWUALAPAiZHPYMrI5bBHZHAAShk70RHDw4EHNnTtXV69e1bRp05Q+fXpJ0ty5czV16lTlyJFDffv2VdGiRa1cU6R0T196N2fOHA0YMEDLly9XmTJlzCuqL1myRHXr1lVkZKR+++03ffLJJ/r88881YcIEK9ceKdXTo1y2bdsmX19fzZs3TxUrVrRyzQAAKRHZHLaCbA5bRDYHgFfDwqKJYMuWLVq8eLH279+voKAgc3nLli3VqVMnXb16VQMHDtSJEyesV0mkaGvWrJEki7nrjh49qvr166tMmTJavny5hg4dqh9++EF169bVw4cPdfv2bVWvXl3r1q3TuHHjrFV1pGD9+vWTJIv5Py9evKj06dOrdOnS5rJnf8uNjo5+PRUEAKRIZHNYG9kctohsDgD/DZ3oieDrr7/W4MGD5erqqnHjxunixYvmbS1bttSnn36qx48fy8vLy3qVRIo1YMAArVixwiLsGIah0NBQFS5cWHv37pWvr6++//57derUSVFRUVq4cKHWrl0rOzs7lS1bVvb29oqKirLiWSCl2blzp44eParIyEiLcjs7O929e1fXr1+3KI+KitK8efMUGBhoEewBAHhZZHNYE9kctohsDgD/HX8NX1JMGAoNDdWDBw/M5V26dFGHDh20f/9+TZgwQZcuXTJva9++vRYtWiQfH5/XXl+kfN27d9e0adNkMpkUEBAg6cmol0KFCqlLly6qVKmSZsyYoU6dOkmSHj58qEWLFlk0KCWxUBESVdmyZbVu3To5ODho6dKl5vJs2bIpPDxcixYt0p07dyQ9+bxGRkZq+vTpmjNnjpVqDABIjsjmsDVkc9gisjkA/Hd0or+EmDnt1q1bp08//VTFixdX3759tX79eklPFuRo0qSJduzYoZ9++kkXLlwwP9bT09NKtUZKNWbMGB07dkwZMmSQo6Ojli1bps8++0w///yzJOmLL75Qu3bt5OTkpJw5c+rmzZs6d+6cmjZtquDgYA0ePNjKZ4CUKioqSk5OTjKZTPr333/l6+urOnXqSJIqV66sDh06aMSIERo1apTWrFmjnTt3qm7durp//7569epl5doDAJILsjlsCdkctopsDgCJg6WUX4LJZNLq1avVokUL9ezZUzVr1tSyZcu0a9cuBQUF6ZNPPlH//v1lb2+vKVOmyMnJSUOGDGHFaiS6HTt2aM6cOTp48KC+/fZb5cmTR2XLllWePHm0cOFCOTg4qG3bturbt6+CgoJUvnx5eXt7K23atHJzc9PevXvl4OCgqKgoRrkgUd2+fdu8gNu2bdtUtWpVzZ07V/3791fdunW1Zs0aDR06VB4eHvr11181YcIEFSxYUOnSpdMff/zB5xIAkGBkc9gKsjlsFdkcABKPyXh21QjE69SpU2rcuLG6du2qjh07KiwsTNmyZVPatGnl5eWlHj16qFmzZpKkH374QfXr11eOHDmsXGukVHPnztWsWbOUIUMGDRkyRIUKFdKNGzfUtWtXXb9+Xe3bt5evr6+kJwtshYWFydPTUxUqVJCdnZ0iIyNpRCJRrVu3TjNnztTYsWM1YcIE/fjjj7p7966cnZ21YcMG9e7dW4UKFTIvtnXz5k0FBwfL0dFR2bJlM186yucSAJAQZHPYErI5bA3ZHAASF53ocYi5NPRZly5d0uTJk/XVV18pNDRUlSpVUs2aNdW2bVs1btxYXl5e6tKli9q2bWuFWuNNERERIScnJ0nS5MmTtWLFCqVNm1bfffed8uTJo+vXr+uLL77QjRs35Ovrq3bt2sU6RnR0NAvEINHt27dPTZo0kYeHhwIDA7Vz504VLlxYkvTo0SOtX79evXv3VpEiRbRq1apYj+dzCQCIC9kctoxsDltFNgeAxMVfxGdER0fLZDLpzp07OnHihI4dO2beliVLFvXq1Utp06bV8OHDVaZMGY0cOVLvvvuuypQpo1u3bmn16tUKDg4Wv00gKRiGYQ7p48aN04EDB3T+/HktX75cAwYM0MmTJ+Xt7a2JEyfK29tb8+bN04QJE2IdhzCExGQYhqKjo1W2bFnVrl1b//77r0qWLGlx2aeLi4tq166tMWPG6MSJE6pYsWKs4/C5BAA8i2wOW0Y2hy0imwNA0uCv4lNifmk9fvy4atWqpdq1a6tu3brq0KGDpCcrpGfIkEHSk8tHvb29lTp1aklS6tSp1atXL02bNk2enp5xjpYB/quYz9WYMWM0ZMgQNW3aVCtXrtTgwYN1/vx5ffPNN+bP5sSJE2VnZ6dTp07RcESSienciAnZ1atXl7+/v86ePashQ4bo0KFD5n2dnZ310UcfadiwYUqXLp2io6OtVW0AQDJANoetI5vD1pDNASDpMJ3L/xcT0v/66y+VK1dOnTp1Up06dbRs2TJNnz5d48ePV+fOnRUVFaXw8HB16tRJ9+7dU926dXX27Fn98ssvOnjwoLJkyWLtU0EKZhiGIiIi1KBBAxUtWlQjR440b5s2bZpGjhypUqVKafjw4cqTJ4/u3LmjNGnSyM7OLt5LoYFX9fQlnhMnTlRQUJB69Oghd3d37dmzRy1bttR7772nvn376t1335UkrVq1SvXq1YvzGAAAxCCbIzkgm8OWkM0BIGnx1/H/s7Oz05kzZ1SmTBn16NFDY8aMUeXKldWrVy9J0tmzZyU9GfHi5uamzz77TJGRkRo1apTWrVundevWEdKR5Ewmk5ydnZUqVSpdv37dYluHDh1UuXJlrVu3Tp07d9b58+eVLl062dnZmUckAInFMAxzwO7Tp49GjhypDBky6ObNm5KkcuXKac6cOTp8+LC+/fZbzZkzR3Xr1lWbNm0sRrkQ0gEAcSGbIzkgm8NWkM0BIOmxzPL/Fx0drVmzZil16tRKly6duXzRokV6/PixTp8+rfHjxytt2rRq2rS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",
       "text/plain": [
        "<Figure size 1500x1200 with 5 Axes>"
       ]
@@ -4224,7 +6499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 60,
    "id": "2e83e794",
    "metadata": {},
    "outputs": [
@@ -4262,42 +6537,42 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>Random Forest</td>\n",
-       "      <td>0.546798</td>\n",
-       "      <td>0.431373</td>\n",
-       "      <td>0.335462</td>\n",
-       "      <td>0.155072</td>\n",
-       "      <td>0.463144</td>\n",
-       "      <td>0.300654</td>\n",
+       "      <td>0.526582</td>\n",
+       "      <td>0.474747</td>\n",
+       "      <td>0.299271</td>\n",
+       "      <td>0.286068</td>\n",
+       "      <td>0.441799</td>\n",
+       "      <td>0.398749</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>Gradient Boosting</td>\n",
-       "      <td>0.625616</td>\n",
-       "      <td>0.588235</td>\n",
-       "      <td>0.545717</td>\n",
-       "      <td>0.511038</td>\n",
-       "      <td>0.571459</td>\n",
-       "      <td>0.544498</td>\n",
+       "      <td>0.544304</td>\n",
+       "      <td>0.464646</td>\n",
+       "      <td>0.426401</td>\n",
+       "      <td>0.209077</td>\n",
+       "      <td>0.462273</td>\n",
+       "      <td>0.348675</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>Logistic Regression</td>\n",
-       "      <td>0.463054</td>\n",
-       "      <td>0.529412</td>\n",
-       "      <td>0.332533</td>\n",
-       "      <td>0.388889</td>\n",
-       "      <td>0.404156</td>\n",
-       "      <td>0.478680</td>\n",
+       "      <td>0.483544</td>\n",
+       "      <td>0.434343</td>\n",
+       "      <td>0.317002</td>\n",
+       "      <td>0.238919</td>\n",
+       "      <td>0.424477</td>\n",
+       "      <td>0.384858</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>SVM</td>\n",
-       "      <td>0.546798</td>\n",
-       "      <td>0.470588</td>\n",
-       "      <td>0.319570</td>\n",
-       "      <td>0.168388</td>\n",
-       "      <td>0.451666</td>\n",
-       "      <td>0.344840</td>\n",
+       "      <td>0.546835</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.396600</td>\n",
+       "      <td>0.159893</td>\n",
+       "      <td>0.473069</td>\n",
+       "      <td>0.319694</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -4305,19 +6580,19 @@
       ],
       "text/plain": [
        "                 Model  Train Accuracy  Test Accuracy  Train F1 (Macro)  \\\n",
-       "0        Random Forest        0.546798       0.431373          0.335462   \n",
-       "1    Gradient Boosting        0.625616       0.588235          0.545717   \n",
-       "2  Logistic Regression        0.463054       0.529412          0.332533   \n",
-       "3                  SVM        0.546798       0.470588          0.319570   \n",
+       "0        Random Forest        0.526582       0.474747          0.299271   \n",
+       "1    Gradient Boosting        0.544304       0.464646          0.426401   \n",
+       "2  Logistic Regression        0.483544       0.434343          0.317002   \n",
+       "3                  SVM        0.546835       0.454545          0.396600   \n",
        "\n",
        "   Test F1 (Macro)  Train F1 (Weighted)  Test F1 (Weighted)  \n",
-       "0         0.155072             0.463144            0.300654  \n",
-       "1         0.511038             0.571459            0.544498  \n",
-       "2         0.388889             0.404156            0.478680  \n",
-       "3         0.168388             0.451666            0.344840  "
+       "0         0.286068             0.441799            0.398749  \n",
+       "1         0.209077             0.462273            0.348675  \n",
+       "2         0.238919             0.424477            0.384858  \n",
+       "3         0.159893             0.473069            0.319694  "
       ]
      },
-     "execution_count": 143,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4328,7 +6603,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 144,
+   "execution_count": 61,
    "id": "35bdea77",
    "metadata": {},
    "outputs": [
@@ -4337,9 +6612,9 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "Best performing model: Gradient Boosting\n",
-      "Test Accuracy: 0.5882\n",
-      "Test F1-macro: 0.5110\n"
+      "Best performing model: Random Forest\n",
+      "Test Accuracy: 0.4747\n",
+      "Test F1-macro: 0.2861\n"
      ]
     }
    ],
@@ -4359,7 +6634,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 34,
    "id": "ecbc49a5",
    "metadata": {},
    "outputs": [
@@ -4367,7 +6642,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_25120\\1168667907.py:11: FutureWarning: \n",
+      "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_26204\\1168667907.py:11: FutureWarning: \n",
       "\n",
       "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
       "\n",
@@ -4376,7 +6651,7 @@
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -4391,14 +6666,16 @@
       "\n",
       "Feature Importance:\n",
       "                 feature  importance\n",
-      "    user_alt_text_length    0.156669\n",
-      "         user_assessment    0.154096\n",
-      "     llm_alt_text_length    0.144552\n",
-      "   bert_score_similarity    0.142147\n",
-      "     flesch_reading_ease    0.138081\n",
-      "original_alt_text_length    0.132001\n",
-      "      lexical_similarity    0.127799\n",
-      "          llm_assessment    0.004656\n"
+      "         user_assessment    0.183100\n",
+      "original_alt_text_length    0.144519\n",
+      "   bert_score_similarity    0.135888\n",
+      "      lexical_similarity    0.102389\n",
+      "     flesch_reading_ease    0.100837\n",
+      "         clip_score_user    0.086472\n",
+      "     llm_alt_text_length    0.084074\n",
+      "    user_alt_text_length    0.075418\n",
+      "          llm_assessment    0.054929\n",
+      "      clip_score_llm_ita    0.032374\n"
      ]
     }
    ],
@@ -4434,7 +6711,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 13,
    "id": "f3770f5c",
    "metadata": {},
    "outputs": [],
@@ -4446,7 +6723,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "id": "be22d53b",
    "metadata": {},
    "outputs": [
@@ -4455,7 +6732,8 @@
      "output_type": "stream",
      "text": [
       "Class distribution in training set:\n",
-      "[ 0  9 31 92 59 12]\n",
+      "[  0  17  53 171 113  41]\n",
+      "[ 0  4 13 43 28 11]\n",
       "\n"
      ]
     }
@@ -4463,12 +6741,14 @@
    "source": [
     "print(\"Class distribution in training set:\")\n",
     "print(np.bincount(y_train))\n",
+    "print(\"Class distribution in test set:\")\n",
+    "print(np.bincount(y_test))\n",
     "print()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 15,
    "id": "5e5b1c57",
    "metadata": {},
    "outputs": [
@@ -4481,40 +6761,40 @@
       "==================================================\n",
       "\n",
       "1. Most Frequent Strategy:\n",
-      "Accuracy: 0.4510\n",
-      "F1-Macro Score: 0.1243\n",
+      "Accuracy: 0.4343\n",
+      "F1-Macro Score: 0.1211\n",
       "Always predicts the most common class in training data\n",
       "\n",
       "2. Stratified Strategy:\n",
-      "Accuracy: 0.3333\n",
-      "F1-Macro Score: 0.1688\n",
+      "Accuracy: 0.2828\n",
+      "F1-Macro Score: 0.1911\n",
       "Predicts randomly based on training class frequencies\n",
       "\n",
       "3. Uniform Strategy:\n",
-      "Accuracy: 0.2549\n",
-      "F1-Macro Score: 0.2065\n",
+      "Accuracy: 0.2323\n",
+      "F1-Macro Score: 0.2131\n",
       "Predicts each class with equal probability (20% each for 5 classes)\n",
       "\n",
       "4. Constant Strategy (predicts class 3):\n",
-      "Accuracy: 0.4510\n",
-      "F1-Macro Score: 0.1243\n",
+      "Accuracy: 0.4343\n",
+      "F1-Macro Score: 0.1211\n",
       "Always predicts class 3\n",
       "\n",
       "==================================================\n",
       "SUMMARY COMPARISON (Accuracy)\n",
       "==================================================\n",
-      "Most Frequent:     0.4510\n",
-      "Stratified:        0.3333\n",
-      "Uniform:           0.2549\n",
-      "Constant (class 2):0.4510\n",
+      "Most Frequent:     0.4343\n",
+      "Stratified:        0.2828\n",
+      "Uniform:           0.2323\n",
+      "Constant (class 2):0.4343\n",
       "\n",
       "==================================================\n",
       "SUMMARY COMPARISON (F1-Macro Score)\n",
       "==================================================\n",
-      "Most Frequent:     0.1243\n",
-      "Stratified:        0.1688\n",
-      "Uniform:           0.2065\n",
-      "Constant (class 2):0.1243\n",
+      "Most Frequent:     0.1211\n",
+      "Stratified:        0.1911\n",
+      "Uniform:           0.2131\n",
+      "Constant (class 2):0.1211\n",
       "\n",
       "Note: For a balanced 5-class problem, random guessing ≈ 20% accuracy\n"
      ]
@@ -4590,7 +6870,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 146,
+   "execution_count": 16,
    "id": "e5a607f2",
    "metadata": {},
    "outputs": [
@@ -4599,10 +6879,12 @@
       "text/plain": [
        "array([3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
        "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
-       "       3, 3, 3, 3, 3, 3, 3])"
+       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
+       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
+       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3])"
       ]
      },
-     "execution_count": 146,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_clip.ipynb b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_clip.ipynb
new file mode 100644
index 0000000..69baff6
--- /dev/null
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_clip.ipynb
@@ -0,0 +1,4346 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "07946130",
+   "metadata": {},
+   "source": [
+    "# Lo scopo del notebook è fare un'analisi dell'importanza dell'immagine rispetto ai testi prodotti\n",
+    "### ossia verificare quanto utenti e LLM guardano l'immagine quando scrivono il loro alt text \n",
+    "### NB da fare su Colab la parte iniziale dei calcoli CLIP score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "dcd01612",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "6e5a5d5f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#df_esercitazione = pd.read_csv(\"dataset_esercitazione.csv\",sep=\";\")\n",
+    "#df_esercitazione = pd.read_csv(\"dataset_esercitazione_gtp-4o_without_context.csv\",sep=\";\")\n",
+    "#df_esercitazione = pd.read_csv(\"dataset_esercitazione_gtp-4o_without_image.csv\",sep=\";\")\n",
+    "\n",
+    "# llm_alt_text_ita\n",
+    "#df_esercitazione = pd.read_csv(\"dataset_esercitazione_gtp-4o_ita.csv\",sep=\";\")\n",
+    "#df_esercitazione = pd.read_csv(\"dataset_esercitazione_gtp-4o_without_context_ita.csv\",sep=\";\")\n",
+    "df_esercitazione = pd.read_csv(\"dataset_esercitazione_gtp-4o_without_image_ita.csv\",sep=\";\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "109a3c5c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>html_context</th>\n",
+       "      <th>immediate_context</th>\n",
+       "      <th>nearby_context</th>\n",
+       "      <th>page_title</th>\n",
+       "      <th>page_description</th>\n",
+       "      <th>page_keywords</th>\n",
+       "      <th>llm_evaluation_result</th>\n",
+       "      <th>llm_judgment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Simond Men's MT500 Merin...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text '*ultra-black-8542384*' is inadeq...</td>\n",
+       "      <td>failure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Save 33% &lt;span&gt;: Vendor: &lt;h3&gt;: Forclaz...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;span&gt; [154px]: Save 33%</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text describes the product accurately ...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Quechua Men's MH100 Wate...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is not appropriate as it does not...</td>\n",
+       "      <td>failure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Forclaz Men's Travel 100...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text, '*carbon-gray-8572546*'...</td>\n",
+       "      <td>failure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Quechua Men's MH120 Flee...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;span&gt; [184px]: $59.99 &lt;span&gt; [185px]: Was\\n  ...</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text 'laurel-green-8749613' d...</td>\n",
+       "      <td>failure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Icon</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Nike Icon</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text is appropriate as it clearly iden...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Kobe</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Kobe</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text is appropriate as it identifies t...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Stride</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [110px]: Nike Stride &lt;span&gt; [163px]: +1</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text describes the product effectively...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Tech</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Nike Tech</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text provides adequate information abo...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Windrunner</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Nike Windrunner</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 18 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  \\\n",
+       "0                 1                    3    gpt-4o   \n",
+       "1                 4                    4    gpt-4o   \n",
+       "2                 1                    3    gpt-4o   \n",
+       "3                 1                    3    gpt-4o   \n",
+       "4                 1                    3    gpt-4o   \n",
+       "..              ...                  ...       ...   \n",
+       "489               4                    4    gpt-4o   \n",
+       "490               4                    3    gpt-4o   \n",
+       "491               4                    2    gpt-4o   \n",
+       "492               4                    5    gpt-4o   \n",
+       "493               4                    4    gpt-4o   \n",
+       "\n",
+       "                                          html_context  \\\n",
+       "0    <span>: Vendor: <h3>: Simond Men's MT500 Merin...   \n",
+       "1    <span>: Save 33% <span>: Vendor: <h3>: Forclaz...   \n",
+       "2    <span>: Vendor: <h3>: Quechua Men's MH100 Wate...   \n",
+       "3    <span>: Vendor: <h3>: Forclaz Men's Travel 100...   \n",
+       "4    <span>: Vendor: <h3>: Quechua Men's MH120 Flee...   \n",
+       "..                                                 ...   \n",
+       "489                                     <a>: Nike Icon   \n",
+       "490                                          <a>: Kobe   \n",
+       "491                                   <a>: Nike Stride   \n",
+       "492                                     <a>: Nike Tech   \n",
+       "493                               <a>: Nike Windrunner   \n",
+       "\n",
+       "              immediate_context  \\\n",
+       "0    No immediate context found   \n",
+       "1    No immediate context found   \n",
+       "2    No immediate context found   \n",
+       "3    No immediate context found   \n",
+       "4    No immediate context found   \n",
+       "..                          ...   \n",
+       "489  No immediate context found   \n",
+       "490  No immediate context found   \n",
+       "491  No immediate context found   \n",
+       "492  No immediate context found   \n",
+       "493  No immediate context found   \n",
+       "\n",
+       "                                        nearby_context  \\\n",
+       "0                                 No nearby text found   \n",
+       "1                             <span> [154px]: Save 33%   \n",
+       "2                                 No nearby text found   \n",
+       "3                                 No nearby text found   \n",
+       "4    <span> [184px]: $59.99 <span> [185px]: Was\\n  ...   \n",
+       "..                                                 ...   \n",
+       "489                              <a> [93px]: Nike Icon   \n",
+       "490                                   <a> [93px]: Kobe   \n",
+       "491        <a> [110px]: Nike Stride <span> [163px]: +1   \n",
+       "492                              <a> [93px]: Nike Tech   \n",
+       "493                        <a> [93px]: Nike Windrunner   \n",
+       "\n",
+       "                                  page_title  \\\n",
+       "0          Men's Outdoor Apparel – Decathlon   \n",
+       "1          Men's Outdoor Apparel – Decathlon   \n",
+       "2          Men's Outdoor Apparel – Decathlon   \n",
+       "3          Men's Outdoor Apparel – Decathlon   \n",
+       "4          Men's Outdoor Apparel – Decathlon   \n",
+       "..                                       ...   \n",
+       "489  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "490  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "491  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "492  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "493  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "\n",
+       "                                      page_description  \\\n",
+       "0    Shop our selection of outdoor clothes and gear...   \n",
+       "1    Shop our selection of outdoor clothes and gear...   \n",
+       "2    Shop our selection of outdoor clothes and gear...   \n",
+       "3    Shop our selection of outdoor clothes and gear...   \n",
+       "4    Shop our selection of outdoor clothes and gear...   \n",
+       "..                                                 ...   \n",
+       "489  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "490  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "491  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "492  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "493  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "\n",
+       "                      page_keywords  \\\n",
+       "0                               NaN   \n",
+       "1                               NaN   \n",
+       "2                               NaN   \n",
+       "3                               NaN   \n",
+       "4                               NaN   \n",
+       "..                              ...   \n",
+       "489  Acquista Abbigliamento da Uomo   \n",
+       "490  Acquista Abbigliamento da Uomo   \n",
+       "491  Acquista Abbigliamento da Uomo   \n",
+       "492  Acquista Abbigliamento da Uomo   \n",
+       "493  Acquista Abbigliamento da Uomo   \n",
+       "\n",
+       "                                 llm_evaluation_result llm_judgment  \n",
+       "0    The alt-text '*ultra-black-8542384*' is inadeq...      failure  \n",
+       "1    The alt-text describes the product accurately ...      success  \n",
+       "2    The alt-text is not appropriate as it does not...      failure  \n",
+       "3    The original alt-text, '*carbon-gray-8572546*'...      failure  \n",
+       "4    The original alt-text 'laurel-green-8749613' d...      failure  \n",
+       "..                                                 ...          ...  \n",
+       "489  The alt-text is appropriate as it clearly iden...      success  \n",
+       "490  The alt-text is appropriate as it identifies t...      success  \n",
+       "491  The alt-text describes the product effectively...      success  \n",
+       "492  The alt-text provides adequate information abo...      success  \n",
+       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...      success  \n",
+       "\n",
+       "[494 rows x 18 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_esercitazione"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "84af76b5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['page_url', 'user', 'image_url', 'original_alt_text', 'user_alt_text',\n",
+       "       'llm_alt_text', 'user_assessment', 'llm_assessment',\n",
+       "       'user_llm_assessment', 'llm_model', 'html_context', 'immediate_context',\n",
+       "       'nearby_context', 'page_title', 'page_description', 'page_keywords',\n",
+       "       'llm_evaluation_result', 'llm_judgment'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_esercitazione.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d1b5be51",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import torch\n",
+    "from PIL import Image\n",
+    "import requests\n",
+    "from io import BytesIO\n",
+    "from transformers import CLIPProcessor, CLIPModel\n",
+    "from tqdm import tqdm\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')\n",
+    "\n",
+    "def load_clip_model(model_name=\"openai/clip-vit-base-patch32\"):\n",
+    "    \"\"\"Load CLIP model and processor\"\"\"\n",
+    "    print(f\"Loading CLIP model: {model_name}\")\n",
+    "    model = CLIPModel.from_pretrained(model_name)\n",
+    "    processor = CLIPProcessor.from_pretrained(model_name)\n",
+    "\n",
+    "    # Move to GPU if available\n",
+    "    device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
+    "    model = model.to(device)\n",
+    "    print(f\"Model loaded on: {device}\")\n",
+    "\n",
+    "    return model, processor, device\n",
+    "\n",
+    "def download_image(image_url, timeout=10):\n",
+    "    \"\"\"Download image from URL\"\"\"\n",
+    "    try:\n",
+    "        response = requests.get(image_url, timeout=timeout)\n",
+    "        response.raise_for_status()\n",
+    "        image = Image.open(BytesIO(response.content)).convert('RGB')\n",
+    "        return image\n",
+    "    except Exception as e:\n",
+    "        print(f\"Error downloading {image_url}: {str(e)}\")\n",
+    "        return None\n",
+    "\n",
+    "def calculate_clip_score(image, text, model, processor, device):\n",
+    "    \"\"\"Calculate CLIP similarity score between image and text\"\"\"\n",
+    "    try:\n",
+    "        # Process inputs\n",
+    "        inputs = processor(\n",
+    "            text=[text],\n",
+    "            images=image,\n",
+    "            return_tensors=\"pt\",\n",
+    "            padding=True,\n",
+    "            truncation=True,  # Enable truncation\n",
+    "            max_length=77     # CLIP's maximum token length\n",
+    "        )\n",
+    "\n",
+    "        # Move inputs to device\n",
+    "        inputs = {k: v.to(device) for k, v in inputs.items()}\n",
+    "\n",
+    "        # Get embeddings\n",
+    "        with torch.no_grad():\n",
+    "            outputs = model(**inputs)\n",
+    "\n",
+    "        # Calculate cosine similarity\n",
+    "        # CLIP outputs are already normalized, so dot product = cosine similarity\n",
+    "        logits_per_image = outputs.logits_per_image\n",
+    "        score = logits_per_image.item()\n",
+    "\n",
+    "        return score\n",
+    "    except Exception as e:\n",
+    "        print(f\"Error calculating CLIP score: {str(e)}\")\n",
+    "        return None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "32325ab8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def add_clip_scores_to_dataframe(df, model_name=\"openai/clip-vit-base-patch32\"):\n",
+    "    \"\"\"\n",
+    "    Add CLIP scores to dataframe\n",
+    "\n",
+    "    Parameters:\n",
+    "    -----------\n",
+    "    df : pandas DataFrame\n",
+    "        Input dataframe with columns: image_url, user_alt_text, llm_alt_text\n",
+    "    model_name : str\n",
+    "        CLIP model to use (default: openai/clip-vit-base-patch32)\n",
+    "        Other options: openai/clip-vit-large-patch14\n",
+    "\n",
+    "    Returns:\n",
+    "    --------\n",
+    "    pandas DataFrame with added columns: clip_score_user, clip_score_llm\n",
+    "    \"\"\"\n",
+    "    # Load model\n",
+    "    model, processor, device = load_clip_model(model_name)\n",
+    "\n",
+    "    # Initialize score columns\n",
+    "    df['clip_score_user'] = None\n",
+    "    df['clip_score_llm'] = None\n",
+    "    df['clip_score_llm_1'] = None\n",
+    "    df['clip_score_llm_ita'] = None #caso llm_alt_text ita\n",
+    "\n",
+    "    # Process each row\n",
+    "    print(f\"\\nProcessing {len(df)} images...\")\n",
+    "    for idx, row in tqdm(df.iterrows(), total=len(df)):\n",
+    "    #for idx, row in tqdm(df.iloc[:3].iterrows(), total=len(df)): #per testare le prime 3\n",
+    "\n",
+    "        print(\"idx:\",idx)\n",
+    "        # Download image\n",
+    "        image = download_image(row['image_url'])\n",
+    "        if image is None:\n",
+    "            continue\n",
+    "\n",
+    "        # Calculate score for user_alt_text\n",
+    "        if pd.notna(row['user_alt_text']) and row['user_alt_text'].strip():\n",
+    "            score_user = calculate_clip_score(\n",
+    "                image,\n",
+    "                row['user_alt_text'],\n",
+    "                model,\n",
+    "                processor,\n",
+    "                device\n",
+    "            )\n",
+    "            df.at[idx, 'clip_score_user'] = score_user\n",
+    "\n",
+    "        # Calculate score for llm_alt_text\n",
+    "        if pd.notna(row['llm_alt_text']) and row['llm_alt_text'].strip():\n",
+    "            score_llm = calculate_clip_score(\n",
+    "                image,\n",
+    "                row['llm_alt_text'],\n",
+    "                model,\n",
+    "                processor,\n",
+    "                device\n",
+    "            )\n",
+    "            df.at[idx, 'clip_score_llm'] = score_llm\n",
+    "\n",
+    "        # Calculate score for llm_alt_text_1 (quando ho anche nuovo alt_text generato senza contesto o senza immagine notebook: model_comparison)\n",
+    "        if pd.notna(row['llm_alt_text_1']) and row['llm_alt_text_1'].strip():\n",
+    "            score_llm = calculate_clip_score(\n",
+    "                image,\n",
+    "                row['llm_alt_text_1'],\n",
+    "                model,\n",
+    "                processor,\n",
+    "                device\n",
+    "            )\n",
+    "            df.at[idx, 'clip_score_llm_1'] = score_llm \n",
+    "\n",
+    "        # Calculate score for llm_alt_text ita\n",
+    "        if pd.notna(row['llm_alt_text_ita']) and row['llm_alt_text_ita'].strip():\n",
+    "            score_llm = calculate_clip_score(\n",
+    "                image,\n",
+    "                row['llm_alt_text_ita'],\n",
+    "                model,\n",
+    "                processor,\n",
+    "                device\n",
+    "            )\n",
+    "            df.at[idx, 'clip_score_llm_ita'] = score_llm    \n",
+    "\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c6eacadd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading CLIP model: openai/clip-vit-base-patch32\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model loaded on: cpu\n",
+      "\n",
+      "Processing 494 images...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "7it [00:10,  1.35s/it]                       Token indices sequence length is longer than the specified maximum sequence length for this model (120 > 77). Running this sequence through the model will result in indexing errors\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error calculating CLIP score: Sequence length must be less than max_position_embeddings (got `sequence length`: 120 and max_position_embeddings: 77\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "302it [03:59,  1.54it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error calculating CLIP score: Sequence length must be less than max_position_embeddings (got `sequence length`: 96 and max_position_embeddings: 77\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "307it [04:03,  1.26it/s]\n"
+     ]
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[9], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m#df = pd.read_csv('your_data.csv')\u001b[39;00m\n\u001b[0;32m      2\u001b[0m df\u001b[38;5;241m=\u001b[39mdf_esercitazione\n\u001b[1;32m----> 3\u001b[0m df_with_scores \u001b[38;5;241m=\u001b[39m \u001b[43madd_clip_scores_to_dataframe\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m      4\u001b[0m df_with_scores\u001b[38;5;241m.\u001b[39mto_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata_with_clip_scores.csv\u001b[39m\u001b[38;5;124m'\u001b[39m, index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mResults saved to \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata_with_clip_scores.csv\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "Cell \u001b[1;32mIn[8], line 29\u001b[0m, in \u001b[0;36madd_clip_scores_to_dataframe\u001b[1;34m(df, model_name)\u001b[0m\n\u001b[0;32m     26\u001b[0m \u001b[38;5;66;03m#for idx, row in tqdm(df.iterrows(), total=len(df)):\u001b[39;00m\n\u001b[0;32m     27\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m idx, row \u001b[38;5;129;01min\u001b[39;00m tqdm(df\u001b[38;5;241m.\u001b[39miterrows(), total\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m):    \n\u001b[0;32m     28\u001b[0m     \u001b[38;5;66;03m# Download image\u001b[39;00m\n\u001b[1;32m---> 29\u001b[0m     image \u001b[38;5;241m=\u001b[39m \u001b[43mdownload_image\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mimage_url\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     30\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m image \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m     31\u001b[0m         \u001b[38;5;28;01mcontinue\u001b[39;00m\n",
+      "Cell \u001b[1;32mIn[6], line 27\u001b[0m, in \u001b[0;36mdownload_image\u001b[1;34m(image_url, timeout)\u001b[0m\n\u001b[0;32m     25\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Download image from URL\"\"\"\u001b[39;00m\n\u001b[0;32m     26\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 27\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimage_url\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     28\u001b[0m     response\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[0;32m     29\u001b[0m     image \u001b[38;5;241m=\u001b[39m Image\u001b[38;5;241m.\u001b[39mopen(BytesIO(response\u001b[38;5;241m.\u001b[39mcontent))\u001b[38;5;241m.\u001b[39mconvert(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRGB\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\requests\\api.py:73\u001b[0m, in \u001b[0;36mget\u001b[1;34m(url, params, **kwargs)\u001b[0m\n\u001b[0;32m     62\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget\u001b[39m(url, params\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m     63\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[0;32m     64\u001b[0m \n\u001b[0;32m     65\u001b[0m \u001b[38;5;124;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     70\u001b[0m \u001b[38;5;124;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[0;32m     71\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m---> 73\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m request(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mget\u001b[39m\u001b[38;5;124m\"\u001b[39m, url, params\u001b[38;5;241m=\u001b[39mparams, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\requests\\api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[1;34m(method, url, **kwargs)\u001b[0m\n\u001b[0;32m     55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[0;32m     56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[0;32m     57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[0;32m     58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[1;32m---> 59\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m session\u001b[38;5;241m.\u001b[39mrequest(method\u001b[38;5;241m=\u001b[39mmethod, url\u001b[38;5;241m=\u001b[39murl, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\requests\\sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[1;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[0;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[0;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[0;32m    587\u001b[0m }\n\u001b[0;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[1;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msend(prep, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39msend_kwargs)\n\u001b[0;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\requests\\sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[1;34m(self, request, **kwargs)\u001b[0m\n\u001b[0;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[0;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[1;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m adapter\u001b[38;5;241m.\u001b[39msend(request, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[0;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\requests\\adapters.py:644\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[1;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[0;32m    641\u001b[0m     timeout \u001b[38;5;241m=\u001b[39m TimeoutSauce(connect\u001b[38;5;241m=\u001b[39mtimeout, read\u001b[38;5;241m=\u001b[39mtimeout)\n\u001b[0;32m    643\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 644\u001b[0m     resp \u001b[38;5;241m=\u001b[39m \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43murlopen\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    645\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    646\u001b[0m \u001b[43m        \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    647\u001b[0m \u001b[43m        \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    648\u001b[0m \u001b[43m        \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    649\u001b[0m \u001b[43m        \u001b[49m\u001b[43mredirect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    650\u001b[0m \u001b[43m        \u001b[49m\u001b[43massert_same_host\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    651\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    652\u001b[0m \u001b[43m        \u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    653\u001b[0m \u001b[43m        \u001b[49m\u001b[43mretries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmax_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    654\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    655\u001b[0m \u001b[43m        \u001b[49m\u001b[43mchunked\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    656\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    658\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (ProtocolError, \u001b[38;5;167;01mOSError\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m    659\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(err, request\u001b[38;5;241m=\u001b[39mrequest)\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\urllib3\\connectionpool.py:787\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, preload_content, decode_content, **response_kw)\u001b[0m\n\u001b[0;32m    784\u001b[0m response_conn \u001b[38;5;241m=\u001b[39m conn \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m release_conn \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m    786\u001b[0m \u001b[38;5;66;03m# Make the request on the HTTPConnection object\u001b[39;00m\n\u001b[1;32m--> 787\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_request(\n\u001b[0;32m    788\u001b[0m     conn,\n\u001b[0;32m    789\u001b[0m     method,\n\u001b[0;32m    790\u001b[0m     url,\n\u001b[0;32m    791\u001b[0m     timeout\u001b[38;5;241m=\u001b[39mtimeout_obj,\n\u001b[0;32m    792\u001b[0m     body\u001b[38;5;241m=\u001b[39mbody,\n\u001b[0;32m    793\u001b[0m     headers\u001b[38;5;241m=\u001b[39mheaders,\n\u001b[0;32m    794\u001b[0m     chunked\u001b[38;5;241m=\u001b[39mchunked,\n\u001b[0;32m    795\u001b[0m     retries\u001b[38;5;241m=\u001b[39mretries,\n\u001b[0;32m    796\u001b[0m     response_conn\u001b[38;5;241m=\u001b[39mresponse_conn,\n\u001b[0;32m    797\u001b[0m     preload_content\u001b[38;5;241m=\u001b[39mpreload_content,\n\u001b[0;32m    798\u001b[0m     decode_content\u001b[38;5;241m=\u001b[39mdecode_content,\n\u001b[0;32m    799\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mresponse_kw,\n\u001b[0;32m    800\u001b[0m )\n\u001b[0;32m    802\u001b[0m \u001b[38;5;66;03m# Everything went great!\u001b[39;00m\n\u001b[0;32m    803\u001b[0m clean_exit \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\urllib3\\connectionpool.py:464\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[1;34m(self, conn, method, url, body, headers, retries, timeout, chunked, response_conn, preload_content, decode_content, enforce_content_length)\u001b[0m\n\u001b[0;32m    461\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m    462\u001b[0m     \u001b[38;5;66;03m# Trigger any extra validation we need to do.\u001b[39;00m\n\u001b[0;32m    463\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 464\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_conn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconn\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    465\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m (SocketTimeout, BaseSSLError) \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m    466\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_raise_timeout(err\u001b[38;5;241m=\u001b[39me, url\u001b[38;5;241m=\u001b[39murl, timeout_value\u001b[38;5;241m=\u001b[39mconn\u001b[38;5;241m.\u001b[39mtimeout)\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\urllib3\\connectionpool.py:1093\u001b[0m, in \u001b[0;36mHTTPSConnectionPool._validate_conn\u001b[1;34m(self, conn)\u001b[0m\n\u001b[0;32m   1091\u001b[0m \u001b[38;5;66;03m# Force connect early to allow us to validate the connection.\u001b[39;00m\n\u001b[0;32m   1092\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mis_closed:\n\u001b[1;32m-> 1093\u001b[0m     \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1095\u001b[0m \u001b[38;5;66;03m# TODO revise this, see https://github.com/urllib3/urllib3/issues/2791\u001b[39;00m\n\u001b[0;32m   1096\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mis_verified \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mproxy_is_verified:\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\urllib3\\connection.py:790\u001b[0m, in \u001b[0;36mHTTPSConnection.connect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    787\u001b[0m     \u001b[38;5;66;03m# Remove trailing '.' from fqdn hostnames to allow certificate validation\u001b[39;00m\n\u001b[0;32m    788\u001b[0m     server_hostname_rm_dot \u001b[38;5;241m=\u001b[39m server_hostname\u001b[38;5;241m.\u001b[39mrstrip(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m--> 790\u001b[0m     sock_and_verified \u001b[38;5;241m=\u001b[39m \u001b[43m_ssl_wrap_socket_and_match_hostname\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    791\u001b[0m \u001b[43m        \u001b[49m\u001b[43msock\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msock\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    792\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcert_reqs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcert_reqs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    793\u001b[0m \u001b[43m        \u001b[49m\u001b[43mssl_version\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mssl_version\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    794\u001b[0m \u001b[43m        \u001b[49m\u001b[43mssl_minimum_version\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mssl_minimum_version\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    795\u001b[0m \u001b[43m        \u001b[49m\u001b[43mssl_maximum_version\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mssl_maximum_version\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    796\u001b[0m \u001b[43m        \u001b[49m\u001b[43mca_certs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mca_certs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    797\u001b[0m \u001b[43m        \u001b[49m\u001b[43mca_cert_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mca_cert_dir\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    798\u001b[0m \u001b[43m        \u001b[49m\u001b[43mca_cert_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mca_cert_data\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    799\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcert_file\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcert_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    800\u001b[0m \u001b[43m        \u001b[49m\u001b[43mkey_file\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkey_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    801\u001b[0m \u001b[43m        \u001b[49m\u001b[43mkey_password\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkey_password\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    802\u001b[0m \u001b[43m        \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_hostname_rm_dot\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    803\u001b[0m \u001b[43m        \u001b[49m\u001b[43mssl_context\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mssl_context\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    804\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtls_in_tls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtls_in_tls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    805\u001b[0m \u001b[43m        \u001b[49m\u001b[43massert_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43massert_hostname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    806\u001b[0m \u001b[43m        \u001b[49m\u001b[43massert_fingerprint\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43massert_fingerprint\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    807\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    808\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msock \u001b[38;5;241m=\u001b[39m sock_and_verified\u001b[38;5;241m.\u001b[39msocket\n\u001b[0;32m    810\u001b[0m \u001b[38;5;66;03m# If an error occurs during connection/handshake we may need to release\u001b[39;00m\n\u001b[0;32m    811\u001b[0m \u001b[38;5;66;03m# our lock so another connection can probe the origin.\u001b[39;00m\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\urllib3\\connection.py:969\u001b[0m, in \u001b[0;36m_ssl_wrap_socket_and_match_hostname\u001b[1;34m(sock, cert_reqs, ssl_version, ssl_minimum_version, ssl_maximum_version, cert_file, key_file, key_password, ca_certs, ca_cert_dir, ca_cert_data, assert_hostname, assert_fingerprint, server_hostname, ssl_context, tls_in_tls)\u001b[0m\n\u001b[0;32m    966\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m is_ipaddress(normalized):\n\u001b[0;32m    967\u001b[0m         server_hostname \u001b[38;5;241m=\u001b[39m normalized\n\u001b[1;32m--> 969\u001b[0m ssl_sock \u001b[38;5;241m=\u001b[39m \u001b[43mssl_wrap_socket\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    970\u001b[0m \u001b[43m    \u001b[49m\u001b[43msock\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msock\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    971\u001b[0m \u001b[43m    \u001b[49m\u001b[43mkeyfile\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkey_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    972\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcertfile\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcert_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    973\u001b[0m \u001b[43m    \u001b[49m\u001b[43mkey_password\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkey_password\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    974\u001b[0m \u001b[43m    \u001b[49m\u001b[43mca_certs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mca_certs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    975\u001b[0m \u001b[43m    \u001b[49m\u001b[43mca_cert_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mca_cert_dir\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    976\u001b[0m \u001b[43m    \u001b[49m\u001b[43mca_cert_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mca_cert_data\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    977\u001b[0m \u001b[43m    \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_hostname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    978\u001b[0m \u001b[43m    \u001b[49m\u001b[43mssl_context\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcontext\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    979\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtls_in_tls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtls_in_tls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    980\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    982\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m    983\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m assert_fingerprint:\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\urllib3\\util\\ssl_.py:458\u001b[0m, in \u001b[0;36mssl_wrap_socket\u001b[1;34m(sock, keyfile, certfile, cert_reqs, ca_certs, server_hostname, ssl_version, ciphers, ssl_context, ca_cert_dir, key_password, ca_cert_data, tls_in_tls)\u001b[0m\n\u001b[0;32m    456\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ca_certs \u001b[38;5;129;01mor\u001b[39;00m ca_cert_dir \u001b[38;5;129;01mor\u001b[39;00m ca_cert_data:\n\u001b[0;32m    457\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 458\u001b[0m         \u001b[43mcontext\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_verify_locations\u001b[49m\u001b[43m(\u001b[49m\u001b[43mca_certs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mca_cert_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mca_cert_data\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    459\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m    460\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m SSLError(e) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01me\u001b[39;00m\n",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "df=df_esercitazione\n",
+    "df_with_scores = add_clip_scores_to_dataframe(df,model_name=\"openai/clip-vit-large-patch14\") # il multilingual\n",
+    "df_with_scores.to_csv('data_with_clip_scores.csv',sep=\";\", index=False)\n",
+    "print(\"\\nResults saved to 'data_with_clip_scores.csv'\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b21e759",
+   "metadata": {},
+   "source": [
+    "# rileggo dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "7ae3d0fc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>llm_assessment_1</th>\n",
+       "      <th>llm_judgment_1</th>\n",
+       "      <th>llm_evaluation_result_1</th>\n",
+       "      <th>llm_alt_text_1</th>\n",
+       "      <th>llm_model_1</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_1</th>\n",
+       "      <th>clip_score_llm_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'ultra-black-8542384' appears to ...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Boxer da uomo Simond MT500 in lana Merino, col...</td>\n",
+       "      <td>17.855146</td>\n",
+       "      <td>32.484348</td>\n",
+       "      <td>31.627522</td>\n",
+       "      <td>31.602365</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text, 'Forclaz MT500 Lightweight Packa...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Sandali da escursionismo leggeri e comprimibil...</td>\n",
+       "      <td>25.055841</td>\n",
+       "      <td>24.167772</td>\n",
+       "      <td>23.310310</td>\n",
+       "      <td>12.011605</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'unspecified-8553119' is not appr...</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Scarponcini da trekking impermeabili da uomo Q...</td>\n",
+       "      <td>30.188608</td>\n",
+       "      <td>27.694433</td>\n",
+       "      <td>25.603844</td>\n",
+       "      <td>28.110100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'carbon-gray-8572546' is insuffic...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni cargo da uomo Forclaz Travel 100 col...</td>\n",
+       "      <td>27.012115</td>\n",
+       "      <td>31.259996</td>\n",
+       "      <td>28.452053</td>\n",
+       "      <td>27.930832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'laurel-green-8749613' appears to...</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca in pile da uomo Quechua MH120 per escur...</td>\n",
+       "      <td>25.224363</td>\n",
+       "      <td>25.958937</td>\n",
+       "      <td>26.333887</td>\n",
+       "      <td>25.674152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Icon Pantaloni in tessuto d...</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>28.017265</td>\n",
+       "      <td>29.308945</td>\n",
+       "      <td>28.080940</td>\n",
+       "      <td>28.080940</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Kobe Pantaloni da basket Therma-...</td>\n",
+       "      <td>Kobe men's basketball pants with Therma-FIT te...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni da basket da uomo Kobe con tecnologi...</td>\n",
+       "      <td>25.269073</td>\n",
+       "      <td>21.077915</td>\n",
+       "      <td>19.189518</td>\n",
+       "      <td>22.738798</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Stride Giacca da running Re...</td>\n",
+       "      <td>Nike Stride men's running jacket Repel UV – pr...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca da running da uomo Nike Stride Repel UV...</td>\n",
+       "      <td>31.181801</td>\n",
+       "      <td>33.749702</td>\n",
+       "      <td>32.295738</td>\n",
+       "      <td>29.648846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Tech Pantaloni jogger in fl...</td>\n",
+       "      <td>Nike Tech men's fleece jogger pants – product ...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni jogger in fleece Nike Tech da uomo –...</td>\n",
+       "      <td>26.701836</td>\n",
+       "      <td>23.892307</td>\n",
+       "      <td>23.703081</td>\n",
+       "      <td>27.451563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>23.090588</td>\n",
+       "      <td>28.573620</td>\n",
+       "      <td>27.408213</td>\n",
+       "      <td>27.408213</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ... llm_assessment_1  \\\n",
+       "0                 1                    3    gpt-4o  ...                1   \n",
+       "1                 4                    4    gpt-4o  ...                5   \n",
+       "2                 1                    3    gpt-4o  ...                1   \n",
+       "3                 1                    3    gpt-4o  ...                1   \n",
+       "4                 1                    3    gpt-4o  ...                1   \n",
+       "..              ...                  ...       ...  ...              ...   \n",
+       "489               4                    4    gpt-4o  ...                4   \n",
+       "490               4                    3    gpt-4o  ...                4   \n",
+       "491               4                    2    gpt-4o  ...                5   \n",
+       "492               4                    5    gpt-4o  ...                5   \n",
+       "493               4                    4    gpt-4o  ...                5   \n",
+       "\n",
+       "    llm_judgment_1                            llm_evaluation_result_1  \\\n",
+       "0          failure  The alt-text 'ultra-black-8542384' appears to ...   \n",
+       "1          success  The alt-text, 'Forclaz MT500 Lightweight Packa...   \n",
+       "2          failure  The alt-text 'unspecified-8553119' is not appr...   \n",
+       "3          failure  The alt-text 'carbon-gray-8572546' is insuffic...   \n",
+       "4          failure  The alt-text 'laurel-green-8749613' appears to...   \n",
+       "..             ...                                                ...   \n",
+       "489        success  The alt-text 'Nike Icon Pantaloni in tessuto d...   \n",
+       "490        success  The alt-text 'Kobe Pantaloni da basket Therma-...   \n",
+       "491        success  The alt-text 'Nike Stride Giacca da running Re...   \n",
+       "492        success  The alt-text 'Nike Tech Pantaloni jogger in fl...   \n",
+       "493        success  The alt-text 'Nike Windrunner Piumino - Uomo' ...   \n",
+       "\n",
+       "                                        llm_alt_text_1 llm_model_1  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...      gtp-4o   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals      gtp-4o   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...      gtp-4o   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...      gtp-4o   \n",
+       "4    Quechua Men's MH120 Fleece Hiking Jacket in la...      gtp-4o   \n",
+       "..                                                 ...         ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...      gtp-4o   \n",
+       "490  Kobe men's basketball pants with Therma-FIT te...      gtp-4o   \n",
+       "491  Nike Stride men's running jacket Repel UV – pr...      gtp-4o   \n",
+       "492  Nike Tech men's fleece jogger pants – product ...      gtp-4o   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...      gtp-4o   \n",
+       "\n",
+       "                                      llm_alt_text_ita clip_score_user  \\\n",
+       "0    Boxer da uomo Simond MT500 in lana Merino, col...       17.855146   \n",
+       "1    Sandali da escursionismo leggeri e comprimibil...       25.055841   \n",
+       "2    Scarponcini da trekking impermeabili da uomo Q...       30.188608   \n",
+       "3    Pantaloni cargo da uomo Forclaz Travel 100 col...       27.012115   \n",
+       "4    Giacca in pile da uomo Quechua MH120 per escur...       25.224363   \n",
+       "..                                                 ...             ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...       28.017265   \n",
+       "490  Pantaloni da basket da uomo Kobe con tecnologi...       25.269073   \n",
+       "491  Giacca da running da uomo Nike Stride Repel UV...       31.181801   \n",
+       "492  Pantaloni jogger in fleece Nike Tech da uomo –...       26.701836   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...       23.090588   \n",
+       "\n",
+       "    clip_score_llm  clip_score_llm_1 clip_score_llm_ita  \n",
+       "0        32.484348         31.627522          31.602365  \n",
+       "1        24.167772         23.310310          12.011605  \n",
+       "2        27.694433         25.603844          28.110100  \n",
+       "3        31.259996         28.452053          27.930832  \n",
+       "4        25.958937         26.333887          25.674152  \n",
+       "..             ...               ...                ...  \n",
+       "489      29.308945         28.080940          28.080940  \n",
+       "490      21.077915         19.189518          22.738798  \n",
+       "491      33.749702         32.295738          29.648846  \n",
+       "492      23.892307         23.703081          27.451563  \n",
+       "493      28.573620         27.408213          27.408213  \n",
+       "\n",
+       "[494 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#df = pd.read_csv(\"dataset_esercitazione_with_CLIP_without_image.csv\",sep=\";\")\n",
+    "#df = pd.read_csv(\"dataset_esercitazione_with_CLIP.csv\",sep=\";\")\n",
+    "\n",
+    "#df = pd.read_csv(\"dataset_esercitazione_with_CLIP_ita.csv\",sep=\";\")\n",
+    "#df = pd.read_csv(\"dataset_esercitazione_with_CLIP_without_context_ita.csv\",sep=\";\")\n",
+    "df = pd.read_csv(\"dataset_esercitazione_with_CLIP_without_image_ita.csv\",sep=\";\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "7a404d95",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Has empty values: True\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check if the column has empty/null values\n",
+    "has_empty = df['clip_score_user'].isna().any()\n",
+    "print(f\"Has empty values: {has_empty}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a3dd9de5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Fill empty/null values with 0\n",
+    "df['clip_score_user'] = df['clip_score_user'].fillna(0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "5ae3f94c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Round multiple columns\n",
+    "#df[['clip_score_user', \"clip_score_llm\"]] = df[['clip_score_user', \"clip_score_llm\"]].round(3)\n",
+    "#df[['clip_score_user', \"clip_score_llm\",\"clip_score_llm_1\"]] = df[['clip_score_user', \"clip_score_llm\",\"clip_score_llm_1\"]].round(3)\n",
+    "df[['clip_score_user', \"clip_score_llm\",\"clip_score_llm_ita\"]] = df[['clip_score_user', \"clip_score_llm\",\"clip_score_llm_ita\"]].round(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "f8ef9d2a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>llm_assessment_1</th>\n",
+       "      <th>llm_judgment_1</th>\n",
+       "      <th>llm_evaluation_result_1</th>\n",
+       "      <th>llm_alt_text_1</th>\n",
+       "      <th>llm_model_1</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_1</th>\n",
+       "      <th>clip_score_llm_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'ultra-black-8542384' appears to ...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Boxer da uomo Simond MT500 in lana Merino, col...</td>\n",
+       "      <td>17.855</td>\n",
+       "      <td>32.484</td>\n",
+       "      <td>31.627522</td>\n",
+       "      <td>31.602</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text, 'Forclaz MT500 Lightweight Packa...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Sandali da escursionismo leggeri e comprimibil...</td>\n",
+       "      <td>25.056</td>\n",
+       "      <td>24.168</td>\n",
+       "      <td>23.310310</td>\n",
+       "      <td>12.012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'unspecified-8553119' is not appr...</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Scarponcini da trekking impermeabili da uomo Q...</td>\n",
+       "      <td>30.189</td>\n",
+       "      <td>27.694</td>\n",
+       "      <td>25.603844</td>\n",
+       "      <td>28.110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'carbon-gray-8572546' is insuffic...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni cargo da uomo Forclaz Travel 100 col...</td>\n",
+       "      <td>27.012</td>\n",
+       "      <td>31.260</td>\n",
+       "      <td>28.452053</td>\n",
+       "      <td>27.931</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'laurel-green-8749613' appears to...</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca in pile da uomo Quechua MH120 per escur...</td>\n",
+       "      <td>25.224</td>\n",
+       "      <td>25.959</td>\n",
+       "      <td>26.333887</td>\n",
+       "      <td>25.674</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Icon Pantaloni in tessuto d...</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>28.017</td>\n",
+       "      <td>29.309</td>\n",
+       "      <td>28.080940</td>\n",
+       "      <td>28.081</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Kobe Pantaloni da basket Therma-...</td>\n",
+       "      <td>Kobe men's basketball pants with Therma-FIT te...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni da basket da uomo Kobe con tecnologi...</td>\n",
+       "      <td>25.269</td>\n",
+       "      <td>21.078</td>\n",
+       "      <td>19.189518</td>\n",
+       "      <td>22.739</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Stride Giacca da running Re...</td>\n",
+       "      <td>Nike Stride men's running jacket Repel UV – pr...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca da running da uomo Nike Stride Repel UV...</td>\n",
+       "      <td>31.182</td>\n",
+       "      <td>33.750</td>\n",
+       "      <td>32.295738</td>\n",
+       "      <td>29.649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Tech Pantaloni jogger in fl...</td>\n",
+       "      <td>Nike Tech men's fleece jogger pants – product ...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni jogger in fleece Nike Tech da uomo –...</td>\n",
+       "      <td>26.702</td>\n",
+       "      <td>23.892</td>\n",
+       "      <td>23.703081</td>\n",
+       "      <td>27.452</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>23.091</td>\n",
+       "      <td>28.574</td>\n",
+       "      <td>27.408213</td>\n",
+       "      <td>27.408</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ... llm_assessment_1  \\\n",
+       "0                 1                    3    gpt-4o  ...                1   \n",
+       "1                 4                    4    gpt-4o  ...                5   \n",
+       "2                 1                    3    gpt-4o  ...                1   \n",
+       "3                 1                    3    gpt-4o  ...                1   \n",
+       "4                 1                    3    gpt-4o  ...                1   \n",
+       "..              ...                  ...       ...  ...              ...   \n",
+       "489               4                    4    gpt-4o  ...                4   \n",
+       "490               4                    3    gpt-4o  ...                4   \n",
+       "491               4                    2    gpt-4o  ...                5   \n",
+       "492               4                    5    gpt-4o  ...                5   \n",
+       "493               4                    4    gpt-4o  ...                5   \n",
+       "\n",
+       "    llm_judgment_1                            llm_evaluation_result_1  \\\n",
+       "0          failure  The alt-text 'ultra-black-8542384' appears to ...   \n",
+       "1          success  The alt-text, 'Forclaz MT500 Lightweight Packa...   \n",
+       "2          failure  The alt-text 'unspecified-8553119' is not appr...   \n",
+       "3          failure  The alt-text 'carbon-gray-8572546' is insuffic...   \n",
+       "4          failure  The alt-text 'laurel-green-8749613' appears to...   \n",
+       "..             ...                                                ...   \n",
+       "489        success  The alt-text 'Nike Icon Pantaloni in tessuto d...   \n",
+       "490        success  The alt-text 'Kobe Pantaloni da basket Therma-...   \n",
+       "491        success  The alt-text 'Nike Stride Giacca da running Re...   \n",
+       "492        success  The alt-text 'Nike Tech Pantaloni jogger in fl...   \n",
+       "493        success  The alt-text 'Nike Windrunner Piumino - Uomo' ...   \n",
+       "\n",
+       "                                        llm_alt_text_1 llm_model_1  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...      gtp-4o   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals      gtp-4o   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...      gtp-4o   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...      gtp-4o   \n",
+       "4    Quechua Men's MH120 Fleece Hiking Jacket in la...      gtp-4o   \n",
+       "..                                                 ...         ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...      gtp-4o   \n",
+       "490  Kobe men's basketball pants with Therma-FIT te...      gtp-4o   \n",
+       "491  Nike Stride men's running jacket Repel UV – pr...      gtp-4o   \n",
+       "492  Nike Tech men's fleece jogger pants – product ...      gtp-4o   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...      gtp-4o   \n",
+       "\n",
+       "                                      llm_alt_text_ita clip_score_user  \\\n",
+       "0    Boxer da uomo Simond MT500 in lana Merino, col...          17.855   \n",
+       "1    Sandali da escursionismo leggeri e comprimibil...          25.056   \n",
+       "2    Scarponcini da trekking impermeabili da uomo Q...          30.189   \n",
+       "3    Pantaloni cargo da uomo Forclaz Travel 100 col...          27.012   \n",
+       "4    Giacca in pile da uomo Quechua MH120 per escur...          25.224   \n",
+       "..                                                 ...             ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...          28.017   \n",
+       "490  Pantaloni da basket da uomo Kobe con tecnologi...          25.269   \n",
+       "491  Giacca da running da uomo Nike Stride Repel UV...          31.182   \n",
+       "492  Pantaloni jogger in fleece Nike Tech da uomo –...          26.702   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...          23.091   \n",
+       "\n",
+       "    clip_score_llm  clip_score_llm_1 clip_score_llm_ita  \n",
+       "0           32.484         31.627522             31.602  \n",
+       "1           24.168         23.310310             12.012  \n",
+       "2           27.694         25.603844             28.110  \n",
+       "3           31.260         28.452053             27.931  \n",
+       "4           25.959         26.333887             25.674  \n",
+       "..             ...               ...                ...  \n",
+       "489         29.309         28.080940             28.081  \n",
+       "490         21.078         19.189518             22.739  \n",
+       "491         33.750         32.295738             29.649  \n",
+       "492         23.892         23.703081             27.452  \n",
+       "493         28.574         27.408213             27.408  \n",
+       "\n",
+       "[494 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f9f5c6a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "d4bc3664",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_1</th>\n",
+       "      <th>clip_score_llm_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>24.719324</td>\n",
+       "      <td>27.468615</td>\n",
+       "      <td>25.281888</td>\n",
+       "      <td>24.920970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>5.337241</td>\n",
+       "      <td>4.023808</td>\n",
+       "      <td>5.534177</td>\n",
+       "      <td>5.350998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.858000</td>\n",
+       "      <td>4.511722</td>\n",
+       "      <td>5.359000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>21.990000</td>\n",
+       "      <td>24.999750</td>\n",
+       "      <td>22.870561</td>\n",
+       "      <td>22.171000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>25.608500</td>\n",
+       "      <td>27.475500</td>\n",
+       "      <td>26.374945</td>\n",
+       "      <td>25.914000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>28.056000</td>\n",
+       "      <td>29.851250</td>\n",
+       "      <td>28.838578</td>\n",
+       "      <td>28.274750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>38.108000</td>\n",
+       "      <td>38.581000</td>\n",
+       "      <td>39.108814</td>\n",
+       "      <td>39.109000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       clip_score_user  clip_score_llm  clip_score_llm_1  clip_score_llm_ita\n",
+       "count       494.000000      494.000000        494.000000          494.000000\n",
+       "mean         24.719324       27.468615         25.281888           24.920970\n",
+       "std           5.337241        4.023808          5.534177            5.350998\n",
+       "min           0.000000       11.858000          4.511722            5.359000\n",
+       "25%          21.990000       24.999750         22.870561           22.171000\n",
+       "50%          25.608500       27.475500         26.374945           25.914000\n",
+       "75%          28.056000       29.851250         28.838578           28.274750\n",
+       "max          38.108000       38.581000         39.108814           39.109000"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#df[[\"clip_score_user\",\"clip_score_llm\"]].describe()\n",
+    "#df[[\"clip_score_user\",\"clip_score_llm\",\"clip_score_llm_1\"]].describe()\n",
+    "df[[\"clip_score_user\",\"clip_score_llm\",\"clip_score_llm_1\",\"clip_score_llm_ita\"]].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "2242dc3b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#df[[\"clip_score_user\",\"clip_score_llm\"]].boxplot()\n",
+    "#df[[\"clip_score_user\",\"clip_score_llm\",\"clip_score_llm_1\"]].boxplot()\n",
+    "df[[\"clip_score_user\",\"clip_score_llm\",\"clip_score_llm_1\",\"clip_score_llm_ita\"]].boxplot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "580e6a70",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "user_clip=df[\"clip_score_user\"]\n",
+    "#llm_clip=df[\"clip_score_llm\"]\n",
+    "#llm_clip=df[\"clip_score_llm_1\"]\n",
+    "llm_clip=df[\"clip_score_llm_ita\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "dfe70951",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hexbin(user_clip, llm_clip, gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+    "plt.colorbar(label='Count')\n",
+    "plt.plot(\n",
+    "    np.unique(user_clip),\n",
+    "    np.poly1d(np.polyfit(user_clip, llm_clip, 1))(np.unique(user_clip)),\n",
+    "    'b-', linewidth=2\n",
+    ")\n",
+    "plt.xlabel(\"user_clip\")\n",
+    "plt.ylabel(\"llm_clip (only context)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "24339a8b",
+   "metadata": {},
+   "source": [
+    "\n",
+    "### capire se meglio usare multilingua visto il disallineamneto- già USATO multilingua openai/clip-vit-large-patch14"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "92c9936b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>User-LLM Pearson</th>\n",
+       "      <th>User-LLM Spearman</th>\n",
+       "      <th>User-LLM Kendall Tau</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Results</th>\n",
+       "      <td>0.508171</td>\n",
+       "      <td>0.473765</td>\n",
+       "      <td>0.349963</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         User-LLM Pearson  User-LLM Spearman  User-LLM Kendall Tau\n",
+       "Results          0.508171           0.473765              0.349963"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "from scipy.stats import spearmanr, kendalltau\n",
+    "import numpy as np\n",
+    "\n",
+    "pearson_correlation = np.corrcoef(user_clip, llm_clip)[0, 1]\n",
+    "spearman_correlation, _ = spearmanr(user_clip, llm_clip)\n",
+    "kendall_tau_correlation, _ = kendalltau(user_clip, llm_clip)\n",
+    "\n",
+    "correlation_table = pd.DataFrame({\n",
+    "    \"User-LLM Pearson\": [pearson_correlation],\n",
+    "    \"User-LLM Spearman\": [spearman_correlation],\n",
+    "    \"User-LLM Kendall Tau\": [kendall_tau_correlation]\n",
+    "}, index=['Results'])\n",
+    "\n",
+    "correlation_table"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8ec5c59b",
+   "metadata": {},
+   "source": [
+    "## provo a vedere come sono in relazione llm_clip e user LLM assessmnet "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "c0f40f0b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "user_llm_assessment=df[\"user_llm_assessment\"]\n",
+    "#llm_clip=df[\"clip_score_llm\"]\n",
+    "llm_clip=df[\"clip_score_llm_ita\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "e1c97d05",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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HgKNY5/xMTcAeIAMrYZFPo6HQWkPD53BqBfiqz3wVzAY4+SbUrEP3uQKVPCgiccYF73Fo3ATmmYUftbU0bYPmPZA8EZwDe3cSjXiiG8A8AJzsYINyMI+BKgZVBFGagEvXT3AkUWlDA8exWlHau3Ge6QTWH0ohkE/iDG0KlwaqsQrjtV9joq0a4DOsrqAiJDEMnm4ug5PvQPMRuryseU5AxQvo5OHQZwYqKadXYowLZh00brFaUro6z7oRGj4G43NIngTOvr0SYlzQXtAloI8GsbEJ+iDoUqs7iFxJDGOUJCoBLTfOxm7up7FaBI5hta7kkDh5bigasM5zTQj7Hud0YpiHJIYd094aqFwF9ds4/X7sqpnY/3rjXijdi86YDJkXoxzSktUh7YGmHdC8q/XK4PY1K6H+PXAOgOQJYKT3RITxQZugy63EI6gPka01g7kLSAdjKKiMHggwNNKiEhxJVACri+dwmMfwAAewbsCDwzxWvKoGdod5DJPT44bGhB1RPNLeSij9DeiWC3p3+7H929dsgLrt6KLbUUayjRHGCe2D2resbojQDmD9z3sEao9A2mxwyHisdpmfAVVhHqQWzC1gjAIVHa1Y0VA9ORbIR1Lg9ECsaDtWvAn1gt4eOc8d8pw6PVg2LP7xK746O6KKP9oTRpLS5kDWYp45fkicZtd7UIGW93OskRYVIYQQIgKk6yc4kqgIIYQQEaAIL9lIlERFun6EEEIIEbWkRUUIIYSIAClKGBxJVIQQQogIkDEqwZFERQghhIgAgzCrJydGg4qMURFCCCFE9JIWFSGEECICwh6jEsa+sURaVERs0RpML5ge0DLp21m0huZSMJKQP+8epuvAlQ0OmbW3R+l68DVaf/fahkkMo4wKY0kU0qICWPV5KrGmZw9XPxuOEa+ysMoVeELbXfusi1XLxUZvAlUAaiAoKVRIcwVUrUJ5jqINJ8pwok1v23MWNGXt4x4Ezj49EGwM041gHgSOgzMNktLA1wTNVVYCHQojAxxy7WhDe8B3AHyHAO1/C3utJFwZIY5CdYLKtTVM0fMkUQGsG+h4ThcXDEU2MABw2xRTPEoGzgEqgFKCTgy16b/ZtrO9LgNd4U9WCqO2nHuP8tVC9UfQsIOWz1mBS7hygsNhTalveoM/piML+syElOEoqThr0V7QR6ylJfFrOTWGC1LywFsPzdWt6ix1JckqSJg0JDHfu+3RJphHwLsXOPM9q8FsBgxwJHXjnClQ/UENAOWwN94whP3UT4L8aUqiEuAEBmJV5S3BKqAXjFSgGJDKp8ExgAIgFysxPN7xplr7bw5dXfRN0Aes0u+JVM7d9EDdRqhZx+kkrm3LiXUaFBonOJz+LrOOzqeyWqayL4X0SagouqBHlNatKvd2kOy1vN8cKZCSAp4a8NTSfkuWf1vXKHCPBuXqgaBjkNZgngDvLrquC2ZarVjK4W9h6ezvvR8Yg0BF34dIGaMSHElUzpIMjMBKVEqAxg62c2K1oOSQWL2FdkkCBnE6Maw5/ZLW1s1Ud6MFADhdzj3DSliiqJy7rbSGhp1Q/QGYwY3TUcqaGko5XGht+hOWluTG//7NmAyZF6McKT0SdkzSlWDuI+iCmi03zKQMq1vIU221slgvAhqc/a1WFEM+3ASYtVaCok91bz/tA58PDKfVetgmYUkHY2j8XgcSiCQqHcoExmJ94j8CtHwKVUAhkI8MVrRDCm0SQ93gb9oNR41Vzp1CcAwNO8KoYjbBib+Ap/tdlKe7gwyUw402fda5Th4KfWaiknJsDTWmae1Pek+Etr9SgAPcfcCZDo3HwMiC5PPA2dfOSGOfdy/49hPWBz7TC3jB4QaVHDMtq4YKcx6V6P7xbCOJSqcU1uDYHKxBoF6sbgtpqrWXwhonlAn6czrtDuqWUiDOEpXmoyElKa21XNuU4UD3mYdKGxd+XHGnmZCTlBYtJ9qRBCnjwTkq6m+cEeEr8f/Dhm4MnQ6OiTEz3kfGqARHEpWgOICiSAeRABSQgX2JiuiKcvePdAiJwdkvce4qEaNAZcZMkgKSqAQrdn6jQgghhEg40qIihBBCRIBCh1UBWaonCyGEEKLHSNdPcKTrRwghhBBRS1pUhBBCiAhQhkKF8YyxSpA5vCRREUIIISJAGeE9pJQYaYp0/QghhBAiikmiEiyzyqpDEXaZcdEpsyEaK7HHLe0Ncmp4ERbtrYt0CAlAWxWXY0jLYNpwlu5YsmQJEyZMIDMzk8zMTKZNm8abb74ZeL2xsZGFCxeSm5tLeno6CxYsoLy83OafuvskUemKrofmT8GzDjybwLMezGALFoqgmY1Q8yFUr8W64NiRraTacIwo4+yD9WcbXqOv1hrd3Ax/vwe9+2/WdPqiFSdWParwaG1atZWO/AF9/B/osMtDxCFlZ82jCvDtBh0j57llDv1wlm4YMGAATz75JBs2bGD9+vXMmDGDa6+9lu3btwNw33338frrr/PSSy+xatUqjh49ynXXXdcTP3m3KK3ju4mgurqarKwsqqqqyMzMDH5H7QHfAfAdalnh/7+/sJhRAM7hVl0JETrtg4btULfeX4RQW/U6UgvBlW4lLN1+Bs/wl3MviqqS7rbxVlsFCRt3E3g/BkmbpnU+Dx+AA3vA6/8EmlkM59+BKpzcExHHJu0FXWJV5e7urlpbhSBrj8KJz/yFCRU4UqHvVZB5HiqGZlDtUdq0ptH37eN0TbXuUuBwtRrwEfo1IOR7RgjfY9egAWQYob8PakyTUQcPhxVrTk4O//Ef/8GXvvQl+vXrx/Lly/nSl74EwM6dOxkzZgxr1qzhwgsvDDnOcMlg2jNpE8wjVqGsdku6+28KZjk0l4NjsLXE4w2xJ2kNzQegZg2YNW1f8zVBzQGrAm1aARj+2kpBJSx5/pLucVyPyZkJOVdBcylUrQJP102zLTdOTh6HPTug4YyuiOoj8N4P0IXnw+TbUVkDeyj4GKKcoIaALgDzAHCyy10C57m5Gn18KzS23keDrw7KX4JTH6DzrkGlxlktqlAoA5yDwFEI3n1gHqZbCbjhT1DaXB9M0IdAl4EaDKpvVE46EsnBtD6fj5deeom6ujqmTZvGhg0b8Hg8zJo1K7DN6NGjGThwoCQqUUNrawyKdxfBlXT3/xH59oPvMDhHgFEYlX8MUcdzHGo/BE8Znf6peWqgsgaScyDFX626w/ObaVVMtbUZOcq5CqHvV6Hhc6j+J5hnj4MI3Djra9G7P4NTHRXaM63/lW2CN25Dj/wijL8BlZzVc/HHCpUCjjGgq8DcB9S3u5nWGnxN6BOfQe3hzo/ZXAaHn0enjYV+V6NcUlEZ5YKk0WAWg/dz0F0UhTSc/mSys2tus1XoVB8BY6hVCyiKKKWsv88w9gerhaY1t9uN2+1ud5+tW7cybdo0GhsbSU9P55VXXmHs2LFs3rwZl8tFdnZ2m+3z8/MpKysLOUY7SKICoBvA8xnoUyEewAPez0AdAudYMKLrjyFqmM1WgtL4OacTlCA+NTWehKYqSOkHybn+lcp/CLe/pHtOYiaJSkHqKEgZBrUboWYdGh8Kbd04PR70vp1Q2sWNs4X2N73v/hvsewc98Vuo0fN7LPyYorLAOBf0MdAHAKvbTGvT+qBTuRsq954+h53yv+/rdkLdTnT2RdDvKpS0zIKRBq5Jpz846jMSQ+UAI6mbf+91YG4FcsEYBir88Ud2UCrMFhX/26i4uLjN+kcffZRFixa1u8+oUaPYvHkzVVVV/PnPf+amm25i1apVoQfRCyRRAfDuDyNJaUXXgncnuC4I/1jxqPFzf5IC3X60R/ugvsxKWtIKwJkKxghQBTFVLbXHKCdkXACp46D8b2jPIThyEA7tBV8I/f7aBG8jbFiCHnAhKr3A/phjkVKg8kDnos0D1hi2ujI4uRN8jSEc0N+SVfkBpA6D9LF2RhvbjFxIuhDMo/6WbgWOpDD/3k+ATgNV3PWmMaSkpKTNGJWOWlMAXC4Xw4cPB2Dy5MmsW7eOZ599lq9+9as0NzdTWVnZplWlvLycgoLI/v3LFR4IXCyi7ljxxkfYUxSZzVBzCE7tAqNIkpQzOdJADYMP3oH9n4eWpJzJFyNPUPQm5QCdDwfegmObQ0xSzhBjj9b2CmWAYwA408HptuHvXRFV12ibnk9uedy4ZeksUTmTaZo0NTUxefJkkpKSWLFiReC1Xbt2cejQIaZNm2b7j94d0qIihBBCREDYg2m72TD90EMPMXfuXAYOHEhNTQ3Lly9n5cqVvP3222RlZXHLLbdw//33k5OTQ2ZmJnfddRfTpk2L6EBakERFCCGESAgVFRXceOONlJaWkpWVxYQJE3j77be54oorAHj66acxDIMFCxbQ1NTEnDlz+OUvfxnhqCVREUIIISIi7KKEunv7/va3v+309eTkZBYvXszixYtDjqknSKIihBBCREAo0+CfuX8ikJGIQgghhIha0qIihBBCREKYg2kTpYBrRFtUYrWSoxBCCBG2Xi5KGKsimqjEaiXHziVIihtpMoNnx7QGh/Tqingi19VEFtGun3nz5rX5+ic/+QlLlixh7dq1DBgwgN/+9rcsX76cGTNmALB06VLGjBnD2rVr7X2u247plFumdcYE8xCo/nIzPZNyE/YFx5UF6cVWhWUOAP2B6JgOOxro2v1w/HUYNhBq6+HYSfC0V1wzGAagISnNzhDjgvachBNvgTPFX/3XQ9gTiRmptsQWV7THqmAdclXlsw5INI14kMG0wYma35hdlRybmppoamoKfH1msaZ2OYYByio1DnTrZqoMf90Jw9pN4S8N31K1s1/ivJu6kjwCdBPUrffXQ+nGeXYkQ8ZAcGVaLQZKASewKtoWAv6ihQlKN52Ewy/DyXUEzkNaCqT1h8pqOFEFZjdvpBmFcP53Uam5XW+bILTZCKdWQ9Xa0yuVYc2aanqtpVvJuAJHKvS9ElKH2x1u7NKmdQ3Vh7AvSVHW1Pmq0Kbjha+3H0+OVRFPVOyu5PjEE0/w2GOPdS8I5QTnSDAG+Kt2Hg9mJytBMRynr0tt3jMe0LtbVe2UKrQoB6ROhOSRULcBGj7zv9DJhV05Ib0Ikvu1Wtf6RGvgKHAMGAD0Iexp+mOI9jVC6dtQ9raVwAGBT/Yt5yk7EzIz4MQpqxp1pwxISoVzb4bhV6EMaRUE0NoHNRvh5Aowm2j3Pauc4HCAbklYOmMACnIug5zpKCP4Kc/jmtbASTD3A01dbd0NeWAM9LfqRo/enpk2VkU8UbG7kuNDDz3E/fffH/i6urr6rMqSHTJSwXUumCf9CUttB9slte3W6fS+WA/mNiAHjMFWyfhEZ6RAxiWQMg5qP4Lmw/ibolptpCA1H9IKsYbGd5V8eID9QDlQDKT3SOjRQmsTjq+xWlG8dXSe7PkH3fXLsZKWYyehruGMbfw3ztHXwTlfQ7ni+/x1h67fbXXzeE50vqFq+Y8THE4wPe1UUjYAEzImQN8rUUl9eiTmmKRr/QlKEK3gQcu0qqsreT/HsognKnZXcnS73d0qyNQuIweSpoJZCt7dtJRzPz0OhRC6c05aCZAq8jc/RvzUR56zD2RfDU0lUPsh+Kqs9e4+1jiUbpdyB6gHdmG1rPQHousTlB109S449CI0HA1+p5abaFIS9M+H+gaoOAken9XMPmAaTPp/qIyingo75ujmCitBadhHt1rpWt6zDpd1bk2Pv6VAQ3J/6HcNKmVgT4Qcm3QzmAeBChsP6rYSFHKiuutdKYUKI75w9o0lUXe3bK+S44IFC4BeruSoFDiKwMgD30HQh/2tKCq8ngV9FHQ9OMbZFWnscxeD6yvQuBOad0LWoFbjUEJ1CqgBJtoUZHTQ9SWw6+eEPB6n5ZSmJMPAIjjpgMnfReWNtyvEuKDNRjjyKyvRsNaEdiBl+Ad+O6HfPEifkDA3l6CZ24CGLjcLjvKPDSyIjcrqivCG1kVRIeieFNFEJSYqOSonOIeBzwsEM3YlGHb2vcYJZUDKWHBngy616VNQqE+7RLHmSv8/wrxCKX/CPX0RKiU/zKDikNlsjTWxS79rURmSDLav2cZjFYIhrYLxJqKJSkxVcmx5qkf0LBm82bti4VNnPJD3dS9QMTclhDyeHJyIJiqxWslRCCGECJf11E8YY1QS5HNGgvyYQgghhIhFUTeYVgghhEgEYc+jkiBNDZKoCCGEEJEgg1SCkiD5mBBCCCFikbSoCCGEEBEgXT/BkURFCCGEiICwixKGsW8sSZB8LEy+GvBWtCr6Fq7EeHN1l/ZUo0+sR9t2nuOQzR+hPv39a/g8HluPGR/s/Rv1vfs6uq6D2mEJz55zrbWJrtmO9lTZcrze0DJEJZwlEUii0hndBI2boO4taKo4XRE1rPtoklWcUARo04MufRu2/BscegeqD1vrw0pYDCAO66lkjILcqf4vQvvzNb0an9fkg6UHee32/+CXY6/i87+tlASxFeXMgD7Tsc5xaOdZm9b59H1yEO9z/0vTN2fi/duf0L4zCxUmODUECH2itsD7tvEkHP8EDvwMfeIdtGnnjLcikpSO86tTdXU1WVlZVFVVkZmZGdxO2gfNe6FpG+CjTWbiTAVXJsFV9G1N+YsRFsXc7Ik9RWsNpzZCyUvQfKrti5kDYOBFkJwFdLf4Vl+gCEiyK9Soo+sOwMH/g7qWgnld/xmbPo3hUOx4/xjv/mIvp440AqAMA22aDJlxIXOe+QH540f1aOyxRHtOwcl3oO4zgj3PWmuUUpj7T+B9cSN6f0vVZWt/NXAYzoX/hmPyRT0YeYzRXtAlVi20YHdpuXV5G+DENqgra/WqAkca9LsKMiahutESGdI9o5tavkfF5SPIdIZ+P6j2+sh7f3ePxhoNJFFpTWvwHoXGzaDrOtlQQVI6JGX4v+zqJpoHxkBQ8VfJN1S69oBVAbhuPx3fABT0Gw0DLgBHUhAXmwygGEixOdroZCV6m6DkT2cneq23M60eo7LPa3nrqd0c2tR+07jhdGD6TM77f1/m8h/dQ3p+354KPeboxkNw/E1oLu18O62hsgHvS5sw15e0v5FhgGliXHApzu98H2Pg0B6IOEbpBjD3YxUV7WQzra0PlCd3QtV+Ok0g3YVWxerU4M5zryYqM2xIVN6TRCXmBf2m852yEhTfseAPrhxW64oztYNqv5lWqXGVHkrocUk3n4KSl+HkJ1hN6kEU13MkQeEkyJ9gNUydlbC4sRKUTBJx/I82PVD+Phx93d89efqcmqamvtLDu7/Yy5Y3y4PqtlQOB053Epc+spAL770JZ7Ik2GCNgaBuG5z4B/jajjfRPhO8Jr6/bce34nPwBNG943CA1jiu+TrOGxaisvr0UOQxSFeBuQ+ob7tam4CykpNTn1vFI7vk/yCUNg76XY1y5Xa6tSQq0UcSFYDmfdC4nmCbds9iJIErGxwua3flthIUchJntFMQdM1e2PVz6yN+KNV/3RkwYCoqZ6i/ed2J1cXTj0RMUM6kPTVw5K/oY6tBa3zNmg9+d5A1fyjB0xjC+VaK7MH9uWPr67jSUu0POEZp0wNVa6BytfVvDeYH+/C+tgVqQqiMbhjgTsH13MsY/QfZH3Cs0hp0BegDaO1BKYWuK4cT28ETysBk/wec/jeh0kZ3uFVvJirHZoWfqPR7N/4TFXk8GVq1ooSYs5keaDwGjmQw0iB5WuI84N4ddfus5tpQz3NTDex9F12eD2l5MPA7yFv4NJWUAYO/QcnebHb97mm2vlVOzbEwBhRqTeX+w1SXlNJ39DD7Ao1xykiCPpeizcH4fns35vZS9JEwnjQxTWioQ+/+DCRROU0pUPmg+0LFMnTzSWg4HsYBTcCAhgPQSaLSm5QK8/HkBPkgLFf5gBBbU1rzNYJ2S5LSKRvOc2051B2DgfL2bY/HzOaj/+1gfISwj5GG7x87Ix1F/FMOqDkMZn3X23Z9MBuOIXqbXOmFEEKICJBSP8GRREUIIYSIAJmZNjjSRyGEEEKIqCUtKkIIIUQkhD7x8en9E4AkKkIIIUQkGMpawtk/AUiiIoQQQkSCtKgEJUF+TCGEEELEIklUAmyYoNeZCs4kq8CW6IAN5zmtL+QOAbMh/GPFIXf1fmbOSiG3r/x596j6MhxTc1CFyZGOJL7pJkgvgBQ7ak9F2UTsLV0/4Szd8MQTTzBlyhQyMjLIy8tj/vz57Nq1q80206dPtyaia7V85zvfsfOn7jbp+gFwFoHnkP+LEN7IDje4skA5AQXmBlCDQeUlzoPuwcgYBYYbzCZCOs/udMgbiUrtYxUlq/0buMeAa5T/3Cc2feoo+t3FFH32HoUXp3DhRcmsX9fE6pUNNDR083wrBVqTP2EU2YMH9EzAMUo318BnL8Dev+I4NxvnpGx8++vwrjkB1SF8SFEKsnIwxky0P9hYpn3gPQDNuyC9EKWKrHNfuQ88NSEcUFmTx6WOtDvS0PVy18+qVatYuHAhU6ZMwev18oMf/IDZs2fz2WefkZaWFtju1ltv5fHHHw98nZoa2RIacnUHSCoGRx9o/BS8Rwh69lTltBIUZ/IZRQm9oPeAPgLGUFDZPRd7DFFpA9ET/x2OvmEV0UMRXFFCF/QdBlmFp4+l/Ps2bYfmPeCeCEmDEjIx1E116H/+DtYsD6yzJpJSnD/FzcRz3axa2cC6Txoxg6iVpwyD5OxMZj75PSZ9ewGGI/RaJPFEm17Y+zfY/r/+WajNwNvNGJSKa1Aqvi1V+DZWQnMQ72vDAQ4Hzutvw/Hlb6NSpJ4SYF1LfaXQvB10I9BqqvikdFTeRHR9BVQfBF8wtZUMQEPmFOg7G+XM6LHQo91bb73V5utly5aRl5fHhg0buPTSSwPrU1NTKSgo6O3wOiSJSgsjHVIvBu8xaNwEZmVnG4MrA5ynM9D2b5ANYG4H+oAxGJRciJQzDQZ+FZ03HQ69BFVb6TAxVAb0GQi5g0EZHde10E3Q+Ak0fw7Jk8DZr+d+gCiiTS9sfB29Ygk01fmLPbZlGAqXC66YncIFU5P5x1t17Nrpafd4yuFAGYqL/vUWLvn+bbgzpeo3YLXelX4Cnz4PdWXtbtMy8ZZjQhaOMRl4PzmFuaO6/Tzc4QCfD2PmPJJuuQ/VN78Ho48xvkpo3gbmqXZfDlwDUvpZXUG1R6zp9XV7Gbj/upIyBPLmodyF7WwTYRF+6qeqyqpRlZOT02b9H//4R/7whz9QUFDAvHnzeOSRRyLaqiLVk9ujtdUV1PRpIKMPSEqHpAysZsRuvklUIahiUEnd2y+O6eqdcPD/oPFo2xcy8iFvBDhc3Si85b8wOftD8kQr+YxTeu/H6DefhhMHg97H1NZ17dBBL2+/VUdZqXVxVw4H2udj3FfnMuun/x/Zg/r3VNgxR1fug09/Bce2EGxLq3VF1ehqL74Pj2Me8o+l8nenqXHnkbTwBxgjz+nByGOM2QDNO8DXjRZt/Emk6YXqA1Bf3vbFpFzoNw/SRnereF9vVk8++ZVxZCaFUT3Z4yPnT9spKSlpE6vb7cbtdne6r2maXHPNNVRWVvLBBx8E1v/qV79i0KBBFBUVsWXLFh588EEuuOACXn755ZDjDJckKp3RXqt/tGkHGE5w97H6OMPqXnCAMRyUHQPD4oPWJhxfA4dfBu2BARNQyZlorUOsDurfxz0O3GNtjTXStKcR/X8Pwd61VotTO60oXTFNUEqzcWMzf3+9jqIp47ny2X+jeNqkHog4NmmtYfMS2PtGyOe5pTfYPNyA5x/l0KeApDsewrh4VsJUvQ2KZz80f4aVnHT/dtRyndCeejixwzrxuXMgeypKdT8JiMVE5UyPPvooixYt6nTfO+64gzfffJMPPviAAQM6Hof23nvvMXPmTPbs2cOwYZGpoi5dP51RTutmlzQUvJtBmTYU3/SBeQgckqi0UMqAfhejcybDib+B2+tfH+rJ9l/smrbFXaLCgU1WkgIh3TwBDANAMXmym8wv3c/IG74hN84zNZ60khQI+TwHxq8MSMH57a/juOYBlMtlU4BxpHknQY1V60DgvetMgZzJkDkT5YiRbnZFeINp/T96ey0qnbnzzjt54403WL16dadJCsDUqVMBJFGJekYKOPuCroh0JHFNOZIhazw0bY50KFHM3gbQkV+cLklKu+w9z45pl0uS0sOUMiBtBMRKkgK2jVHJzMwMqvVHa81dd93FK6+8wsqVKxkyZEiX+2zevBmAwsLIjfGRREUIIYRIAAsXLmT58uW89tprZGRkUFZmDQ7PysoiJSWFvXv3snz5cq666ipyc3PZsmUL9913H5deeikTJkyIWNySqAghhBCR0MvzqCxZsgSwJnVrbenSpdx88824XC7effddnnnmGerq6iguLmbBggU8/PDDYQQZPklUhBBCiEjo5ceTu3p2pri4mFWrVoUeTw+RREUIIYSIBEV4D2gkyPAyKQYihBBCiKglLSpCCCFEJER4ZtpYIYlKEA4ehLf+nonTCU6nbvV//+I4/W9Hq3+ftV1gScLpxv9628UR7nxyQgghYoMkKkGRRCUIn34K3/luPtA7NTkcjvaTmFhfgvm5HL6msLttRfC01yPnujc0NXa9jQiLRoPZKO/nOCSJSld0M97GCqD3St37fNbSFExh0LgzHsMY16r1yWzVYmW2asEyW7VomR1sr3AmRz5B6+7SaYtaVoF/A6ODQmzB0VqDDxoW3oz7zodxXirTureRlAbO1ECV5FC1TKOv/+8JuOwUTJ2Pcshltw0jFczqsA4RmEb/5D/Rycch+xKU0fnsrFGhlx9PjlVS66cj2gRfCfj2cfBgEu+v6oPX58Drc+L1Krw+Zf2/o+Ws18HrNfB60/D6UlqtsxafjzZfh7KI+GAYXSQzqhln4ymcZh1Ow9fu4jC8Hb7mNHwYjc0Y1Y04TB9OPCTl98M9dRqu/H5Bt3711GJEycVX11fA1mVQsrLb9X4CCUqNBw7WQZ3/D7RvMera76FGX9QTIccm7QHPbvDsa1kR/K4tty9fM9SUQHMVoKzZxHNmQca51oy13dCrtX5uO5dMVxi1fpp95Pxqc4/GGg0kUTmT1mBWgHc30EFzrXJaRQqhGwNK8sEYCKpnptHW2io2F26y06tLcwPe+mN4PR4rifNZi8fjwGcqvL4kvDrJn+ApvD4DX+sE0GcE/u3xhP7HLqKLUpHpduxw36ZynGX/xNlUitMwcTq8OB0+/799/n/7Av92GD6cpgdnRR3O2sZWCaIXp6FxKg/OYeNJuupWkooGt5uoJWTjlllnFSf0lRFMBWWttdWqWHsUGo61v1FSP+g7F5UyNOgwJFGJPiG3QZ46dYrf/va37NixA4AxY8bw7W9/m5ycHNuC63VmNXh3ga7qfDvtBZ8XjCTAAahOBlVkgTEEVJq9sZ5BKeti7HBAF/WoIk57TsHJd6DuM7q8ICkDUnIhpa/1ZUdXcCMD0zUJLwWRT8B6ddF4PSYeb/wkalqDx2Mt0SEf+JL9h/1+xy9FOjmLzJKG0zkFh/MEyrOtw+6gwGfr+gqoK+28C9RzHEp/j04dATlzUK6+YfzC7KeUdYkLZ/9EEFKisnr1aq655hoyMzM5//zzAfiv//ovfvSjH/H6669z6aWX2hpkj9PN4P0czJZMPkimB/CCw5+w6Na7J1sJCn0S593UBW16oHIVVH7Uem1XO0H9MWishNQ8SM4K9EdbXJA8HpKGYCgDF5BYtd8U4EDXV+F7/3/wfvwqXtOJ1wce04HX66BhXzONhz1Wt6V24NPW/z3aiU878OHA61/X8n8fTryp2agrvwTjzu8wUbKjy9KuxQx9KEnUafmZElMuDsel/uTFx1nj0hw+nIbH34JlWutb/f/5n7zO2BEtLSwtSc1eqF+MzrwAcmZEz/gVeeonKCElKgsXLuQrX/kKS5YsweGwPsn5fD6++93vsnDhQrZu3WprkD3Ou8+fpED3q6Zqq39UGVYLizbAGAoqP7xUOR7VfgqVH4S2r+mB2iPoxpOQVoB2JqPcY8A9BlSSvXHGIJWahfPq+3BMvY6kv/wYSrfiPdKEZ3cd6c0akrCWbh1Uwft/Ie3u1Rj5kaucGizTDD9xCnZ/T0M93kOf4D2+B289eE/68DYZVrJntl08ppUQnrneq52Bf/tMB978UXhdWWHFHi98PuV/oKD7t6iGxvb28Wex1Z+AMx2yvxBegKJXhZSo7Nmzhz//+c+BJAXA4XBw//338/vf/9624HqPDR9dtAm+JquLxxn9F/WIMJsJpu+5U94GqNoPGDD0qzYFFj9U30HoSTfR8PtvhXWaAasPBtAN9eEH1gsMw1qSeiVvTUXXTkA//oB1noMfAtEh9c2foCZeEfL+WkdXC5etS+MpTo9LM9r9v89nfTB0OjtrWlP+61CUkKd+ghJSonLeeeexY8cORo0a1Wb9jh07mDhxoi2Bxa7EaIoTUS6uh8hHkSg6z60HIccbfeBXYDZ0vo0Gn8/AMKLol9KVOOz6GTp0KOvWrSM3N7fN+srKSs477zz27dvXwZ4dC+ktfffdd3PPPfewZ88eLrzwQgDWrl3L4sWLefLJJ9myZUtg2wkTJoTyLYQQQoigWYlajA1UisNE5cCBA/ja6YdsamriyJEjIR0zpETl+uuvB+CBBx5o9zWlVGDAY3sBCyGEECJ+/PWvfw38++233yYrKyvwtc/nY8WKFQwePDikY4eUqOzfvz+kbyaEEEIIvzgaozJ//nzAmkLipptuavNaUlISgwcP5qmnngrp2CElKoMGDQrpmwkhhBDCzyDMrh/bIgmb6Z8fYMiQIaxbt46+fe2bsyboROWvf/0rc+fOJSkpqU0TT3uuueaaoI75xBNP8PLLL7Nz505SUlK46KKL+OlPf9pmkO706dNZtWpVm/1uv/12nnvuuWBDF0IIIUQv6Ikel6ATlfnz51NWVkZeXl6giac93RmXsmrVKhYuXMiUKVPwer384Ac/YPbs2Xz22WekpZ2eyfXWW2/l8ccfD3ydmpoabNhCCCFEdIqjrp/WVqxYwYoVK6ioqAi0tLT4n//5n24fL+hEpfU3O/Mbh+qtt95q8/WyZcvIy8tjw4YNbWa3TU1NpaCgwJbvKYQQQkSFOHzq57HHHuPxxx/n/PPPp7Cw0Jaq7FH1xH1VlVVj58x6QX/84x/5wx/+QEFBAfPmzeORRx6xuVXFzjopUXVKo4uRRNgTTziTIa3A+n/jNnCPkplpW9EnS1Cb/5fU2bl4Sxpp3lsPzaGec2tyPpWcYmeI8cFsAM+nqO99C/YfRr//CZzqokZYV1xyns+iTdBHof808NTBqV3QVBnOAeV60cOee+45li1bxg033GDbMYO+q/7iF78I+qB33313twMxTZN7772Xiy++mHPOOSew/utf/zqDBg2iqKiILVu28OCDD7Jr1y5efvnldo/T1NREU1NT4Ovq6vYLW7XhHOovFlLe7bjbUH3AOTq8Y8Sz9HPBcwqq1vpXdKNlznBCah4qOft0rZ/mz8CzF9zjIWlwQpcs0I016FVL4ZM/WVMOKoWzOBln/2Q8e+vxHGzo1ulGKVRWH9x3/wCjoKiHoo5B2gcN26BuPUr7wDDQQwaghgyATTvQH22Exm7MfKoMcCahZn4bRk3rubhjjdagj4M+ADSjDAfalYEqmIKuK4fK3dYs1UEzAA2Z50PWBT0TcygU4XXfRF+DCs3NzVx00UW2HlPpQCnKzg0ZMiS4AyoV0sxzd9xxB2+++SYffPABAwYM6HC79957j5kzZ7Jnzx6GDRt21uuLFi3iscceO2t9UGWwzSqs6slBJDdtpIBzJBh9pQBhELTnJJz4B9TvpOsp9RWk9rUqKKM6qZ6cBcmTwJlnf8BRTPu8sOEV9Hu/guZ66xPomdtojW7SNO+sxVfexU3UsEpwu264Ddc3bkWlyHgwwLpxNu2H2jVg1ra/iWmCx4v+cCNs2tF5lUTDAaYPLrgWNed2VGZ0VfWNKF0D5j6gg/OsNaCh+pBVTkN3VgLFf31JGQa5c1Curq8P1dXVZGVlBXfPCFHL9zj1gylkJofeCl/d6KXPv6/r0Vi768EHHyQ9PZ1HHnnEtmMGnaj0pDvvvJPXXnuN1atXd5kQ1dXVkZ6ezltvvcWcOXPOer29FpXi4uLgf5FaWy0r3t1AUxcbO8A5DIwBCf1pPlS64SCc+Ds0d9CS5c6CtHxQjiD6Of0XJGchuM8FR4bN0UYXrTXs/gj99jNw8nAQ21s5tK/SQ/POOsyqMy7uDgf4fDjnXIv7ju9h5Em9qgDPMaj5CLwt1dU7vmQGLqdVtej318KeQ203UIaVTA6bjLrmPlTRyB4LO+boRjAPAseD21xrML1QuQdqj9Du7yUpF3LnolKHBx2GJCrhueeee/j973/PhAkTmDBhAklnFN/6+c9/3u1jRnRAhdaau+66i1deeYWVK1cG1WqzefNmAAoL27+Qut1u3O4wSngrBY4CMPqBrwR8+2jbZu6/UDkGgmOI9HeGQaUMQve/HWq3wsl/gK8eK9lIhfQClDM5cIPtmv8i5S0D71vgGg7usaCipJy7jXT5HvTbz8L+9UEnyC3n0MhKIuXCbLxHm2jeXYduArSJMWYCyfc9gmPM+J4LPNb46qD2E2j6nNNt7J1/rmtJqHVmOsa/XIEuKUO/twYqTlob5BShrrkPxlxiyyDDuKC9oI9YSzfGsCml0IYTckZD5kA4uQsaTwAKDDfkzIKMSShl5xhEm8XhUz9btmzh3HPPBWDbtm1tXgv1PR9SorJgwQIuuOACHnzwwTbrf/azn7Fu3TpeeumloI6zcOFCli9fzmuvvUZGRgZlZWUAZGVlkZKSwt69e1m+fDlXXXUVubm5bNmyhfvuu49LL72052sIKQc4B4OjELx7wTzqX5/r7+aRJnE7KGVAxkR02hio+gjqNqEy+wc+mXb/fe2/0DXvAc9RyLja1ngjTR/bj37+ptMnpp2uns607OYodJGSl0TDdhfuu/4N5/Q5cuNsTXvg5J+s/1srurW7ankao38e6sb56BffRk3+GkxbgHLIgPs2zG1AXUi7BhJDZyoq/zz08e3gHAJ9voAykm0MsofE4VM/77//vu3HDOkvZvXq1SxatOis9XPnzu3WFLlLliwBrEndWlu6dCk333wzLpeLd999l2eeeYa6ujqKi4tZsGABDz/8cChhh0a5IWksmIMAHxjR0bwWb5Thgj7T0ck5aM9OG26aGnRoF7+oVlnqfxIivMMopcCpSF3yO4z8ofbEFk/MZtDdGBTbAWX4P/J+60eozHM63zhhNYZ9BKu+HJB7Gco5qsvto0YcJio9IaREpba2FpfLddb6pKSk4J6y8etqeExxcfFZs9JGjJHW9TYibDHxKSiOqKSz/46F/ZRLWmB7mlIKlDziHWmXX355px8033vvvW4fM6QervHjx/N///d/Z61/8cUXGTt2bCiHFEIIIRKLYcMSZc4991wmTpwYWMaOHUtzczMbN25k/PjQxsCF1KLyyCOPcN1117F3715mzJgBWFPmvvDCC0GPTxFCCCESWhx2/Tz99NPtrl+0aBG1te0/ct6VkPKxefPm8eqrr7Jnzx6++93v8r3vfY/Dhw/z7rvvdloHSAghhBCJ55vf/GZIdX4gjMeTr776aq6+uvMnKl544QWuueaaNgUGhRBCCEFcPp7ckTVr1pCcHNoYxB59Tu72229n6tSpDB0qTxUIIYQQbSgV3mzmUTilwHXXXdfma601paWlrF+/PuTZans0UYmCSW+FEEII0UuysrLafG0YBqNGjeLxxx9n9uzZIR1TZh4SQgghIkERXmHB6GtQYenSpbYfUxKVoHiAUsALFAEy10dP0GYzNFoFLaOwRTNK2Hti9IGPoU9/mZW2h+n63eAeFN3Tucc6bUJzCbjzrSn0Y0Ecdv202LBhAzt27ABg3LhxTJo0KeRjxdBQnEgwsRKUrcAx4BSwHSjBSlqEHbTW6NqtcPR5qN4Kvib/+lCP6P+Y4h5nV4jRY/AkGHK+9e9wC2E6Fbz3NPqFO9BlO8KPLZ4YqZDcMidUaDeDlvev9jZB5Voo+W903S7pEj+TGkhYCbjW1uJrhOptUL4U6rZ0u7xEInjiiSeYMmUKGRkZ5OXlMX/+fHbt2tVmm8bGRhYuXEhubi7p6eksWLCA8vIOCse2o6KighkzZjBlyhTuvvtu7r77biZPnszMmTM5duxYSHFLotIuDZwEtgFHOXu+8gqs5KWinddEd+jGQ1C2FE7+Dcw60D6oPYKuqwDt6+ZF3X+xcxZC2pVxmaiopGTUDb9Aff3n0Kd/aAcxFKQ4INlhfSIr24n+422Yf3scXVNhb8CxSinI/AL0uQ6c+S0rg9pV4x+fp73ohpPQeNJa662E8hegdBm6qayHAo9BRhEYk4G+3d9Xa+uaUXMQTmy3khXdBFXvQ8UfoPGg7eHaToWxdNOqVatYuHAha9eu5Z133sHj8TB79mzq6k6XG7nvvvt4/fXXeemll1i1ahVHjx49a4BsZ+666y5qamrYvn07J0+e5OTJk2zbto3q6mruvvvu7gcNKN2D6f0555zDm2++SXFxcU99iy51v2R3LVaLSX2Q38EFFANZRGWHYZTSnlNQ+R407CZQkfosCtxZkJwNqK67J4wsSJ4Ezjzb441G2ueFja+hVzwHzfVdf4JUgNsARwfNzcoBhgFTvo6a8nWZ9r2F1tB8AGrWgFnTxaYa0NBcA56OriEGYEL6JMiZgXJm2BxwDNM1YO7Dug53tp3/PNeXQ12ZlaycxX9dcQ+EzEshKTeoELp/z+i+lu9x6mcXk5kS+giM6gYvfR74MORYjx07Rl5eHqtWreLSSy+lqqqKfv36sXz5cr70pS8BsHPnTsaMGcOaNWu48MILuzxmVlYW7777LlOmTGmz/pNPPmH27NlUVlZ2O86wx6jU1tZimm0vkC0n7MwSz9GtCTiC1b3THc3AXiAdK2GRi3tntNloVUmuWdd6bUdbQ1OlddFPyQFXBlrrsxMW5Qb3BEgaFH53SAxRDidMWQDjZ6NXL4OP/WUtzHYu2i4DkrroD9c+8Png49+jP30NLv0OjJtrVbhOZEqBewi4BkLDdqhbD9pL6/dt4POepw6aa+m8pdV/vazdDHVb0dmXQtY0lJHUQz9ADFEZYEwAfRz0AazraytaW7+PplNQc9gqHtkh/++gqQSO/RFSx0PGVHBE0TXapnlUzqyx53a7cbu7HqdTVVUFQE5ODmCNK/F4PMyaNSuwzejRoxk4cGDQiYppmiQlnf1eTkpKOitXCFZIp2j//v1cffXVpKWlkZWVRZ8+fejTpw/Z2dn06dMnpEAiq2XsSXeTlNZqgR2ANOl2RDeXw5El/iTF/4koqB19UH8MXXP4jPErBrjGQvpV4BqSUElKayo5A2P2XaiFL8LIS9q+6FSQ5rASlWAH3mkNDVXot59E/+FWtDf8KsJxQTkgdQLkfh1SxqFRp8dR+Zqg/piVVAfdHWx1D3HqPSh5Fu2t6qHAY4xSYPSzuoPUIMA4PeDHWw8nd0LVvi6SlNZaWl+2QsUyaDrSM3FHUHFxMVlZWYHliSee6HIf0zS59957ufjiiznnHKuyd1lZGS6Xi+zs7Dbb5ufnU1YW3L1txowZ3HPPPRw9ejSw7siRI9x3333MnDkz+B+qlZBaVL75zW+iteZ//ud/yM/Pj4MnBiqxb6zJSaDApmPFmcYDoJsJ+Vz7mqH2KDopFRzJ0Peb1qBHAYDKGYD66pOYa1+A9/4LnP5unpD4f0cVn0NVKeQOsi3OmGckQ8bF4B4MFS+ifU3WezMcvlpoLIH0rK63TRTKADUAdB7U/A28tf7xPqHyJ4ZNB8Ed4vguu9n01E9JSUmbrp9gWlMWLlzItm3b+OCDD0L//u347//+b6655hoGDx4cGPZRUlLCOeecwx/+8IeQjhlSovLpp5+yYcMGRo0aFdI3FSIsnnrwNEqS0gFVMBztlsdge5wjy9+CInqUckFdBehGOw5mwzFsZNM8KpmZmd0ao3LnnXfyxhtvsHr1agYMGBBYX1BQQHNzM5WVlW1aVcrLyykoCO4DeHFxMRs3buTdd99l586dAIwZM6ZNd1J3hdRWPmXKFEpKSkL+pkIIIYToXVpr7rzzTl555RXee+89hgwZ0ub1yZMnk5SUxIoVKwLrdu3axaFDh5g2bVqnx37vvfcYO3Ys1dXVKKW44ooruOuuu7jrrruYMmUK48aN45///GdIcYfUovKb3/yG73znOxw5coRzzjnnrIEzEyZMCCkYIYQQImH08oRvCxcuZPny5bz22mtkZGQExp1kZWWRkpJCVlYWt9xyC/fffz85OTlkZmZy1113MW3atC4H0j7zzDPceuut7bbsZGVlcfvtt/Pzn/+cL3zhC92KGUJMVI4dO8bevXv51re+FVinlAo8keHztfeomBBCCCECenkK/SVLlgAwffr0NuuXLl3KzTffDMDTTz+NYRgsWLCApqYm5syZwy9/+csuj/3pp5/y05/+tMPXZ8+ezX/+5392L2C/kBKVb3/720yaNIkXXnghTgbTCiGEEPEtmGnTkpOTWbx4MYsXL+7WscvLy9t9LLmF0+kMeWbakBKVgwcP8te//pXhw4eH9E2FEEKIhBdHtX769+/Ptm3bOswLtmzZQmFhYUjHDmkw7YwZM/j0009D+oZCCCGE4PSEb+EsUeKqq67ikUceobHx7KezGhoaePTRR/niF78Y0rFDalGZN28e9913H1u3bmX8+PFnNfdcc801IQUjhBBCiNjz8MMP8/LLLzNy5EjuvPPOwPQlO3fuZPHixfh8Pv7t3/4tpGOHlKh85zvfAeDxxx8/6zUZTNsytXb0NMnFHVeWteADZL6Qs9XDqBFwsATa+XQjbKKbIDnHmjbfP2OyiHZRVkQ2jrp+8vPz+eijj7jjjjt46KGHAuNhlFLMmTOHxYsXk5+f38VR2hdSohLqfP3RKwNrRlk7eLCm4x+AFCo8g6uI0+cjhAuGIxmyR6DSWiYe2gr0x6q6KucZswFqPgbXFozzJqInnIP+bAfs/Bx8ofzNKsjIg4x+toca07QPmj+Hps9Q6QXWBbnxlDWFfrvF8bqiQDnBJTNad8g9ABr3hHkQ/zXCFdo4iR7Ry0/99LRBgwbx97//nVOnTrFnzx601owYMSLs0jphFyWMD32BFKyqyXVdbBuMJqRQ4dlUcjG66HaofB/qd9Jx1eQzd3RA5hDIHETbv0wfcAiowDrPPVPpNOppH9R9CjVrQXtR/nOqnA4YPw5GDENv2mK1sARDGeBwoqbeCJO/ikpK7sHgY4jW4C2Bxk9BNwTeiUopdHIfq8p3/TFoOElwibi/inLGZMi5HOVI67HQY16fq6Dxc6j6J5jdvUa3VFEeDFlfAGcU1aOLoxaV1vr06XNW9eRwBJ2o/OIXvwj6oHfffXdIwURWGjAKq+7PYc6q2hmSlkKFuVif/KU6qnJmQd/56KYjcOodaO6i0FVaf8geDkZSJ4/BNwK7sRKVAVhJZwLQGhr3QfVq8FW3u4l1E03GuGgqevRI9IbNcPxE+8dTDivpGXsl6pJbUel9ey72WOM7AQ2bwGy/5dV6byp0ap7VHVRX1sn0+v4bZ8pgyL0S5crroaDjiFKQMgqSh0HtJqj5BOuDShAJoTMHsi4Dd3FPRyl6iNLBPFgNZ0212+EBlWLfvn1hBWWn6upqsrKyqKqq6kYtBBM4BhwlUJI9bAooBPKJqqHaEaS1hvodUPmeVZStNXcO9BmFcqUHJhIMXj+giLhuMPRUQNUqaD5KsC1T2tQoQ6EPHUZv3gJ19dYLygBtwoCJqMvvQeWN6NHQY4pZB41brJaUYM+z//2qPfVWwuI9Y5xQUq6VoKTKeQ6Zrw6q10DDdjr8vRjJkHkJpIzpVmX10O4Z3dPyPSqXTCczJfTrVHWDl+w7VvZorNEg6DO0f//+nowjyhhYCUUuVrIS2iQ1belWxxpMwnZTtKKUgrSx6JQRULMeqj+0Lii5Y1Ep/doMxuqeY8AJrO6gOGsV0D4rsWv4jO6O91GGf/sBRagBRbB9J3rbZ5CZj5p+Nwy7WCZvbK3pM2sJnN8gz3PLOXSmoLKHohsrobYMDBfkzISM81BKBoGHxZEGfWZB+kSoWg3Nhzn996Ag/XxIn2yd82gWp10/dgs6Ubn//vuD2k4pxVNPPRVyQNHFCQzE+oS+B3u6gzxYXUtjbThWfFBGEmRNQ6dPgIZ1kJxurQ/rj9AEDhJ3iUrTYX+SAqE+waAM/6fL8WMhfzqM/xLKId2SbZgN0LQtrEO0vH9Vcjba2R+yZ6IMGe9jq6R+kHsdNB2wxmg5+0DmxeDIiHRkwkZBJyqbNm0Karv4/ESWgvVkUAd9+90WZY/IRQnlSIP0MViJnGifvU/cqXPmgiQp7bD3b1RlTLS6IoT9lILkIdYSa+LsqZ+eEnSi8v777/dkHEIIIURiUQoM6frpiozqFEIIIUTUiuPHIoQQQogoJl0/QZFERQghhIgEeeonKNL1I4QQQoioJS0qQgghRCRI109QJFERQgghIkG6foIiiUrQ4q1idJQyfeF/yhBB01rLqe4FWvvkPPc0sw6UC1QMzQskLSpBkTEqXTKxpr4/ZeMxY+gPqbdoE+q2QdUH/tIddky4FYd5uNFSYTe8K5TW2ipRcOC36LpEKo8RJJWEdXkM/zwDUPIiumozQZZWE91h1kPjBmh4D+rfBc9+63oi4kYcXsntooGTWLOkem08bh5WcUIR0HTIKrDnbalM64XMIWAkhdG0mY1VSTnOuPIgZz5UrwJv95Nnrf2n1NMIdSfA54W9z6CzzoXCa1CuXLsjjk0qCdJmQeNm8FUQbEHCFoGExNuIPrkPGqqgbimkDkEXXYdKHdgTUScW7QXPbvDsbbXSC83bwLMPXOeAIy+6u0cMwpvwLUGaGiRRaVcNUAI02HjMLKwbp0yjHeA9ZRUUazpAm0+uDceg4QSkF0FGMWB042KTglWfKd3uaKNH8iBwfxPqt0P1R6Cb6Oomat03NZhedN0JaK5vu0HVFqjaiu53OeRdgXLI+xRHNqReBt5SaNwEui6o3bTWVhdm5UGoKWv7Yv1B2PMUOvt8KJiHcmXbHnbc09qqZt28gw7rr+l6aPoEjFxwjQNHVq+GGDTp+gmKJCptNGG1oFTaeMxkrCq+Ui05wGyAmo+hbkurlWfeaE2oPQz15ZAxCFLzrdUdJixOrEQwh4T461UGpI2HlJFQux5qN2Kdw7MTFq21dXGvPwmN1R0c0N9UfmwFnPwIXfBFyLlQqvwqBUlF4CywPrk3bsMqLHq2QCtK9VGoKrGSlbP4z3PlRqjajO43E/Jmogx3j4Qfd3zHrWKRuia47c2T0LgaHMXgGi31lmKUJCoA+IBSoNzGYzqB/kAuCXHjDIY2oe5Tq8qp9hBUU7rpgao9UFcKWUPBndWq/wKsc1sI5JMw7aCtGW6rWmzqeKj+ABp309JNEbhxNlZD/akg++01+OrhyJ/g+Cp00QJUxqge/AFihDLANQKSBkHTZ9C82/+CdZ6VUlYieOoAeBuDOKBp/T4q/gEnPkQXXgt9psRpUVcbmLXQvN3fDdcd/r8B32FoOAJJIyFpKERLAi5P/QQlAa/s7TmKvUlKAXAO0BdJUlpp2AnVq0E30+3qtN46OLEVTnwGvkZ/X0Yu1nkuJOHfys5MyLkK+n4F3dLM3VwPlYetsSihDC5sqoD9S9CeKntjjWXKBcnnQtqVaIe/la+5Hl26FY7tDDJJaU2DrxYO/xFqP7c72vjR+An4joVxAA2Y4NkJ3gM2BWUDZcOSABL86t7CzsGyyVgtKVGSsUcTs5Gw/7KaTkLFRihfBwwGXOHHFU9chZByAfrEQagpB1/73RTB8Xcl+bp7800AjgxwT0KXfAKlm6Gpoy61bvDVd71Nogrlw027lP9YIpZI14/tEiTFjShrUKjogFKg2xsfIWwXViIoEp50/QRFEhUhhBAiEuSpn6BI148QQgghopa0qAghhBCRYKgwJ3xLjCYVSVSEEEKISJAxKkGJaNfPE088wZQpU8jIyCAvL4/58+eza9euNts0NjaycOFCcnNzSU9PZ8GCBZSX2/kosRBCCBEBLYlKOEsCiGiismrVKhYuXMjatWt555138Hg8zJ49m7q601NV33fffbz++uu89NJLrFq1iqNHj3LddddFMGohhBBC9JaIdv289dZbbb5etmwZeXl5bNiwgUsvvZSqqip++9vfsnz5cmbMmAHA0qVLGTNmDGvXruXCCy+MRNhCCCFE+KTrJyhR9dRPVZU1A2ZOTg4AGzZswOPxMGvWrMA2o0ePZuDAgaxZs6bdYzQ1NVFdXd1m6Zqdv+xG4BT2TE4UbwxsOy8qqt660UM3g6seRl0D/cbZM1W4IUPZzqJ9YB6FYbMhfwI4bKjVo+Q8n00DxyElB9w5NpwjTVRNxqmM8JcEEDU/pWma3HvvvVx88cWcc845AJSVleFyucjOzm6zbX5+PmVlZe0cxRr3kpWVFViKi4uD+O6F2FdtVwP7gF2AzDTZRuoYSGmpGxPOSPdUyJ5jS0hxQ5tgHgZzAzgbUM5k6DcWRl4NWYNCOKCyposvvBblyrU93JilNfhKoflDlC5BOd2QNRCGzoSc4SHcOAxAQe6lkDGmJyKOYTXAZ8BBK+F2uCGlH7iy6P6ty3+9cRRY9ZoS1OrVq5k3bx5FRUUopXj11VfbvH7zzTejlGqzXHnllZEJtpWoSeEXLlzItm3b+OCDD8I6zkMPPcT9998f+Lq6ujqIZMUNjASqgBI6LB3eLXXADqxqvv2Rqd6xCuj1uRLSzoWqVeBpP9lsnwIMyJgCaeeBkdRDQcYYrYETYO6n5X0bKNeoFNrhRg2Yiu47Cko3QX1X9VL8rV450yB/LipJqn4HmJXg3XVW5V6lFCgHuu9oyB4Cx7ZDzdEuDmYVjiRjNBTORyXn91TUMagRq4p9qxpTKvAfcKaCMwWaa6waYMEwMsB1DjiiLOlWYT6e3M2un7q6OiZOnMi3v/3tDsd6XnnllSxdujTwtdsd+creUZGo3HnnnbzxxhusXr2aAQMGBNYXFBTQ3NxMZWVlm1aV8vJyCgoK2j2W2+0O8cQqIBvIBI4DRwiUZA/LSayuoAKsCr9R1OwYKa4C6PsVaNwDVautyqgd8l/QU0ZD5kXgsKvlKw7oGjD3AR2fv0A1XncWasjl6OrDUL4Fms/cx3+e04ZB0XWolKKeijr26Abw7gaz88q9Sim0040qmoxuGAYV26DxVPsbu/Ot8yyVqVvxYlWx76JCslKgFbgyISkNmqs7qUflBtcYcA6IzvEcvTxGZe7cucydO7fTbdxud4f310iJaKKiteauu+7ilVdeYeXKlQwZMqTN65MnTyYpKYkVK1awYMECAHbt2sWhQ4eYNm1aD0VlAHlYLSFB/NEERfuPdQwY4D92FP7R9CalIGUEJA+Buk+h5mPQXk6PYfHfOJMKIesycOVFMNgoo5vAPIj1fgpOIGHJKLKWE7vh2Gdg+mvVuHKh6DrIGHt620SnveDbD75DQe8SOHfJWahBl6Crj8CxHeBtABQ4UqFgHuRMRSXI+IKuaazr7FGC/nAYaGFxQHIO+JqshMX0EJiXPmkEJA1NiLE/Z47FDP0DO6xcuZK8vDz69OnDjBkz+PGPf0xubmRboiL6G1y4cCHLly/ntddeIyMjIzDuJCsri5SUFLKysrjlllu4//77ycnJITMzk7vuuotp06b1whM/TqAY6MdZzZAh8wIHgGpgSOebJgrlhPTJkDIGatZC/VZrvSMDMi+F5KHR+UkoUnQDmJsIdVByy81R546E7EGw5z3IvxJyL0LZMfA2XmgfNH9EqN3ApxPDQms58E/Ingr9ZqEcyfbFGRc+p7NWwU61nGfDZY1faTwJ9AXXaDBS7Aqw54Q7INa/75nDGx599FEWLVrU7cNdeeWVXHfddQwZMoS9e/fygx/8gLlz57JmzRocjshdHyKaqCxZsgSA6dOnt1m/dOlSbr75ZgCefvppDMNgwYIFNDU1MWfOHH75y1/2YpTJwHBgD/YkKyCDbNvhSIXsGZA2EbzHIXm4PU+sxJ0G7HhySikFzmT06H9FOfqEH1bc8WDHWLVAYjjkZpR7WNjHi08N4R9CKevPwjUMjKHhH6+32NT1U1JSQmbm6fFkobamfO1rXwv8e/z48UyYMIFhw4axcuVKZs6cGXqcYYp4109XkpOTWbx4MYsXL+6FiDoT/82HUSEp11pEr1CGfLrvDcqZEekQ4p9SoBLz/ZyZmdkmUbHL0KFD6du3L3v27EncREUIIYRIWFFelPDw4cOcOHGCwsLCHv0+XZFERQghhIgEm8aoBKu2tpY9e/YEvt6/fz+bN28mJyeHnJwcHnvsMRYsWEBBQQF79+7lgQceYPjw4cyZE9l5qyRREUIIISKhlx9PXr9+PZdffnng65Y5x2666SaWLFnCli1b+N3vfkdlZSVFRUXMnj2bH/3oRxGfS0USFSGEECIBTJ8+vdOxoW+//XYvRhM8SVSEEEKISJCihEGRREUIIYSIBKXCHKOSGImKTI0ohBBCiKglLSpCJDJdAyoGZvCMdboKdL+E+QQcGeFPhNjrovzx5GghLSpBy8G+09XPpuOIxJMJpNp3OL0bfDusqflFK25Qdv2dKqAczC1nVV4WYN/10IlVWDaGtIxRCWdJANKiErRMYDzhFSrMxipKGPmy2SJGKScY54KuAH0Aq35UuE6CeRJUEajihCji1iWlwDURzBPg3QU6xLIXRpJVCkIpoNZKVugLxmBQch2w9Af6ACWEVvNHIdXp45tckbol1EKFKf79ZBptYQOlQOWD7gv6MOgj2NLsrY+CLgc1CFRBwnxa65SRC0kXgnkUvHsIOjFUTjCcHZzD41YCpPr7F7kMW62EI7GuqSUEX2cpByvRcfVQXD2slyd8i1XyFxKSlkKF1Vh/VI0dbOfEakHJwV+XXAj7KIeVVOgCMA8Cx2w4qA/0PitpMYYAfSRhUQY4BoBRAL794Dvkf6Gd5FAZ/laUrm4g2p9klvkTw3w5zyisVucsrPfyEcDsYNs0rA9/ab0SWY+Rx5ODIolKWDKBscAJrBYWn3+9NEWKXqTc4BgJuhDMfYTWfH6mRjB3ANlgjE2YC2KnlBOcI6ykxbsbzNZdwAocSSFU/PaC3utPDMeDSrIz4hilgDysD3hndrW7sD78ZSMf/hKHJCphU0BfrD7Wcqym4QJitilSxC6VAcYE0IesT+u2qAQasHUAb6xTKZA0AXzHwLfV37LlCDOZa7CeDFJ9bQsz9rXuai/D6kLvR1w9AyJP/QRFEhXbOICiSAchEp1SQJaNiYrokJGFDIzvDcnA4EgH0UPCHKMST0lbJyRREUIIISJBxqgEJTHSMSGEEELEJGlREUIIISJBWlSCIomKEEIIEQmSqARFun6EEEIIEbWkRUUIIYSIBMOwlnD2TwCSqAghhBCRIF0/QUmMdEzEF90A+jjojqbXFqIXaC/4muR9KEQPkxYVETu0B3QJ6FL/Cre/Hk1OwnyyCE4y1ozJNhQqxInMsnwGrcF7GJo/I1A8z5kCjuQw3ofKmvFWJBZpUQmKJCoi+mnTKt6mD3G6nhJAE5g7gUwrYVHpEQowyqhkMCaDeQA4HsZxCkEVS3Xf1nzHoWkb6Jq2670N4G2EpFQwXN28geSAMVgSlUSkVJjVkyVRESKytAZO+QvtNXWyYTWYnwJ5YAwCJS0AVqHCUaCLQihUmO1P/KS+T4BZB83bwVdOx8XwNHjqQLUkLF0VGEwFYyioLJuDFSK+SKIiopOu899gq7uxUwWYx0ENAFUUQiXbOBQoVHgC9H4CXRXtSvHfOLN7KbgYoJuheTd497de2cU+PmiusRIVZyoYZ74Pk0ANBtUvYT4Riw5IUcKgSKIioov2+ROUii43bZ/prx5cCsYwULl2RheblLKq8uoc0EetcT60HgDqBDUIVL7cOFvzHPSPQ/GGtr/pgeYqa+yKM8Vq4lcDQPWXJFpYZIxKUCRREdFFHyP0JKU1D5i7wHGRDceKEy03Sp0H5iHgOKgC/81TLgVt6CZo3mLPsXyNYORC0jirS06IFirM6slhVV6OHXJ1ElHGzkc97XjqJQ4pFziGA8MjHUn0svuRY6NQkhQhQiSJihBCCBEJ0vUTFElUhBBCiEiQRCUoidHBJYQQQoiYJC0qQgghRCRIUcKgSKIihBBCRISi4wkEg90//iVGOiaEEEKImCQtKkIIIUQkyGDaoEiiIqKMzH3SOzTWjKtd1aMR9pD3dY/TXiDMCdR6XbjxxtLPGjpJVESU0EAVUGbjMWWa8vbVASX+/2cCxUByRCOKOsqB1f9vU4KhSrHOtVT4tp32ni6bgQvUEKt0RoK0NiSCxEjHRJSrBz4H9oLSNk3nngHGOTYcJ540A/uBnVhJClhFH7djJS4h1rSJR8oFyRdaRR3DYoArGwwN7AL20nklcBE0bYJ5FMz1/iQFoBn0LjC3gK6JaHjBUTYswVu9ejXz5s2jqKgIpRSvvvpqm9e11vzwhz+ksLCQlJQUZs2axe7du8P4+ewhiYqIIA9wANgB1FqrlALDCYY7xMJtbjBGgzEelHx6tfiAo8A24GQH21QAW4Fy7C1jEMMcfSHlMnBNJKQusqR0SM2DpNRWn+4rsX4Ph7F+L6LbtAZ9EsxN/org7Z3HWitZ8e2y6jZFq5YxKuEs3VBXV8fEiRNZvHhxu6//7Gc/4xe/+AXPPfccH3/8MWlpacyZM4fGxkY7ftqQSdePiAAT64ZYSodN60qBSgLtANNL1zdPA9RAUIUx1kfdkzRwAjhCcK0lJtYNtAKrOyiLRHn8sUNKQdJAcBaBZ4+1AJ12CTlSwJUJRmeJdjlwHOgP9CXhz3OwdB2Y+7G6iYNxHMwT/orVA6KvanUvFyWcO3cuc+fObfc1rTXPPPMMDz/8MNdeey0Av//978nPz+fVV1/la1/7WuhxhkkSFdGLNHAK62boCW4XZYDDBdrnT1jauUGoQlDFVmIj/GqwunMaQti3GauLIh0rYUm1Ma4YpZzgGg3OgdC8E3xHOGsMi5EErizr/RoUH3AIK2lpSQxFu3Szv+J3eSg7gz4MugzUYFB5cTd+pbq6us3Xbrcbt7t7RTD3799PWVkZs2bNCqzLyspi6tSprFmzJqKJinz0FL3oFNYYiSCTlNaUAwzXGeNXssGYBMZQSVLaaMAa8xNKktJaLdZ4lhB+X/HKSIXk8yD5EjAyrXXKAHcfSO7bjSSltSZgD4HuT3E2czuhJSmteUHvsRKWqGHPGJXi4mKysrICyxNPPNHtSMrKrPOSn5/fZn1+fn7gtUiRFhXRi8K84SllJSraAWhQ42yJKv7YmVhorE/+kgi24ehjDbY1N1pjqmz5hN5swzHilV3nRtl4LBsowpxHxfpfSUkJmZmZgdXdbU2JdtKiImKPUjIORUSeUuBIirtuBBF7MjMz2yyhJCoFBQUAlJe3bbkqLy8PvBYpcrUXQgghIsKwYbHHkCFDKCgoYMWKFYF11dXVfPzxx0ybNs227xMK6foRQgghIqGXp9Cvra1lz549ga/379/P5s2bycnJYeDAgdx77738+Mc/ZsSIEQwZMoRHHnmEoqIi5s+fH3qMNpBERQghhEgA69ev5/LLLw98ff/99wNw0003sWzZMh544AHq6uq47bbbqKys5JJLLuGtt94iOTmyM1dHtOunq1nybr75ZpRSbZYrr7wyMsEKIYQQdurlCd+mT5+O1vqsZdmyZf5wFI8//jhlZWU0Njby7rvvMnLkyB74wbsnoolKV7PkAVx55ZWUlpYGlhdeeKEXIxRCCCF6Su9OoR+rItr109kseS3cbnfERxwLIYQQIjKi/qmflStXkpeXx6hRo7jjjjs4ceJEpEMSQgghwtcyhX44SwKI6sG0V155Jddddx1Dhgxh7969/OAHP2Du3LmsWbMGh6P9mg1NTU00NZ0uQnXm1MIiXiRGk6eIZna/B+U93TG7zk0nNZoioZef+olVUZ2otK4tMH78eCZMmMCwYcNYuXIlM2fObHefJ554gscee6y3QhTdkoNVTCzc8usGMCD8cOJWBta57qhScnfkA/E1y6V9nEARnRbXDFo2UuunE2oI6L2EX3E6A1Q0DSUId5xJYiQqMdVuNHToUPr27dvmOfAzPfTQQ1RVVQWWkpKSXoxQdC4JGAEMJ/SbX1/gHKCfXUHFIQUMAcYAaSEeIwsYh5UQJsbFMDSFWOepT4j7pwKjgGHE2OW4dxn9wDgfVFGIB3CBMQqM8aAk8Y41Ud2icqbDhw9z4sQJCgsLO9wmlKqRojcprJtgJnAMOEpwn5IysW6aKT0XWtxpuQlWYlWsDqbGSTIwEKtVRgTHDQzFKipYAtQHsU8S1vu5D5IIBkk5/S0rBWAeILgWQwPUQH+F9ShMBMMdZxKNP1MPiGii0tkseTk5OTz22GMsWLCAgoIC9u7dywMPPMDw4cOZM2dOBKMW9lBAHlYXRRkdV0Z1A8VIs3ioFNbNMIvTiaHZznZOoD+Qi9w4Q5UOjMaqEn6Y9otDKqxWmHykBSVEKgUcY0BXgbmPjhPDAjAGRnVl9Zb5wcLZPxFENFHpbJa8JUuWsGXLFn73u99RWVlJUVERs2fP5kc/+pG0mMQVJ9Yny35YF/dK/3oH1o2zL3LjtIOBdXPMxUpWjvnXK6DA/1r7A9RFdyis5DsbqMAav9KSGOZivaej98YZU1QWGOeCPgb6AKcTw2wwhoBKjVhowl4RTVRaZsnryNtvv92L0YjIcmP109dgfULqi9w4e4ITq2snDyspzAFckQwoThlYCWAucAKr61JunLZTClQe6FzQFaCSQYU6XigSZDBtMGJqjIpIBBnI+IjekIx1IxU9Kwk5z71AOaxxKLFGxqgEJTF+SiGEEELEJGlREUIIISJCun6CIYmKEEIIEQkyM21QpOtHCCGEEFFLWlSEEEKISFAqzMG0idGiIomKEEIIEREyRiUYkqgIIYQQkSBjVIIiY1SESES6xqqXooOpSyOEEJEjLSpCJBLdCOZB4Lj/6yNW2XsV3TVRhIhLMuFbUCRRESIRaK+VlOgjwBllK3SZf/rxYlBFCXPxEyLyZIxKMCRRESKeaQ26HPRBwNvJhqa1jS61CrqRmzD930KI6CaJihDxSleCuQ9o6MZOzWDuAjL8FWil7pIQPUYG0wZFEhUh4o02wdwJnArjIDVgbgHywBieMBdEIXqXQXjPtCRGN21i/JRCJJRqwktSWqugey0yQghhL2lREUIIISJBun6CIomKEEIIEQmSqARFEhUhhBAiImSMSjAS46cUQgghREySFhUhhBAiIsLs+pEJ34QQQgjRc2Rm2mBI148QQgghopa0qAghhBCRIEUJgyKJiohBHqARSCdRmj6FEHFIEebjybZFEtUkURExxMSaKbXU/+9UoBgrYRGnuWw8lgEk2Xg8IYTonsRoNxIxTgMngW3AEawkBaAe2AXsA5oiE1o0UqlgnAtkhnmgHDAmgZJERYieoWxYgrdo0SKUUm2W0aNH2/Sz9BxpURFRrg44hJWUdOQUUAnkAwWAo+fDinYqDYxzgFNg7sfqKgtWGhhDQYWb6AghOhWBMSrjxo3j3XffDXztdEZ/GhD9EYoE1QwcJvjiehooA44B/YG+JEwHbkeUwmoVyQZdBvoQ4OtkhyRQg0H1S5ipuYVINE6nk4KCgkiH0S3S9SOijInVvbON0CoA+7BaYD4DamyMK4YpA4wiMM4HVdTeBqAGgjEZjDxJUoToNb3b9QOwe/duioqKGDp0KN/4xjc4dOiQDT9Hz5IWFRFlTmK1jISrEdgDTLLhWHFCOUENAV3g7w46BeSBMRCUO9LRCZF4bCpKWF1d3Wa12+3G7T77b3rq1KksW7aMUaNGUVpaymOPPcYXvvAFtm3bRkZGRuhx9DBJVESU6axrorvMrjdJRCoFHGNBmwkzD4MQ0cmeooTFxcVt1j766KMsWrTorK3nzp0b+PeECROYOnUqgwYN4k9/+hO33HJLGHH0LElUhEhUkqQIERdKSkrIzDw9+L291pT2ZGdnM3LkSPbs2dNTodlCrlRCCCFEJLR0/YSzAJmZmW2WYBOV2tpa9u7dS2FhYU/+lGGTREUIIYSIhJbHk8NZuuFf//VfWbVqFQcOHOCjjz7iX/7lX3A4HFx//fU99APaQ7p+hBBCiARw+PBhrr/+ek6cOEG/fv245JJLWLt2Lf369Yt0aJ2SREUIIYSIiNAeMW67f/BefPHFML5X5EiiIoQQQkSCTY8nxzsZoyKEEEKIqCUtKkII0aM0CV/OQXTAnnlU4p0kKiLK2FlQMDH+iEW08gKlQAVWJesBQEpEIxJRRrp+giKJiogyOUATUI71STRUbmCgLREJ0T0mVnHMo5yeHbkaq/5UP6AIufQKETz5axFRxuB09ePDQGU393cg1ZNFZGigCijBqv7dnmPACaxkpR/S6pfopOsnGJKoiCjlBoYBtVgX/vog9skHCpC3teh99Vjv09ogtjWxkvAKrO6gbCSpTlDS9RMUuaKLKJcOjMaqqnwYq9//TNlYF3ypACx6mwc4gtVK0l3NwD4gDSj2/18kFEWYiYptkUQ1SVREDFBALtAHa+xKKVYzewrWBT56y5OLeGYC2wm/4ncdsBMrIZdkRYgzSaIiYogBFGKNP2nASlAS5COFiEI+wk9SWmtCEpVEI2NUgiGJiohBSf5FCCFimIxRCUpipGNCCCGEiEnSoiKEEEJERO8WJYxVkqgIIYQQkaAMawln/wQQ0Z9y9erVzJs3j6KiIpRSvPrqq21e11rzwx/+kMLCQlJSUpg1axa7d++OTLBCCCGE6HURTVTq6uqYOHEiixcvbvf1n/3sZ/ziF7/gueee4+OPPyYtLY05c+bQ2NjYy5EKIYQQdlM2LPEvol0/c+fOZe7cue2+prXmmWee4eGHH+baa68F4Pe//z35+fm8+uqrfO1rX+vNUIUQQgh7SddPUKL2p9y/fz9lZWXMmjUrsC4rK4upU6eyZs2aDvdramqiurq6zSKEEEKI2BS1iUpZWRkA+fn5bdbn5+cHXmvPE088QVZWVmApLi7u0TiFEMIeidGML1qTrp9gRG2iEqqHHnqIqqqqwFJSUhLpkIQQccmJVQHZDmlApk3HEjGjZcK3cJYEELWPJxcUFABQXl5OYWFhYH15eTnnnntuh/u53W7cbilOJ4ToaQoYiFXSIdjKyWdyYdWryiJRPh2LVmSMSlCi9qccMmQIBQUFrFixIrCuurqajz/+mGnTpkUwMiGEaC0VGAkMw0o8gmFgVfweh1X9W5IUIToS0RaV2tpa9uzZE/h6//79bN68mZycHAYOHMi9997Lj3/8Y0aMGMGQIUN45JFHKCoqYv78+ZELWgghzqKwEo5M4DhwBKu6cnv6AUVEcYO26DUyM20wIvqXsn79ei6//PLA1/fffz8AN910E8uWLeOBBx6grq6O2267jcrKSi655BLeeustkpOTIxWyEEJ0wgDygBygFKho9VomVjePXL+EnxQlDIrSWutIB9GTqqurycrKoqqqisxMGawmhOhNjVgtLJnIYNnY0Bv3jMD3OPUOmZlpYRynjqw+V8T9/U3aHoUQosckY41FEaI9BuENFY3aYaa2kkRFCCGEiARFmF0/tkUS1RIjHRNCCCFETJIWFSGEECIipOsnGJKoCCGEEJEgT/0EJe4TlZaHmqQ4oRBCiK603Ct644HY6uq6iO4fK+I+UampqQGQ4oRCCCGCVlNTQ1ZWVo8c2+VyUVBQQHHx1WEfq6CgAJcr2BmRY1Pcz6NimiZHjx4lIyMDFUYzWXV1NcXFxZSUlMTM8+oSc++QmHtPLMYtMfcOu2LWWlNTU0NRURGG0XNjQBobG2lubg77OC6XK+4nQY37FhXDMBgwwL55DDIzM2PmD7eFxNw7JObeE4txS8y9w46Ye6olpbXk5OS4TzDskhhDhoUQQggRkyRREUIIIUTUkkQlSG63m0cffRS32x3pUIImMfcOibn3xGLcEnPviMWYRXDifjCtEEIIIWKXtKgIIYQQImpJoiKEEEKIqCWJihBCCCGiliQqfqtXr2bevHkUFRWhlOLVV1/tcp+VK1dy3nnn4Xa7GT58OMuWLevxOFvrbswrV65EKXXWUlZW1ivxPvHEE0yZMoWMjAzy8vKYP38+u3bt6nK/l156idGjR5OcnMz48eP5+9//3gvRWkKJedmyZWed496eL2HJkiVMmDAhMKfEtGnTePPNNzvdJ5LnGbofczSc59aefPJJlFLce++9nW4X6fPcWjAxR8N5XrRo0VkxjB49utN9ouk8i/BIouJXV1fHxIkTWbx4cVDb79+/n6uvvprLL7+czZs3c++99/L//t//4+233+7hSE/rbswtdu3aRWlpaWDJy8vroQjbWrVqFQsXLmTt2rW88847eDweZs+eTV1dx/UqPvroI66//npuueUWNm3axPz585k/fz7btm2L2pjBmnSq9Tk+ePBgr8TbYsCAATz55JNs2LCB9evXM2PGDK699lq2b9/e7vaRPs+hxAyRP88t1q1bx/PPP8+ECRM63S4aznOLYGOG6DjP48aNaxPDBx980OG20XSehQ20OAugX3nllU63eeCBB/S4ceParPvqV7+q58yZ04ORdSyYmN9//30N6FOnTvVKTF2pqKjQgF61alWH23zlK1/RV199dZt1U6dO1bfffntPh9euYGJeunSpzsrK6r2ggtSnTx/9m9/8pt3Xou08t+gs5mg5zzU1NXrEiBH6nXfe0Zdddpm+5557Otw2Ws5zd2KOhvP86KOP6okTJwa9fbScZ2EPaVEJ0Zo1a5g1a1abdXPmzGHNmjURiih45557LoWFhVxxxRV8+OGHEYujqqoKgJycnA63ibbzHEzMALW1tQwaNIji4uIuWwV6ms/n48UXX6Suro5p06a1u020nedgYoboOM8LFy7k6quvPuv8tSdaznN3YoboOM+7d++mqKiIoUOH8o1vfINDhw51uG20nGdhj7iv9dNTysrKyM/Pb7MuPz+f6upqGhoaSElJiVBkHSssLOS5557j/PPPp6mpid/85jdMnz6djz/+mPPOO69XYzFNk3vvvZeLL76Yc845p8PtOjrPvTWuprVgYx41ahT/8z//w4QJE6iqquI///M/ueiii9i+fbutdae6snXrVqZNm0ZjYyPp6em88sorjB07tt1to+U8dyfmaDjPL774Ihs3bmTdunVBbR8N57m7MUfDeZ46dSrLli1j1KhRlJaW8thjj/GFL3yBbdu2kZGRcdb20XCehX0kUUkgo0aNYtSoUYGvL7roIvbu3cvTTz/N//7v//ZqLAsXLmTbtm2d9jNHm2BjnjZtWptWgIsuuogxY8bw/PPP86Mf/ainwwwYNWoUmzdvpqqqij//+c/cdNNNrFq1qsMbfzToTsyRPs8lJSXcc889vPPOOzFTXC6UmCN9ngHmzp0b+PeECROYOnUqgwYN4k9/+hO33HJLr8QgIkcSlRAVFBRQXl7eZl15eTmZmZlR2ZrSkQsuuKDXk4U777yTN954g9WrV3f5iayj81xQUNCTIZ6lOzGfKSkpiUmTJrFnz54eiq59LpeL4cOHAzB58mTWrVvHs88+y/PPP3/WttFynrsT85l6+zxv2LCBioqKNq2RPp+P1atX89///d80NTXhcDja7BPp8xxKzGeK1Pu5tezsbEaOHNlhDJE+z8JeMkYlRNOmTWPFihVt1r3zzjud9qdHo82bN1NYWNgr30trzZ133skrr7zCe++9x5AhQ7rcJ9LnOZSYz+Tz+di6dWuvneeOmKZJU1NTu69F+jx3pLOYz9Tb53nmzJls3bqVzZs3B5bzzz+fb3zjG2zevLndG36kz3MoMZ8pGt7PtbW17N27t8MYIn2ehc0iPZo3WtTU1OhNmzbpTZs2aUD//Oc/15s2bdIHDx7UWmv9/e9/X99www2B7fft26dTU1P1//f//X96x44devHixdrhcOi33noramN++umn9auvvqp3796tt27dqu+55x5tGIZ+9913eyXeO+64Q2dlZemVK1fq0tLSwFJfXx/Y5oYbbtDf//73A19/+OGH2ul06v/8z//UO3bs0I8++qhOSkrSW7dujdqYH3vsMf3222/rvXv36g0bNuivfe1rOjk5WW/fvr1XYtba+t2vWrVK79+/X2/ZskV///vf10op/Y9//KPdmCN9nkOJORrO85nOfIImGs/zmbqKORrO8/e+9z29cuVKvX//fv3hhx/qWbNm6b59++qKiop2Y47G8yxCJ4mKX8uju2cuN910k9Za65tuuklfdtllZ+1z7rnnapfLpYcOHaqXLl0a1TH/9Kc/1cOGDdPJyck6JydHT58+Xb/33nu9Fm97sQJtzttll10WiL/Fn/70Jz1y5Ejtcrn0uHHj9N/+9reojvnee+/VAwcO1C6XS+fn5+urrrpKb9y4sddi1lrrb3/723rQoEHa5XLpfv366ZkzZwZu+O3FrHVkz3MoMUfDeT7TmTf9aDzPZ+oq5mg4z1/96ld1YWGhdrlcun///vqrX/2q3rNnT4cxax1951mETqonCyGEECJqyRgVIYQQQkQtSVSEEEIIEbUkURFCCCFE1JJERQghhBBRSxIVIYQQQkQtSVSEEEIIEbUkURFCCCFE1JJERQghhBBRSxIVIXrJzTffzPz58wNfT58+nXvvvTdi8QghRCyQREUIIfyUUrz66quRDkMI0YokKkLYwOfzYZpmpMMQQoi4I4mKiFuDBw/mmWeeabPu3HPPZdGiRWitWbRoEQMHDsTtdlNUVMTdd98d2K6pqYl//dd/pX///qSlpTF16lRWrlwZeH3ZsmVkZ2fz17/+lbFjx+J2uzl06FDY8f74xz/mxhtvJD09nUGDBvHXv/6VY8eOce2115Kens6ECRNYv359UMc7ceIE119/Pf379yc1NZXx48fzwgsvtNnmz3/+M+PHjyclJYXc3FxmzZpFXV0dACtXruSCCy4gLS2N7OxsLr74Yg4ePBjY97XXXuO8884jOTmZoUOH8thjj+H1egG6PL+//OUvGTFiBMnJyeTn5/OlL30p8Nr06dO56667uPfee+nTpw/5+fn8+te/pq6ujm9961tkZGQwfPhw3nzzzTY/y7Zt25g7dy7p6enk5+dzww03cPz48TbHvfvuu3nggQfIycmhoKCARYsWtTn/AP/yL/+CUirwtRAisiRREQnpL3/5C08//TTPP/88u3fv5tVXX2X8+PGB1++8807WrFnDiy++yJYtW/jyl7/MlVdeye7duwPb1NfX89Of/pTf/OY3bN++nby8vLDjevrpp7n44ovZtGkTV199NTfccAM33ngj3/zmN9m4cSPDhg3jxhtvJJhaoo2NjUyePJm//e1vbNu2jdtuu40bbriBTz75BIDS0lKuv/56vv3tb7Njxw5WrlzJddddh9Yar9fL/Pnzueyyy9iyZQtr1qzhtttuQykFwD//+U9uvPFG7rnnHj777DOef/55li1bxk9+8pMuz+/69eu5++67efzxx9m1axdvvfUWl156aZvYf/e739G3b18++eQT7rrrLu644w6+/OUvc9FFF7Fx40Zmz57NDTfcQH19PQCVlZXMmDGDSZMmsX79et566y3Ky8v5yle+ctZx09LS+Pjjj/nZz37G448/zjvvvAPAunXrAFi6dCmlpaWBr4UQERbJ0s1C9KRBgwbpp59+us26iRMn6kcffVQ/9dRTeuTIkbq5ufms/Q4ePKgdDoc+cuRIm/UzZ87UDz30kNZa66VLl2pAb968Oeh4brrpJn3ttdcGvr7sssv0Pffc0ybeb37zm4GvS0tLNaAfeeSRwLo1a9ZoQJeWlgb9fVu7+uqr9fe+9z2ttdYbNmzQgD5w4MBZ2504cUIDeuXKle0eZ+bMmfrf//3f26z73//9X11YWKi11p2e37/85S86MzNTV1dXt3vsyy67TF9yySWBr71er05LS9M33HBDYF3LuVmzZo3WWusf/ehHevbs2W2OU1JSogG9a9eudo+rtdZTpkzRDz74YOBrQL/yyivtxiWEiAxpUREJ6ctf/jINDQ0MHTqUW2+9lVdeeSXQbbF161Z8Ph8jR44kPT09sKxatYq9e/cGjuFyuZgwYYKtcbU+Xn5+PkCblp6WdRUVFV0ey+fz8aMf/Yjx48eTk5NDeno6b7/9dqCLauLEicycOZPx48fz5S9/mV//+tecOnUKgJycHG6++WbmzJnDvHnzePbZZyktLQ0c+9NPP+Xxxx9vc35uvfVWSktLqa+v7/T8XnHFFQwaNIihQ4dyww038Mc//jHQMtLeeXA4HOTm5nZ6Hj799FPef//9NvGMHj0aoM3v7MzfV2FhYVDnUggROZKoiLhlGMZZXSQejweA4uJidu3axS9/+UtSUlL47ne/y6WXXorH46G2thaHw8GGDRvYvHlzYNmxYwfPPvts4FgpKSmBrhC7JCUlBf7dcuz21gUzcPc//uM/ePbZZ3nwwQd5//332bx5M3PmzKG5uRmwEoB33nmHN998k7Fjx/Jf//VfjBo1iv379wNWF8iaNWu46KKL+L//+z9GjhzJ2rVrAaitreWxxx5rc362bt3K7t27SU5O7vT8ZmRksHHjRl544QUKCwv54Q9/yMSJE6msrGz3PLT83J2dh9raWubNm9cmns2bN7N79+423UrtHVcGQQsR3ZyRDkCIntKvX782rQDV1dWBmzBYica8efOYN28eCxcuZPTo0WzdupVJkybh8/moqKjgC1/4QiRCt8WHH37Itddeyze/+U3Auql//vnnjB07NrCNUoqLL76Yiy++mB/+8IcMGjSIV155hfvvvx+ASZMmMWnSJB566CGmTZvG8uXLufDCCznvvPPYtWsXw4cP7/D7d3R+zzvvPJxOJ7NmzWLWrFk8+uijZGdn895773HdddeF9LOed955/OUvf2Hw4ME4naFf1pKSkvD5fCHvL4SwnyQqIm7NmDGDZcuWMW/ePLKzs/nhD3+Iw+EArKd2fD4fU6dOJTU1lT/84Q+kpKQwaNAgcnNz+cY3vsGNN97IU089xaRJkzh27BgrVqxgwoQJXH311RH+yYIzYsQI/vznP/PRRx/Rp08ffv7zn1NeXh5IVD7++GNWrFjB7NmzycvL4+OPP+bYsWOMGTOG/fv386tf/YprrrmGoqIidu3axe7du7nxxhsB+OEPf8gXv/hFBg4cyJe+9CUMw+DTTz9l27Zt/PjHP+70/L7xxhvs27ePSy+9lD59+vD3v/8d0zQZNWpUyD/rwoUL+fWvf831118feKpnz549vPjii/zmN78J/N67MnjwYFasWMHFF1+M2+2mT58+IcckhLCHdP2IuPXQQw9x2WWX8cUvfpGrr76a+fPnM2zYMACys7P59a9/zcUXX8yECRN49913ef3118nNzQWsbo8bb7yR733ve4waNYr58+ezbt06Bg4cGMkfqVsefvhhzjvvPObMmcP06dMpKChoMzNuZmYmq1ev5qqrrmLkyJE8/PDDPPXUU8ydO5fU1FR27tzJggULGDlyJLfddhsLFy7k9ttvB2DOnDm88cYb/OMf/2DKlClceOGFPP300wwaNAjo/PxmZ2fz8ssvM2PGDMaMGcNzzz3HCy+8wLhx40L+WYuKivjwww/x+XzMnj2b8ePHc++995KdnY1hBH+Ze+qpp3jnnXcoLi5m0qRJIccjhLCP0md24gshhBBCRAlpURFCCCFE1JJERQibtH409szln//8p+3fr2UW1vaWf//3f7f9+wkhRCRI148QNtmzZ0+Hr/Xv35+UlBRbv9+RI0doaGho97WcnBxycnJs/X5CCBEJkqgIIYQQImpJ148QQgghopYkKkIIIYSIWpKoCCGEECJqSaIihBBCiKgliYoQQgghopYkKkIIIYSIWpKoCCGEECJqSaIihBBCiKj1/wOpGm3zupS9wgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hexbin(user_llm_assessment, llm_clip, gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+    "plt.colorbar(label='Count')\n",
+    "plt.plot(\n",
+    "    np.unique(user_llm_assessment),\n",
+    "    np.poly1d(np.polyfit(user_llm_assessment, llm_clip, 1))(np.unique(user_llm_assessment)),\n",
+    "    'b-', linewidth=2\n",
+    ")\n",
+    "plt.xlabel(\"user_llm_assessment\")\n",
+    "plt.ylabel(\"llm_clip\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "de1c314a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>User-LLM Pearson</th>\n",
+       "      <th>User-LLM Spearman</th>\n",
+       "      <th>User-LLM Kendall Tau</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Results</th>\n",
+       "      <td>-0.027171</td>\n",
+       "      <td>-0.016735</td>\n",
+       "      <td>-0.012366</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         User-LLM Pearson  User-LLM Spearman  User-LLM Kendall Tau\n",
+       "Results         -0.027171          -0.016735             -0.012366"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pearson_correlation = np.corrcoef(user_llm_assessment, llm_clip)[0, 1]\n",
+    "spearman_correlation, _ = spearmanr(user_llm_assessment, llm_clip)\n",
+    "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, llm_clip)\n",
+    "\n",
+    "correlation_table = pd.DataFrame({\n",
+    "    \"User-LLM Pearson\": [pearson_correlation],\n",
+    "    \"User-LLM Spearman\": [spearman_correlation],\n",
+    "    \"User-LLM Kendall Tau\": [kendall_tau_correlation]\n",
+    "}, index=['Results'])\n",
+    "correlation_table"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd170f33",
+   "metadata": {},
+   "source": [
+    "# disegno tutte le distribuzioni insieme"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "3f402916",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_context_and_image=pd.read_csv(\"dataset_esercitazione_with_CLIP_ita.csv\",sep=\";\")\n",
+    "df_without_image = pd.read_csv(\"dataset_esercitazione_with_CLIP_without_image_ita.csv\",sep=\";\")\n",
+    "df_without_context = pd.read_csv(\"dataset_esercitazione_with_CLIP_without_context_ita.csv\",sep=\";\")\n",
+    "df=df_without_image"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f2c791e7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>llm_judgment_1</th>\n",
+       "      <th>llm_evaluation_result_1</th>\n",
+       "      <th>llm_alt_text_1</th>\n",
+       "      <th>llm_model_1</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_1</th>\n",
+       "      <th>clip_score_llm_ita</th>\n",
+       "      <th>clip_score_llm_2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'ultra-black-8542384' appears to ...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Boxer da uomo Simond MT500 in lana Merino, col...</td>\n",
+       "      <td>17.855146</td>\n",
+       "      <td>32.781540</td>\n",
+       "      <td>31.602365</td>\n",
+       "      <td>31.602365</td>\n",
+       "      <td>22.122684</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text, 'Forclaz MT500 Lightweight Packa...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Sandali da escursionismo leggeri e comprimibil...</td>\n",
+       "      <td>25.055841</td>\n",
+       "      <td>14.755070</td>\n",
+       "      <td>12.011605</td>\n",
+       "      <td>12.011605</td>\n",
+       "      <td>13.453542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'unspecified-8553119' is not appr...</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Scarponcini da trekking impermeabili da uomo Q...</td>\n",
+       "      <td>30.188608</td>\n",
+       "      <td>28.829538</td>\n",
+       "      <td>28.110100</td>\n",
+       "      <td>28.110100</td>\n",
+       "      <td>26.356184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'carbon-gray-8572546' is insuffic...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni cargo da uomo Forclaz Travel 100 col...</td>\n",
+       "      <td>27.012115</td>\n",
+       "      <td>27.667301</td>\n",
+       "      <td>27.930832</td>\n",
+       "      <td>27.930832</td>\n",
+       "      <td>26.800772</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'laurel-green-8749613' appears to...</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca in pile da uomo Quechua MH120 per escur...</td>\n",
+       "      <td>25.224363</td>\n",
+       "      <td>24.920477</td>\n",
+       "      <td>25.674152</td>\n",
+       "      <td>25.674152</td>\n",
+       "      <td>21.705101</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Icon Pantaloni in tessuto d...</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>28.017265</td>\n",
+       "      <td>29.308945</td>\n",
+       "      <td>28.080940</td>\n",
+       "      <td>28.080940</td>\n",
+       "      <td>24.690586</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Kobe Pantaloni da basket Therma-...</td>\n",
+       "      <td>Kobe men's basketball pants with Therma-FIT te...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni da basket da uomo Kobe con tecnologi...</td>\n",
+       "      <td>25.269073</td>\n",
+       "      <td>21.077915</td>\n",
+       "      <td>22.738798</td>\n",
+       "      <td>22.738798</td>\n",
+       "      <td>25.513638</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Stride Giacca da running Re...</td>\n",
+       "      <td>Nike Stride men's running jacket Repel UV – pr...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca da running da uomo Nike Stride Repel UV...</td>\n",
+       "      <td>31.181801</td>\n",
+       "      <td>28.216114</td>\n",
+       "      <td>29.648846</td>\n",
+       "      <td>29.648846</td>\n",
+       "      <td>28.117847</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Tech Pantaloni jogger in fl...</td>\n",
+       "      <td>Nike Tech men's fleece jogger pants – product ...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni jogger in fleece Nike Tech da uomo –...</td>\n",
+       "      <td>26.701836</td>\n",
+       "      <td>26.170740</td>\n",
+       "      <td>27.451563</td>\n",
+       "      <td>27.451563</td>\n",
+       "      <td>26.439568</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>23.090588</td>\n",
+       "      <td>28.866232</td>\n",
+       "      <td>27.408213</td>\n",
+       "      <td>27.408213</td>\n",
+       "      <td>27.315416</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 29 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ... llm_judgment_1  \\\n",
+       "0                 1                    3    gpt-4o  ...        failure   \n",
+       "1                 4                    4    gpt-4o  ...        success   \n",
+       "2                 1                    3    gpt-4o  ...        failure   \n",
+       "3                 1                    3    gpt-4o  ...        failure   \n",
+       "4                 1                    3    gpt-4o  ...        failure   \n",
+       "..              ...                  ...       ...  ...            ...   \n",
+       "489               4                    4    gpt-4o  ...        success   \n",
+       "490               4                    3    gpt-4o  ...        success   \n",
+       "491               4                    2    gpt-4o  ...        success   \n",
+       "492               4                    5    gpt-4o  ...        success   \n",
+       "493               4                    4    gpt-4o  ...        success   \n",
+       "\n",
+       "                               llm_evaluation_result_1  \\\n",
+       "0    The alt-text 'ultra-black-8542384' appears to ...   \n",
+       "1    The alt-text, 'Forclaz MT500 Lightweight Packa...   \n",
+       "2    The alt-text 'unspecified-8553119' is not appr...   \n",
+       "3    The alt-text 'carbon-gray-8572546' is insuffic...   \n",
+       "4    The alt-text 'laurel-green-8749613' appears to...   \n",
+       "..                                                 ...   \n",
+       "489  The alt-text 'Nike Icon Pantaloni in tessuto d...   \n",
+       "490  The alt-text 'Kobe Pantaloni da basket Therma-...   \n",
+       "491  The alt-text 'Nike Stride Giacca da running Re...   \n",
+       "492  The alt-text 'Nike Tech Pantaloni jogger in fl...   \n",
+       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...   \n",
+       "\n",
+       "                                        llm_alt_text_1 llm_model_1  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...      gtp-4o   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals      gtp-4o   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...      gtp-4o   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...      gtp-4o   \n",
+       "4    Quechua Men's MH120 Fleece Hiking Jacket in la...      gtp-4o   \n",
+       "..                                                 ...         ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...      gtp-4o   \n",
+       "490  Kobe men's basketball pants with Therma-FIT te...      gtp-4o   \n",
+       "491  Nike Stride men's running jacket Repel UV – pr...      gtp-4o   \n",
+       "492  Nike Tech men's fleece jogger pants – product ...      gtp-4o   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...      gtp-4o   \n",
+       "\n",
+       "                                      llm_alt_text_ita clip_score_user  \\\n",
+       "0    Boxer da uomo Simond MT500 in lana Merino, col...       17.855146   \n",
+       "1    Sandali da escursionismo leggeri e comprimibil...       25.055841   \n",
+       "2    Scarponcini da trekking impermeabili da uomo Q...       30.188608   \n",
+       "3    Pantaloni cargo da uomo Forclaz Travel 100 col...       27.012115   \n",
+       "4    Giacca in pile da uomo Quechua MH120 per escur...       25.224363   \n",
+       "..                                                 ...             ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...       28.017265   \n",
+       "490  Pantaloni da basket da uomo Kobe con tecnologi...       25.269073   \n",
+       "491  Giacca da running da uomo Nike Stride Repel UV...       31.181801   \n",
+       "492  Pantaloni jogger in fleece Nike Tech da uomo –...       26.701836   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...       23.090588   \n",
+       "\n",
+       "    clip_score_llm clip_score_llm_1  clip_score_llm_ita clip_score_llm_2  \n",
+       "0        32.781540        31.602365           31.602365        22.122684  \n",
+       "1        14.755070        12.011605           12.011605        13.453542  \n",
+       "2        28.829538        28.110100           28.110100        26.356184  \n",
+       "3        27.667301        27.930832           27.930832        26.800772  \n",
+       "4        24.920477        25.674152           25.674152        21.705101  \n",
+       "..             ...              ...                 ...              ...  \n",
+       "489      29.308945        28.080940           28.080940        24.690586  \n",
+       "490      21.077915        22.738798           22.738798        25.513638  \n",
+       "491      28.216114        29.648846           29.648846        28.117847  \n",
+       "492      26.170740        27.451563           27.451563        26.439568  \n",
+       "493      28.866232        27.408213           27.408213        27.315416  \n",
+       "\n",
+       "[494 rows x 29 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "### clip_score_llm\" è con immagine e contesto\n",
+    "### clip_score_llm_1\" è senza immagine\n",
+    "### \"clip_score_llm_2\" è senza contesto\n",
+    "\n",
+    "df[\"clip_score_llm\"]=df_context_and_image [\"clip_score_llm_ita\"] # aggiorno clip_score di quello con contesto e image\n",
+    "df[\"clip_score_llm_1\"]=df_without_image [\"clip_score_llm_ita\"] # aggiorno clip_score di quello senza image\n",
+    "df[\"clip_score_llm_2\"]=df_without_context [\"clip_score_llm_ita\"] # aggiorno clip_score di quello senza contesto\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "08df0149",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Has empty values: True\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check if the column has empty/null values\n",
+    "has_empty = df['clip_score_user'].isna().any()\n",
+    "print(f\"Has empty values: {has_empty}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "5fe90be1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['clip_score_user'] = df['clip_score_user'].fillna(0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b336cca4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_1</th>\n",
+       "      <th>clip_score_llm_2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "      <td>494.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>24.719313</td>\n",
+       "      <td>26.108773</td>\n",
+       "      <td>24.920968</td>\n",
+       "      <td>26.065941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>5.337243</td>\n",
+       "      <td>4.125132</td>\n",
+       "      <td>5.351002</td>\n",
+       "      <td>4.387813</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>10.381744</td>\n",
+       "      <td>5.358881</td>\n",
+       "      <td>12.740956</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>21.989821</td>\n",
+       "      <td>23.717528</td>\n",
+       "      <td>22.171062</td>\n",
+       "      <td>23.234119</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>25.608579</td>\n",
+       "      <td>26.525821</td>\n",
+       "      <td>25.914141</td>\n",
+       "      <td>26.522673</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>28.056111</td>\n",
+       "      <td>28.641766</td>\n",
+       "      <td>28.274672</td>\n",
+       "      <td>29.102823</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>38.107536</td>\n",
+       "      <td>38.107536</td>\n",
+       "      <td>39.108814</td>\n",
+       "      <td>38.338024</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       clip_score_user  clip_score_llm  clip_score_llm_1  clip_score_llm_2\n",
+       "count       494.000000      494.000000        494.000000        494.000000\n",
+       "mean         24.719313       26.108773         24.920968         26.065941\n",
+       "std           5.337243        4.125132          5.351002          4.387813\n",
+       "min           0.000000       10.381744          5.358881         12.740956\n",
+       "25%          21.989821       23.717528         22.171062         23.234119\n",
+       "50%          25.608579       26.525821         25.914141         26.522673\n",
+       "75%          28.056111       28.641766         28.274672         29.102823\n",
+       "max          38.107536       38.107536         39.108814         38.338024"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[[\"clip_score_user\",\"clip_score_llm\",\"clip_score_llm_1\",\"clip_score_llm_2\"]].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "934cbf50",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[[\"clip_score_user\",\"clip_score_llm\",\"clip_score_llm_1\",\"clip_score_llm_2\"]].boxplot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "2cbe4ef8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "ax = df[[\"clip_score_user\",\"clip_score_llm\",\"clip_score_llm_1\",\"clip_score_llm_2\"]].boxplot()\n",
+    "ax.set_xticklabels([\"User\", \"LLM context+image\", \"LLM only context\", \"LLM only image\"], fontsize=9)\n",
+    "plt.ylabel(\"alt-text-image CLIP Score\")\n",
+    "plt.title(\"Comparison of CLIP Scores\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e386c072",
+   "metadata": {},
+   "source": [
+    "# NB ---- Da qua in poi non necessario"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5eeb682e",
+   "metadata": {},
+   "source": [
+    "## rimergio con dataset iniziale Per creare dataset per il classificatore (in realtà posso usare _build_full_dataset.ipynb)\n",
+    "### li riunisco sul dataset totale, ossia language not aligned e li unisco con ordinamento preventivo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "79044869",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>semantic_representation</th>\n",
+       "      <th>semantic_similarity</th>\n",
+       "      <th>lexical_similarity</th>\n",
+       "      <th>bert_score_similarity</th>\n",
+       "      <th>original_alt_text_english</th>\n",
+       "      <th>user_alt_text_english</th>\n",
+       "      <th>llm_alt_text_english</th>\n",
+       "      <th>english_site</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Chiara Giordano</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Boxer da uomo neri.</td>\n",
+       "      <td>Simond MT500 black merino wool men's boxer bri...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>23</td>\n",
+       "      <td>19</td>\n",
+       "      <td>67</td>\n",
+       "      <td>[[-6.58009807e-03  6.35901242e-02 -4.19974625e...</td>\n",
+       "      <td>0.283133</td>\n",
+       "      <td>0.083409</td>\n",
+       "      <td>0.416152</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Chiara Giordano</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandali da trekking grigi con cinturini (model...</td>\n",
+       "      <td>Forclaz MT500 lightweight packable hiking sand...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>49</td>\n",
+       "      <td>58</td>\n",
+       "      <td>66</td>\n",
+       "      <td>[[-1.65502682e-01  1.02800451e-01 -1.86460856e...</td>\n",
+       "      <td>0.283294</td>\n",
+       "      <td>0.063355</td>\n",
+       "      <td>0.471250</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Chiara Giordano</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarponcino da trekking nero/blu</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>23</td>\n",
+       "      <td>32</td>\n",
+       "      <td>82</td>\n",
+       "      <td>[[-1.12265915e-01  3.71986143e-02  3.16990539e...</td>\n",
+       "      <td>0.155173</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.311027</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Chiara Giordano</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>Pantaloni cargo Forclaz Travel 100 da uomo gri...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>51</td>\n",
+       "      <td>[[-5.91035746e-02  1.34611323e-01 -4.70575355e...</td>\n",
+       "      <td>0.551771</td>\n",
+       "      <td>0.288254</td>\n",
+       "      <td>0.545059</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Chiara Giordano</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>Giacca in pile Quechua MH120 da uomo verde alloro</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>0.335090</td>\n",
+       "      <td>0.201993</td>\n",
+       "      <td>0.514356</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>whitewolf</td>\n",
+       "      <td>Nike Club Felpa con cappuccio e zip a tutta lu...</td>\n",
+       "      <td>Felpa con cappuccio e zip a tutta lunghezza in...</td>\n",
+       "      <td>Nike Club full-zip fleece hoodie for men in gr...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>70</td>\n",
+       "      <td>72</td>\n",
+       "      <td>74</td>\n",
+       "      <td>[[-4.15091664e-02  8.97801593e-02 -3.34872603e...</td>\n",
+       "      <td>0.459371</td>\n",
+       "      <td>0.237900</td>\n",
+       "      <td>0.476374</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>whitewolf</td>\n",
+       "      <td>Nike Tech Pantaloni in fleece a blocchi di col...</td>\n",
+       "      <td>Pantaloni in fleece a blocchi di colore con or...</td>\n",
+       "      <td>Nike Tech fleece pants with color blocks and o...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72</td>\n",
+       "      <td>63</td>\n",
+       "      <td>59</td>\n",
+       "      <td>[[-7.47130215e-02  6.85523152e-02 -1.90371135e...</td>\n",
+       "      <td>0.388492</td>\n",
+       "      <td>0.050656</td>\n",
+       "      <td>0.388927</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>whitewolf</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Nike Sportswear: Piumino smanicato Therma-FIT ...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>56</td>\n",
+       "      <td>52</td>\n",
+       "      <td>56</td>\n",
+       "      <td>[[-5.39165661e-02  5.89501821e-02 -6.87802508e...</td>\n",
+       "      <td>0.975856</td>\n",
+       "      <td>0.867364</td>\n",
+       "      <td>0.936773</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>whitewolf</td>\n",
+       "      <td>Gli otto migliori regali Nike per lo yoga</td>\n",
+       "      <td>Guida agli acquisti:\\ntrova le idee giuste con...</td>\n",
+       "      <td>Gli otto migliori regali Nike per lo yoga</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41</td>\n",
+       "      <td>74</td>\n",
+       "      <td>41</td>\n",
+       "      <td>[[-3.91517766e-02  6.30479455e-02 -4.93284650e...</td>\n",
+       "      <td>0.646167</td>\n",
+       "      <td>0.102140</td>\n",
+       "      <td>0.665948</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>whitewolf</td>\n",
+       "      <td>I migliori regali Nike per chi gioca a tennis,...</td>\n",
+       "      <td>I migliori regali Nike per chi gioca a tennis,...</td>\n",
+       "      <td>I migliori regali Nike per chi gioca a tennis,...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>[[-7.22139552e-02  6.18477501e-02 -1.44746248e...</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 19 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url             user  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...  Chiara Giordano   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...  Chiara Giordano   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...  Chiara Giordano   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...  Chiara Giordano   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...  Chiara Giordano   \n",
+       "..                                                 ...              ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....        whitewolf   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489  Nike Club Felpa con cappuccio e zip a tutta lu...   \n",
+       "490  Nike Tech Pantaloni in fleece a blocchi di col...   \n",
+       "491  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "492          Gli otto migliori regali Nike per lo yoga   \n",
+       "493  I migliori regali Nike per chi gioca a tennis,...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0                                  Boxer da uomo neri.   \n",
+       "1    Sandali da trekking grigi con cinturini (model...   \n",
+       "2                     Scarponcino da trekking nero/blu   \n",
+       "3    Pantaloni cargo Forclaz Travel 100 da uomo gri...   \n",
+       "4    Giacca in pile Quechua MH120 da uomo verde alloro   \n",
+       "..                                                 ...   \n",
+       "489  Felpa con cappuccio e zip a tutta lunghezza in...   \n",
+       "490  Pantaloni in fleece a blocchi di colore con or...   \n",
+       "491  Nike Sportswear: Piumino smanicato Therma-FIT ...   \n",
+       "492  Guida agli acquisti:\\ntrova le idee giuste con...   \n",
+       "493  I migliori regali Nike per chi gioca a tennis,...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond MT500 black merino wool men's boxer bri...                2   \n",
+       "1    Forclaz MT500 lightweight packable hiking sand...                3   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...                1   \n",
+       "4    Quechua Men's MH120 Fleece Hiking Jacket in la...                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Club full-zip fleece hoodie for men in gr...                4   \n",
+       "490  Nike Tech fleece pants with color blocks and o...                3   \n",
+       "491  Nike Sportswear Club Piumino smanicato Therma-...                3   \n",
+       "492          Gli otto migliori regali Nike per lo yoga                3   \n",
+       "493  I migliori regali Nike per chi gioca a tennis,...                5   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment  original_alt_text_length  \\\n",
+       "0                 2                    4                        23   \n",
+       "1                 4                    4                        49   \n",
+       "2                 1                    5                        23   \n",
+       "3                 2                    3                        23   \n",
+       "4                 1                    3                        24   \n",
+       "..              ...                  ...                       ...   \n",
+       "489               5                    3                        70   \n",
+       "490               5                    3                        72   \n",
+       "491               5                    4                        56   \n",
+       "492               4                    3                        41   \n",
+       "493               4                    5                        67   \n",
+       "\n",
+       "     user_alt_text_length  llm_alt_text_length  \\\n",
+       "0                      19                   67   \n",
+       "1                      58                   66   \n",
+       "2                      32                   82   \n",
+       "3                      58                   51   \n",
+       "4                      49                   57   \n",
+       "..                    ...                  ...   \n",
+       "489                    72                   74   \n",
+       "490                    63                   59   \n",
+       "491                    52                   56   \n",
+       "492                    74                   41   \n",
+       "493                    67                   67   \n",
+       "\n",
+       "                               semantic_representation  semantic_similarity  \\\n",
+       "0    [[-6.58009807e-03  6.35901242e-02 -4.19974625e...             0.283133   \n",
+       "1    [[-1.65502682e-01  1.02800451e-01 -1.86460856e...             0.283294   \n",
+       "2    [[-1.12265915e-01  3.71986143e-02  3.16990539e...             0.155173   \n",
+       "3    [[-5.91035746e-02  1.34611323e-01 -4.70575355e...             0.551771   \n",
+       "4    [[-6.08187169e-02  6.86808676e-02 -9.30010428e...             0.335090   \n",
+       "..                                                 ...                  ...   \n",
+       "489  [[-4.15091664e-02  8.97801593e-02 -3.34872603e...             0.459371   \n",
+       "490  [[-7.47130215e-02  6.85523152e-02 -1.90371135e...             0.388492   \n",
+       "491  [[-5.39165661e-02  5.89501821e-02 -6.87802508e...             0.975856   \n",
+       "492  [[-3.91517766e-02  6.30479455e-02 -4.93284650e...             0.646167   \n",
+       "493  [[-7.22139552e-02  6.18477501e-02 -1.44746248e...             1.000000   \n",
+       "\n",
+       "     lexical_similarity  bert_score_similarity  original_alt_text_english  \\\n",
+       "0              0.083409               0.416152                      False   \n",
+       "1              0.063355               0.471250                       True   \n",
+       "2              0.000000               0.311027                      False   \n",
+       "3              0.288254               0.545059                      False   \n",
+       "4              0.201993               0.514356                      False   \n",
+       "..                  ...                    ...                        ...   \n",
+       "489            0.237900               0.476374                      False   \n",
+       "490            0.050656               0.388927                      False   \n",
+       "491            0.867364               0.936773                       True   \n",
+       "492            0.102140               0.665948                      False   \n",
+       "493            1.000000               1.000000                      False   \n",
+       "\n",
+       "     user_alt_text_english  llm_alt_text_english  english_site  \n",
+       "0                    False                  True          True  \n",
+       "1                    False                  True          True  \n",
+       "2                    False                  True          True  \n",
+       "3                    False                  True          True  \n",
+       "4                    False                  True          True  \n",
+       "..                     ...                   ...           ...  \n",
+       "489                  False                  True         False  \n",
+       "490                  False                  True         False  \n",
+       "491                   True                  True         False  \n",
+       "492                  False                 False         False  \n",
+       "493                  False                 False         False  \n",
+       "\n",
+       "[494 rows x 19 columns]"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_iniziale=pd.read_csv(\"language_not_aligned_def.csv\", sep=';') \n",
+    "df_iniziale"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "id": "120c296c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
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+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>original_alt_text_length</th>\n",
+       "      <th>user_alt_text_length</th>\n",
+       "      <th>llm_alt_text_length</th>\n",
+       "      <th>semantic_representation</th>\n",
+       "      <th>semantic_similarity</th>\n",
+       "      <th>lexical_similarity</th>\n",
+       "      <th>bert_score_similarity</th>\n",
+       "      <th>original_alt_text_english</th>\n",
+       "      <th>user_alt_text_english</th>\n",
+       "      <th>llm_alt_text_english</th>\n",
+       "      <th>english_site</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Chiara Giordano</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Boxer da uomo neri.</td>\n",
+       "      <td>Simond MT500 black merino wool men's boxer bri...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>23</td>\n",
+       "      <td>19</td>\n",
+       "      <td>67</td>\n",
+       "      <td>[[-6.58009807e-03  6.35901242e-02 -4.19974625e...</td>\n",
+       "      <td>0.283133</td>\n",
+       "      <td>0.083409</td>\n",
+       "      <td>0.416152</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Chiara Giordano</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>Giacca da ciclismo Van Rysel Ultralight imperm...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>52</td>\n",
+       "      <td>60</td>\n",
+       "      <td>61</td>\n",
+       "      <td>[[-6.58380836e-02  1.54879689e-01  3.43017876e...</td>\n",
+       "      <td>0.300264</td>\n",
+       "      <td>0.179523</td>\n",
+       "      <td>0.500414</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Chiara Giordano</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>Giacca in pile Quechua MH120 da uomo verde alloro</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24</td>\n",
+       "      <td>49</td>\n",
+       "      <td>57</td>\n",
+       "      <td>[[-6.08187169e-02  6.86808676e-02 -9.30010428e...</td>\n",
+       "      <td>0.335090</td>\n",
+       "      <td>0.201993</td>\n",
+       "      <td>0.514356</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Chiara Giordano</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>Pantaloni cargo Forclaz Travel 100 da uomo gri...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>51</td>\n",
+       "      <td>[[-5.91035746e-02  1.34611323e-01 -4.70575355e...</td>\n",
+       "      <td>0.551771</td>\n",
+       "      <td>0.288254</td>\n",
+       "      <td>0.545059</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Chiara Giordano</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandali da trekking grigi con cinturini (model...</td>\n",
+       "      <td>Forclaz MT500 lightweight packable hiking sand...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>49</td>\n",
+       "      <td>58</td>\n",
+       "      <td>66</td>\n",
+       "      <td>[[-1.65502682e-01  1.02800451e-01 -1.86460856e...</td>\n",
+       "      <td>0.283294</td>\n",
+       "      <td>0.063355</td>\n",
+       "      <td>0.471250</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>487</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>whitewolf</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>Pialla a filo e spessore combinata per legno 1...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>75</td>\n",
+       "      <td>[[-4.77450639e-02  1.10398911e-01 -8.18440393e...</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>485</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>whitewolf</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Prodotti marca dyson</td>\n",
+       "      <td>Dyson logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>11</td>\n",
+       "      <td>[[-4.41387109e-02  6.82085901e-02  4.66848314e...</td>\n",
+       "      <td>0.487655</td>\n",
+       "      <td>0.260556</td>\n",
+       "      <td>0.486935</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>483</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>whitewolf</td>\n",
+       "      <td>SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...</td>\n",
+       "      <td>Sega a nastro da banco per legno 350W. Goniome...</td>\n",
+       "      <td>Scheppach HBS30 bandsaw, 350W with miter gauge...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>79</td>\n",
+       "      <td>82</td>\n",
+       "      <td>69</td>\n",
+       "      <td>[[-5.81410266e-02  3.98676358e-02 -5.96914813e...</td>\n",
+       "      <td>0.272787</td>\n",
+       "      <td>0.160440</td>\n",
+       "      <td>0.588332</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>482</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>whitewolf</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro per taglio legno Scheppach hbs26...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>48</td>\n",
+       "      <td>48</td>\n",
+       "      <td>53</td>\n",
+       "      <td>[[-5.35832793e-02  6.86871409e-02 -7.77503103e...</td>\n",
+       "      <td>0.922841</td>\n",
+       "      <td>0.883128</td>\n",
+       "      <td>0.863685</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>484</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>whitewolf</td>\n",
+       "      <td>TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...</td>\n",
+       "      <td>Trapano a colonna da banco con puntatore laser...</td>\n",
+       "      <td>Bench drill with laser pointer, 500W, 230V, Sc...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>74</td>\n",
+       "      <td>74</td>\n",
+       "      <td>62</td>\n",
+       "      <td>[[-9.69437882e-02  4.61981595e-02 -1.81997437e...</td>\n",
+       "      <td>0.437981</td>\n",
+       "      <td>0.339099</td>\n",
+       "      <td>0.693906</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 19 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url             user  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...  Chiara Giordano   \n",
+       "5    https://giove.isti.cnr.it/users/leonardi/decat...  Chiara Giordano   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...  Chiara Giordano   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...  Chiara Giordano   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...  Chiara Giordano   \n",
+       "..                                                 ...              ...   \n",
+       "487    https://giove.isti.cnr.it/users/manca/eBay.html        whitewolf   \n",
+       "485    https://giove.isti.cnr.it/users/manca/eBay.html        whitewolf   \n",
+       "483    https://giove.isti.cnr.it/users/manca/eBay.html        whitewolf   \n",
+       "482    https://giove.isti.cnr.it/users/manca/eBay.html        whitewolf   \n",
+       "484    https://giove.isti.cnr.it/users/manca/eBay.html        whitewolf   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "5    Van Rysel Men's Ultralight Waterproof Cycling ...   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "..                                                 ...   \n",
+       "487  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
+       "485                                                NaN   \n",
+       "483  SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...   \n",
+       "482   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "484  TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0                                  Boxer da uomo neri.   \n",
+       "5    Giacca da ciclismo Van Rysel Ultralight imperm...   \n",
+       "4    Giacca in pile Quechua MH120 da uomo verde alloro   \n",
+       "3    Pantaloni cargo Forclaz Travel 100 da uomo gri...   \n",
+       "1    Sandali da trekking grigi con cinturini (model...   \n",
+       "..                                                 ...   \n",
+       "487  Pialla a filo e spessore combinata per legno 1...   \n",
+       "485                               Prodotti marca dyson   \n",
+       "483  Sega a nastro da banco per legno 350W. Goniome...   \n",
+       "482   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "484  Trapano a colonna da banco con puntatore laser...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond MT500 black merino wool men's boxer bri...                2   \n",
+       "5    Van Rysel Men's Ultralight Waterproof Cycling ...                5   \n",
+       "4    Quechua Men's MH120 Fleece Hiking Jacket in la...                1   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...                1   \n",
+       "1    Forclaz MT500 lightweight packable hiking sand...                3   \n",
+       "..                                                 ...              ...   \n",
+       "487  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
+       "485                                        Dyson logo.                1   \n",
+       "483  Scheppach HBS30 bandsaw, 350W with miter gauge...                3   \n",
+       "482  Sega a nastro per taglio legno Scheppach hbs26...                4   \n",
+       "484  Bench drill with laser pointer, 500W, 230V, Sc...                3   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment  original_alt_text_length  \\\n",
+       "0                 2                    4                        23   \n",
+       "5                 5                    3                        52   \n",
+       "4                 1                    3                        24   \n",
+       "3                 2                    3                        23   \n",
+       "1                 4                    4                        49   \n",
+       "..              ...                  ...                       ...   \n",
+       "487               5                    3                        75   \n",
+       "485               1                    1                         0   \n",
+       "483               4                    2                        79   \n",
+       "482               4                    4                        48   \n",
+       "484               4                    3                        74   \n",
+       "\n",
+       "     user_alt_text_length  llm_alt_text_length  \\\n",
+       "0                      19                   67   \n",
+       "5                      60                   61   \n",
+       "4                      49                   57   \n",
+       "3                      58                   51   \n",
+       "1                      58                   66   \n",
+       "..                    ...                  ...   \n",
+       "487                    75                   75   \n",
+       "485                    20                   11   \n",
+       "483                    82                   69   \n",
+       "482                    48                   53   \n",
+       "484                    74                   62   \n",
+       "\n",
+       "                               semantic_representation  semantic_similarity  \\\n",
+       "0    [[-6.58009807e-03  6.35901242e-02 -4.19974625e...             0.283133   \n",
+       "5    [[-6.58380836e-02  1.54879689e-01  3.43017876e...             0.300264   \n",
+       "4    [[-6.08187169e-02  6.86808676e-02 -9.30010428e...             0.335090   \n",
+       "3    [[-5.91035746e-02  1.34611323e-01 -4.70575355e...             0.551771   \n",
+       "1    [[-1.65502682e-01  1.02800451e-01 -1.86460856e...             0.283294   \n",
+       "..                                                 ...                  ...   \n",
+       "487  [[-4.77450639e-02  1.10398911e-01 -8.18440393e...             1.000000   \n",
+       "485  [[-4.41387109e-02  6.82085901e-02  4.66848314e...             0.487655   \n",
+       "483  [[-5.81410266e-02  3.98676358e-02 -5.96914813e...             0.272787   \n",
+       "482  [[-5.35832793e-02  6.86871409e-02 -7.77503103e...             0.922841   \n",
+       "484  [[-9.69437882e-02  4.61981595e-02 -1.81997437e...             0.437981   \n",
+       "\n",
+       "     lexical_similarity  bert_score_similarity  original_alt_text_english  \\\n",
+       "0              0.083409               0.416152                      False   \n",
+       "5              0.179523               0.500414                       True   \n",
+       "4              0.201993               0.514356                      False   \n",
+       "3              0.288254               0.545059                      False   \n",
+       "1              0.063355               0.471250                       True   \n",
+       "..                  ...                    ...                        ...   \n",
+       "487            1.000000               1.000000                      False   \n",
+       "485            0.260556               0.486935                      False   \n",
+       "483            0.160440               0.588332                      False   \n",
+       "482            0.883128               0.863685                      False   \n",
+       "484            0.339099               0.693906                      False   \n",
+       "\n",
+       "     user_alt_text_english  llm_alt_text_english  english_site  \n",
+       "0                    False                  True          True  \n",
+       "5                    False                  True          True  \n",
+       "4                    False                  True          True  \n",
+       "3                    False                  True          True  \n",
+       "1                    False                  True          True  \n",
+       "..                     ...                   ...           ...  \n",
+       "487                  False                 False         False  \n",
+       "485                  False                 False         False  \n",
+       "483                  False                  True         False  \n",
+       "482                  False                 False         False  \n",
+       "484                  False                  True         False  \n",
+       "\n",
+       "[494 rows x 19 columns]"
+      ]
+     },
+     "execution_count": 120,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_iniziale.sort_values(['page_url','user','user_alt_text','original_alt_text'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "7fc43e3a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>html_context</th>\n",
+       "      <th>immediate_context</th>\n",
+       "      <th>nearby_context</th>\n",
+       "      <th>page_title</th>\n",
+       "      <th>page_description</th>\n",
+       "      <th>page_keywords</th>\n",
+       "      <th>llm_evaluation_result</th>\n",
+       "      <th>llm_judgment</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Boxer da uomo neri.</td>\n",
+       "      <td>Simond MT500 black merino wool men's boxer bri...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Simond Men's MT500 Merin...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text '*ultra-black-8542384*' ...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>20.973</td>\n",
+       "      <td>30.060</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>Giacca da ciclismo Van Rysel Ultralight imperm...</td>\n",
+       "      <td>Van Rysel Men's Ultralight Waterproof Cycling ...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Van Rysel Men's Ultralig...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text 'Van Rysel Men's Ultralight Water...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>32.538</td>\n",
+       "      <td>26.257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>Giacca in pile Quechua MH120 da uomo verde alloro</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Quechua Men's MH120 Flee...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;span&gt; [184px]: $59.99 &lt;span&gt; [185px]: Was\\n  ...</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text 'laurel-green-8749613' fails to p...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>24.466</td>\n",
+       "      <td>27.746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>Pantaloni cargo Forclaz Travel 100 da uomo gri...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Forclaz Men's Travel 100...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text 'carbon-gray-8572546' do...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>28.795</td>\n",
+       "      <td>29.379</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>136</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandali da trekking grigi con cinturini (model...</td>\n",
+       "      <td>Forclaz MT500 lightweight packable hiking sand...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Save 33% &lt;span&gt;: Vendor: &lt;h3&gt;: Forclaz...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;span&gt; [154px]: Save 33%</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text aligns well with the image purpos...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>18.293</td>\n",
+       "      <td>24.148</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>442</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>Pialla a filo e spessore combinata per legno 1...</td>\n",
+       "      <td>PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>No textual context found</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is appropriate as it clearly desc...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>27.583</td>\n",
+       "      <td>27.583</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>440</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/2_P...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Prodotti marca dyson</td>\n",
+       "      <td>Dyson logo.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: &lt;div class=\"vl-image vl-popular-destinati...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;h2&gt; [43px]: I brand più ricercati su eBay &lt;a&gt;...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text is empty, which does not...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>27.764</td>\n",
+       "      <td>31.428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>438</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...</td>\n",
+       "      <td>Sega a nastro da banco per legno 350W. Goniome...</td>\n",
+       "      <td>Scheppach HBS30 bandsaw, 350W with miter gauge...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>No textual context found</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is appropriate as it describes th...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>20.747</td>\n",
+       "      <td>26.750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>437</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro taglio legno 550W Scheppach hbs261</td>\n",
+       "      <td>Sega a nastro per taglio legno Scheppach hbs26...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>No textual context found</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text is clear, specific, and ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>22.222</td>\n",
+       "      <td>21.798</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>439</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...</td>\n",
+       "      <td>Trapano a colonna da banco con puntatore laser...</td>\n",
+       "      <td>Bench drill with laser pointer, 500W, 230V, Sc...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>No textual context found</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is appropriate as it provides spe...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>24.328</td>\n",
+       "      <td>22.687</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 20 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "135  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "146  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "145  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "144  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "136  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "442    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "440    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "438    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "437    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "439    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                                user  \\\n",
+       "135  {\"username\": \"Chiara Giordano\"}   \n",
+       "146  {\"username\": \"Chiara Giordano\"}   \n",
+       "145  {\"username\": \"Chiara Giordano\"}   \n",
+       "144  {\"username\": \"Chiara Giordano\"}   \n",
+       "136  {\"username\": \"Chiara Giordano\"}   \n",
+       "..                               ...   \n",
+       "442        {\"username\": \"whitewolf\"}   \n",
+       "440        {\"username\": \"whitewolf\"}   \n",
+       "438        {\"username\": \"whitewolf\"}   \n",
+       "437        {\"username\": \"whitewolf\"}   \n",
+       "439        {\"username\": \"whitewolf\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "135  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "146  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "145  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "144  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "136  https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "442  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "440  https://giove.isti.cnr.it/users/manca/eBay/2_P...   \n",
+       "438  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "437  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "439  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "135                            {*ultra-black-8542384*}   \n",
+       "146  Van Rysel Men's Ultralight Waterproof Cycling ...   \n",
+       "145                           {*laurel-green-8749613*}   \n",
+       "144                            {*carbon-gray-8572546*}   \n",
+       "136  Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "..                                                 ...   \n",
+       "442  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...   \n",
+       "440                                                NaN   \n",
+       "438  SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO...   \n",
+       "437   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "439  TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER...   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "135                                Boxer da uomo neri.   \n",
+       "146  Giacca da ciclismo Van Rysel Ultralight imperm...   \n",
+       "145  Giacca in pile Quechua MH120 da uomo verde alloro   \n",
+       "144  Pantaloni cargo Forclaz Travel 100 da uomo gri...   \n",
+       "136  Sandali da trekking grigi con cinturini (model...   \n",
+       "..                                                 ...   \n",
+       "442  Pialla a filo e spessore combinata per legno 1...   \n",
+       "440                               Prodotti marca dyson   \n",
+       "438  Sega a nastro da banco per legno 350W. Goniome...   \n",
+       "437   Sega a nastro taglio legno 550W Scheppach hbs261   \n",
+       "439  Trapano a colonna da banco con puntatore laser...   \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "135  Simond MT500 black merino wool men's boxer bri...                2   \n",
+       "146  Van Rysel Men's Ultralight Waterproof Cycling ...                5   \n",
+       "145  Quechua Men's MH120 Fleece Hiking Jacket in la...                1   \n",
+       "144  Forclaz Men's Travel 100 Cargo Pants in carbon...                1   \n",
+       "136  Forclaz MT500 lightweight packable hiking sand...                3   \n",
+       "..                                                 ...              ...   \n",
+       "442  PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1...                4   \n",
+       "440                                        Dyson logo.                1   \n",
+       "438  Scheppach HBS30 bandsaw, 350W with miter gauge...                3   \n",
+       "437  Sega a nastro per taglio legno Scheppach hbs26...                4   \n",
+       "439  Bench drill with laser pointer, 500W, 230V, Sc...                3   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  \\\n",
+       "135               2                    4    gpt-4o   \n",
+       "146               5                    3    gpt-4o   \n",
+       "145               1                    3    gpt-4o   \n",
+       "144               2                    3    gpt-4o   \n",
+       "136               4                    4    gpt-4o   \n",
+       "..              ...                  ...       ...   \n",
+       "442               5                    3    gpt-4o   \n",
+       "440               1                    1    gpt-4o   \n",
+       "438               4                    2    gpt-4o   \n",
+       "437               4                    4    gpt-4o   \n",
+       "439               4                    3    gpt-4o   \n",
+       "\n",
+       "                                          html_context  \\\n",
+       "135  <span>: Vendor: <h3>: Simond Men's MT500 Merin...   \n",
+       "146  <span>: Vendor: <h3>: Van Rysel Men's Ultralig...   \n",
+       "145  <span>: Vendor: <h3>: Quechua Men's MH120 Flee...   \n",
+       "144  <span>: Vendor: <h3>: Forclaz Men's Travel 100...   \n",
+       "136  <span>: Save 33% <span>: Vendor: <h3>: Forclaz...   \n",
+       "..                                                 ...   \n",
+       "442                           No textual context found   \n",
+       "440  <a>: <div class=\"vl-image vl-popular-destinati...   \n",
+       "438                           No textual context found   \n",
+       "437                           No textual context found   \n",
+       "439                           No textual context found   \n",
+       "\n",
+       "              immediate_context  \\\n",
+       "135  No immediate context found   \n",
+       "146  No immediate context found   \n",
+       "145  No immediate context found   \n",
+       "144  No immediate context found   \n",
+       "136  No immediate context found   \n",
+       "..                          ...   \n",
+       "442  No immediate context found   \n",
+       "440  No immediate context found   \n",
+       "438  No immediate context found   \n",
+       "437  No immediate context found   \n",
+       "439  No immediate context found   \n",
+       "\n",
+       "                                        nearby_context  \\\n",
+       "135                               No nearby text found   \n",
+       "146                               No nearby text found   \n",
+       "145  <span> [184px]: $59.99 <span> [185px]: Was\\n  ...   \n",
+       "144                               No nearby text found   \n",
+       "136                           <span> [154px]: Save 33%   \n",
+       "..                                                 ...   \n",
+       "442  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "440  <h2> [43px]: I brand più ricercati su eBay <a>...   \n",
+       "438  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "437  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "439  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "\n",
+       "                               page_title  \\\n",
+       "135     Men's Outdoor Apparel – Decathlon   \n",
+       "146     Men's Outdoor Apparel – Decathlon   \n",
+       "145     Men's Outdoor Apparel – Decathlon   \n",
+       "144     Men's Outdoor Apparel – Decathlon   \n",
+       "136     Men's Outdoor Apparel – Decathlon   \n",
+       "..                                    ...   \n",
+       "442  eBay | Il Marketplace delle passioni   \n",
+       "440  eBay | Il Marketplace delle passioni   \n",
+       "438  eBay | Il Marketplace delle passioni   \n",
+       "437  eBay | Il Marketplace delle passioni   \n",
+       "439  eBay | Il Marketplace delle passioni   \n",
+       "\n",
+       "                                      page_description page_keywords  \\\n",
+       "135  Shop our selection of outdoor clothes and gear...           NaN   \n",
+       "146  Shop our selection of outdoor clothes and gear...           NaN   \n",
+       "145  Shop our selection of outdoor clothes and gear...           NaN   \n",
+       "144  Shop our selection of outdoor clothes and gear...           NaN   \n",
+       "136  Shop our selection of outdoor clothes and gear...           NaN   \n",
+       "..                                                 ...           ...   \n",
+       "442  Offerte imperdibili su nuovo, usato e ricondiz...           NaN   \n",
+       "440  Offerte imperdibili su nuovo, usato e ricondiz...           NaN   \n",
+       "438  Offerte imperdibili su nuovo, usato e ricondiz...           NaN   \n",
+       "437  Offerte imperdibili su nuovo, usato e ricondiz...           NaN   \n",
+       "439  Offerte imperdibili su nuovo, usato e ricondiz...           NaN   \n",
+       "\n",
+       "                                 llm_evaluation_result llm_judgment  \\\n",
+       "135  The original alt-text '*ultra-black-8542384*' ...      failure   \n",
+       "146  The alt-text 'Van Rysel Men's Ultralight Water...      success   \n",
+       "145  The alt-text 'laurel-green-8749613' fails to p...      failure   \n",
+       "144  The original alt-text 'carbon-gray-8572546' do...      failure   \n",
+       "136  The alt-text aligns well with the image purpos...      success   \n",
+       "..                                                 ...          ...   \n",
+       "442  The alt-text is appropriate as it clearly desc...      success   \n",
+       "440  The original alt-text is empty, which does not...      failure   \n",
+       "438  The alt-text is appropriate as it describes th...      success   \n",
+       "437  The original alt-text is clear, specific, and ...      success   \n",
+       "439  The alt-text is appropriate as it provides spe...      success   \n",
+       "\n",
+       "     clip_score_user  clip_score_llm  \n",
+       "135           20.973          30.060  \n",
+       "146           32.538          26.257  \n",
+       "145           24.466          27.746  \n",
+       "144           28.795          29.379  \n",
+       "136           18.293          24.148  \n",
+       "..               ...             ...  \n",
+       "442           27.583          27.583  \n",
+       "440           27.764          31.428  \n",
+       "438           20.747          26.750  \n",
+       "437           22.222          21.798  \n",
+       "439           24.328          22.687  \n",
+       "\n",
+       "[494 rows x 20 columns]"
+      ]
+     },
+     "execution_count": 122,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.sort_values(['page_url','user','user_alt_text','original_alt_text'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "id": "18866916",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Sort both dataframes the same way\n",
+    "df_iniziale = df_iniziale.sort_values(['page_url','user','user_alt_text','original_alt_text'])\n",
+    "df_sorted = df.sort_values(['page_url','user','user_alt_text','original_alt_text'])\n",
+    "\n",
+    "# Reset indices so they align positionally\n",
+    "df_iniziale = df_iniziale.reset_index(drop=True)\n",
+    "df_sorted = df_sorted.reset_index(drop=True)\n",
+    "\n",
+    "# Now assign the column\n",
+    "df_iniziale[\"clip_score_user\"] = df_sorted[\"clip_score_user\"]\n",
+    "df_iniziale[\"clip_score_llm\"] = df_sorted[\"clip_score_llm\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "id": "613b10ef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_iniziale.to_csv('dataset_esercitazione_with_CLIP_per_classificatore.csv',sep=\";\", index=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "accessibility",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_distributions_comparison.ipynb b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_distributions_comparison.ipynb
new file mode 100644
index 0000000..9f66edb
--- /dev/null
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_distributions_comparison.ipynb
@@ -0,0 +1,1762 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "0b26b337",
+   "metadata": {},
+   "source": [
+    "# questo notebook trova quale distribuzione fra due candidate è più simile ad una di riferimento calcolando una serie di indici"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "86b99151",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from scipy import stats\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "f42ad7c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Calculate various similarity metrics\n",
+    "def compare_distributions(reference, dist1, dist2, name1=\"_llm\", name2=\"_llm_1\"):\n",
+    "    \"\"\"\n",
+    "    Compare two distributions against a reference distribution\n",
+    "    \"\"\"\n",
+    "    results = {}\n",
+    "    \n",
+    "    # 1. Kolmogorov-Smirnov test (lower is more similar)\n",
+    "    ks_stat1, _ = stats.ks_2samp(reference, dist1)\n",
+    "    ks_stat2, _ = stats.ks_2samp(reference, dist2)\n",
+    "    results['KS Statistic'] = {name1: ks_stat1, name2: ks_stat2}\n",
+    "    \n",
+    "    # 2. Wasserstein distance (lower is more similar)\n",
+    "    ws_dist1 = stats.wasserstein_distance(reference, dist1)\n",
+    "    ws_dist2 = stats.wasserstein_distance(reference, dist2)\n",
+    "    results['Wasserstein Distance'] = {name1: ws_dist1, name2: ws_dist2}\n",
+    "    \n",
+    "    # 3. Jensen-Shannon divergence (lower is more similar)\n",
+    "    # Create histograms with same bins\n",
+    "    bins = np.linspace(min(reference.min(), dist1.min(), dist2.min()),\n",
+    "                       max(reference.max(), dist1.max(), dist2.max()), 50)\n",
+    "    hist_ref, _ = np.histogram(reference, bins=bins, density=True)\n",
+    "    hist_dist1, _ = np.histogram(dist1, bins=bins, density=True)\n",
+    "    hist_dist2, _ = np.histogram(dist2, bins=bins, density=True)\n",
+    "    \n",
+    "    # Add small constant to avoid log(0)\n",
+    "    hist_ref = hist_ref + 1e-10\n",
+    "    hist_dist1 = hist_dist1 + 1e-10\n",
+    "    hist_dist2 = hist_dist2 + 1e-10\n",
+    "    \n",
+    "    js_div1 = stats.entropy(hist_ref, hist_dist1) + stats.entropy(hist_dist1, hist_ref)\n",
+    "    js_div2 = stats.entropy(hist_ref, hist_dist2) + stats.entropy(hist_dist2, hist_ref)\n",
+    "    results['Jensen-Shannon Divergence'] = {name1: js_div1/2, name2: js_div2/2}\n",
+    "    \n",
+    "    # 4. Correlation (higher is more similar)\n",
+    "    corr1 = np.corrcoef(reference, dist1)[0, 1]\n",
+    "    corr2 = np.corrcoef(reference, dist2)[0, 1]\n",
+    "    results['Correlation'] = {name1: corr1, name2: corr2}\n",
+    "    \n",
+    "    # 5. Mean Absolute Error (lower is more similar)\n",
+    "    mae1 = np.mean(np.abs(reference - dist1))\n",
+    "    mae2 = np.mean(np.abs(reference - dist2))\n",
+    "    results['Mean Absolute Error'] = {name1: mae1, name2: mae2}\n",
+    "    \n",
+    "    return results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "b8333dce",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "\n",
+    "#df_without_image = pd.read_csv(\"dataset_esercitazione_with_CLIP_without_image.csv\",sep=\";\")\n",
+    "#df_without_context = pd.read_csv(\"dataset_esercitazione_with_CLIP_without_context.csv\",sep=\";\")\n",
+    "\n",
+    "#nel caso italiano i 3 clip_score sono su tre file diversi- prima il clip_score_llm era su tutti i file e potevo usarlo\n",
+    "df_context_and_image=pd.read_csv(\"dataset_esercitazione_with_CLIP_ita.csv\",sep=\";\")\n",
+    "df_without_image = pd.read_csv(\"dataset_esercitazione_with_CLIP_without_image_ita.csv\",sep=\";\")\n",
+    "df_without_context = pd.read_csv(\"dataset_esercitazione_with_CLIP_without_context_ita.csv\",sep=\";\")\n",
+    "\n",
+    "df=df_without_image"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "a3f57d18",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>llm_assessment_1</th>\n",
+       "      <th>llm_judgment_1</th>\n",
+       "      <th>llm_evaluation_result_1</th>\n",
+       "      <th>llm_alt_text_1</th>\n",
+       "      <th>llm_model_1</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_1</th>\n",
+       "      <th>clip_score_llm_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'ultra-black-8542384' appears to ...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Boxer da uomo Simond MT500 in lana Merino, col...</td>\n",
+       "      <td>17.855146</td>\n",
+       "      <td>32.484348</td>\n",
+       "      <td>31.627522</td>\n",
+       "      <td>31.602365</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text, 'Forclaz MT500 Lightweight Packa...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Sandali da escursionismo leggeri e comprimibil...</td>\n",
+       "      <td>25.055841</td>\n",
+       "      <td>24.167772</td>\n",
+       "      <td>23.310310</td>\n",
+       "      <td>12.011605</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'unspecified-8553119' is not appr...</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Scarponcini da trekking impermeabili da uomo Q...</td>\n",
+       "      <td>30.188608</td>\n",
+       "      <td>27.694433</td>\n",
+       "      <td>25.603844</td>\n",
+       "      <td>28.110100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'carbon-gray-8572546' is insuffic...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni cargo da uomo Forclaz Travel 100 col...</td>\n",
+       "      <td>27.012115</td>\n",
+       "      <td>31.259996</td>\n",
+       "      <td>28.452053</td>\n",
+       "      <td>27.930832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'laurel-green-8749613' appears to...</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca in pile da uomo Quechua MH120 per escur...</td>\n",
+       "      <td>25.224363</td>\n",
+       "      <td>25.958937</td>\n",
+       "      <td>26.333887</td>\n",
+       "      <td>25.674152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Icon Pantaloni in tessuto d...</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>28.017265</td>\n",
+       "      <td>29.308945</td>\n",
+       "      <td>28.080940</td>\n",
+       "      <td>28.080940</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Kobe Pantaloni da basket Therma-...</td>\n",
+       "      <td>Kobe men's basketball pants with Therma-FIT te...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni da basket da uomo Kobe con tecnologi...</td>\n",
+       "      <td>25.269073</td>\n",
+       "      <td>21.077915</td>\n",
+       "      <td>19.189518</td>\n",
+       "      <td>22.738798</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Stride Giacca da running Re...</td>\n",
+       "      <td>Nike Stride men's running jacket Repel UV – pr...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca da running da uomo Nike Stride Repel UV...</td>\n",
+       "      <td>31.181801</td>\n",
+       "      <td>33.749702</td>\n",
+       "      <td>32.295738</td>\n",
+       "      <td>29.648846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Tech Pantaloni jogger in fl...</td>\n",
+       "      <td>Nike Tech men's fleece jogger pants – product ...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni jogger in fleece Nike Tech da uomo –...</td>\n",
+       "      <td>26.701836</td>\n",
+       "      <td>23.892307</td>\n",
+       "      <td>23.703081</td>\n",
+       "      <td>27.451563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>23.090588</td>\n",
+       "      <td>28.573620</td>\n",
+       "      <td>27.408213</td>\n",
+       "      <td>27.408213</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ... llm_assessment_1  \\\n",
+       "0                 1                    3    gpt-4o  ...                1   \n",
+       "1                 4                    4    gpt-4o  ...                5   \n",
+       "2                 1                    3    gpt-4o  ...                1   \n",
+       "3                 1                    3    gpt-4o  ...                1   \n",
+       "4                 1                    3    gpt-4o  ...                1   \n",
+       "..              ...                  ...       ...  ...              ...   \n",
+       "489               4                    4    gpt-4o  ...                4   \n",
+       "490               4                    3    gpt-4o  ...                4   \n",
+       "491               4                    2    gpt-4o  ...                5   \n",
+       "492               4                    5    gpt-4o  ...                5   \n",
+       "493               4                    4    gpt-4o  ...                5   \n",
+       "\n",
+       "    llm_judgment_1                            llm_evaluation_result_1  \\\n",
+       "0          failure  The alt-text 'ultra-black-8542384' appears to ...   \n",
+       "1          success  The alt-text, 'Forclaz MT500 Lightweight Packa...   \n",
+       "2          failure  The alt-text 'unspecified-8553119' is not appr...   \n",
+       "3          failure  The alt-text 'carbon-gray-8572546' is insuffic...   \n",
+       "4          failure  The alt-text 'laurel-green-8749613' appears to...   \n",
+       "..             ...                                                ...   \n",
+       "489        success  The alt-text 'Nike Icon Pantaloni in tessuto d...   \n",
+       "490        success  The alt-text 'Kobe Pantaloni da basket Therma-...   \n",
+       "491        success  The alt-text 'Nike Stride Giacca da running Re...   \n",
+       "492        success  The alt-text 'Nike Tech Pantaloni jogger in fl...   \n",
+       "493        success  The alt-text 'Nike Windrunner Piumino - Uomo' ...   \n",
+       "\n",
+       "                                        llm_alt_text_1 llm_model_1  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...      gtp-4o   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals      gtp-4o   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...      gtp-4o   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...      gtp-4o   \n",
+       "4    Quechua Men's MH120 Fleece Hiking Jacket in la...      gtp-4o   \n",
+       "..                                                 ...         ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...      gtp-4o   \n",
+       "490  Kobe men's basketball pants with Therma-FIT te...      gtp-4o   \n",
+       "491  Nike Stride men's running jacket Repel UV – pr...      gtp-4o   \n",
+       "492  Nike Tech men's fleece jogger pants – product ...      gtp-4o   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...      gtp-4o   \n",
+       "\n",
+       "                                      llm_alt_text_ita clip_score_user  \\\n",
+       "0    Boxer da uomo Simond MT500 in lana Merino, col...       17.855146   \n",
+       "1    Sandali da escursionismo leggeri e comprimibil...       25.055841   \n",
+       "2    Scarponcini da trekking impermeabili da uomo Q...       30.188608   \n",
+       "3    Pantaloni cargo da uomo Forclaz Travel 100 col...       27.012115   \n",
+       "4    Giacca in pile da uomo Quechua MH120 per escur...       25.224363   \n",
+       "..                                                 ...             ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...       28.017265   \n",
+       "490  Pantaloni da basket da uomo Kobe con tecnologi...       25.269073   \n",
+       "491  Giacca da running da uomo Nike Stride Repel UV...       31.181801   \n",
+       "492  Pantaloni jogger in fleece Nike Tech da uomo –...       26.701836   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...       23.090588   \n",
+       "\n",
+       "    clip_score_llm  clip_score_llm_1 clip_score_llm_ita  \n",
+       "0        32.484348         31.627522          31.602365  \n",
+       "1        24.167772         23.310310          12.011605  \n",
+       "2        27.694433         25.603844          28.110100  \n",
+       "3        31.259996         28.452053          27.930832  \n",
+       "4        25.958937         26.333887          25.674152  \n",
+       "..             ...               ...                ...  \n",
+       "489      29.308945         28.080940          28.080940  \n",
+       "490      21.077915         19.189518          22.738798  \n",
+       "491      33.749702         32.295738          29.648846  \n",
+       "492      23.892307         23.703081          27.451563  \n",
+       "493      28.573620         27.408213          27.408213  \n",
+       "\n",
+       "[494 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "774563d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>llm_judgment_1</th>\n",
+       "      <th>llm_evaluation_result_1</th>\n",
+       "      <th>llm_alt_text_1</th>\n",
+       "      <th>llm_model_1</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_1</th>\n",
+       "      <th>clip_score_llm_ita</th>\n",
+       "      <th>clip_score_llm_2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'ultra-black-8542384' appears to ...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Boxer da uomo Simond MT500 in lana Merino, col...</td>\n",
+       "      <td>17.855146</td>\n",
+       "      <td>32.781540</td>\n",
+       "      <td>31.602365</td>\n",
+       "      <td>31.602365</td>\n",
+       "      <td>22.122684</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text, 'Forclaz MT500 Lightweight Packa...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Sandali da escursionismo leggeri e comprimibil...</td>\n",
+       "      <td>25.055841</td>\n",
+       "      <td>14.755070</td>\n",
+       "      <td>12.011605</td>\n",
+       "      <td>12.011605</td>\n",
+       "      <td>13.453542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'unspecified-8553119' is not appr...</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Scarponcini da trekking impermeabili da uomo Q...</td>\n",
+       "      <td>30.188608</td>\n",
+       "      <td>28.829538</td>\n",
+       "      <td>28.110100</td>\n",
+       "      <td>28.110100</td>\n",
+       "      <td>26.356184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'carbon-gray-8572546' is insuffic...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni cargo da uomo Forclaz Travel 100 col...</td>\n",
+       "      <td>27.012115</td>\n",
+       "      <td>27.667301</td>\n",
+       "      <td>27.930832</td>\n",
+       "      <td>27.930832</td>\n",
+       "      <td>26.800772</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'laurel-green-8749613' appears to...</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca in pile da uomo Quechua MH120 per escur...</td>\n",
+       "      <td>25.224363</td>\n",
+       "      <td>24.920477</td>\n",
+       "      <td>25.674152</td>\n",
+       "      <td>25.674152</td>\n",
+       "      <td>21.705101</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Icon Pantaloni in tessuto d...</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>28.017265</td>\n",
+       "      <td>29.308945</td>\n",
+       "      <td>28.080940</td>\n",
+       "      <td>28.080940</td>\n",
+       "      <td>24.690586</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Kobe Pantaloni da basket Therma-...</td>\n",
+       "      <td>Kobe men's basketball pants with Therma-FIT te...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni da basket da uomo Kobe con tecnologi...</td>\n",
+       "      <td>25.269073</td>\n",
+       "      <td>21.077915</td>\n",
+       "      <td>22.738798</td>\n",
+       "      <td>22.738798</td>\n",
+       "      <td>25.513638</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Stride Giacca da running Re...</td>\n",
+       "      <td>Nike Stride men's running jacket Repel UV – pr...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca da running da uomo Nike Stride Repel UV...</td>\n",
+       "      <td>31.181801</td>\n",
+       "      <td>28.216114</td>\n",
+       "      <td>29.648846</td>\n",
+       "      <td>29.648846</td>\n",
+       "      <td>28.117847</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Tech Pantaloni jogger in fl...</td>\n",
+       "      <td>Nike Tech men's fleece jogger pants – product ...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni jogger in fleece Nike Tech da uomo –...</td>\n",
+       "      <td>26.701836</td>\n",
+       "      <td>26.170740</td>\n",
+       "      <td>27.451563</td>\n",
+       "      <td>27.451563</td>\n",
+       "      <td>26.439568</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>23.090588</td>\n",
+       "      <td>28.866232</td>\n",
+       "      <td>27.408213</td>\n",
+       "      <td>27.408213</td>\n",
+       "      <td>27.315416</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 29 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ... llm_judgment_1  \\\n",
+       "0                 1                    3    gpt-4o  ...        failure   \n",
+       "1                 4                    4    gpt-4o  ...        success   \n",
+       "2                 1                    3    gpt-4o  ...        failure   \n",
+       "3                 1                    3    gpt-4o  ...        failure   \n",
+       "4                 1                    3    gpt-4o  ...        failure   \n",
+       "..              ...                  ...       ...  ...            ...   \n",
+       "489               4                    4    gpt-4o  ...        success   \n",
+       "490               4                    3    gpt-4o  ...        success   \n",
+       "491               4                    2    gpt-4o  ...        success   \n",
+       "492               4                    5    gpt-4o  ...        success   \n",
+       "493               4                    4    gpt-4o  ...        success   \n",
+       "\n",
+       "                               llm_evaluation_result_1  \\\n",
+       "0    The alt-text 'ultra-black-8542384' appears to ...   \n",
+       "1    The alt-text, 'Forclaz MT500 Lightweight Packa...   \n",
+       "2    The alt-text 'unspecified-8553119' is not appr...   \n",
+       "3    The alt-text 'carbon-gray-8572546' is insuffic...   \n",
+       "4    The alt-text 'laurel-green-8749613' appears to...   \n",
+       "..                                                 ...   \n",
+       "489  The alt-text 'Nike Icon Pantaloni in tessuto d...   \n",
+       "490  The alt-text 'Kobe Pantaloni da basket Therma-...   \n",
+       "491  The alt-text 'Nike Stride Giacca da running Re...   \n",
+       "492  The alt-text 'Nike Tech Pantaloni jogger in fl...   \n",
+       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...   \n",
+       "\n",
+       "                                        llm_alt_text_1 llm_model_1  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...      gtp-4o   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals      gtp-4o   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...      gtp-4o   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...      gtp-4o   \n",
+       "4    Quechua Men's MH120 Fleece Hiking Jacket in la...      gtp-4o   \n",
+       "..                                                 ...         ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...      gtp-4o   \n",
+       "490  Kobe men's basketball pants with Therma-FIT te...      gtp-4o   \n",
+       "491  Nike Stride men's running jacket Repel UV – pr...      gtp-4o   \n",
+       "492  Nike Tech men's fleece jogger pants – product ...      gtp-4o   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...      gtp-4o   \n",
+       "\n",
+       "                                      llm_alt_text_ita clip_score_user  \\\n",
+       "0    Boxer da uomo Simond MT500 in lana Merino, col...       17.855146   \n",
+       "1    Sandali da escursionismo leggeri e comprimibil...       25.055841   \n",
+       "2    Scarponcini da trekking impermeabili da uomo Q...       30.188608   \n",
+       "3    Pantaloni cargo da uomo Forclaz Travel 100 col...       27.012115   \n",
+       "4    Giacca in pile da uomo Quechua MH120 per escur...       25.224363   \n",
+       "..                                                 ...             ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...       28.017265   \n",
+       "490  Pantaloni da basket da uomo Kobe con tecnologi...       25.269073   \n",
+       "491  Giacca da running da uomo Nike Stride Repel UV...       31.181801   \n",
+       "492  Pantaloni jogger in fleece Nike Tech da uomo –...       26.701836   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...       23.090588   \n",
+       "\n",
+       "    clip_score_llm clip_score_llm_1  clip_score_llm_ita clip_score_llm_2  \n",
+       "0        32.781540        31.602365           31.602365        22.122684  \n",
+       "1        14.755070        12.011605           12.011605        13.453542  \n",
+       "2        28.829538        28.110100           28.110100        26.356184  \n",
+       "3        27.667301        27.930832           27.930832        26.800772  \n",
+       "4        24.920477        25.674152           25.674152        21.705101  \n",
+       "..             ...              ...                 ...              ...  \n",
+       "489      29.308945        28.080940           28.080940        24.690586  \n",
+       "490      21.077915        22.738798           22.738798        25.513638  \n",
+       "491      28.216114        29.648846           29.648846        28.117847  \n",
+       "492      26.170740        27.451563           27.451563        26.439568  \n",
+       "493      28.866232        27.408213           27.408213        27.315416  \n",
+       "\n",
+       "[494 rows x 29 columns]"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "### clip_score_llm\" è con immagine e contesto\n",
+    "### clip_score_llm_1\" è senza immagine\n",
+    "### \"clip_score_llm_2\" è senza contesto\n",
+    "\n",
+    "#df[\"clip_score_llm\"] c'è già, quello di partenza image+context\n",
+    "#df[\"clip_score_llm_1\"] c'è gia, è quello without image\n",
+    "#df[\"clip_score_llm_2\"]=df_without_context [\"clip_score_llm_1\"] # aggiunto clip_score di quello senza contesto\n",
+    "\n",
+    "\n",
+    "#nel caso ita vanno tutti aggiornati\n",
+    "df[\"clip_score_llm\"]=df_context_and_image [\"clip_score_llm_ita\"] # aggiorno clip_score di quello con contesto e image\n",
+    "df[\"clip_score_llm_1\"]=df_without_image [\"clip_score_llm_ita\"] # aggiorno clip_score di quello senza image\n",
+    "df[\"clip_score_llm_2\"]=df_without_context [\"clip_score_llm_ita\"] # aggiorno clip_score di quello senza contesto\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "0c86842b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Fill empty/null values with 0\n",
+    "df['clip_score_user'] = df['clip_score_user'].fillna(0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "df75551e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>llm_judgment_1</th>\n",
+       "      <th>llm_evaluation_result_1</th>\n",
+       "      <th>llm_alt_text_1</th>\n",
+       "      <th>llm_model_1</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "      <th>clip_score_user</th>\n",
+       "      <th>clip_score_llm</th>\n",
+       "      <th>clip_score_llm_1</th>\n",
+       "      <th>clip_score_llm_ita</th>\n",
+       "      <th>clip_score_llm_2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'ultra-black-8542384' appears to ...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Boxer da uomo Simond MT500 in lana Merino, col...</td>\n",
+       "      <td>17.855</td>\n",
+       "      <td>32.782</td>\n",
+       "      <td>31.602</td>\n",
+       "      <td>31.602365</td>\n",
+       "      <td>22.123</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text, 'Forclaz MT500 Lightweight Packa...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Sandali da escursionismo leggeri e comprimibil...</td>\n",
+       "      <td>25.056</td>\n",
+       "      <td>14.755</td>\n",
+       "      <td>12.012</td>\n",
+       "      <td>12.011605</td>\n",
+       "      <td>13.454</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'unspecified-8553119' is not appr...</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Scarponcini da trekking impermeabili da uomo Q...</td>\n",
+       "      <td>30.189</td>\n",
+       "      <td>28.830</td>\n",
+       "      <td>28.110</td>\n",
+       "      <td>28.110100</td>\n",
+       "      <td>26.356</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'carbon-gray-8572546' is insuffic...</td>\n",
+       "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni cargo da uomo Forclaz Travel 100 col...</td>\n",
+       "      <td>27.012</td>\n",
+       "      <td>27.667</td>\n",
+       "      <td>27.931</td>\n",
+       "      <td>27.930832</td>\n",
+       "      <td>26.801</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'laurel-green-8749613' appears to...</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca in pile da uomo Quechua MH120 per escur...</td>\n",
+       "      <td>25.224</td>\n",
+       "      <td>24.920</td>\n",
+       "      <td>25.674</td>\n",
+       "      <td>25.674152</td>\n",
+       "      <td>21.705</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Icon Pantaloni in tessuto d...</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>28.017</td>\n",
+       "      <td>29.309</td>\n",
+       "      <td>28.081</td>\n",
+       "      <td>28.080940</td>\n",
+       "      <td>24.691</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Kobe Pantaloni da basket Therma-...</td>\n",
+       "      <td>Kobe men's basketball pants with Therma-FIT te...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni da basket da uomo Kobe con tecnologi...</td>\n",
+       "      <td>25.269</td>\n",
+       "      <td>21.078</td>\n",
+       "      <td>22.739</td>\n",
+       "      <td>22.738798</td>\n",
+       "      <td>25.514</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Stride Giacca da running Re...</td>\n",
+       "      <td>Nike Stride men's running jacket Repel UV – pr...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca da running da uomo Nike Stride Repel UV...</td>\n",
+       "      <td>31.182</td>\n",
+       "      <td>28.216</td>\n",
+       "      <td>29.649</td>\n",
+       "      <td>29.648846</td>\n",
+       "      <td>28.118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Tech Pantaloni jogger in fl...</td>\n",
+       "      <td>Nike Tech men's fleece jogger pants – product ...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni jogger in fleece Nike Tech da uomo –...</td>\n",
+       "      <td>26.702</td>\n",
+       "      <td>26.171</td>\n",
+       "      <td>27.452</td>\n",
+       "      <td>27.451563</td>\n",
+       "      <td>26.440</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>23.091</td>\n",
+       "      <td>28.866</td>\n",
+       "      <td>27.408</td>\n",
+       "      <td>27.408213</td>\n",
+       "      <td>27.315</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 29 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ... llm_judgment_1  \\\n",
+       "0                 1                    3    gpt-4o  ...        failure   \n",
+       "1                 4                    4    gpt-4o  ...        success   \n",
+       "2                 1                    3    gpt-4o  ...        failure   \n",
+       "3                 1                    3    gpt-4o  ...        failure   \n",
+       "4                 1                    3    gpt-4o  ...        failure   \n",
+       "..              ...                  ...       ...  ...            ...   \n",
+       "489               4                    4    gpt-4o  ...        success   \n",
+       "490               4                    3    gpt-4o  ...        success   \n",
+       "491               4                    2    gpt-4o  ...        success   \n",
+       "492               4                    5    gpt-4o  ...        success   \n",
+       "493               4                    4    gpt-4o  ...        success   \n",
+       "\n",
+       "                               llm_evaluation_result_1  \\\n",
+       "0    The alt-text 'ultra-black-8542384' appears to ...   \n",
+       "1    The alt-text, 'Forclaz MT500 Lightweight Packa...   \n",
+       "2    The alt-text 'unspecified-8553119' is not appr...   \n",
+       "3    The alt-text 'carbon-gray-8572546' is insuffic...   \n",
+       "4    The alt-text 'laurel-green-8749613' appears to...   \n",
+       "..                                                 ...   \n",
+       "489  The alt-text 'Nike Icon Pantaloni in tessuto d...   \n",
+       "490  The alt-text 'Kobe Pantaloni da basket Therma-...   \n",
+       "491  The alt-text 'Nike Stride Giacca da running Re...   \n",
+       "492  The alt-text 'Nike Tech Pantaloni jogger in fl...   \n",
+       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...   \n",
+       "\n",
+       "                                        llm_alt_text_1 llm_model_1  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...      gtp-4o   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals      gtp-4o   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...      gtp-4o   \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...      gtp-4o   \n",
+       "4    Quechua Men's MH120 Fleece Hiking Jacket in la...      gtp-4o   \n",
+       "..                                                 ...         ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...      gtp-4o   \n",
+       "490  Kobe men's basketball pants with Therma-FIT te...      gtp-4o   \n",
+       "491  Nike Stride men's running jacket Repel UV – pr...      gtp-4o   \n",
+       "492  Nike Tech men's fleece jogger pants – product ...      gtp-4o   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...      gtp-4o   \n",
+       "\n",
+       "                                      llm_alt_text_ita clip_score_user  \\\n",
+       "0    Boxer da uomo Simond MT500 in lana Merino, col...          17.855   \n",
+       "1    Sandali da escursionismo leggeri e comprimibil...          25.056   \n",
+       "2    Scarponcini da trekking impermeabili da uomo Q...          30.189   \n",
+       "3    Pantaloni cargo da uomo Forclaz Travel 100 col...          27.012   \n",
+       "4    Giacca in pile da uomo Quechua MH120 per escur...          25.224   \n",
+       "..                                                 ...             ...   \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...          28.017   \n",
+       "490  Pantaloni da basket da uomo Kobe con tecnologi...          25.269   \n",
+       "491  Giacca da running da uomo Nike Stride Repel UV...          31.182   \n",
+       "492  Pantaloni jogger in fleece Nike Tech da uomo –...          26.702   \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...          23.091   \n",
+       "\n",
+       "    clip_score_llm clip_score_llm_1  clip_score_llm_ita clip_score_llm_2  \n",
+       "0           32.782           31.602           31.602365           22.123  \n",
+       "1           14.755           12.012           12.011605           13.454  \n",
+       "2           28.830           28.110           28.110100           26.356  \n",
+       "3           27.667           27.931           27.930832           26.801  \n",
+       "4           24.920           25.674           25.674152           21.705  \n",
+       "..             ...              ...                 ...              ...  \n",
+       "489         29.309           28.081           28.080940           24.691  \n",
+       "490         21.078           22.739           22.738798           25.514  \n",
+       "491         28.216           29.649           29.648846           28.118  \n",
+       "492         26.171           27.452           27.451563           26.440  \n",
+       "493         28.866           27.408           27.408213           27.315  \n",
+       "\n",
+       "[494 rows x 29 columns]"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Round multiple columns\n",
+    "#df[['clip_score_user', \"clip_score_llm\",\"clip_score_llm_1\"]] = df[['clip_score_user', \"clip_score_llm\",\"clip_score_llm_1\"]].round(3)\n",
+    "df[['clip_score_user', \"clip_score_llm\",\"clip_score_llm_1\",\"clip_score_llm_2\"]] = df[['clip_score_user', \"clip_score_llm\",\"clip_score_llm_1\",\"clip_score_llm_2\"]].round(3)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "88da32b8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Distribution Similarity Comparison\n",
+      "============================================================\n",
+      "Reference: clip_score_user\n",
+      "============================================================\n",
+      "\n",
+      "KS Statistic:\n",
+      "  _llm: 0.131579\n",
+      "  _llm_1: 0.111336\n",
+      "  → Better: _llm_1 (lower is more similar)\n",
+      "\n",
+      "Wasserstein Distance:\n",
+      "  _llm: 1.390330\n",
+      "  _llm_1: 1.370690\n",
+      "  → Better: _llm_1 (lower is more similar)\n",
+      "\n",
+      "Jensen-Shannon Divergence:\n",
+      "  _llm: 0.430156\n",
+      "  _llm_1: 0.488107\n",
+      "  → Better: _llm (lower is more similar)\n",
+      "\n",
+      "Correlation:\n",
+      "  _llm: 0.429091\n",
+      "  _llm_1: 0.381562\n",
+      "  → Better: _llm (higher is more similar)\n",
+      "\n",
+      "Mean Absolute Error:\n",
+      "  _llm: 3.484524\n",
+      "  _llm_1: 3.767949\n",
+      "  → Better: _llm (lower is more similar)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_4276\\3922195298.py:49: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n",
+      "  ax.boxplot(data_to_plot, labels=['user', 'llm', 'llm_1'])\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x1000 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "============================================================\n",
+      "SUMMARY\n",
+      "============================================================\n",
+      "\n",
+      "_llm won in 3 metrics\n",
+      "_llm_1 won in 2 metrics\n",
+      "\n",
+      "→ Overall, _llm is more similar to clip_score_user\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Run comparison\n",
+    "results = compare_distributions(\n",
+    "    df['clip_score_user'].dropna(),\n",
+    "    df['clip_score_llm'].dropna(),#context + image\n",
+    "    #df['clip_score_llm_1'].dropna(), #only context\n",
+    "    df['clip_score_llm_2'].dropna(),# only image. caso in cui di confronto fra i 3 LLM e non utente . NB i grafici mostrano utente, label da allineare\n",
+    ")\n",
+    "\n",
+    "# Print results\n",
+    "print(\"Distribution Similarity Comparison\")\n",
+    "print(\"=\"*60)\n",
+    "print(\"Reference: clip_score_user\")\n",
+    "print(\"=\"*60)\n",
+    "\n",
+    "for metric, values in results.items():\n",
+    "    print(f\"\\n{metric}:\")\n",
+    "    for name, value in values.items():\n",
+    "        print(f\"  {name}: {value:.6f}\")\n",
+    "    \n",
+    "    # Determine winner (except for correlation where higher is better)\n",
+    "    if metric == 'Correlation':\n",
+    "        winner = max(values, key=values.get)\n",
+    "        print(f\"  → Better: {winner} (higher is more similar)\")\n",
+    "    else:\n",
+    "        winner = min(values, key=values.get)\n",
+    "        print(f\"  → Better: {winner} (lower is more similar)\")\n",
+    "\n",
+    "# Visualization\n",
+    "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
+    "\n",
+    "# 1. Histograms\n",
+    "ax = axes[0, 0]\n",
+    "ax.hist(df['clip_score_user'].dropna(), bins=30, alpha=0.5, label='user', density=True)\n",
+    "ax.hist(df['clip_score_llm'].dropna(), bins=30, alpha=0.5, label='llm', density=True)\n",
+    "ax.hist(df['clip_score_llm_1'].dropna(), bins=30, alpha=0.5, label='llm_1', density=True)\n",
+    "#ax.hist(df['clip_score_llm_2'].dropna(), bins=30, alpha=0.5, label='user', density=True)\n",
+    "ax.set_xlabel('Score')\n",
+    "ax.set_ylabel('Density')\n",
+    "ax.set_title('Distribution Comparison (Histograms)')\n",
+    "ax.legend()\n",
+    "ax.grid(alpha=0.3)\n",
+    "\n",
+    "# 2. Box plots\n",
+    "ax = axes[0, 1]\n",
+    "data_to_plot = [df['clip_score_user'].dropna(), \n",
+    "                df['clip_score_llm'].dropna(), \n",
+    "                df['clip_score_llm_1'].dropna()]\n",
+    "                #df['clip_score_llm_2'].dropna(), ]\n",
+    "ax.boxplot(data_to_plot, labels=['user', 'llm', 'llm_1'])\n",
+    "ax.set_ylabel('Score')\n",
+    "ax.set_title('Distribution Comparison (Box Plots)')\n",
+    "ax.grid(alpha=0.3)\n",
+    "\n",
+    "# 3. Q-Q plots\n",
+    "ax = axes[1, 0]\n",
+    "quantiles = np.linspace(0, 1, 100)\n",
+    "q_user = np.quantile(df['clip_score_user'].dropna(), quantiles)\n",
+    "q_llm = np.quantile(df['clip_score_llm'].dropna(), quantiles)\n",
+    "q_llm_1 = np.quantile(df['clip_score_llm_1'].dropna(), quantiles)\n",
+    "#q_llm_2 = np.quantile(df['clip_score_llm_2'].dropna(), quantiles)\n",
+    "\n",
+    "ax.scatter(q_user, q_llm, alpha=0.5, s=20, label='llm vs user')\n",
+    "ax.scatter(q_user, q_llm_1, alpha=0.5, s=20, label='llm_1 vs user')\n",
+    "ax.plot([q_user.min(), q_user.max()], [q_user.min(), q_user.max()], \n",
+    "        'k--', lw=2, label='Perfect match')\n",
+    "ax.set_xlabel('user quantiles')\n",
+    "ax.set_ylabel('llm/llm_1 quantiles')\n",
+    "ax.set_title('Q-Q Plot')\n",
+    "ax.legend()\n",
+    "ax.grid(alpha=0.3)\n",
+    "\n",
+    "# 4. Cumulative Distribution Functions\n",
+    "ax = axes[1, 1]\n",
+    "sorted_user = np.sort(df['clip_score_user'].dropna())\n",
+    "sorted_llm = np.sort(df['clip_score_llm'].dropna())\n",
+    "sorted_llm_1 = np.sort(df['clip_score_llm_1'].dropna())\n",
+    "\n",
+    "ax.plot(sorted_user, np.linspace(0, 1, len(sorted_user)), label='user', linewidth=2)\n",
+    "ax.plot(sorted_llm, np.linspace(0, 1, len(sorted_llm)), label='llm', linewidth=2)\n",
+    "ax.plot(sorted_llm_1, np.linspace(0, 1, len(sorted_llm_1)), label='llm_1', linewidth=2)\n",
+    "ax.set_xlabel('Score')\n",
+    "ax.set_ylabel('Cumulative Probability')\n",
+    "ax.set_title('Cumulative Distribution Functions')\n",
+    "ax.legend()\n",
+    "ax.grid(alpha=0.3)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "# Summary\n",
+    "print(\"\\n\" + \"=\"*60)\n",
+    "print(\"SUMMARY\")\n",
+    "print(\"=\"*60)\n",
+    "\n",
+    "# Count wins\n",
+    "wins = {'_llm': 0, '_llm_1': 0}\n",
+    "for metric, values in results.items():\n",
+    "    if metric == 'Correlation':\n",
+    "        winner = max(values, key=values.get)\n",
+    "    else:\n",
+    "        winner = min(values, key=values.get)\n",
+    "    wins[winner] += 1\n",
+    "\n",
+    "print(f\"\\n_llm won in {wins['_llm']} metrics\")\n",
+    "print(f\"_llm_1 won in {wins['_llm_1']} metrics\")\n",
+    "print(f\"\\n→ Overall, {'_llm' if wins['_llm'] > wins['_llm_1'] else '_llm_1'} \" +\n",
+    "      f\"is more similar to clip_score_user\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "accessibility",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_inter_user_agreement.ipynb b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_inter_user_agreement.ipynb
new file mode 100644
index 0000000..3ea2efb
--- /dev/null
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_inter_user_agreement.ipynb
@@ -0,0 +1,3127 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "7e7858ea",
+   "metadata": {},
+   "source": [
+    "# questo notebook calcola inter-user agreements (e anche LLM agreements)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "7fc587dd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from scipy.stats import pearsonr\n",
+    "from itertools import combinations\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "fa2adb8f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>html_context</th>\n",
+       "      <th>immediate_context</th>\n",
+       "      <th>nearby_context</th>\n",
+       "      <th>page_title</th>\n",
+       "      <th>page_description</th>\n",
+       "      <th>page_keywords</th>\n",
+       "      <th>llm_evaluation_result</th>\n",
+       "      <th>llm_judgment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Simond Men's MT500 Merin...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text '*ultra-black-8542384*' is inadeq...</td>\n",
+       "      <td>failure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Save 33% &lt;span&gt;: Vendor: &lt;h3&gt;: Forclaz...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;span&gt; [154px]: Save 33%</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text describes the product accurately ...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Quechua Men's MH100 Wate...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is not appropriate as it does not...</td>\n",
+       "      <td>failure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Forclaz Men's Travel 100...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>No nearby text found</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text, '*carbon-gray-8572546*'...</td>\n",
+       "      <td>failure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Quechua Men's MH120 Flee...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;span&gt; [184px]: $59.99 &lt;span&gt; [185px]: Was\\n  ...</td>\n",
+       "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text 'laurel-green-8749613' d...</td>\n",
+       "      <td>failure</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Icon</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Nike Icon</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text is appropriate as it clearly iden...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Kobe</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Kobe</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text is appropriate as it identifies t...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Stride</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [110px]: Nike Stride &lt;span&gt; [163px]: +1</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text describes the product effectively...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Tech</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Nike Tech</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text provides adequate information abo...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Windrunner</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Nike Windrunner</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 18 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  \\\n",
+       "0                 1                    3    gpt-4o   \n",
+       "1                 4                    4    gpt-4o   \n",
+       "2                 1                    3    gpt-4o   \n",
+       "3                 1                    3    gpt-4o   \n",
+       "4                 1                    3    gpt-4o   \n",
+       "..              ...                  ...       ...   \n",
+       "489               4                    4    gpt-4o   \n",
+       "490               4                    3    gpt-4o   \n",
+       "491               4                    2    gpt-4o   \n",
+       "492               4                    5    gpt-4o   \n",
+       "493               4                    4    gpt-4o   \n",
+       "\n",
+       "                                          html_context  \\\n",
+       "0    <span>: Vendor: <h3>: Simond Men's MT500 Merin...   \n",
+       "1    <span>: Save 33% <span>: Vendor: <h3>: Forclaz...   \n",
+       "2    <span>: Vendor: <h3>: Quechua Men's MH100 Wate...   \n",
+       "3    <span>: Vendor: <h3>: Forclaz Men's Travel 100...   \n",
+       "4    <span>: Vendor: <h3>: Quechua Men's MH120 Flee...   \n",
+       "..                                                 ...   \n",
+       "489                                     <a>: Nike Icon   \n",
+       "490                                          <a>: Kobe   \n",
+       "491                                   <a>: Nike Stride   \n",
+       "492                                     <a>: Nike Tech   \n",
+       "493                               <a>: Nike Windrunner   \n",
+       "\n",
+       "              immediate_context  \\\n",
+       "0    No immediate context found   \n",
+       "1    No immediate context found   \n",
+       "2    No immediate context found   \n",
+       "3    No immediate context found   \n",
+       "4    No immediate context found   \n",
+       "..                          ...   \n",
+       "489  No immediate context found   \n",
+       "490  No immediate context found   \n",
+       "491  No immediate context found   \n",
+       "492  No immediate context found   \n",
+       "493  No immediate context found   \n",
+       "\n",
+       "                                        nearby_context  \\\n",
+       "0                                 No nearby text found   \n",
+       "1                             <span> [154px]: Save 33%   \n",
+       "2                                 No nearby text found   \n",
+       "3                                 No nearby text found   \n",
+       "4    <span> [184px]: $59.99 <span> [185px]: Was\\n  ...   \n",
+       "..                                                 ...   \n",
+       "489                              <a> [93px]: Nike Icon   \n",
+       "490                                   <a> [93px]: Kobe   \n",
+       "491        <a> [110px]: Nike Stride <span> [163px]: +1   \n",
+       "492                              <a> [93px]: Nike Tech   \n",
+       "493                        <a> [93px]: Nike Windrunner   \n",
+       "\n",
+       "                                  page_title  \\\n",
+       "0          Men's Outdoor Apparel – Decathlon   \n",
+       "1          Men's Outdoor Apparel – Decathlon   \n",
+       "2          Men's Outdoor Apparel – Decathlon   \n",
+       "3          Men's Outdoor Apparel – Decathlon   \n",
+       "4          Men's Outdoor Apparel – Decathlon   \n",
+       "..                                       ...   \n",
+       "489  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "490  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "491  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "492  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "493  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "\n",
+       "                                      page_description  \\\n",
+       "0    Shop our selection of outdoor clothes and gear...   \n",
+       "1    Shop our selection of outdoor clothes and gear...   \n",
+       "2    Shop our selection of outdoor clothes and gear...   \n",
+       "3    Shop our selection of outdoor clothes and gear...   \n",
+       "4    Shop our selection of outdoor clothes and gear...   \n",
+       "..                                                 ...   \n",
+       "489  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "490  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "491  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "492  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "493  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "\n",
+       "                      page_keywords  \\\n",
+       "0                               NaN   \n",
+       "1                               NaN   \n",
+       "2                               NaN   \n",
+       "3                               NaN   \n",
+       "4                               NaN   \n",
+       "..                              ...   \n",
+       "489  Acquista Abbigliamento da Uomo   \n",
+       "490  Acquista Abbigliamento da Uomo   \n",
+       "491  Acquista Abbigliamento da Uomo   \n",
+       "492  Acquista Abbigliamento da Uomo   \n",
+       "493  Acquista Abbigliamento da Uomo   \n",
+       "\n",
+       "                                 llm_evaluation_result llm_judgment  \n",
+       "0    The alt-text '*ultra-black-8542384*' is inadeq...      failure  \n",
+       "1    The alt-text describes the product accurately ...      success  \n",
+       "2    The alt-text is not appropriate as it does not...      failure  \n",
+       "3    The original alt-text, '*carbon-gray-8572546*'...      failure  \n",
+       "4    The original alt-text 'laurel-green-8749613' d...      failure  \n",
+       "..                                                 ...          ...  \n",
+       "489  The alt-text is appropriate as it clearly iden...      success  \n",
+       "490  The alt-text is appropriate as it identifies t...      success  \n",
+       "491  The alt-text describes the product effectively...      success  \n",
+       "492  The alt-text provides adequate information abo...      success  \n",
+       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...      success  \n",
+       "\n",
+       "[494 rows x 18 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(\"dataset_esercitazione.csv\",sep=\";\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "d2dc5aba",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>html_context</th>\n",
+       "      <th>immediate_context</th>\n",
+       "      <th>nearby_context</th>\n",
+       "      <th>page_title</th>\n",
+       "      <th>page_description</th>\n",
+       "      <th>page_keywords</th>\n",
+       "      <th>llm_evaluation_result</th>\n",
+       "      <th>llm_judgment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>464</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Jordan Brooklyn Giacca puffer Therma-FIT – Uomo</td>\n",
+       "      <td>Giacca puffer Jordan Brooklyn Therma-FIT da uo...</td>\n",
+       "      <td>Jordan Brooklyn Therma-FIT puffer jacket for men.</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Jordan Brooklyn</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Jordan Brooklyn</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text accurately describes the product ...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>465</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Jordan Flight Giacca puffer in piumino – Uomo</td>\n",
+       "      <td>Giacca puffer Jordan Flight da uomo, nera, in ...</td>\n",
+       "      <td>Jordan Flight puffer jacket for men in black.</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Jordan Flight</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Jordan Flight</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text accurately describes the product ...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>466</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Jordan Sport Hoop Fleece Felpa con cappuccio e...</td>\n",
+       "      <td>Felpa Jordan Sport Hoop Fleece da uomo, nera, ...</td>\n",
+       "      <td>Jordan Sport Hoop Fleece full-zip Dri-FIT hood...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Jordan Sport Hoop Fleece</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Jordan Sport Hoop Fleece</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text is appropriate as it accurately d...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>467</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Club Felpa con cappuccio e zip a tutta lu...</td>\n",
+       "      <td>Felpa Nike Club grigia da uomo con cappuccio e...</td>\n",
+       "      <td>Nike Club full-zip fleece hoodie for men, disp...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Club</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [110px]: Nike Club</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text clearly describes the product (a ...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>468</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni in fleece a blocchi di col...</td>\n",
+       "      <td>Pantaloni da uomo Nike in tessuto Tech fleece ...</td>\n",
+       "      <td>Nike Tech fleece pants with color blocking and...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Tech</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [93px]: Nike Tech</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text accurately describes the product ...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>469</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Sportswear Club Piumino smanicato Therma-...</td>\n",
+       "      <td>Piumino Nike Sportswear Club smanicato nero da...</td>\n",
+       "      <td>Nike Sportswear Club Therma-FIT sleeveless jac...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: Nike Sportswear Club</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [110px]: Nike Sportswear Club</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text effectively describes the product...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>470</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Console NINTENDO GAMECUBE LETTORE VIPER COBRA ...</td>\n",
+       "      <td>Console Nintendo GameCube con lettore Viper Co...</td>\n",
+       "      <td>Nintendo GameCube console with VIPER COBRA rea...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>No textual context found</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text appropriately identifies the imag...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>471</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Console Nintendo Switch Mario Red e Blue Limit...</td>\n",
+       "      <td>Nintendo Switch Mario Red and Blue Limited Edi...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>No textual context found</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text describes the image accurately, i...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>472</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB...</td>\n",
+       "      <td>Console Nintendo new 3DS XL blu con schermo su...</td>\n",
+       "      <td>Nintendo NEW 3DS XL console with 4GB SD card, ...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>No textual context found</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text accurately describes the image, i...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>473</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>Fotocamera NIKON COOLPIX S6600 NERA digitale c...</td>\n",
+       "      <td>Fotocamera digitale compatta Nikon Coolpix S66...</td>\n",
+       "      <td>Nikon Coolpix S6600 black digital compact came...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>No textual context found</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is appropriate as it accurately d...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>474</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l...</td>\n",
+       "      <td>CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG...</td>\n",
+       "      <td>Console Sony PlayStation 1 modello Fat con con...</td>\n",
+       "      <td>Sony PlayStation 1 console with controller and...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>No textual context found</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;a&gt; [53px]: Vai al contenuto principale &lt;a&gt; [1...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is mostly appropriate, providing ...</td>\n",
+       "      <td>success</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>475</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay.html</td>\n",
+       "      <td>{\"username\": \"m.natale8 \"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/$_5...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Accedi alla sezione auto e moto</td>\n",
+       "      <td>Icon representing the 'Motori' category, featu...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>&lt;a&gt;: &lt;div class=\"vl-image vl-popular-destinati...</td>\n",
+       "      <td>No immediate context found</td>\n",
+       "      <td>&lt;h2&gt; [161px]: Il marketplace delle passioni &lt;h...</td>\n",
+       "      <td>eBay | Il Marketplace delle passioni</td>\n",
+       "      <td>Offerte imperdibili su nuovo, usato e ricondiz...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is empty, which fails to provide ...</td>\n",
+       "      <td>failure</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "464  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "465  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "466  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "467  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "468  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "469  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "470    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "471    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "472    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "473    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "474    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "475    https://giove.isti.cnr.it/users/manca/eBay.html   \n",
+       "\n",
+       "                           user  \\\n",
+       "464  {\"username\": \"m.natale8 \"}   \n",
+       "465  {\"username\": \"m.natale8 \"}   \n",
+       "466  {\"username\": \"m.natale8 \"}   \n",
+       "467  {\"username\": \"m.natale8 \"}   \n",
+       "468  {\"username\": \"m.natale8 \"}   \n",
+       "469  {\"username\": \"m.natale8 \"}   \n",
+       "470  {\"username\": \"m.natale8 \"}   \n",
+       "471  {\"username\": \"m.natale8 \"}   \n",
+       "472  {\"username\": \"m.natale8 \"}   \n",
+       "473  {\"username\": \"m.natale8 \"}   \n",
+       "474  {\"username\": \"m.natale8 \"}   \n",
+       "475  {\"username\": \"m.natale8 \"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "464  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "465  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "466  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "467  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "468  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "469  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "470  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "471  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "472  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "473  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "474  https://giove.isti.cnr.it/users/manca/eBay/s-l...   \n",
+       "475  https://giove.isti.cnr.it/users/manca/eBay/$_5...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "464    Jordan Brooklyn Giacca puffer Therma-FIT – Uomo   \n",
+       "465      Jordan Flight Giacca puffer in piumino – Uomo   \n",
+       "466  Jordan Sport Hoop Fleece Felpa con cappuccio e...   \n",
+       "467  Nike Club Felpa con cappuccio e zip a tutta lu...   \n",
+       "468  Nike Tech Pantaloni in fleece a blocchi di col...   \n",
+       "469  Nike Sportswear Club Piumino smanicato Therma-...   \n",
+       "470  Console NINTENDO GAMECUBE LETTORE VIPER COBRA ...   \n",
+       "471  Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "472  Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB...   \n",
+       "473  Fotocamera NIKON COOLPIX S6600 NERA digitale c...   \n",
+       "474  CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG...   \n",
+       "475                                                NaN   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "464  Giacca puffer Jordan Brooklyn Therma-FIT da uo...   \n",
+       "465  Giacca puffer Jordan Flight da uomo, nera, in ...   \n",
+       "466  Felpa Jordan Sport Hoop Fleece da uomo, nera, ...   \n",
+       "467  Felpa Nike Club grigia da uomo con cappuccio e...   \n",
+       "468  Pantaloni da uomo Nike in tessuto Tech fleece ...   \n",
+       "469  Piumino Nike Sportswear Club smanicato nero da...   \n",
+       "470  Console Nintendo GameCube con lettore Viper Co...   \n",
+       "471  Console Nintendo Switch Mario Red e Blue Limit...   \n",
+       "472  Console Nintendo new 3DS XL blu con schermo su...   \n",
+       "473  Fotocamera digitale compatta Nikon Coolpix S66...   \n",
+       "474  Console Sony PlayStation 1 modello Fat con con...   \n",
+       "475                   Accedi alla sezione auto e moto    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "464  Jordan Brooklyn Therma-FIT puffer jacket for men.                4   \n",
+       "465      Jordan Flight puffer jacket for men in black.                3   \n",
+       "466  Jordan Sport Hoop Fleece full-zip Dri-FIT hood...                4   \n",
+       "467  Nike Club full-zip fleece hoodie for men, disp...                4   \n",
+       "468  Nike Tech fleece pants with color blocking and...                3   \n",
+       "469  Nike Sportswear Club Therma-FIT sleeveless jac...                4   \n",
+       "470  Nintendo GameCube console with VIPER COBRA rea...                3   \n",
+       "471  Nintendo Switch Mario Red and Blue Limited Edi...                4   \n",
+       "472  Nintendo NEW 3DS XL console with 4GB SD card, ...                3   \n",
+       "473  Nikon Coolpix S6600 black digital compact came...                3   \n",
+       "474  Sony PlayStation 1 console with controller and...                3   \n",
+       "475  Icon representing the 'Motori' category, featu...                1   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  \\\n",
+       "464               4                    4    gpt-4o   \n",
+       "465               4                    3    gpt-4o   \n",
+       "466               5                    4    gpt-4o   \n",
+       "467               5                    4    gpt-4o   \n",
+       "468               5                    3    gpt-4o   \n",
+       "469               4                    4    gpt-4o   \n",
+       "470               4                    3    gpt-4o   \n",
+       "471               4                    3    gpt-4o   \n",
+       "472               4                    3    gpt-4o   \n",
+       "473               4                    3    gpt-4o   \n",
+       "474               4                    4    gpt-4o   \n",
+       "475               1                    3    gpt-4o   \n",
+       "\n",
+       "                                          html_context  \\\n",
+       "464                               <a>: Jordan Brooklyn   \n",
+       "465                                 <a>: Jordan Flight   \n",
+       "466                      <a>: Jordan Sport Hoop Fleece   \n",
+       "467                                     <a>: Nike Club   \n",
+       "468                                     <a>: Nike Tech   \n",
+       "469                          <a>: Nike Sportswear Club   \n",
+       "470                           No textual context found   \n",
+       "471                           No textual context found   \n",
+       "472                           No textual context found   \n",
+       "473                           No textual context found   \n",
+       "474                           No textual context found   \n",
+       "475  <a>: <div class=\"vl-image vl-popular-destinati...   \n",
+       "\n",
+       "              immediate_context  \\\n",
+       "464  No immediate context found   \n",
+       "465  No immediate context found   \n",
+       "466  No immediate context found   \n",
+       "467  No immediate context found   \n",
+       "468  No immediate context found   \n",
+       "469  No immediate context found   \n",
+       "470  No immediate context found   \n",
+       "471  No immediate context found   \n",
+       "472  No immediate context found   \n",
+       "473  No immediate context found   \n",
+       "474  No immediate context found   \n",
+       "475  No immediate context found   \n",
+       "\n",
+       "                                        nearby_context  \\\n",
+       "464                        <a> [93px]: Jordan Brooklyn   \n",
+       "465                          <a> [93px]: Jordan Flight   \n",
+       "466               <a> [93px]: Jordan Sport Hoop Fleece   \n",
+       "467                             <a> [110px]: Nike Club   \n",
+       "468                              <a> [93px]: Nike Tech   \n",
+       "469                  <a> [110px]: Nike Sportswear Club   \n",
+       "470  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "471  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "472  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "473  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "474  <a> [53px]: Vai al contenuto principale <a> [1...   \n",
+       "475  <h2> [161px]: Il marketplace delle passioni <h...   \n",
+       "\n",
+       "                                  page_title  \\\n",
+       "464  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "465  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "466  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "467  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "468  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "469  Acquista Abbigliamento da Uomo. Nike IT   \n",
+       "470     eBay | Il Marketplace delle passioni   \n",
+       "471     eBay | Il Marketplace delle passioni   \n",
+       "472     eBay | Il Marketplace delle passioni   \n",
+       "473     eBay | Il Marketplace delle passioni   \n",
+       "474     eBay | Il Marketplace delle passioni   \n",
+       "475     eBay | Il Marketplace delle passioni   \n",
+       "\n",
+       "                                      page_description  \\\n",
+       "464  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "465  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "466  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "467  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "468  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "469  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "470  Offerte imperdibili su nuovo, usato e ricondiz...   \n",
+       "471  Offerte imperdibili su nuovo, usato e ricondiz...   \n",
+       "472  Offerte imperdibili su nuovo, usato e ricondiz...   \n",
+       "473  Offerte imperdibili su nuovo, usato e ricondiz...   \n",
+       "474  Offerte imperdibili su nuovo, usato e ricondiz...   \n",
+       "475  Offerte imperdibili su nuovo, usato e ricondiz...   \n",
+       "\n",
+       "                      page_keywords  \\\n",
+       "464  Acquista Abbigliamento da Uomo   \n",
+       "465  Acquista Abbigliamento da Uomo   \n",
+       "466  Acquista Abbigliamento da Uomo   \n",
+       "467  Acquista Abbigliamento da Uomo   \n",
+       "468  Acquista Abbigliamento da Uomo   \n",
+       "469  Acquista Abbigliamento da Uomo   \n",
+       "470                             NaN   \n",
+       "471                             NaN   \n",
+       "472                             NaN   \n",
+       "473                             NaN   \n",
+       "474                             NaN   \n",
+       "475                             NaN   \n",
+       "\n",
+       "                                 llm_evaluation_result llm_judgment  \n",
+       "464  The alt-text accurately describes the product ...      success  \n",
+       "465  The alt-text accurately describes the product ...      success  \n",
+       "466  The alt-text is appropriate as it accurately d...      success  \n",
+       "467  The alt-text clearly describes the product (a ...      success  \n",
+       "468  The alt-text accurately describes the product ...      success  \n",
+       "469  The alt-text effectively describes the product...      success  \n",
+       "470  The alt-text appropriately identifies the imag...      success  \n",
+       "471  The alt-text describes the image accurately, i...      success  \n",
+       "472  The alt-text accurately describes the image, i...      success  \n",
+       "473  The alt-text is appropriate as it accurately d...      success  \n",
+       "474  The alt-text is mostly appropriate, providing ...      success  \n",
+       "475  The alt-text is empty, which fails to provide ...      failure  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df[\"user\"] == '{\"username\": \"m.natale8 \"}']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "cd9e900b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#sistemo un errore di digitazione nel username\n",
+    "df['user'] = df['user'].apply(lambda x: '{\"username\": \"m.natale8\"}' if x == '{\"username\": \"m.natale8 \"}' else x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "535c25a4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_colwidth', 70)  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "cd602fdc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total unique images: 157\n",
+      "Images with multiple assessments: 142\n",
+      "Images with only one assessment: 15\n",
+      "\n",
+      "Distribution of assessments per image:\n",
+      "1    15\n",
+      "2     6\n",
+      "3    89\n",
+      "4    36\n",
+      "5    10\n",
+      "6     1\n",
+      "Name: count, dtype: int64\n",
+      "\n",
+      "Average number of assessments per image: 3.15\n",
+      "\n",
+      "Example images with multiple assessments:\n",
+      "                                                                image_url  0\n",
+      "0   https://giove.isti.cnr.it/users/manca/eBay/2_PopDest_Homepage_Refr...  6\n",
+      "1   https://giove.isti.cnr.it/users/manca/eBay/1_PopDest_Homepage_Refr...  5\n",
+      "2   https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/513yek...  5\n",
+      "3   https://giove.isti.cnr.it/users/manca/eBay/4_PopDest_Homepage_Refr...  5\n",
+      "4   https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-giacche-...  5\n",
+      "5   https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-regali-ni...  5\n",
+      "6   https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51EhRe...  5\n",
+      "7   https://giove.isti.cnr.it/users/manca/eBay/3_PopDest_Homepage_Refr...  5\n",
+      "8   https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-felpe-co...  5\n",
+      "9   https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-11-regali...  5\n",
+      "10  https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51qapu...  5\n",
+      "11  https://giove.isti.cnr.it/users/leonardi/decathlon/8606098-product...  4\n",
+      "12  https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...  4\n",
+      "13  https://giove.isti.cnr.it/users/leonardi/decathlon/8597105-product...  4\n",
+      "14  https://giove.isti.cnr.it/users/leonardi/nike/tredici-regali-di-ni...  4\n",
+      "15  https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81R6Q9...  4\n",
+      "16  https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71ARFX...  4\n",
+      "17              https://giove.isti.cnr.it/users/manca/eBay/s-l500(4).webp  4\n",
+      "18              https://giove.isti.cnr.it/users/manca/eBay/s-l500(1).webp  4\n",
+      "19  https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91sMTx...  4\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Count how many users assessed each image\n",
+    "images_per_user_count = df.groupby('image_url').size()\n",
+    "\n",
+    "# Summary statistics\n",
+    "print(f\"Total unique images: {len(images_per_user_count)}\")\n",
+    "print(f\"Images with multiple assessments: {(images_per_user_count > 1).sum()}\")\n",
+    "print(f\"Images with only one assessment: {(images_per_user_count == 1).sum()}\")\n",
+    "print(f\"\\nDistribution of assessments per image:\")\n",
+    "print(images_per_user_count.value_counts().sort_index())\n",
+    "\n",
+    "# Mean assessments per image\n",
+    "print(f\"\\nAverage number of assessments per image: {images_per_user_count.mean():.2f}\")\n",
+    "\n",
+    "# Show some examples of images with multiple assessments\n",
+    "multi_assessed = images_per_user_count[images_per_user_count > 1].sort_values(ascending=False).reset_index()\n",
+    "if len(multi_assessed) > 0:\n",
+    "    print(f\"\\nExample images with multiple assessments:\")\n",
+    "    print(multi_assessed.head(20))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "db775800",
+   "metadata": {},
+   "source": [
+    "## Method 1: Calculating Inter-User Agreement\n",
+    "For images that have been assessed by multiple users, it is possible to calculate pairwise correlations or other agreement metrics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "73561576",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Group by image_url to find images rated by multiple users\n",
+    "image_groups = df.groupby('image_url')\n",
+    "\n",
+    "# Calculate inter-user agreement for each image\n",
+    "inter_user_correlations = []\n",
+    "\n",
+    "for image_url, group in image_groups:\n",
+    "    if len(group) > 1:  # Only images with multiple assessments\n",
+    "        users = group['user'].values\n",
+    "        assessments = group['user_assessment'].values\n",
+    "        \n",
+    "        # Calculate pairwise correlations between users for this image\n",
+    "        for (user1, assess1), (user2, assess2) in combinations(zip(users, assessments), 2):\n",
+    "            # Note: For single values, you might want to track differences instead\n",
+    "            inter_user_correlations.append({\n",
+    "                'image_url': image_url,\n",
+    "                'user1': user1,\n",
+    "                'user2': user2,\n",
+    "                'assessment_diff': abs(assess1 - assess2)\n",
+    "            })\n",
+    "\n",
+    "# Convert to dataframe\n",
+    "inter_user_df = pd.DataFrame(inter_user_correlations)\n",
+    "\n",
+    "# Calculate overall inter-user agreement (e.g., mean absolute difference)\n",
+    "mean_inter_user_diff = inter_user_df['assessment_diff'].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "13cc0c39",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(0.9155629139072847)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mean_inter_user_diff "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "ab2b4074",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>user1</th>\n",
+       "      <th>user2</th>\n",
+       "      <th>assessment_diff</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...</td>\n",
+       "      <td>{\"username\": \"Enrica Di Rado\"}</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>599</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>600</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp</td>\n",
+       "      <td>{\"username\": \"Giorgia\"}</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>601</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp</td>\n",
+       "      <td>{\"username\": \"whitewolf\"}</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>602</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>{\"username\": \"Elia Grassini\"}</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>603</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp</td>\n",
+       "      <td>{\"username\": \"Chiara Giordano\"}</td>\n",
+       "      <td>{\"username\": \"Elia Grassini\"}</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>604 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                 image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product...   \n",
+       "..                                                                     ...   \n",
+       "599                 https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp   \n",
+       "600                 https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp   \n",
+       "601                 https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp   \n",
+       "602              https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp   \n",
+       "603              https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp   \n",
+       "\n",
+       "                               user1                          user2  \\\n",
+       "0     {\"username\": \"Enrica Di Rado\"}        {\"username\": \"Giorgia\"}   \n",
+       "1     {\"username\": \"Enrica Di Rado\"}      {\"username\": \"whitewolf\"}   \n",
+       "2     {\"username\": \"Enrica Di Rado\"}     {\"username\": \"r.dipiazza\"}   \n",
+       "3            {\"username\": \"Giorgia\"}      {\"username\": \"whitewolf\"}   \n",
+       "4            {\"username\": \"Giorgia\"}     {\"username\": \"r.dipiazza\"}   \n",
+       "..                               ...                            ...   \n",
+       "599          {\"username\": \"Giorgia\"}      {\"username\": \"whitewolf\"}   \n",
+       "600          {\"username\": \"Giorgia\"}     {\"username\": \"r.dipiazza\"}   \n",
+       "601        {\"username\": \"whitewolf\"}     {\"username\": \"r.dipiazza\"}   \n",
+       "602  {\"username\": \"Chiara Giordano\"}  {\"username\": \"Elia Grassini\"}   \n",
+       "603  {\"username\": \"Chiara Giordano\"}  {\"username\": \"Elia Grassini\"}   \n",
+       "\n",
+       "     assessment_diff  \n",
+       "0                  1  \n",
+       "1                  1  \n",
+       "2                  1  \n",
+       "3                  0  \n",
+       "4                  0  \n",
+       "..               ...  \n",
+       "599                1  \n",
+       "600                1  \n",
+       "601                0  \n",
+       "602                0  \n",
+       "603                0  \n",
+       "\n",
+       "[604 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "inter_user_df "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8ebc580f",
+   "metadata": {},
+   "source": [
+    "## Method 2: Alternative: Calculate correlation across all images\n",
+    "A correlation coefficient similar to the user-LLM analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c7d0c991",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mean inter-user correlation (Pearson): 0.480\n",
+      "Mean inter-user correlation (Spearman): 0.476\n",
+      "Mean inter-user correlation (Kendall): 0.418\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Pivot to get user assessments as columns\n",
+    "pivot_df = df.pivot_table(\n",
+    "    index='image_url', \n",
+    "    columns='user', \n",
+    "    values='user_assessment'\n",
+    ")\n",
+    "\n",
+    "# Calculate pairwise correlations between all users\n",
+    "user_correlations = pivot_df.corr(min_periods=3)  # Minimum 3 common images to compute correlation\n",
+    "# For Spearman Rank Correlation (Monotonic relationships)\n",
+    "user_correlations_spearman = pivot_df.corr(method='spearman', min_periods=3)\n",
+    "\n",
+    "# For Kendall Tau (Rank agreement, better for small datasets/ties)\n",
+    "user_correlations_kendall = pivot_df.corr(method='kendall', min_periods=3)\n",
+    "\n",
+    "# Get mean inter-user correlation (excluding diagonal)\n",
+    "mask = np.triu(np.ones_like(user_correlations), k=1).astype(bool)\n",
+    "mean_inter_user_corr = user_correlations.where(mask).stack().mean()\n",
+    "\n",
+    "mask_spearman = np.triu(np.ones_like(user_correlations_spearman), k=1).astype(bool)\n",
+    "mean_inter_user_corr_spearman = user_correlations_spearman.where(mask_spearman).stack().mean()\n",
+    "\n",
+    "mask_kendall = np.triu(np.ones_like(user_correlations_kendall), k=1).astype(bool)\n",
+    "mean_inter_user_corr_kendall = user_correlations_kendall.where(mask_kendall).stack().mean()\n",
+    "\n",
+    "\n",
+    "print(f\"Mean inter-user correlation (Pearson): {mean_inter_user_corr:.3f}\")\n",
+    "print(f\"Mean inter-user correlation (Spearman): {mean_inter_user_corr_spearman:.3f}\")\n",
+    "print(f\"Mean inter-user correlation (Kendall): {mean_inter_user_corr_kendall:.3f}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "67b8d24f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>user</th>\n",
+       "      <th>{\"username\": \"Chiara Giordano\"}</th>\n",
+       "      <th>{\"username\": \"Elia Grassini\"}</th>\n",
+       "      <th>{\"username\": \"Enrica Di Rado\"}</th>\n",
+       "      <th>{\"username\": \"Galesi\"}</th>\n",
+       "      <th>{\"username\": \"Giorgia\"}</th>\n",
+       "      <th>{\"username\": \"Sara Pagliarecci\"}</th>\n",
+       "      <th>{\"username\": \"a.caleo5\"}</th>\n",
+       "      <th>{\"username\": \"e.covitti\"}</th>\n",
+       "      <th>{\"username\": \"ginevravassallo\"}</th>\n",
+       "      <th>{\"username\": \"gioelepasquini\"}</th>\n",
+       "      <th>{\"username\": \"l.novelli2@studenti.unipi.it\"}</th>\n",
+       "      <th>{\"username\": \"l.pecorella\"}</th>\n",
+       "      <th>{\"username\": \"lauracorti\"}</th>\n",
+       "      <th>{\"username\": \"m.natale8\"}</th>\n",
+       "      <th>{\"username\": \"r.dipiazza\"}</th>\n",
+       "      <th>{\"username\": \"whitewolf\"}</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>image_url</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_image-p2917636.jpg</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_image-p2077593.jpg</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_image-p2865897_526e43f2-1fc4-4646-83ae-d71af4b654a2.jpg</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_image-p2599257.jpg</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_image-p2583111.jpg</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>157 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "user                                                                    {\"username\": \"Chiara Giordano\"}  \\\n",
+       "image_url                                                                                                 \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                              NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                              NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                              NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                              NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                              NaN   \n",
+       "...                                                                                                 ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                           NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                           NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                              NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                           1.0   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                           1.0   \n",
+       "\n",
+       "user                                                                    {\"username\": \"Elia Grassini\"}  \\\n",
+       "image_url                                                                                               \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                            NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                            NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                            NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                            NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                            NaN   \n",
+       "...                                                                                               ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                         NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                         NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                            NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                         1.0   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                         1.0   \n",
+       "\n",
+       "user                                                                    {\"username\": \"Enrica Di Rado\"}  \\\n",
+       "image_url                                                                                                \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                             2.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                             NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                             NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                             NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                             NaN   \n",
+       "...                                                                                                ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                          NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                          NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                             2.0   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                          NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                          NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"Galesi\"}  \\\n",
+       "image_url                                                                                        \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                     NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                     NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                     NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                     NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                     NaN   \n",
+       "...                                                                                        ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                  4.0   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                  3.0   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                     NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                  NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                  NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"Giorgia\"}  \\\n",
+       "image_url                                                                                         \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                      1.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                      NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                      NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                      NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                      NaN   \n",
+       "...                                                                                         ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                   NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                   NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                      3.0   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                   NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                   NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"Sara Pagliarecci\"}  \\\n",
+       "image_url                                                                                                  \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                               NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                               NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                               NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                               1.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                               NaN   \n",
+       "...                                                                                                  ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                            NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                            NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                               NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                            NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                            NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"a.caleo5\"}  \\\n",
+       "image_url                                                                                          \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                       NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                       NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                       2.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                       NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                       NaN   \n",
+       "...                                                                                          ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                    NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                    NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                       NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                    NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                    NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"e.covitti\"}  \\\n",
+       "image_url                                                                                           \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                        NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                        NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                        2.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                        NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                        NaN   \n",
+       "...                                                                                           ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                     NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                     NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                        NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                     NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                     NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"ginevravassallo\"}  \\\n",
+       "image_url                                                                                                 \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                              NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                              1.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                              NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                              NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                              1.0   \n",
+       "...                                                                                                 ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                           NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                           NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                              NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                           NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                           NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"gioelepasquini\"}  \\\n",
+       "image_url                                                                                                \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                             NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                             3.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                             NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                             NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                             1.0   \n",
+       "...                                                                                                ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                          NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                          NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                             NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                          NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                          NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"l.novelli2@studenti.unipi.it\"}  \\\n",
+       "image_url                                                                                                              \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                                           NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                                           NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                                           NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                                           1.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                                           NaN   \n",
+       "...                                                                                                              ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                                        NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                                        NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                                           NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                                        NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                                        NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"l.pecorella\"}  \\\n",
+       "image_url                                                                                             \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                          NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                          2.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                          NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                          NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                          1.0   \n",
+       "...                                                                                             ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                       NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                       NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                          NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                       NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                       NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"lauracorti\"}  \\\n",
+       "image_url                                                                                            \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                         NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                         NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                         1.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                         NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                         NaN   \n",
+       "...                                                                                            ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                      NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                      NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                         NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                      NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                      NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"m.natale8\"}  \\\n",
+       "image_url                                                                                           \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                        NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                        NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                        NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                        1.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                        NaN   \n",
+       "...                                                                                           ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                     NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                     NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                        NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                     NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                     NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"r.dipiazza\"}  \\\n",
+       "image_url                                                                                            \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                         1.0   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                         NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                         NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                         NaN   \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                         NaN   \n",
+       "...                                                                                            ...   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                      NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                      NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                         4.0   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                      NaN   \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                      NaN   \n",
+       "\n",
+       "user                                                                    {\"username\": \"whitewolf\"}  \n",
+       "image_url                                                                                          \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_...                        1.0  \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_...                        NaN  \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_...                        NaN  \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_...                        NaN  \n",
+       "https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_...                        NaN  \n",
+       "...                                                                                           ...  \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp                                     NaN  \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp                                     NaN  \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp                                        4.0  \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp                                     NaN  \n",
+       "https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp                                     NaN  \n",
+       "\n",
+       "[157 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pivot_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "89bf2af1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>user</th>\n",
+       "      <th>{\"username\": \"Chiara Giordano\"}</th>\n",
+       "      <th>{\"username\": \"Elia Grassini\"}</th>\n",
+       "      <th>{\"username\": \"Enrica Di Rado\"}</th>\n",
+       "      <th>{\"username\": \"Galesi\"}</th>\n",
+       "      <th>{\"username\": \"Giorgia\"}</th>\n",
+       "      <th>{\"username\": \"Sara Pagliarecci\"}</th>\n",
+       "      <th>{\"username\": \"a.caleo5\"}</th>\n",
+       "      <th>{\"username\": \"e.covitti\"}</th>\n",
+       "      <th>{\"username\": \"ginevravassallo\"}</th>\n",
+       "      <th>{\"username\": \"gioelepasquini\"}</th>\n",
+       "      <th>{\"username\": \"l.novelli2@studenti.unipi.it\"}</th>\n",
+       "      <th>{\"username\": \"l.pecorella\"}</th>\n",
+       "      <th>{\"username\": \"lauracorti\"}</th>\n",
+       "      <th>{\"username\": \"m.natale8\"}</th>\n",
+       "      <th>{\"username\": \"r.dipiazza\"}</th>\n",
+       "      <th>{\"username\": \"whitewolf\"}</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>user</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>{\"username\": \"Chiara Giordano\"}</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.720383</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.552594</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>NaN</td>\n",
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+       "      <td>NaN</td>\n",
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+       "    </tr>\n",
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+       "    </tr>\n",
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+       "      <th>{\"username\": \"r.dipiazza\"}</th>\n",
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+       "      <td>NaN</td>\n",
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+       "      <th>{\"username\": \"whitewolf\"}</th>\n",
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+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "user                                          {\"username\": \"Chiara Giordano\"}  \\\n",
+       "user                                                                            \n",
+       "{\"username\": \"Chiara Giordano\"}                                      1.000000   \n",
+       "{\"username\": \"Elia Grassini\"}                                        0.720383   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                            NaN   \n",
+       "{\"username\": \"Galesi\"}                                               0.552594   \n",
+       "{\"username\": \"Giorgia\"}                                                   NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                          NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                                  NaN   \n",
+       "{\"username\": \"e.covitti\"}                                                 NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                           NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                            NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                              NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                               NaN   \n",
+       "{\"username\": \"lauracorti\"}                                                NaN   \n",
+       "{\"username\": \"m.natale8\"}                                                 NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                                NaN   \n",
+       "{\"username\": \"whitewolf\"}                                                 NaN   \n",
+       "\n",
+       "user                                          {\"username\": \"Elia Grassini\"}  \\\n",
+       "user                                                                          \n",
+       "{\"username\": \"Chiara Giordano\"}                                    0.720383   \n",
+       "{\"username\": \"Elia Grassini\"}                                      1.000000   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                          NaN   \n",
+       "{\"username\": \"Galesi\"}                                             0.859240   \n",
+       "{\"username\": \"Giorgia\"}                                                 NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                        NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                                NaN   \n",
+       "{\"username\": \"e.covitti\"}                                               NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                         NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                          NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                            NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                             NaN   \n",
+       "{\"username\": \"lauracorti\"}                                              NaN   \n",
+       "{\"username\": \"m.natale8\"}                                               NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                              NaN   \n",
+       "{\"username\": \"whitewolf\"}                                               NaN   \n",
+       "\n",
+       "user                                          {\"username\": \"Enrica Di Rado\"}  \\\n",
+       "user                                                                           \n",
+       "{\"username\": \"Chiara Giordano\"}                                          NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                            NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                      1.000000   \n",
+       "{\"username\": \"Galesi\"}                                                   NaN   \n",
+       "{\"username\": \"Giorgia\"}                                             0.698373   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                         NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                                 NaN   \n",
+       "{\"username\": \"e.covitti\"}                                                NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                          NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                           NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                             NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                              NaN   \n",
+       "{\"username\": \"lauracorti\"}                                               NaN   \n",
+       "{\"username\": \"m.natale8\"}                                                NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                          0.684917   \n",
+       "{\"username\": \"whitewolf\"}                                           0.300000   \n",
+       "\n",
+       "user                                          {\"username\": \"Galesi\"}  \\\n",
+       "user                                                                   \n",
+       "{\"username\": \"Chiara Giordano\"}                             0.552594   \n",
+       "{\"username\": \"Elia Grassini\"}                               0.859240   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                   NaN   \n",
+       "{\"username\": \"Galesi\"}                                      1.000000   \n",
+       "{\"username\": \"Giorgia\"}                                          NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                 NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                         NaN   \n",
+       "{\"username\": \"e.covitti\"}                                        NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                  NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                   NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                     NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                      NaN   \n",
+       "{\"username\": \"lauracorti\"}                                       NaN   \n",
+       "{\"username\": \"m.natale8\"}                                        NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                       NaN   \n",
+       "{\"username\": \"whitewolf\"}                                        NaN   \n",
+       "\n",
+       "user                                          {\"username\": \"Giorgia\"}  \\\n",
+       "user                                                                    \n",
+       "{\"username\": \"Chiara Giordano\"}                                   NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                     NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                               0.698373   \n",
+       "{\"username\": \"Galesi\"}                                            NaN   \n",
+       "{\"username\": \"Giorgia\"}                                      1.000000   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                  NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                          NaN   \n",
+       "{\"username\": \"e.covitti\"}                                         NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                   NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                    NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                      NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                       NaN   \n",
+       "{\"username\": \"lauracorti\"}                                        NaN   \n",
+       "{\"username\": \"m.natale8\"}                                         NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                   0.731242   \n",
+       "{\"username\": \"whitewolf\"}                                    0.655281   \n",
+       "\n",
+       "user                                          {\"username\": \"Sara Pagliarecci\"}  \\\n",
+       "user                                                                             \n",
+       "{\"username\": \"Chiara Giordano\"}                                            NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                              NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                             NaN   \n",
+       "{\"username\": \"Galesi\"}                                                     NaN   \n",
+       "{\"username\": \"Giorgia\"}                                                    NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                      1.000000   \n",
+       "{\"username\": \"a.caleo5\"}                                                   NaN   \n",
+       "{\"username\": \"e.covitti\"}                                                  NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                            NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                             NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                          0.643972   \n",
+       "{\"username\": \"l.pecorella\"}                                                NaN   \n",
+       "{\"username\": \"lauracorti\"}                                                 NaN   \n",
+       "{\"username\": \"m.natale8\"}                                             0.733129   \n",
+       "{\"username\": \"r.dipiazza\"}                                                 NaN   \n",
+       "{\"username\": \"whitewolf\"}                                             0.577350   \n",
+       "\n",
+       "user                                          {\"username\": \"a.caleo5\"}  \\\n",
+       "user                                                                     \n",
+       "{\"username\": \"Chiara Giordano\"}                                    NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                      NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                     NaN   \n",
+       "{\"username\": \"Galesi\"}                                             NaN   \n",
+       "{\"username\": \"Giorgia\"}                                            NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                   NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                      1.000000   \n",
+       "{\"username\": \"e.covitti\"}                                    -0.473045   \n",
+       "{\"username\": \"ginevravassallo\"}                                    NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                     NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                       NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                        NaN   \n",
+       "{\"username\": \"lauracorti\"}                                   -0.426230   \n",
+       "{\"username\": \"m.natale8\"}                                          NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                         NaN   \n",
+       "{\"username\": \"whitewolf\"}                                          NaN   \n",
+       "\n",
+       "user                                          {\"username\": \"e.covitti\"}  \\\n",
+       "user                                                                      \n",
+       "{\"username\": \"Chiara Giordano\"}                                     NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                       NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                      NaN   \n",
+       "{\"username\": \"Galesi\"}                                              NaN   \n",
+       "{\"username\": \"Giorgia\"}                                             NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                    NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                      -0.473045   \n",
+       "{\"username\": \"e.covitti\"}                                      1.000000   \n",
+       "{\"username\": \"ginevravassallo\"}                                     NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                      NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                        NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                         NaN   \n",
+       "{\"username\": \"lauracorti\"}                                     0.655209   \n",
+       "{\"username\": \"m.natale8\"}                                           NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                          NaN   \n",
+       "{\"username\": \"whitewolf\"}                                           NaN   \n",
+       "\n",
+       "user                                          {\"username\": \"ginevravassallo\"}  \\\n",
+       "user                                                                            \n",
+       "{\"username\": \"Chiara Giordano\"}                                           NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                             NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                            NaN   \n",
+       "{\"username\": \"Galesi\"}                                                    NaN   \n",
+       "{\"username\": \"Giorgia\"}                                                   NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                          NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                                  NaN   \n",
+       "{\"username\": \"e.covitti\"}                                                 NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                      1.000000   \n",
+       "{\"username\": \"gioelepasquini\"}                                       0.527498   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                              NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                          0.590678   \n",
+       "{\"username\": \"lauracorti\"}                                                NaN   \n",
+       "{\"username\": \"m.natale8\"}                                                 NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                                NaN   \n",
+       "{\"username\": \"whitewolf\"}                                                 NaN   \n",
+       "\n",
+       "user                                          {\"username\": \"gioelepasquini\"}  \\\n",
+       "user                                                                           \n",
+       "{\"username\": \"Chiara Giordano\"}                                          NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                            NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                           NaN   \n",
+       "{\"username\": \"Galesi\"}                                                   NaN   \n",
+       "{\"username\": \"Giorgia\"}                                                  NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                         NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                                 NaN   \n",
+       "{\"username\": \"e.covitti\"}                                                NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                     0.527498   \n",
+       "{\"username\": \"gioelepasquini\"}                                      1.000000   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                             NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                         0.643459   \n",
+       "{\"username\": \"lauracorti\"}                                               NaN   \n",
+       "{\"username\": \"m.natale8\"}                                                NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                               NaN   \n",
+       "{\"username\": \"whitewolf\"}                                                NaN   \n",
+       "\n",
+       "user                                          {\"username\": \"l.novelli2@studenti.unipi.it\"}  \\\n",
+       "user                                                                                         \n",
+       "{\"username\": \"Chiara Giordano\"}                                                        NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                                          NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                                         NaN   \n",
+       "{\"username\": \"Galesi\"}                                                                 NaN   \n",
+       "{\"username\": \"Giorgia\"}                                                                NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                                  0.643972   \n",
+       "{\"username\": \"a.caleo5\"}                                                               NaN   \n",
+       "{\"username\": \"e.covitti\"}                                                              NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                                        NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                                         NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                                      1.000000   \n",
+       "{\"username\": \"l.pecorella\"}                                                            NaN   \n",
+       "{\"username\": \"lauracorti\"}                                                             NaN   \n",
+       "{\"username\": \"m.natale8\"}                                                         0.776711   \n",
+       "{\"username\": \"r.dipiazza\"}                                                             NaN   \n",
+       "{\"username\": \"whitewolf\"}                                                        -0.577350   \n",
+       "\n",
+       "user                                          {\"username\": \"l.pecorella\"}  \\\n",
+       "user                                                                        \n",
+       "{\"username\": \"Chiara Giordano\"}                                       NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                         NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                        NaN   \n",
+       "{\"username\": \"Galesi\"}                                                NaN   \n",
+       "{\"username\": \"Giorgia\"}                                               NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                      NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                              NaN   \n",
+       "{\"username\": \"e.covitti\"}                                             NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                  0.590678   \n",
+       "{\"username\": \"gioelepasquini\"}                                   0.643459   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                          NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                      1.000000   \n",
+       "{\"username\": \"lauracorti\"}                                            NaN   \n",
+       "{\"username\": \"m.natale8\"}                                             NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                            NaN   \n",
+       "{\"username\": \"whitewolf\"}                                             NaN   \n",
+       "\n",
+       "user                                          {\"username\": \"lauracorti\"}  \\\n",
+       "user                                                                       \n",
+       "{\"username\": \"Chiara Giordano\"}                                      NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                        NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                       NaN   \n",
+       "{\"username\": \"Galesi\"}                                               NaN   \n",
+       "{\"username\": \"Giorgia\"}                                              NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                     NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                       -0.426230   \n",
+       "{\"username\": \"e.covitti\"}                                       0.655209   \n",
+       "{\"username\": \"ginevravassallo\"}                                      NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                       NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                         NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                          NaN   \n",
+       "{\"username\": \"lauracorti\"}                                      1.000000   \n",
+       "{\"username\": \"m.natale8\"}                                            NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                           NaN   \n",
+       "{\"username\": \"whitewolf\"}                                            NaN   \n",
+       "\n",
+       "user                                          {\"username\": \"m.natale8\"}  \\\n",
+       "user                                                                      \n",
+       "{\"username\": \"Chiara Giordano\"}                                     NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                       NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                      NaN   \n",
+       "{\"username\": \"Galesi\"}                                              NaN   \n",
+       "{\"username\": \"Giorgia\"}                                             NaN   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                               0.733129   \n",
+       "{\"username\": \"a.caleo5\"}                                            NaN   \n",
+       "{\"username\": \"e.covitti\"}                                           NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                     NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                      NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                   0.776711   \n",
+       "{\"username\": \"l.pecorella\"}                                         NaN   \n",
+       "{\"username\": \"lauracorti\"}                                          NaN   \n",
+       "{\"username\": \"m.natale8\"}                                      1.000000   \n",
+       "{\"username\": \"r.dipiazza\"}                                          NaN   \n",
+       "{\"username\": \"whitewolf\"}                                      0.577350   \n",
+       "\n",
+       "user                                          {\"username\": \"r.dipiazza\"}  \\\n",
+       "user                                                                       \n",
+       "{\"username\": \"Chiara Giordano\"}                                      NaN   \n",
+       "{\"username\": \"Elia Grassini\"}                                        NaN   \n",
+       "{\"username\": \"Enrica Di Rado\"}                                  0.684917   \n",
+       "{\"username\": \"Galesi\"}                                               NaN   \n",
+       "{\"username\": \"Giorgia\"}                                         0.731242   \n",
+       "{\"username\": \"Sara Pagliarecci\"}                                     NaN   \n",
+       "{\"username\": \"a.caleo5\"}                                             NaN   \n",
+       "{\"username\": \"e.covitti\"}                                            NaN   \n",
+       "{\"username\": \"ginevravassallo\"}                                      NaN   \n",
+       "{\"username\": \"gioelepasquini\"}                                       NaN   \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                         NaN   \n",
+       "{\"username\": \"l.pecorella\"}                                          NaN   \n",
+       "{\"username\": \"lauracorti\"}                                           NaN   \n",
+       "{\"username\": \"m.natale8\"}                                            NaN   \n",
+       "{\"username\": \"r.dipiazza\"}                                      1.000000   \n",
+       "{\"username\": \"whitewolf\"}                                       0.629610   \n",
+       "\n",
+       "user                                          {\"username\": \"whitewolf\"}  \n",
+       "user                                                                     \n",
+       "{\"username\": \"Chiara Giordano\"}                                     NaN  \n",
+       "{\"username\": \"Elia Grassini\"}                                       NaN  \n",
+       "{\"username\": \"Enrica Di Rado\"}                                 0.300000  \n",
+       "{\"username\": \"Galesi\"}                                              NaN  \n",
+       "{\"username\": \"Giorgia\"}                                        0.655281  \n",
+       "{\"username\": \"Sara Pagliarecci\"}                               0.577350  \n",
+       "{\"username\": \"a.caleo5\"}                                            NaN  \n",
+       "{\"username\": \"e.covitti\"}                                           NaN  \n",
+       "{\"username\": \"ginevravassallo\"}                                     NaN  \n",
+       "{\"username\": \"gioelepasquini\"}                                      NaN  \n",
+       "{\"username\": \"l.novelli2@studenti.unipi.it\"}                  -0.577350  \n",
+       "{\"username\": \"l.pecorella\"}                                         NaN  \n",
+       "{\"username\": \"lauracorti\"}                                          NaN  \n",
+       "{\"username\": \"m.natale8\"}                                      0.577350  \n",
+       "{\"username\": \"r.dipiazza\"}                                     0.629610  \n",
+       "{\"username\": \"whitewolf\"}                                      1.000000  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "user_correlations"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f92ae225",
+   "metadata": {},
+   "source": [
+    "### Comparing with User-LLM Agreement"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "f9dc50a4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "User-LLM correlation: 0.625\n",
+      "Inter-user correlation: 0.480\n",
+      "Users agree more with the LLM than with each other\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Your existing user-LLM correlation\n",
+    "user_llm_corr = df[['user_assessment', 'llm_assessment']].corr().iloc[0, 1]\n",
+    "\n",
+    "print(f\"User-LLM correlation: {user_llm_corr:.3f}\")\n",
+    "print(f\"Inter-user correlation: {mean_inter_user_corr:.3f}\")\n",
+    "\n",
+    "# Compare\n",
+    "if mean_inter_user_corr > user_llm_corr:\n",
+    "    print(\"Users agree more with each other than with the LLM\")\n",
+    "else:\n",
+    "    print(\"Users agree more with the LLM than with each other\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5bcea982",
+   "metadata": {},
+   "source": [
+    "The key consideration is whether there are enough overlap (same images rated by multiple users) to make meaningful inter-user comparisons. If there's limited overlap, the inter-user agreement metric will be less reliable than the user-LLM agreement."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "353f9b28",
+   "metadata": {},
+   "source": [
+    "Key Findings:\n",
+    "1. User-LLM Agreement (0.625) > Inter-User Agreement (0.480)\n",
+    "This suggests that the LLM is actually more consistent with individual users than users are with each other. This is a notable finding because it means:\n",
+    "\n",
+    "The LLM has learned a relatively \"stable\" or \"average\" assessment pattern that aligns reasonably well with how users rate images\n",
+    "There's substantial variability in how different users assess the same images (correlation of 0.480 indicates moderate agreement at best)\n",
+    "The LLM might be capturing some \"consensus\" view better than any individual user\n",
+    "\n",
+    "2. Mean Inter-User Difference (0.92)\n",
+    "This depends on your assessment scale, but if you're using something like a 1-5 or 1-10 scale, a mean difference of ~1 point between users rating the same image indicates:\n",
+    "\n",
+    "Noticeable disagreement between users on what constitutes a good/bad image\n",
+    "Subjectivity in the assessment task (which is expected for many image evaluation tasks)\n",
+    "\n",
+    "Interpretation:\n",
+    "The relatively low inter-user correlation (0.480) could indicate:\n",
+    "\n",
+    "High subjectivity: The task involves aesthetic or subjective judgments where people naturally disagree\n",
+    "Unclear criteria: Users might be interpreting assessment guidelines differently\n",
+    "Legitimate differences: Different users may have different valid perspectives on image quality\n",
+    "\n",
+    "The fact that the LLM achieves 0.625 correlation despite users only agreeing at 0.480 suggests:\n",
+    "\n",
+    "The LLM isn't just mimicking one user, but finding common ground across multiple perspectives\n",
+    "This is actually a positive result for the LLM - it's performing reasonably well on a task where humans themselves show considerable disagreement"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d31f223f",
+   "metadata": {},
+   "source": [
+    "## passandogli il contesto del numero immagini interannotate"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9dafe912",
+   "metadata": {},
+   "source": [
+    "Excellent! This is actually very good data for your analysis. Here's what this tells us:\n",
+    "Your Dataset Structure:\n",
+    "\n",
+    "157 unique images, each assessed by ~3 users on average\n",
+    "142 images (90%) have multiple assessments - this means your inter-user correlation is based on substantial data\n",
+    "Most images have 3 assessments (89 images), with good representation of 4+ assessments too\n",
+    "\n",
+    "Why Your Findings Are Meaningful:\n",
+    "Given this structure, your results are quite robust:\n",
+    "Inter-User Correlation (0.480): This is based on 142 images with multiple assessments, giving you plenty of pairwise comparisons. This moderate correlation indicates real disagreement among users.\n",
+    "User-LLM Correlation (0.625): This uses all 494 assessments, but the fact that it's higher than inter-user agreement is significant.\n",
+    "What This Means:\n",
+    "The LLM is performing surprisingly well considering:\n",
+    "\n",
+    "Users themselves only agree at r=0.480 (moderate agreement)\n",
+    "The LLM somehow achieves r=0.625 with users\n",
+    "This suggests the LLM has learned to find a \"middle ground\" or \"consensus view\" that aligns better with individual users than users align with each other"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9564b991",
+   "metadata": {},
+   "source": [
+    "## check user consistency with LLM \n",
+    "This would show you if the LLM aligns better with some users than others, which could reveal whether certain users are \"outliers\" or if the LLM has a systematic bias toward certain assessment styles."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "a7dc01b8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                            user  correlation_with_llm\n",
+      "7                 {\"username\": \"gioelepasquini\"}              0.923666\n",
+      "6                {\"username\": \"Chiara Giordano\"}              0.903022\n",
+      "12                    {\"username\": \"lauracorti\"}              0.850440\n",
+      "1                      {\"username\": \"e.covitti\"}              0.811938\n",
+      "10                 {\"username\": \"Elia Grassini\"}              0.797686\n",
+      "11               {\"username\": \"ginevravassallo\"}              0.794624\n",
+      "4                        {\"username\": \"Giorgia\"}              0.767801\n",
+      "5                    {\"username\": \"l.pecorella\"}              0.694479\n",
+      "2   {\"username\": \"l.novelli2@studenti.unipi.it\"}              0.692691\n",
+      "13                     {\"username\": \"m.natale8\"}              0.687856\n",
+      "14                     {\"username\": \"whitewolf\"}              0.677228\n",
+      "15                    {\"username\": \"r.dipiazza\"}              0.666514\n",
+      "3                 {\"username\": \"Enrica Di Rado\"}              0.556373\n",
+      "9               {\"username\": \"Sara Pagliarecci\"}              0.555270\n",
+      "0                         {\"username\": \"Galesi\"}              0.499733\n",
+      "8                       {\"username\": \"a.caleo5\"}             -0.486272\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check if some users are more consistent than others\n",
+    "user_consistency = []\n",
+    "for user in df['user'].unique():\n",
+    "    user_data = df[df['user'] == user]\n",
+    "    user_llm_corr = user_data[['user_assessment', 'llm_assessment']].corr().iloc[0, 1]\n",
+    "    user_consistency.append({'user': user, 'correlation_with_llm': user_llm_corr})\n",
+    "\n",
+    "user_consistency_df = pd.DataFrame(user_consistency).sort_values('correlation_with_llm', ascending=False)\n",
+    "print(user_consistency_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "32a321d2",
+   "metadata": {},
+   "source": [
+    "How to verify the \"Range Bias\"\n",
+    "To see if the LLM is being too \"safe,\" you can run a quick comparison of the standard deviations:\n",
+    "If the LLM SD is much lower than the Human SD, the LLM is \"playing it safe.\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "9bb8f3eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Human SD: 1.24\n",
+      "LLM SD:   1.48\n"
+     ]
+    }
+   ],
+   "source": [
+    "# LLM non sta lavorando in \"playing it safe\"\n",
+    "print(f\"Human SD: {df['user_assessment'].std():.2f}\")\n",
+    "print(f\"LLM SD:   {df['llm_assessment'].std():.2f}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f312f995",
+   "metadata": {},
+   "source": [
+    "## guardo LLM inter-agreement\n",
+    "### molto pià alto che inter-user agreemnet"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "54716d09",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mean inter-user correlation (Pearson): 0.755\n",
+      "Mean inter-user correlation (Spearman): 0.655\n",
+      "Mean inter-user correlation (Kendall): 0.603\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Pivot to get llm assessments as columns\n",
+    "pivot_df = df.pivot_table(\n",
+    "    index='image_url', \n",
+    "    columns='user', \n",
+    "    values='llm_assessment'\n",
+    ")\n",
+    "\n",
+    "# Calculate pairwise correlations between all users\n",
+    "user_correlations = pivot_df.corr(min_periods=3)  # Minimum 3 common images to compute correlation\n",
+    "# For Spearman Rank Correlation (Monotonic relationships)\n",
+    "user_correlations_spearman = pivot_df.corr(method='spearman', min_periods=3)\n",
+    "\n",
+    "# For Kendall Tau (Rank agreement, better for small datasets/ties)\n",
+    "user_correlations_kendall = pivot_df.corr(method='kendall', min_periods=3)\n",
+    "\n",
+    "# Get mean inter-user correlation (excluding diagonal)\n",
+    "mask = np.triu(np.ones_like(user_correlations), k=1).astype(bool)\n",
+    "mean_inter_user_corr = user_correlations.where(mask).stack().mean()\n",
+    "\n",
+    "mask_spearman = np.triu(np.ones_like(user_correlations_spearman), k=1).astype(bool)\n",
+    "mean_inter_user_corr_spearman = user_correlations_spearman.where(mask_spearman).stack().mean()\n",
+    "\n",
+    "mask_kendall = np.triu(np.ones_like(user_correlations_kendall), k=1).astype(bool)\n",
+    "mean_inter_user_corr_kendall = user_correlations_kendall.where(mask_kendall).stack().mean()\n",
+    "\n",
+    "\n",
+    "print(f\"Mean inter-LLM round correlation (Pearson): {mean_inter_user_corr:.3f}\")\n",
+    "print(f\"Mean inter-LLM round correlation (Spearman): {mean_inter_user_corr_spearman:.3f}\")\n",
+    "print(f\"Mean inter-LLM round correlation (Kendall): {mean_inter_user_corr_kendall:.3f}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "79ff4887",
+   "metadata": {},
+   "source": [
+    "# Commento di gemini ai risultati"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "92fdbd21",
+   "metadata": {},
+   "source": [
+    "This is a fascinating set of results. The most striking takeaway is that **your LLM is more consistent with the \"average\" user than the users are with each other.**\n",
+    "\n",
+    "Here is a breakdown of what these numbers tell us about your data and your model:\n",
+    "\n",
+    "### 1. The \"Wisdom of the Crowd\" vs. Individual Noise\n",
+    "\n",
+    "Your **inter-user agreement** ( 0.418 – 0.480) is moderate. In human-subject research, a correlation in the  range suggests that the task is somewhat **subjective**. Users generally agree on the direction, but there is significant individual variation in how they interpret the 1–5 scale.\n",
+    "\n",
+    "Conversely, the **LLM-user agreement** ( 0.509 – 0.625) is significantly higher. This usually happens for one of two reasons:\n",
+    "\n",
+    "* **The LLM as a \"Centrist\":** LLMs are trained on massive datasets and tend to provide \"average\" or \"safe\" assessments. Because it lacks human quirks or specific biases, it aligns better with the collective average of all users than any one human does with another.\n",
+    "* **Reduced Noise:** The LLM is likely more consistent in its logic, whereas humans might be distracted or fatigued.\n",
+    "\n",
+    "### 2. What the Method Gap Tells Us\n",
+    "\n",
+    "Notice the \"drop\" as you move from Pearson  Spearman  Kendall:\n",
+    "\n",
+    "* **Pearson (0.625) > Spearman (0.594):** This gap suggests your data might have some outliers or that the LLM/Users are using the \"distance\" between points (e.g., jumping from 1 to 5) in a way that Pearson picks up but Spearman (which only cares about rank) slightly ignores.\n",
+    "* **The Kendall Tau Drop (0.509):** Kendall Tau is always lower than Spearman, but it is the most honest metric here. A score of 0.509 for the LLM means that if you pick two random images, there is roughly a **75% probability** that the LLM and the human will rank them in the same order.\n",
+    "\n",
+    "### 3. Key Observations & Concerns\n",
+    "\n",
+    "* **The LLM is \"Super-Human\":** In the context of benchmarking, if your model's agreement with humans is higher than the humans' agreement with each other, your model has essentially \"solved\" the task as well as it can be solved. You have reached a **performance ceiling**.\n",
+    "* **Validation of the Task:** Since Spearman (0.476) and Pearson (0.480) are so close for the users, it means your 1–5 scale is being treated fairly linearly by your humans. They aren't just clicking \"1\" and \"5\"; they are likely using the middle of the scale (2, 3, 4) effectively.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Summary Table\n",
+    "\n",
+    "| Group | Agreement Level | Interpretation |\n",
+    "| --- | --- | --- |\n",
+    "| **Inter-User** | Moderate | The task is subjective; humans have different \"internal yardsticks.\" |\n",
+    "| **LLM-User** | Strong | The LLM is a highly reliable proxy for the \"average\" human opinion. |\n",
+    "\n",
+    "### A potential red flag to check:\n",
+    "\n",
+    "Is the LLM seeing the same images as all users? If the LLM evaluated **every** image but users only evaluated a **subset**, the LLM's correlation might look higher simply because it has a larger sample size (). Ensure you are comparing the LLM against users on the exact same image pairs to be certain this \"super-human\" performance is real.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c6995fa3",
+   "metadata": {},
+   "source": [
+    "### Passandogli info su notazione comune di 157 immagini\n",
+    "\n",
+    "Since both groups evaluated the exact same **157 images**, your results are statistically robust and directly comparable. This confirms that the \"Super-Human\" alignment of your LLM is a real finding, not a sampling error.\n",
+    "\n",
+    "Here is a deeper commentary on your specific numbers:\n",
+    "\n",
+    "### 1. The \"Performance Ceiling\"\n",
+    "\n",
+    "In machine learning evaluation, the **Inter-User Agreement** (Human vs. Human) is generally considered the \"Gold Standard\" ceiling.\n",
+    "\n",
+    "* Your humans agree at **~0.48**.\n",
+    "* Your LLM agrees with humans at **~0.62**.\n",
+    "\n",
+    "When the model-human agreement is significantly higher than human-human agreement, it indicates that the **LLM has successfully captured the \"consensus\" logic** of your annotation group. It is acting like an \"idealized\" version of your users, filtering out the individual noise or \"unreliable\" outliers that exist within your human pool.\n",
+    "\n",
+    "### 2. Interpreting the Strength\n",
+    "\n",
+    "According to standard benchmarks for inter-rater reliability (like those proposed by Cohen or Landis & Koch):\n",
+    "\n",
+    "* **0.41 - 0.60:** Moderate Agreement\n",
+    "* **0.61 - 0.80:** Substantial Agreement\n",
+    "\n",
+    "Your **Human-Human** agreement sits at the top of the **Moderate** bracket, while your **LLM-User** agreement has crossed the threshold into **Substantial**. **This is an excellent result for an LLM—it means you can likely use the LLM to pre-screen images or provide \"initial guesses\" with high confidence.**\n",
+    "\n",
+    "### 3. The Kendall Tau Signal\n",
+    "\n",
+    "The fact that Kendall Tau dropped to **0.509** for the LLM (from a Pearson of 0.625) is actually very revealing.\n",
+    "\n",
+    "* **Pearson** is sensitive to the \"extremes.\" If the LLM and Humans both agree that an image is a \"1\" or a \"5\", Pearson shoots up.\n",
+    "* **Kendall Tau** is strictly about the \"ordering.\"\n",
+    "\n",
+    "A Kendall Tau of ~0.51 means that if you took two random images (A and B), the LLM and the Human would agree on which one is \"better\" roughly **75% of the time**.\n",
+    "\n",
+    "### 4. What to investigate next?\n",
+    "\n",
+    "Since the LLM is \"outperforming\" the average human-to-human connection, you should look for **Bias toward the Mean**.\n",
+    "\n",
+    "LLMs often hesitate to give scores of \"1\" or \"5\" unless the evidence is overwhelming. They love the safety of \"3\" and \"4\". If your humans are using the full 1–5 range but your LLM is sticking mostly to the middle, it might still get a high correlation (because it's generally \"correct\" about the direction), but it might lack the \"nuance\" of human extremity.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### How to verify the \"Range Bias\"\n",
+    "\n",
+    "To see if the LLM is being too \"safe,\" you can run a quick comparison of the standard deviations:\n",
+    "\n",
+    "```python\n",
+    "print(f\"Human SD: {df['user_assessment'].std():.2f}\")\n",
+    "print(f\"LLM SD:   {df['llm_assessment'].std():.2f}\")\n",
+    "\n",
+    "```\n",
+    "\n",
+    "**If the LLM SD is much lower than the Human SD, the LLM is \"playing it safe.\"**\n",
+    "\n",
+    "**Would you like me to write a script to generate a \"Bland-Altman plot\"?** It’s the best way to visualize if the LLM is consistently over-rating or under-rating specific types of images compared to humans."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c231590d",
+   "metadata": {},
+   "source": [
+    "A Bland-Altman plot is the perfect tool for this because it moves beyond correlation and shows you the agreement (or systematic bias) between the two raters.\n",
+    "The plot below visualizes the relationship between the average score and the disagreement (Difference)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "6e96205b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "# Assuming df has columns 'human_mean' and 'llm_score'\n",
+    "df['Mean'] = df[['user_assessment', 'llm_assessment']].mean(axis=1)\n",
+    "df['Diff'] = df['llm_assessment'] - df['user_assessment']  # Positive = LLM is more generous\n",
+    "\n",
+    "mean_diff = df['Diff'].mean()\n",
+    "std_diff = df['Diff'].std()\n",
+    "\n",
+    "# Plotting\n",
+    "plt.scatter(df['Mean'], df['Diff'], alpha=0.5, color='teal', edgecolors='white')\n",
+    "plt.axhline(mean_diff, color='red', linestyle='-', label=f'Mean Bias: {mean_diff:.2f}')\n",
+    "plt.axhline(mean_diff + 1.96*std_diff, color='black', linestyle='--', label='95% Limit (Upper)')\n",
+    "plt.axhline(mean_diff - 1.96*std_diff, color='black', linestyle='--', label='95% Limit (Lower)')\n",
+    "\n",
+    "plt.title('Bland-Altman Plot: LLM vs Human Assessments')\n",
+    "plt.xlabel('Average of Assessments (Human & LLM)')\n",
+    "plt.ylabel('Difference (LLM - Human)')\n",
+    "plt.legend(loc='best')\n",
+    "plt.grid(True, alpha=0.3)\n",
+    "plt.savefig('bland_altman_plot.png')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c42077af",
+   "metadata": {},
+   "source": [
+    "How to interpret this plot:\n",
+    "* The Mean Bias (Red Line): If this line is significantly above $0$, your LLM is \"too nice\" (systematically rating higher than humans). If it's below $0$, the LLM is \"too harsh.\n",
+    "* \"The Limits of Agreement (Dashed Lines): Since your scale is only 1–5, look at the spread. If the dashed lines are around $\\pm 1.0$, it means the LLM and Humans usually agree within 1 point of the scale.\n",
+    "* The \"V\" or \"Fan\" Shape: Check if the dots scatter more at the ends of the scale.If the difference is larger at high \"Mean\" values, the LLM might be over-rating the \"good\" images more than humans do.Given your high LLM SD ($1.48$), you will likely see the LLM \"pushing\" scores toward the edges ($1$ and $5$) more than the humans."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3bd9b90d",
+   "metadata": {},
+   "source": [
+    "## commenti all'immagine passata\n",
+    "\n",
+    "This Bland-Altman plot provides a very clear picture of why your LLM's correlation is high despite some significant individual disagreements.\n",
+    "\n",
+    "Here is an analysis of what your plot is telling us:\n",
+    "\n",
+    "### 1. Systematic Optimism (Positive Bias)\n",
+    "\n",
+    "The red line at **0.66** indicates a systematic bias. On average, the **LLM rates images about 0.66 points higher than humans do.**\n",
+    "\n",
+    "* In a 1–5 scale, a bias of nearly 0.7 is notable. It suggests the LLM is more \"lenient\" or \"enthusiastic\" in its assessments than your human group.\n",
+    "* If this were a quality control task, you would know that you might need to \"subtract 1\" from the LLM's score to get closer to the human reality.\n",
+    "\n",
+    "### 2. The \"Diamond\" Distribution\n",
+    "\n",
+    "The data forms a distinct diamond shape. This is common when comparing discrete integer scales (1, 2, 3, 4, 5).\n",
+    "\n",
+    "* **High Agreement at the Extremes:** Notice that at the far left (Mean = 1.0) and far right (Mean = 5.0), the difference is **0**. This means that when an image is truly terrible or truly excellent, both the LLM and Humans agree perfectly. This is likely what is driving your high Pearson correlation ().\n",
+    "* **Confusion in the Middle:** The widest spread of disagreement occurs when the \"Average\" is 3.0. You have outliers where the difference is **+4** (Human gave a 1, LLM gave a 5) and **-4** (Human gave a 5, LLM gave a 1). These represent total \"hallucinations\" or fundamental disagreements on specific images.\n",
+    "\n",
+    "### 3. The Limits of Agreement\n",
+    "\n",
+    "The dashed lines (95% Limits) span from approximately **-1.7 to +3.0**.\n",
+    "\n",
+    "* This range is quite wide for a 5-point scale. It tells us that while the *average* error is small (0.66), any single prediction from the LLM could realistically be off by 2 or 3 points in either direction.\n",
+    "* The fact that the upper limit (+3.0) is much further from zero than the lower limit (-1.7) reinforces that the LLM's errors are mostly \"over-estimations.\"\n",
+    "\n",
+    "### 4. Why is the LLM SD (1.48) higher than Human SD (1.24)?\n",
+    "\n",
+    "We can see it in the plot! The LLM is frequently pushing toward higher scores (the +2, +3, and +4 differences).\n",
+    "\n",
+    "* Human raters often hesitate to use the \"1\" or \"5\" labels (central tendency bias).\n",
+    "* Your LLM seems very confident in its extremes. When it likes something, it goes straight to a 5, while humans might conservatively give it a 4.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Key Takeaway\n",
+    "\n",
+    "**Your LLM is a \"decisive optimist.\"** It agrees with humans on what is clearly \"good\" or \"bad,\" but in the ambiguous middle, it tends to jump to higher scores than humans do.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "8dd55dea",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "358    https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.446505727...\n",
+      "359    https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.344046141...\n",
+      "364    https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/61ZzOs...\n",
+      "369    https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91nG7t...\n",
+      "395    https://giove.isti.cnr.it/users/manca/eBay/1_PopDest_Homepage_Refr...\n",
+      "396    https://giove.isti.cnr.it/users/manca/eBay/2_PopDest_Homepage_Refr...\n",
+      "397    https://giove.isti.cnr.it/users/manca/eBay/3_PopDest_Homepage_Refr...\n",
+      "398    https://giove.isti.cnr.it/users/manca/eBay/4_PopDest_Homepage_Refr...\n",
+      "399    https://giove.isti.cnr.it/users/manca/eBay/5_PopDest_Homepage_Refr...\n",
+      "400    https://giove.isti.cnr.it/users/manca/eBay/6_PopDest_Homepage_Refr...\n",
+      "424    https://giove.isti.cnr.it/users/leonardi/decathlon/VAN_RYSEL_SV_50...\n",
+      "Name: image_url, dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "# outliers: massive disagreement\n",
+    "outliers = df[(df['Diff'] == 4) | (df['Diff'] == -4)]\n",
+    "print(outliers['image_url'])"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "accessibility",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_models_comparisons.ipynb b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_models_comparisons.ipynb
index ea1f957..ef63515 100644
--- a/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_models_comparisons.ipynb
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_models_comparisons.ipynb
@@ -1,8 +1,16 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "251bc4a5",
+   "metadata": {},
+   "source": [
+    "# Lo scopo del notebook è vedere come si comportano altri modelli con altri prompt a partire dal dataset comune dell'esercitazione"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "id": "e709b12a",
    "metadata": {},
    "outputs": [],
@@ -13,7 +21,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "id": "ba5e207a",
    "metadata": {},
    "outputs": [],
@@ -23,17 +31,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "id": "ca75d576",
    "metadata": {},
    "outputs": [],
    "source": [
-    "df_esercitazione = pd.read_csv(\"dataset_esercitazione.csv\",sep=\";\")"
+    "#df_esercitazione = pd.read_csv(\"dataset_esercitazione.csv\",sep=\";\")\n",
+    "#df_esercitazione=pd.read_csv(\"dataset_esercitazione_gtp-4o_without_image.csv\",sep=\";\")\n",
+    "df_esercitazione=pd.read_csv(\"dataset_esercitazione_gtp-4o_without_context.csv\",sep=\";\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "id": "bf83b009",
    "metadata": {},
    "outputs": [
@@ -68,14 +78,17 @@
        "      <th>llm_assessment</th>\n",
        "      <th>user_llm_assessment</th>\n",
        "      <th>llm_model</th>\n",
-       "      <th>html_context</th>\n",
-       "      <th>immediate_context</th>\n",
-       "      <th>nearby_context</th>\n",
+       "      <th>...</th>\n",
        "      <th>page_title</th>\n",
        "      <th>page_description</th>\n",
        "      <th>page_keywords</th>\n",
        "      <th>llm_evaluation_result</th>\n",
        "      <th>llm_judgment</th>\n",
+       "      <th>llm_assessment_1</th>\n",
+       "      <th>llm_judgment_1</th>\n",
+       "      <th>llm_evaluation_result_1</th>\n",
+       "      <th>llm_alt_text_1</th>\n",
+       "      <th>llm_model_1</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -91,14 +104,17 @@
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>gpt-4o</td>\n",
-       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Simond Men's MT500 Merin...</td>\n",
-       "      <td>No immediate context found</td>\n",
-       "      <td>No nearby text found</td>\n",
+       "      <td>...</td>\n",
        "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
        "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>The alt-text '*ultra-black-8542384*' is inadeq...</td>\n",
        "      <td>failure</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'ultra-black-8542384' is insuffic...</td>\n",
+       "      <td>Black men's boxer briefs modeled on a male tor...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -112,14 +128,17 @@
        "      <td>4</td>\n",
        "      <td>4</td>\n",
        "      <td>gpt-4o</td>\n",
-       "      <td>&lt;span&gt;: Save 33% &lt;span&gt;: Vendor: &lt;h3&gt;: Forclaz...</td>\n",
-       "      <td>No immediate context found</td>\n",
-       "      <td>&lt;span&gt; [154px]: Save 33%</td>\n",
+       "      <td>...</td>\n",
        "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
        "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>The alt-text describes the product accurately ...</td>\n",
        "      <td>success</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Forclaz MT500 Lightweight Packab...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -133,14 +152,17 @@
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>gpt-4o</td>\n",
-       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Quechua Men's MH100 Wate...</td>\n",
-       "      <td>No immediate context found</td>\n",
-       "      <td>No nearby text found</td>\n",
+       "      <td>...</td>\n",
        "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
        "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>The alt-text is not appropriate as it does not...</td>\n",
        "      <td>failure</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text is unspecified and does not provi...</td>\n",
+       "      <td>Quechua men's mid-cut hiking boot, black and g...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -154,14 +176,17 @@
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>gpt-4o</td>\n",
-       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Forclaz Men's Travel 100...</td>\n",
-       "      <td>No immediate context found</td>\n",
-       "      <td>No nearby text found</td>\n",
+       "      <td>...</td>\n",
        "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
        "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>The original alt-text, '*carbon-gray-8572546*'...</td>\n",
        "      <td>failure</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The provided alt-text '*carbon-gray-8572546*' ...</td>\n",
+       "      <td>Gray cargo pants with pockets, worn with a bel...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -175,14 +200,17 @@
        "      <td>1</td>\n",
        "      <td>3</td>\n",
        "      <td>gpt-4o</td>\n",
-       "      <td>&lt;span&gt;: Vendor: &lt;h3&gt;: Quechua Men's MH120 Flee...</td>\n",
-       "      <td>No immediate context found</td>\n",
-       "      <td>&lt;span&gt; [184px]: $59.99 &lt;span&gt; [185px]: Was\\n  ...</td>\n",
+       "      <td>...</td>\n",
        "      <td>Men's Outdoor Apparel – Decathlon</td>\n",
        "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>The original alt-text 'laurel-green-8749613' d...</td>\n",
        "      <td>failure</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The original alt-text '*laurel-green-8749613*'...</td>\n",
+       "      <td>A person wearing a laurel green zip-up fleece ...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -204,6 +232,9 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>489</th>\n",
@@ -217,14 +248,17 @@
        "      <td>4</td>\n",
        "      <td>4</td>\n",
        "      <td>gpt-4o</td>\n",
-       "      <td>&lt;a&gt;: Nike Icon</td>\n",
-       "      <td>No immediate context found</td>\n",
-       "      <td>&lt;a&gt; [93px]: Nike Icon</td>\n",
+       "      <td>...</td>\n",
        "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
        "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
        "      <td>Acquista Abbigliamento da Uomo</td>\n",
        "      <td>The alt-text is appropriate as it clearly iden...</td>\n",
        "      <td>success</td>\n",
+       "      <td>4</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text accurately describes the main pur...</td>\n",
+       "      <td>Nike Icon men's basketball pants displayed, pa...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>490</th>\n",
@@ -238,14 +272,17 @@
        "      <td>4</td>\n",
        "      <td>3</td>\n",
        "      <td>gpt-4o</td>\n",
-       "      <td>&lt;a&gt;: Kobe</td>\n",
-       "      <td>No immediate context found</td>\n",
-       "      <td>&lt;a&gt; [93px]: Kobe</td>\n",
+       "      <td>...</td>\n",
        "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
        "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
        "      <td>Acquista Abbigliamento da Uomo</td>\n",
        "      <td>The alt-text is appropriate as it identifies t...</td>\n",
        "      <td>success</td>\n",
+       "      <td>2</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The original alt-text 'Kobe Pantaloni da baske...</td>\n",
+       "      <td>Person modeling peach Therma-FIT hoodie and ma...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>491</th>\n",
@@ -259,14 +296,17 @@
        "      <td>4</td>\n",
        "      <td>2</td>\n",
        "      <td>gpt-4o</td>\n",
-       "      <td>&lt;a&gt;: Nike Stride</td>\n",
-       "      <td>No immediate context found</td>\n",
-       "      <td>&lt;a&gt; [110px]: Nike Stride &lt;span&gt; [163px]: +1</td>\n",
+       "      <td>...</td>\n",
        "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
        "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
        "      <td>Acquista Abbigliamento da Uomo</td>\n",
        "      <td>The alt-text describes the product effectively...</td>\n",
        "      <td>success</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text accurately describes the product ...</td>\n",
+       "      <td>Nike Stride men's running Repel UV jacket, bla...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>492</th>\n",
@@ -280,14 +320,17 @@
        "      <td>4</td>\n",
        "      <td>5</td>\n",
        "      <td>gpt-4o</td>\n",
-       "      <td>&lt;a&gt;: Nike Tech</td>\n",
-       "      <td>No immediate context found</td>\n",
-       "      <td>&lt;a&gt; [93px]: Nike Tech</td>\n",
+       "      <td>...</td>\n",
        "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
        "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
        "      <td>Acquista Abbigliamento da Uomo</td>\n",
        "      <td>The alt-text provides adequate information abo...</td>\n",
        "      <td>success</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Tech Pantaloni jogger in fl...</td>\n",
+       "      <td>Nike Tech men's fleece jogger pants, product d...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>493</th>\n",
@@ -301,18 +344,21 @@
        "      <td>4</td>\n",
        "      <td>4</td>\n",
        "      <td>gpt-4o</td>\n",
-       "      <td>&lt;a&gt;: Nike Windrunner</td>\n",
-       "      <td>No immediate context found</td>\n",
-       "      <td>&lt;a&gt; [93px]: Nike Windrunner</td>\n",
+       "      <td>...</td>\n",
        "      <td>Acquista Abbigliamento da Uomo. Nike IT</td>\n",
        "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
        "      <td>Acquista Abbigliamento da Uomo</td>\n",
        "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
        "      <td>success</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>Nike Windrunner men's puffer jacket</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>494 rows × 18 columns</p>\n",
+       "<p>494 rows × 23 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -394,57 +440,18 @@
        "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
        "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
        "\n",
-       "     llm_assessment  user_llm_assessment llm_model  \\\n",
-       "0                 1                    3    gpt-4o   \n",
-       "1                 4                    4    gpt-4o   \n",
-       "2                 1                    3    gpt-4o   \n",
-       "3                 1                    3    gpt-4o   \n",
-       "4                 1                    3    gpt-4o   \n",
-       "..              ...                  ...       ...   \n",
-       "489               4                    4    gpt-4o   \n",
-       "490               4                    3    gpt-4o   \n",
-       "491               4                    2    gpt-4o   \n",
-       "492               4                    5    gpt-4o   \n",
-       "493               4                    4    gpt-4o   \n",
-       "\n",
-       "                                          html_context  \\\n",
-       "0    <span>: Vendor: <h3>: Simond Men's MT500 Merin...   \n",
-       "1    <span>: Save 33% <span>: Vendor: <h3>: Forclaz...   \n",
-       "2    <span>: Vendor: <h3>: Quechua Men's MH100 Wate...   \n",
-       "3    <span>: Vendor: <h3>: Forclaz Men's Travel 100...   \n",
-       "4    <span>: Vendor: <h3>: Quechua Men's MH120 Flee...   \n",
-       "..                                                 ...   \n",
-       "489                                     <a>: Nike Icon   \n",
-       "490                                          <a>: Kobe   \n",
-       "491                                   <a>: Nike Stride   \n",
-       "492                                     <a>: Nike Tech   \n",
-       "493                               <a>: Nike Windrunner   \n",
-       "\n",
-       "              immediate_context  \\\n",
-       "0    No immediate context found   \n",
-       "1    No immediate context found   \n",
-       "2    No immediate context found   \n",
-       "3    No immediate context found   \n",
-       "4    No immediate context found   \n",
-       "..                          ...   \n",
-       "489  No immediate context found   \n",
-       "490  No immediate context found   \n",
-       "491  No immediate context found   \n",
-       "492  No immediate context found   \n",
-       "493  No immediate context found   \n",
-       "\n",
-       "                                        nearby_context  \\\n",
-       "0                                 No nearby text found   \n",
-       "1                             <span> [154px]: Save 33%   \n",
-       "2                                 No nearby text found   \n",
-       "3                                 No nearby text found   \n",
-       "4    <span> [184px]: $59.99 <span> [185px]: Was\\n  ...   \n",
-       "..                                                 ...   \n",
-       "489                              <a> [93px]: Nike Icon   \n",
-       "490                                   <a> [93px]: Kobe   \n",
-       "491        <a> [110px]: Nike Stride <span> [163px]: +1   \n",
-       "492                              <a> [93px]: Nike Tech   \n",
-       "493                        <a> [93px]: Nike Windrunner   \n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "0                 1                    3    gpt-4o  ...   \n",
+       "1                 4                    4    gpt-4o  ...   \n",
+       "2                 1                    3    gpt-4o  ...   \n",
+       "3                 1                    3    gpt-4o  ...   \n",
+       "4                 1                    3    gpt-4o  ...   \n",
+       "..              ...                  ...       ...  ...   \n",
+       "489               4                    4    gpt-4o  ...   \n",
+       "490               4                    3    gpt-4o  ...   \n",
+       "491               4                    2    gpt-4o  ...   \n",
+       "492               4                    5    gpt-4o  ...   \n",
+       "493               4                    4    gpt-4o  ...   \n",
        "\n",
        "                                  page_title  \\\n",
        "0          Men's Outdoor Apparel – Decathlon   \n",
@@ -485,23 +492,62 @@
        "492  Acquista Abbigliamento da Uomo   \n",
        "493  Acquista Abbigliamento da Uomo   \n",
        "\n",
-       "                                 llm_evaluation_result llm_judgment  \n",
-       "0    The alt-text '*ultra-black-8542384*' is inadeq...      failure  \n",
-       "1    The alt-text describes the product accurately ...      success  \n",
-       "2    The alt-text is not appropriate as it does not...      failure  \n",
-       "3    The original alt-text, '*carbon-gray-8572546*'...      failure  \n",
-       "4    The original alt-text 'laurel-green-8749613' d...      failure  \n",
-       "..                                                 ...          ...  \n",
-       "489  The alt-text is appropriate as it clearly iden...      success  \n",
-       "490  The alt-text is appropriate as it identifies t...      success  \n",
-       "491  The alt-text describes the product effectively...      success  \n",
-       "492  The alt-text provides adequate information abo...      success  \n",
-       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...      success  \n",
+       "                                 llm_evaluation_result llm_judgment  \\\n",
+       "0    The alt-text '*ultra-black-8542384*' is inadeq...      failure   \n",
+       "1    The alt-text describes the product accurately ...      success   \n",
+       "2    The alt-text is not appropriate as it does not...      failure   \n",
+       "3    The original alt-text, '*carbon-gray-8572546*'...      failure   \n",
+       "4    The original alt-text 'laurel-green-8749613' d...      failure   \n",
+       "..                                                 ...          ...   \n",
+       "489  The alt-text is appropriate as it clearly iden...      success   \n",
+       "490  The alt-text is appropriate as it identifies t...      success   \n",
+       "491  The alt-text describes the product effectively...      success   \n",
+       "492  The alt-text provides adequate information abo...      success   \n",
+       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...      success   \n",
        "\n",
-       "[494 rows x 18 columns]"
+       "    llm_assessment_1 llm_judgment_1  \\\n",
+       "0                  1        failure   \n",
+       "1                  5        success   \n",
+       "2                  1        failure   \n",
+       "3                  1        failure   \n",
+       "4                  1        failure   \n",
+       "..               ...            ...   \n",
+       "489                4        success   \n",
+       "490                2        failure   \n",
+       "491                5        success   \n",
+       "492                5        success   \n",
+       "493                5        success   \n",
+       "\n",
+       "                               llm_evaluation_result_1  \\\n",
+       "0    The alt-text 'ultra-black-8542384' is insuffic...   \n",
+       "1    The alt-text 'Forclaz MT500 Lightweight Packab...   \n",
+       "2    The alt-text is unspecified and does not provi...   \n",
+       "3    The provided alt-text '*carbon-gray-8572546*' ...   \n",
+       "4    The original alt-text '*laurel-green-8749613*'...   \n",
+       "..                                                 ...   \n",
+       "489  The alt-text accurately describes the main pur...   \n",
+       "490  The original alt-text 'Kobe Pantaloni da baske...   \n",
+       "491  The alt-text accurately describes the product ...   \n",
+       "492  The alt-text 'Nike Tech Pantaloni jogger in fl...   \n",
+       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...   \n",
+       "\n",
+       "                                        llm_alt_text_1 llm_model_1  \n",
+       "0    Black men's boxer briefs modeled on a male tor...      gtp-4o  \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals      gtp-4o  \n",
+       "2    Quechua men's mid-cut hiking boot, black and g...      gtp-4o  \n",
+       "3    Gray cargo pants with pockets, worn with a bel...      gtp-4o  \n",
+       "4    A person wearing a laurel green zip-up fleece ...      gtp-4o  \n",
+       "..                                                 ...         ...  \n",
+       "489  Nike Icon men's basketball pants displayed, pa...      gtp-4o  \n",
+       "490  Person modeling peach Therma-FIT hoodie and ma...      gtp-4o  \n",
+       "491  Nike Stride men's running Repel UV jacket, bla...      gtp-4o  \n",
+       "492  Nike Tech men's fleece jogger pants, product d...      gtp-4o  \n",
+       "493                Nike Windrunner men's puffer jacket      gtp-4o  \n",
+       "\n",
+       "[494 rows x 23 columns]"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -512,7 +558,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 19,
    "id": "bf03d850",
    "metadata": {},
    "outputs": [],
@@ -1951,19 +1997,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": 156,
    "id": "54bfaa7d",
    "metadata": {},
    "outputs": [],
    "source": [
     "#df_esercitazione = pd.read_csv(\"dataset_esercitazione_\"+mllm_model_id+\".csv\",sep=\";\")\n",
     "\n",
-    "df_esercitazione = pd.read_csv(\"dataset_esercitazione_prompt_v2.csv\",sep=\";\")"
+    "df_esercitazione = pd.read_csv(\"dataset_esercitazione_prompt_v2.csv\",sep=\";\")\n",
+    "df_esercitazione=pd.read_csv(\"dataset_esercitazione_gtp-4o_without_image.csv\",sep=\";\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 157,
    "id": "bff870cc",
    "metadata": {},
    "outputs": [
@@ -2032,7 +2079,7 @@
        "      <td>failure</td>\n",
        "      <td>1</td>\n",
        "      <td>failure</td>\n",
-       "      <td>The alt-text 'ultra-black-8542384' is not info...</td>\n",
+       "      <td>The alt-text 'ultra-black-8542384' appears to ...</td>\n",
        "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
        "      <td>gtp-4o</td>\n",
        "    </tr>\n",
@@ -2056,7 +2103,7 @@
        "      <td>success</td>\n",
        "      <td>5</td>\n",
        "      <td>success</td>\n",
-       "      <td>The alt-text 'Forclaz MT500 Lightweight Packab...</td>\n",
+       "      <td>The alt-text, 'Forclaz MT500 Lightweight Packa...</td>\n",
        "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
        "      <td>gtp-4o</td>\n",
        "    </tr>\n",
@@ -2080,7 +2127,7 @@
        "      <td>failure</td>\n",
        "      <td>1</td>\n",
        "      <td>failure</td>\n",
-       "      <td>The alt-text '*unspecified-8553119*' does not ...</td>\n",
+       "      <td>The alt-text 'unspecified-8553119' is not appr...</td>\n",
        "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
        "      <td>gtp-4o</td>\n",
        "    </tr>\n",
@@ -2104,7 +2151,7 @@
        "      <td>failure</td>\n",
        "      <td>1</td>\n",
        "      <td>failure</td>\n",
-       "      <td>The alt-text 'carbon-gray-8572546' is a produc...</td>\n",
+       "      <td>The alt-text 'carbon-gray-8572546' is insuffic...</td>\n",
        "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
        "      <td>gtp-4o</td>\n",
        "    </tr>\n",
@@ -2128,7 +2175,7 @@
        "      <td>failure</td>\n",
        "      <td>1</td>\n",
        "      <td>failure</td>\n",
-       "      <td>The alt-text 'laurel-green-8749613' is not app...</td>\n",
+       "      <td>The alt-text 'laurel-green-8749613' appears to...</td>\n",
        "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
        "      <td>gtp-4o</td>\n",
        "    </tr>\n",
@@ -2177,7 +2224,7 @@
        "      <td>4</td>\n",
        "      <td>success</td>\n",
        "      <td>The alt-text 'Nike Icon Pantaloni in tessuto d...</td>\n",
-       "      <td>Nike Icon men's basketball fabric pants</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
        "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -2201,7 +2248,7 @@
        "      <td>4</td>\n",
        "      <td>success</td>\n",
        "      <td>The alt-text 'Kobe Pantaloni da basket Therma-...</td>\n",
-       "      <td>Kobe Therma-FIT basketball pants for men, avai...</td>\n",
+       "      <td>Kobe men's basketball pants with Therma-FIT te...</td>\n",
        "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -2222,10 +2269,10 @@
        "      <td>Acquista Abbigliamento da Uomo</td>\n",
        "      <td>The alt-text describes the product effectively...</td>\n",
        "      <td>success</td>\n",
-       "      <td>4</td>\n",
+       "      <td>5</td>\n",
        "      <td>success</td>\n",
        "      <td>The alt-text 'Nike Stride Giacca da running Re...</td>\n",
-       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Nike Stride men's running jacket Repel UV – pr...</td>\n",
        "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -2249,7 +2296,7 @@
        "      <td>5</td>\n",
        "      <td>success</td>\n",
        "      <td>The alt-text 'Nike Tech Pantaloni jogger in fl...</td>\n",
-       "      <td>Nike Tech Pantaloni jogger in fleece da uomo</td>\n",
+       "      <td>Nike Tech men's fleece jogger pants – product ...</td>\n",
        "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -2270,10 +2317,10 @@
        "      <td>Acquista Abbigliamento da Uomo</td>\n",
        "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
        "      <td>success</td>\n",
-       "      <td>4</td>\n",
+       "      <td>5</td>\n",
        "      <td>success</td>\n",
        "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
-       "      <td>Nike Windrunner men's puffer jacket</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
        "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2434,16 +2481,16 @@
        "..               ...            ...   \n",
        "489                4        success   \n",
        "490                4        success   \n",
-       "491                4        success   \n",
+       "491                5        success   \n",
        "492                5        success   \n",
-       "493                4        success   \n",
+       "493                5        success   \n",
        "\n",
        "                               llm_evaluation_result_1  \\\n",
-       "0    The alt-text 'ultra-black-8542384' is not info...   \n",
-       "1    The alt-text 'Forclaz MT500 Lightweight Packab...   \n",
-       "2    The alt-text '*unspecified-8553119*' does not ...   \n",
-       "3    The alt-text 'carbon-gray-8572546' is a produc...   \n",
-       "4    The alt-text 'laurel-green-8749613' is not app...   \n",
+       "0    The alt-text 'ultra-black-8542384' appears to ...   \n",
+       "1    The alt-text, 'Forclaz MT500 Lightweight Packa...   \n",
+       "2    The alt-text 'unspecified-8553119' is not appr...   \n",
+       "3    The alt-text 'carbon-gray-8572546' is insuffic...   \n",
+       "4    The alt-text 'laurel-green-8749613' appears to...   \n",
        "..                                                 ...   \n",
        "489  The alt-text 'Nike Icon Pantaloni in tessuto d...   \n",
        "490  The alt-text 'Kobe Pantaloni da basket Therma-...   \n",
@@ -2458,16 +2505,16 @@
        "3    Forclaz Men's Travel 100 Cargo Pants in carbon...      gtp-4o  \n",
        "4    Quechua Men's MH120 Fleece Hiking Jacket in la...      gtp-4o  \n",
        "..                                                 ...         ...  \n",
-       "489            Nike Icon men's basketball fabric pants      gtp-4o  \n",
-       "490  Kobe Therma-FIT basketball pants for men, avai...      gtp-4o  \n",
-       "491      Nike Stride Giacca da running Repel UV – Uomo      gtp-4o  \n",
-       "492       Nike Tech Pantaloni jogger in fleece da uomo      gtp-4o  \n",
-       "493                Nike Windrunner men's puffer jacket      gtp-4o  \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...      gtp-4o  \n",
+       "490  Kobe men's basketball pants with Therma-FIT te...      gtp-4o  \n",
+       "491  Nike Stride men's running jacket Repel UV – pr...      gtp-4o  \n",
+       "492  Nike Tech men's fleece jogger pants – product ...      gtp-4o  \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...      gtp-4o  \n",
        "\n",
        "[494 rows x 23 columns]"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 157,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2478,7 +2525,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 183,
    "id": "fd8782e6",
    "metadata": {},
    "outputs": [
@@ -2486,7 +2533,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Found 10 rows with empty llm_assessment\n"
+      "Found 0 rows with empty llm_assessment\n"
      ]
     }
    ],
@@ -2509,7 +2556,7 @@
      "output_type": "stream",
      "text": [
       "Reprocessing row 70...\n",
-      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: page_description, content of the <meta name='keywords'> tag: page_keywords\"}]\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
       "Creating OpenAI format payload\n"
      ]
     },
@@ -2529,7 +2576,7 @@
       "Error getting model response: 'choices'\n",
       "Error parsing MLLM response: expected string or bytes-like object\n",
       "Reprocessing row 76...\n",
-      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: page_description, content of the <meta name='keywords'> tag: page_keywords\"}]\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
       "Creating OpenAI format payload\n"
      ]
     },
@@ -2537,178 +2584,33 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
       "ERROR:root:error message:HTTP Error 400: Bad Request\n"
      ]
     },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Error getting model response: 'choices'\n",
-      "Error parsing MLLM response: expected string or bytes-like object\n",
-      "Reprocessing row 203...\n",
-      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: page_description, content of the <meta name='keywords'> tag: page_keywords\"}]\n",
-      "Creating OpenAI format payload\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Error getting model response: 'choices'\n",
-      "Error parsing MLLM response: expected string or bytes-like object\n",
-      "Reprocessing row 244...\n",
-      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Brooklyn Giacca puffer Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Brooklyn'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: page_description, content of the <meta name='keywords'> tag: page_keywords\"}]\n",
-      "Creating OpenAI format payload\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Error getting model response: 'choices'\n",
-      "Error parsing MLLM response: expected string or bytes-like object\n",
-      "Reprocessing row 250...\n",
-      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: page_description, content of the <meta name='keywords'> tag: page_keywords\"}]\n",
-      "Creating OpenAI format payload\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Error getting model response: 'choices'\n",
-      "Error parsing MLLM response: expected string or bytes-like object\n",
-      "Reprocessing row 298...\n",
-      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: page_description, content of the <meta name='keywords'> tag: page_keywords\"}]\n",
-      "Creating OpenAI format payload\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Error getting model response: 'choices'\n",
-      "Error parsing MLLM response: expected string or bytes-like object\n",
-      "Reprocessing row 350...\n",
-      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: page_description, content of the <meta name='keywords'> tag: page_keywords\"}]\n",
-      "Creating OpenAI format payload\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Error getting model response: 'choices'\n",
-      "Error parsing MLLM response: expected string or bytes-like object\n",
-      "Reprocessing row 416...\n",
-      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: page_description, content of the <meta name='keywords'> tag: page_keywords\"}]\n",
-      "Creating OpenAI format payload\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Error getting model response: 'choices'\n",
-      "Error parsing MLLM response: expected string or bytes-like object\n",
-      "Reprocessing row 464...\n",
-      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Brooklyn Giacca puffer Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Brooklyn'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: page_description, content of the <meta name='keywords'> tag: page_keywords\"}]\n",
-      "Creating OpenAI format payload\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Error getting model response: 'choices'\n",
-      "Error parsing MLLM response: expected string or bytes-like object\n",
-      "Reprocessing row 470...\n",
-      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: page_description, content of the <meta name='keywords'> tag: page_keywords\"}]\n",
-      "Creating OpenAI format payload\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
-      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Error getting model response: 'choices'\n",
-      "Error parsing MLLM response: expected string or bytes-like object\n",
-      "Reprocessing complete\n"
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[151], line 6\u001b[0m\n\u001b[0;32m      4\u001b[0m row \u001b[38;5;241m=\u001b[39m df_esercitazione\u001b[38;5;241m.\u001b[39mloc[idx]\n\u001b[0;32m      5\u001b[0m \u001b[38;5;66;03m#result = process_row_safe(row)\u001b[39;00m\n\u001b[1;32m----> 6\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mprocess_row_safe_no_image\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrow\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m      8\u001b[0m \u001b[38;5;66;03m# Update the DataFrame\u001b[39;00m\n\u001b[0;32m      9\u001b[0m df_esercitazione\u001b[38;5;241m.\u001b[39mloc[idx, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mllm_assessment_1\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m result[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124moriginal_alt_text_assessment\u001b[39m\u001b[38;5;124m'\u001b[39m]\n",
+      "Cell \u001b[1;32mIn[24], line 3\u001b[0m, in \u001b[0;36mprocess_row_safe_no_image\u001b[1;34m(row)\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mprocess_row_safe_no_image\u001b[39m(row):\n\u001b[0;32m      2\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m----> 3\u001b[0m         result \u001b[38;5;241m=\u001b[39m \u001b[43mcall_llm_alt_text_assessment_no_image\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m      4\u001b[0m \u001b[43m            \u001b[49m\u001b[43mmllm_end_point\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmllm_end_point\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m      5\u001b[0m \u001b[43m            \u001b[49m\u001b[43moriginal_alt_text\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43moriginal_alt_text\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m      6\u001b[0m \u001b[43m            \u001b[49m\u001b[43mimage_url\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mimage_url\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m      7\u001b[0m \u001b[43m            \u001b[49m\u001b[43mhtml_context\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mhtml_context\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m      8\u001b[0m \u001b[43m            \u001b[49m\u001b[43mpage_title\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpage_title\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m      9\u001b[0m \u001b[43m            \u001b[49m\u001b[43mpage_description\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpage_description\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m     10\u001b[0m \u001b[43m            \u001b[49m\u001b[43mpage_keywords\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrow\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpage_keywords\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m     11\u001b[0m \u001b[43m            \u001b[49m\u001b[43mopenai_model\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mopenai_model\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m     12\u001b[0m \u001b[43m            \u001b[49m\u001b[43msystem_prompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msystem_prompt\u001b[49m\n\u001b[0;32m     13\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     14\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m pd\u001b[38;5;241m.\u001b[39mSeries(result)\n\u001b[0;32m     15\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
+      "Cell \u001b[1;32mIn[22], line 83\u001b[0m, in \u001b[0;36mcall_llm_alt_text_assessment_no_image\u001b[1;34m(mllm_end_point, original_alt_text, image_url, html_context, page_title, page_description, page_keywords, openai_model, system_prompt)\u001b[0m\n\u001b[0;32m     59\u001b[0m     payload \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m     60\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m: model_id,\n\u001b[0;32m     61\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     76\u001b[0m         },\n\u001b[0;32m     77\u001b[0m     }\n\u001b[0;32m     79\u001b[0m headers \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m     80\u001b[0m     [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mContent-Type\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mapplication/json\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[0;32m     81\u001b[0m     [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAuthorization\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBearer \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmllm_api_key\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m],\n\u001b[0;32m     82\u001b[0m ]\n\u001b[1;32m---> 83\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mcall_API_urlibrequest\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m     84\u001b[0m \u001b[43m    \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmllm_end_point\u001b[49m\u001b[43m \u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpayload\u001b[49m\n\u001b[0;32m     85\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     86\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m     87\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m openai_model:\n",
+      "File \u001b[1;32mc:\\cartella_condivisa\\MachineLearning\\HIISlab\\accessibility\\notebook_miei\\LLM_accessibility_validator\\scripts\\esercitazione_12_2025\\utils_API.py:57\u001b[0m, in \u001b[0;36mcall_API_urlibrequest\u001b[1;34m(data, verbose, url, headers, method, base, max_tries)\u001b[0m\n\u001b[0;32m     53\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124merror_message\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmethod_not_allowed\u001b[39m\u001b[38;5;124m\"\u001b[39m}\n\u001b[0;32m     55\u001b[0m \u001b[38;5;66;03m# Send the request and capture the response\u001b[39;00m\n\u001b[1;32m---> 57\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43murllib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43murlopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m response:\n\u001b[0;32m     58\u001b[0m     \u001b[38;5;66;03m# Read and decode the response\u001b[39;00m\n\u001b[0;32m     60\u001b[0m     response_json \u001b[38;5;241m=\u001b[39m json\u001b[38;5;241m.\u001b[39mloads(response\u001b[38;5;241m.\u001b[39mread()\u001b[38;5;241m.\u001b[39mdecode(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mutf-8\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[0;32m     61\u001b[0m     logging\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mresponse_json:\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, response_json)\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\urllib\\request.py:216\u001b[0m, in \u001b[0;36murlopen\u001b[1;34m(url, data, timeout, cafile, capath, cadefault, context)\u001b[0m\n\u001b[0;32m    214\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    215\u001b[0m     opener \u001b[38;5;241m=\u001b[39m _opener\n\u001b[1;32m--> 216\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mopener\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\urllib\\request.py:519\u001b[0m, in \u001b[0;36mOpenerDirector.open\u001b[1;34m(self, fullurl, data, timeout)\u001b[0m\n\u001b[0;32m    516\u001b[0m     req \u001b[38;5;241m=\u001b[39m meth(req)\n\u001b[0;32m    518\u001b[0m sys\u001b[38;5;241m.\u001b[39maudit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124murllib.Request\u001b[39m\u001b[38;5;124m'\u001b[39m, req\u001b[38;5;241m.\u001b[39mfull_url, req\u001b[38;5;241m.\u001b[39mdata, req\u001b[38;5;241m.\u001b[39mheaders, req\u001b[38;5;241m.\u001b[39mget_method())\n\u001b[1;32m--> 519\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_open\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    521\u001b[0m \u001b[38;5;66;03m# post-process response\u001b[39;00m\n\u001b[0;32m    522\u001b[0m meth_name \u001b[38;5;241m=\u001b[39m protocol\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_response\u001b[39m\u001b[38;5;124m\"\u001b[39m\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\urllib\\request.py:536\u001b[0m, in \u001b[0;36mOpenerDirector._open\u001b[1;34m(self, req, data)\u001b[0m\n\u001b[0;32m    533\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m result\n\u001b[0;32m    535\u001b[0m protocol \u001b[38;5;241m=\u001b[39m req\u001b[38;5;241m.\u001b[39mtype\n\u001b[1;32m--> 536\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_chain\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_open\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprotocol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprotocol\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\n\u001b[0;32m    537\u001b[0m \u001b[43m                          \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m_open\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    538\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m result:\n\u001b[0;32m    539\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\urllib\\request.py:496\u001b[0m, in \u001b[0;36mOpenerDirector._call_chain\u001b[1;34m(self, chain, kind, meth_name, *args)\u001b[0m\n\u001b[0;32m    494\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m handler \u001b[38;5;129;01min\u001b[39;00m handlers:\n\u001b[0;32m    495\u001b[0m     func \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(handler, meth_name)\n\u001b[1;32m--> 496\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    497\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m result \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    498\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\urllib\\request.py:1391\u001b[0m, in \u001b[0;36mHTTPSHandler.https_open\u001b[1;34m(self, req)\u001b[0m\n\u001b[0;32m   1390\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mhttps_open\u001b[39m(\u001b[38;5;28mself\u001b[39m, req):\n\u001b[1;32m-> 1391\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_open\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhttp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mHTTPSConnection\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreq\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   1392\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcontext\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_context\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcheck_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_check_hostname\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\urllib\\request.py:1352\u001b[0m, in \u001b[0;36mAbstractHTTPHandler.do_open\u001b[1;34m(self, http_class, req, **http_conn_args)\u001b[0m\n\u001b[0;32m   1350\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err: \u001b[38;5;66;03m# timeout error\u001b[39;00m\n\u001b[0;32m   1351\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m URLError(err)\n\u001b[1;32m-> 1352\u001b[0m     r \u001b[38;5;241m=\u001b[39m \u001b[43mh\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgetresponse\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1353\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[0;32m   1354\u001b[0m     h\u001b[38;5;241m.\u001b[39mclose()\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\http\\client.py:1375\u001b[0m, in \u001b[0;36mHTTPConnection.getresponse\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1373\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m   1374\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1375\u001b[0m         \u001b[43mresponse\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbegin\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1376\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m:\n\u001b[0;32m   1377\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclose()\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\http\\client.py:318\u001b[0m, in \u001b[0;36mHTTPResponse.begin\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    316\u001b[0m \u001b[38;5;66;03m# read until we get a non-100 response\u001b[39;00m\n\u001b[0;32m    317\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m--> 318\u001b[0m     version, status, reason \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_status\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    319\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m status \u001b[38;5;241m!=\u001b[39m CONTINUE:\n\u001b[0;32m    320\u001b[0m         \u001b[38;5;28;01mbreak\u001b[39;00m\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\http\\client.py:279\u001b[0m, in \u001b[0;36mHTTPResponse._read_status\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    278\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_read_status\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m--> 279\u001b[0m     line \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreadline\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_MAXLINE\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124miso-8859-1\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    280\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(line) \u001b[38;5;241m>\u001b[39m _MAXLINE:\n\u001b[0;32m    281\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m LineTooLong(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstatus line\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\socket.py:717\u001b[0m, in \u001b[0;36mSocketIO.readinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m    715\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m    716\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 717\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrecv_into\u001b[49m\u001b[43m(\u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    718\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m timeout:\n\u001b[0;32m    719\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_timeout_occurred \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\ssl.py:1307\u001b[0m, in \u001b[0;36mSSLSocket.recv_into\u001b[1;34m(self, buffer, nbytes, flags)\u001b[0m\n\u001b[0;32m   1303\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m flags \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m   1304\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m   1305\u001b[0m           \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnon-zero flags not allowed in calls to recv_into() on \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m\n\u001b[0;32m   1306\u001b[0m           \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m)\n\u001b[1;32m-> 1307\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnbytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1308\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1309\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mrecv_into(buffer, nbytes, flags)\n",
+      "File \u001b[1;32mc:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\ssl.py:1163\u001b[0m, in \u001b[0;36mSSLSocket.read\u001b[1;34m(self, len, buffer)\u001b[0m\n\u001b[0;32m   1161\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m   1162\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m buffer \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1163\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sslobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1164\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1165\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sslobj\u001b[38;5;241m.\u001b[39mread(\u001b[38;5;28mlen\u001b[39m)\n",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
      ]
     }
    ],
@@ -2738,7 +2640,7 @@
    "outputs": [],
    "source": [
     "#df_esercitazione.to_csv(\"dataset_esercitazione_\"+mllm_model_id+\".csv\",sep=\";\",index=False)\n",
-    "df_esercitazione.to_csv(\"dataset_esercitazione_prompt_v2.csv\",sep=\";\",index=False)"
+    "df_esercitazione.to_csv(\"dataset_esercitazione_prompt_v2.csv\",sep=\";\",index=False)\n"
    ]
   },
   {
@@ -2751,18 +2653,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 202,
    "id": "83ceec86",
    "metadata": {},
    "outputs": [],
    "source": [
     "#df = pd.read_csv(\"dataset_esercitazione_\"+mllm_model_id+\".csv\",sep=\";\")\n",
-    "df = pd.read_csv(\"dataset_esercitazione_prompt_v2.csv\",sep=\";\")"
+    "#df = pd.read_csv(\"dataset_esercitazione_prompt_v2.csv\",sep=\";\")\n",
+    "df = pd.read_csv(\"dataset_esercitazione_gtp-4o_without_image.csv\",sep=\";\")\n",
+    "#df = pd.read_csv(\"dataset_esercitazione_gtp-4o_without_context.csv\",sep=\";\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 205,
+   "execution_count": 203,
    "id": "cc44782a",
    "metadata": {},
    "outputs": [
@@ -2831,9 +2735,9 @@
        "      <td>failure</td>\n",
        "      <td>1</td>\n",
        "      <td>failure</td>\n",
-       "      <td>The alt-text 'ultra-black-8542384' is not desc...</td>\n",
+       "      <td>The alt-text 'ultra-black-8542384' appears to ...</td>\n",
        "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
-       "      <td>gpt-4.1</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -2855,9 +2759,9 @@
        "      <td>success</td>\n",
        "      <td>5</td>\n",
        "      <td>success</td>\n",
-       "      <td>The alt-text 'Forclaz MT500 Lightweight Packab...</td>\n",
+       "      <td>The alt-text, 'Forclaz MT500 Lightweight Packa...</td>\n",
        "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
-       "      <td>gpt-4.1</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -2879,9 +2783,9 @@
        "      <td>failure</td>\n",
        "      <td>1</td>\n",
        "      <td>failure</td>\n",
-       "      <td>The image alt-text is unspecified, so it provi...</td>\n",
+       "      <td>The alt-text 'unspecified-8553119' is not appr...</td>\n",
        "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
-       "      <td>gpt-4.1</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -2903,9 +2807,9 @@
        "      <td>failure</td>\n",
        "      <td>1</td>\n",
        "      <td>failure</td>\n",
-       "      <td>The alt-text 'carbon-gray-8572546' is not desc...</td>\n",
+       "      <td>The alt-text 'carbon-gray-8572546' is insuffic...</td>\n",
        "      <td>Forclaz Men's Travel 100 Cargo Pants in carbon...</td>\n",
-       "      <td>gpt-4.1</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -2927,9 +2831,9 @@
        "      <td>failure</td>\n",
        "      <td>1</td>\n",
        "      <td>failure</td>\n",
-       "      <td>The provided alt-text 'laurel-green-8749613' i...</td>\n",
-       "      <td>Quechua Men's MH120 laurel green fleece hiking...</td>\n",
-       "      <td>gpt-4.1</td>\n",
+       "      <td>The alt-text 'laurel-green-8749613' appears to...</td>\n",
+       "      <td>Quechua Men's MH120 Fleece Hiking Jacket in la...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -2973,11 +2877,11 @@
        "      <td>Acquista Abbigliamento da Uomo</td>\n",
        "      <td>The alt-text is appropriate as it clearly iden...</td>\n",
        "      <td>success</td>\n",
-       "      <td>5</td>\n",
+       "      <td>4</td>\n",
        "      <td>success</td>\n",
-       "      <td>The alt-text accurately describes the product ...</td>\n",
-       "      <td>Nike Icon pantaloni in tessuto da basket da uo...</td>\n",
-       "      <td>gpt-4.1</td>\n",
+       "      <td>The alt-text 'Nike Icon Pantaloni in tessuto d...</td>\n",
+       "      <td>Nike Icon pantaloni da basket in tessuto per u...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>490</th>\n",
@@ -2997,11 +2901,11 @@
        "      <td>Acquista Abbigliamento da Uomo</td>\n",
        "      <td>The alt-text is appropriate as it identifies t...</td>\n",
        "      <td>success</td>\n",
-       "      <td>2</td>\n",
-       "      <td>failure</td>\n",
+       "      <td>4</td>\n",
+       "      <td>success</td>\n",
        "      <td>The alt-text 'Kobe Pantaloni da basket Therma-...</td>\n",
-       "      <td>Completo Nike Therma-FIT con felpa e pantaloni...</td>\n",
-       "      <td>gpt-4.1</td>\n",
+       "      <td>Kobe men's basketball pants with Therma-FIT te...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>491</th>\n",
@@ -3024,8 +2928,8 @@
        "      <td>5</td>\n",
        "      <td>success</td>\n",
        "      <td>The alt-text 'Nike Stride Giacca da running Re...</td>\n",
-       "      <td>Nike Stride Giacca da running Repel UV per uom...</td>\n",
-       "      <td>gpt-4.1</td>\n",
+       "      <td>Nike Stride men's running jacket Repel UV – pr...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>492</th>\n",
@@ -3045,11 +2949,11 @@
        "      <td>Acquista Abbigliamento da Uomo</td>\n",
        "      <td>The alt-text provides adequate information abo...</td>\n",
        "      <td>success</td>\n",
-       "      <td>4</td>\n",
+       "      <td>5</td>\n",
        "      <td>success</td>\n",
        "      <td>The alt-text 'Nike Tech Pantaloni jogger in fl...</td>\n",
-       "      <td>Nike Tech pantaloni jogger in fleece da uomo i...</td>\n",
-       "      <td>gpt-4.1</td>\n",
+       "      <td>Nike Tech men's fleece jogger pants – product ...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>493</th>\n",
@@ -3072,8 +2976,8 @@
        "      <td>5</td>\n",
        "      <td>success</td>\n",
        "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
-       "      <td>Nike Windrunner piumino da uomo, giacca invern...</td>\n",
-       "      <td>gpt-4.1</td>\n",
+       "      <td>Nike Windrunner Piumino - Giacca da uomo in ve...</td>\n",
+       "      <td>gtp-4o</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -3231,42 +3135,42 @@
        "3                  1        failure   \n",
        "4                  1        failure   \n",
        "..               ...            ...   \n",
-       "489                5        success   \n",
-       "490                2        failure   \n",
+       "489                4        success   \n",
+       "490                4        success   \n",
        "491                5        success   \n",
-       "492                4        success   \n",
+       "492                5        success   \n",
        "493                5        success   \n",
        "\n",
        "                               llm_evaluation_result_1  \\\n",
-       "0    The alt-text 'ultra-black-8542384' is not desc...   \n",
-       "1    The alt-text 'Forclaz MT500 Lightweight Packab...   \n",
-       "2    The image alt-text is unspecified, so it provi...   \n",
-       "3    The alt-text 'carbon-gray-8572546' is not desc...   \n",
-       "4    The provided alt-text 'laurel-green-8749613' i...   \n",
+       "0    The alt-text 'ultra-black-8542384' appears to ...   \n",
+       "1    The alt-text, 'Forclaz MT500 Lightweight Packa...   \n",
+       "2    The alt-text 'unspecified-8553119' is not appr...   \n",
+       "3    The alt-text 'carbon-gray-8572546' is insuffic...   \n",
+       "4    The alt-text 'laurel-green-8749613' appears to...   \n",
        "..                                                 ...   \n",
-       "489  The alt-text accurately describes the product ...   \n",
+       "489  The alt-text 'Nike Icon Pantaloni in tessuto d...   \n",
        "490  The alt-text 'Kobe Pantaloni da basket Therma-...   \n",
        "491  The alt-text 'Nike Stride Giacca da running Re...   \n",
        "492  The alt-text 'Nike Tech Pantaloni jogger in fl...   \n",
        "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...   \n",
        "\n",
        "                                        llm_alt_text_1 llm_model_1  \n",
-       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...     gpt-4.1  \n",
-       "1    Forclaz MT500 Lightweight Packable Hiking Sandals     gpt-4.1  \n",
-       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...     gpt-4.1  \n",
-       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...     gpt-4.1  \n",
-       "4    Quechua Men's MH120 laurel green fleece hiking...     gpt-4.1  \n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...      gtp-4o  \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals      gtp-4o  \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...      gtp-4o  \n",
+       "3    Forclaz Men's Travel 100 Cargo Pants in carbon...      gtp-4o  \n",
+       "4    Quechua Men's MH120 Fleece Hiking Jacket in la...      gtp-4o  \n",
        "..                                                 ...         ...  \n",
-       "489  Nike Icon pantaloni in tessuto da basket da uo...     gpt-4.1  \n",
-       "490  Completo Nike Therma-FIT con felpa e pantaloni...     gpt-4.1  \n",
-       "491  Nike Stride Giacca da running Repel UV per uom...     gpt-4.1  \n",
-       "492  Nike Tech pantaloni jogger in fleece da uomo i...     gpt-4.1  \n",
-       "493  Nike Windrunner piumino da uomo, giacca invern...     gpt-4.1  \n",
+       "489  Nike Icon pantaloni da basket in tessuto per u...      gtp-4o  \n",
+       "490  Kobe men's basketball pants with Therma-FIT te...      gtp-4o  \n",
+       "491  Nike Stride men's running jacket Repel UV – pr...      gtp-4o  \n",
+       "492  Nike Tech men's fleece jogger pants – product ...      gtp-4o  \n",
+       "493  Nike Windrunner Piumino - Giacca da uomo in ve...      gtp-4o  \n",
        "\n",
        "[494 rows x 23 columns]"
       ]
      },
-     "execution_count": 205,
+     "execution_count": 203,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3277,7 +3181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 206,
+   "execution_count": 204,
    "id": "8be041fc",
    "metadata": {},
    "outputs": [],
@@ -3288,7 +3192,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 207,
+   "execution_count": 205,
    "id": "f0ea0078",
    "metadata": {},
    "outputs": [],
@@ -3299,13 +3203,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 208,
+   "execution_count": 206,
    "id": "1ec99515",
    "metadata": {},
    "outputs": [
     {
      "data": {
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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -3329,7 +3233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 209,
+   "execution_count": 207,
    "id": "e34e2b9d",
    "metadata": {},
    "outputs": [
@@ -3362,9 +3266,9 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Results</th>\n",
-       "      <td>0.630864</td>\n",
-       "      <td>0.609904</td>\n",
-       "      <td>0.52369</td>\n",
+       "      <td>0.628224</td>\n",
+       "      <td>0.581913</td>\n",
+       "      <td>0.494278</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -3372,10 +3276,10 @@
       ],
       "text/plain": [
        "         User-LLM Pearson  User-LLM Spearman  User-LLM Kendall Tau\n",
-       "Results          0.630864           0.609904               0.52369"
+       "Results          0.628224           0.581913              0.494278"
       ]
      },
-     "execution_count": 209,
+     "execution_count": 207,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3398,6 +3302,38 @@
     "correlation_table"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a80a758b",
+   "metadata": {},
+   "source": [
+    "## le statistiche globali"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "id": "8b5a2c03",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total original user assessments sum: 1312\n",
+      "Total LLM assessments sum: 1636\n",
+      "Total LLM-1 assessments sum: 1698\n",
+      "Total user LLM-assessments sum: 1619\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Total original user assessments sum:\",df[\"user_assessment\"].sum())\n",
+    "print(\"Total LLM assessments sum:\",df[\"llm_assessment\"].sum())\n",
+    "print(\"Total LLM-1 assessments sum:\",df[\"llm_assessment_1\"].sum())\n",
+    "print(\"Total user LLM-assessments sum:\",df[\"user_llm_assessment\"].sum())"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "fe36de18",
@@ -10434,7 +10370,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "id": "585f534b",
    "metadata": {},
    "outputs": [
@@ -10479,6 +10415,1184 @@
       "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
       "Creating OpenAI format payload\n",
       "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Form Pantaloni versatili con bordo aperto Dri-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Form'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Giacca con zip a tutta lunghezza in fleece Windrunner – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Solo Swoosh Felpa pullover con cappuccio – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Solo Swoosh'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Solo Swoosh Maglia a girocollo in fleece – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Solo Swoosh'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Solo Swoosh Pantaloni in fleece con bordo aperto – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Solo Swoosh'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Felpa pullover in fleece con cappuccio – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*asphalt-blue-8858286*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 20% <span>: Vendor: <h3>: Simond Men's MT100 Hooded Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8573829*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's MT100 Hooded Synthetic Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8916867*}'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Save 19% <span>: Vendor: <h3>: Simond Adult MT500 Merino Wool Beanie'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*whale-gray-8670150*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH100 Hiking Fleece\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8493310*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 22% <span>: Vendor: <h3>: Simond Men's Travel 500 Merino Wool T-Shirt\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Red and gray backpack on a white background'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 30% <span>: Vendor: <h3>: Simond  Men's MT100 Easyfit 70L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(67)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di AnatomyOfJoy\\n              \\n              Annuncio dal negozio AnatomyOfJoy\\n              \\n                    AnatomyOfJoy\\n              \\n              Dal negozio AnatomyOfJoy\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 175,25 <h3>: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività <p>: Annuncio di AnatomyOfJoy\\n              \\n              Annuncio dal negozio AnatomyOfJoy\\n              \\n                    AnatomyOfJoy\\n              \\n              Dal negozio AnatomyOfJoy <span>: AnatomyOfJoy <span>: Dal negozio AnatomyOfJoy <p>: € 175,25 <span>: € <span>: 175,25'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Decorazione natalizia &quot;Primo matrimonio&quot; a forma di fiore d&#39;arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Decorazione natalizia \"Primo matrimonio\" a forma di fiore d\\'arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(456)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di MAERRIMENT\\n              \\n              Annuncio dal negozio MAERRIMENT\\n              \\n                    MAERRIMENT\\n              \\n              Dal negozio MAERRIMENT\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 76,08\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Decorazione natalizia \"Primo matrimonio\" a forma di fiore d\\'arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia <p>: Annuncio di MAERRIMENT\\n              \\n              Annuncio dal negozio MAERRIMENT\\n              \\n                    MAERRIMENT\\n              \\n              Dal negozio MAERRIMENT <span>: MAERRIMENT <span>: Dal negozio MAERRIMENT <p>: € 76,08 <span>: € <span>: 76,08 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l&#39;Italia.'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia.\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(421)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di ComplimentsofTheChef\\n              \\n              Annuncio dal negozio ComplimentsofTheChef\\n              \\n                    ComplimentsofTheChef\\n              \\n              Dal negozio ComplimentsofTheChef\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 50,43 <h3>: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia. <p>: Annuncio di ComplimentsofTheChef\\n              \\n              Annuncio dal negozio ComplimentsofTheChef\\n              \\n                    ComplimentsofTheChef\\n              \\n              Dal negozio ComplimentsofTheChef <span>: ComplimentsofTheChef <span>: Dal negozio ComplimentsofTheChef <p>: € 50,43 <span>: € <span>: 50,43\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Decorazione natalizia &quot;Primo matrimonio&quot; a forma di fiore d&#39;arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Decorazione natalizia \"Primo matrimonio\" a forma di fiore d\\'arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(456)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di MAERRIMENT\\n              \\n              Annuncio dal negozio MAERRIMENT\\n              \\n                    MAERRIMENT\\n              \\n              Dal negozio MAERRIMENT\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 76,08\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Decorazione natalizia \"Primo matrimonio\" a forma di fiore d\\'arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia <p>: Annuncio di MAERRIMENT\\n              \\n              Annuncio dal negozio MAERRIMENT\\n              \\n                    MAERRIMENT\\n              \\n              Dal negozio MAERRIMENT <span>: MAERRIMENT <span>: Dal negozio MAERRIMENT <p>: € 76,08 <span>: € <span>: 76,08 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(329)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di NabeelaRumi\\n              \\n              Annuncio dal negozio NabeelaRumi\\n              \\n                    NabeelaRumi\\n              \\n              Dal negozio NabeelaRumi\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 43,11 <h3>: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato <p>: Annuncio di NabeelaRumi\\n              \\n              Annuncio dal negozio NabeelaRumi\\n              \\n                    NabeelaRumi\\n              \\n              Dal negozio NabeelaRumi <span>: NabeelaRumi <span>: Dal negozio NabeelaRumi <p>: € 43,11 <span>: € <span>: 43,11'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d&#39;agnello'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(1,2 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di NINAFUEHRER\\n              \\n              Annuncio dal negozio NINAFUEHRER\\n              \\n                    NINAFUEHRER\\n              \\n              Dal negozio NINAFUEHRER\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 79,00 <h3>: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello <p>: Annuncio di NINAFUEHRER\\n              \\n              Annuncio dal negozio NINAFUEHRER\\n              \\n                    NINAFUEHRER\\n              \\n              Dal negozio NINAFUEHRER <span>: NINAFUEHRER <span>: Dal negozio NINAFUEHRER <p>: € 79,00 <span>: € <span>: 79,00\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(423)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di knitbylyss\\n              \\n              Annuncio dal negozio knitbylyss\\n              \\n                    knitbylyss\\n              \\n              Dal negozio knitbylyss\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 93,20\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n                \\n            \\n\\n                    \\n\\n\\n\\n            \\n            \\n                \\n    Solo 3 in stock. Affrettati! <h3>: Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente <p>: Annuncio di knitbylyss\\n              \\n              Annuncio dal negozio knitbylyss\\n              \\n                    knitbylyss\\n              \\n              Dal negozio knitbylyss <span>: knitbylyss <span>: Dal negozio knitbylyss <p>: € 93,20 <span>: € <span>: 93,20'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Knitted Pullover Plain Knitted Pullover'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club T-shirt – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Sportswear Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Therma'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Pantaloni in fleece spazzolato con bordi – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: NikeCourt Heritage Pantaloni da tennis – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: NikeCourt Heritage'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8526272*}'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Trek 900 Waterproof Backpacking Hat'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8581388*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Simond Men's MT500 Air 50+10 L Backpacking Backpack\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8555093*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH100 Hiking Shoes\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: BETONIERA ELETTRICA 160L 650W SCHEPPACH MIX160 IMPASTATRICE MISCELATORE CEMENTO'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AFFILATRICE A UMIDO ACQUA SCHEPPACH TIGER 2500 AFFILA COLTELLI FORBICI MOLA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kit trapano avvitatore 20v ixes C-BSB74/1BE-X scheppach black'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH500 Hiking Lightweight Waterproof Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572550*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 22% <span>: Vendor: <h3>: Forclaz Men's Travel 100 Cargo Shorts\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8501932*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's MT500 Merino Wool Base Layer Tights\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NEW NINTENDO 3DS XL SNES EDITION COMPLETA OTTIME CONDIZIONI ORIGINALE'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: VORWERK BIMBY TM6  RICONDIZIONATO CON GARANZIA 24 Mesi TM 6 COMPLETO DI TUTTO'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Rare Nintendo 3DS Club Nintendo EUR Princess Peach Edition CIB Limited Edition'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(10,9 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di AGIOTAGE\\n              \\n              Annuncio dal negozio AGIOTAGE\\n              \\n                    AGIOTAGE\\n              \\n              Dal negozio AGIOTAGE\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 55,52\\n                        \\n                        \\n                            € 55,52\\n                        \\n                        \\n                            € 92,54\\n                            \\n                                Prezzo originale € 92,54\\n                            \\n                            \\n                                \\n                                (40% di sconto) <h3>: Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino <p>: Annuncio di AGIOTAGE\\n              \\n              Annuncio dal negozio AGIOTAGE\\n              \\n                    AGIOTAGE\\n              \\n              Dal negozio AGIOTAGE <span>: AGIOTAGE <span>: Dal negozio AGIOTAGE <p>: Prezzo scontato € 55,52\\n                        \\n                        \\n                            € 55,52 <span>: Prezzo scontato € 55,52 <span>: € 55,52 <p>: € 92,54\\n                            \\n                                Prezzo originale € 92,54\\n                            \\n                            \\n                                \\n                                (40% di sconto) <span>: € 92,54 <span>: Prezzo originale € 92,54 <span>: (40% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(1,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di PaPappa\\n              \\n              Annuncio dal negozio PaPappa\\n              \\n                    PaPappa\\n              \\n              Dal negozio PaPappa\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 97,42\\n                        \\n                        \\n                            € 97,42\\n                        \\n                        \\n                            € 129,90\\n                            \\n                                Prezzo originale € 129,90\\n                            \\n                            \\n                                \\n                                (25% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet <p>: Annuncio di PaPappa\\n              \\n              Annuncio dal negozio PaPappa\\n              \\n                    PaPappa\\n              \\n              Dal negozio PaPappa <span>: PaPappa <span>: Dal negozio PaPappa <p>: Prezzo scontato € 97,42\\n                        \\n                        \\n                            € 97,42 <span>: Prezzo scontato € 97,42 <span>: € 97,42 <p>: € 129,90\\n                            \\n                                Prezzo originale € 129,90\\n                            \\n                            \\n                                \\n                                (25% di sconto) <span>: € 129,90 <span>: Prezzo originale € 129,90 <span>: (25% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Candela Baguette: Candela profumata al pane in cera d&#39;api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Candela Baguette: Candela profumata al pane in cera d'api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(3,3 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di CandleLume\\n              \\n              Annuncio dal negozio CandleLume\\n              \\n                    CandleLume\\n              \\n              Dal negozio CandleLume\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 21,95 <h3>: Candela Baguette: Candela profumata al pane in cera d'api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano <p>: Annuncio di CandleLume\\n              \\n              Annuncio dal negozio CandleLume\\n              \\n                    CandleLume\\n              \\n              Dal negozio CandleLume <span>: CandleLume <span>: Dal negozio CandleLume <p>: € 21,95 <span>: € <span>: 21,95\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(219)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di roomGAGA\\n              \\n              Annuncio dal negozio roomGAGA\\n              \\n                    roomGAGA\\n              \\n              Dal negozio roomGAGA\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 159,00\\n                        \\n                        \\n                            € 159,00\\n                        \\n                        \\n                            € 265,00\\n                            \\n                                Prezzo originale € 265,00\\n                            \\n                            \\n                                \\n                                (40% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato <p>: Annuncio di roomGAGA\\n              \\n              Annuncio dal negozio roomGAGA\\n              \\n                    roomGAGA\\n              \\n              Dal negozio roomGAGA <span>: roomGAGA <span>: Dal negozio roomGAGA <p>: Prezzo scontato € 159,00\\n                        \\n                        \\n                            € 159,00 <span>: Prezzo scontato € 159,00 <span>: € 159,00 <p>: € 265,00\\n                            \\n                                Prezzo originale € 265,00\\n                            \\n                            \\n                                \\n                                (40% di sconto) <span>: € 265,00 <span>: Prezzo originale € 265,00 <span>: (40% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(159)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di AmazingPawArt\\n              \\n              Annuncio dal negozio AmazingPawArt\\n              \\n                    AmazingPawArt\\n              \\n              Dal negozio AmazingPawArt\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 81,05\\n                        \\n                        \\n                            € 81,05\\n                        \\n                        \\n                            € 147,36\\n                            \\n                                Prezzo originale € 147,36\\n                            \\n                            \\n                                \\n                                (45% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto <p>: Annuncio di AmazingPawArt\\n              \\n              Annuncio dal negozio AmazingPawArt\\n              \\n                    AmazingPawArt\\n              \\n              Dal negozio AmazingPawArt <span>: AmazingPawArt <span>: Dal negozio AmazingPawArt <p>: Prezzo scontato € 81,05\\n                        \\n                        \\n                            € 81,05 <span>: Prezzo scontato € 81,05 <span>: € 81,05 <p>: € 147,36\\n                            \\n                                Prezzo originale € 147,36\\n                            \\n                            \\n                                \\n                                (45% di sconto) <span>: € 147,36 <span>: Prezzo originale € 147,36 <span>: (45% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(4)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di byAshleyGrace\\n              \\n              Annuncio dal negozio byAshleyGrace\\n              \\n                    byAshleyGrace\\n              \\n              Dal negozio byAshleyGrace\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 169,86 <h3>: Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie <p>: Annuncio di byAshleyGrace\\n              \\n              Annuncio dal negozio byAshleyGrace\\n              \\n                    byAshleyGrace\\n              \\n              Dal negozio byAshleyGrace <span>: byAshleyGrace <span>: Dal negozio byAshleyGrace <p>: € 169,86 <span>: € <span>: 169,86'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error getting model response: 'choices'\n",
+      "Error parsing MLLM response: expected string or bytes-like object\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error getting model response: 'choices'\n",
+      "Error parsing MLLM response: expected string or bytes-like object\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Flight Giacca puffer in piumino – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Flight'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Sport Hoop Fleece'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Sportswear Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8618759*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH500 Waterproof Hiking Shoes\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8317909*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 16% <span>: Vendor: <h3>: Simond Men's MT500 Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 26% <span>: Vendor: <h3>: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8619766*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Simond Forclaz Men's MT500 Hooded Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8666242*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pants\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(2,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di ClaireNilanArt\\n              \\n              Annuncio dal negozio ClaireNilanArt\\n              \\n                    ClaireNilanArt\\n              \\n              Dal negozio ClaireNilanArt\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 46,05 <h3>: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata <p>: Annuncio di ClaireNilanArt\\n              \\n              Annuncio dal negozio ClaireNilanArt\\n              \\n                    ClaireNilanArt\\n              \\n              Dal negozio ClaireNilanArt <span>: ClaireNilanArt <span>: Dal negozio ClaireNilanArt <p>: € 46,05 <span>: € <span>: 46,05'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Anello con ciondolo Kizzi'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Anello con ciondolo Kizzi\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(2,4 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di GemBlue\\n              \\n              Annuncio dal negozio GemBlue\\n              \\n                    GemBlue\\n              \\n              Dal negozio GemBlue\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 71,27 <h3>: Anello con ciondolo Kizzi <p>: Annuncio di GemBlue\\n              \\n              Annuncio dal negozio GemBlue\\n              \\n                    GemBlue\\n              \\n              Dal negozio GemBlue <span>: GemBlue <span>: Dal negozio GemBlue <p>: € 71,27 <span>: € <span>: 71,27'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(535)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di normadot\\n              \\n              Annuncio dal negozio normadot\\n              \\n                    normadot\\n              \\n              Dal negozio normadot\\n        \\n            \\n                        \\n                           \\n\\n                    \\n                        € 43,00\\n                    \\n                    \\n    \\n        Ordini idonei: -20%\\n    \\n    \\n            Spendi € 134,00 e ottieni -20% sul tuo ordine <h3>: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia <p>: Annuncio di normadot\\n              \\n              Annuncio dal negozio normadot\\n              \\n                    normadot\\n              \\n              Dal negozio normadot <span>: normadot <span>: Dal negozio normadot <p>: € 43,00 <span>: € <span>: 43,00 <span>: Ordini idonei: -20%\\n    \\n    \\n            Spendi € 134,00 e ottieni -20% sul tuo ordine'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Santa Paws – Calendario dell&#39;Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(2,2 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di HandmadeChristmasCC\\n              \\n              Annuncio dal negozio HandmadeChristmasCC\\n              \\n                    HandmadeChristmasCC\\n              \\n              Dal negozio HandmadeChristmasCC\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 20,20 <h3>: Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani <p>: Annuncio di HandmadeChristmasCC\\n              \\n              Annuncio dal negozio HandmadeChristmasCC\\n              \\n                    HandmadeChristmasCC\\n              \\n              Dal negozio HandmadeChristmasCC <span>: HandmadeChristmasCC <span>: Dal negozio HandmadeChristmasCC <p>: € 20,20 <span>: € <span>: 20,20\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fortezza per gatto. Cat House in cartone con balconi'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Fortezza per gatto. Cat House in cartone con balconi\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(62)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di MomsManufactureStore\\n              \\n              Annuncio dal negozio MomsManufactureStore\\n              \\n                    MomsManufactureStore\\n              \\n              Dal negozio MomsManufactureStore\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 158,98\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Fortezza per gatto. Cat House in cartone con balconi <p>: Annuncio di MomsManufactureStore\\n              \\n              Annuncio dal negozio MomsManufactureStore\\n              \\n                    MomsManufactureStore\\n              \\n              Dal negozio MomsManufactureStore <span>: MomsManufactureStore <span>: Dal negozio MomsManufactureStore <p>: € 158,98 <span>: € <span>: 158,98 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Puzzle in legno personalizzato con fiore di nascita'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Puzzle in legno personalizzato con fiore di nascita\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(27,8 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di OakdeneDesigns\\n              \\n              Annuncio dal negozio OakdeneDesigns\\n              \\n                    OakdeneDesigns\\n              \\n              Dal negozio OakdeneDesigns\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 57,91 <h3>: Puzzle in legno personalizzato con fiore di nascita <p>: Annuncio di OakdeneDesigns\\n              \\n              Annuncio dal negozio OakdeneDesigns\\n              \\n                    OakdeneDesigns\\n              \\n              Dal negozio OakdeneDesigns <span>: OakdeneDesigns <span>: Dal negozio OakdeneDesigns <p>: € 57,91 <span>: € <span>: 57,91'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficialeAC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale <span>: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficialeAC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale <a>: 4.8\\xa04.8 su 5 stelle.\\xa053 <span>: 4.8 <span>: 53 <a>: 26,00\\xa0€26,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e CapacitàA.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità <span>: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e CapacitàA.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità <a>: 4.6\\xa04.6 su 5 stelle.\\xa084 <span>: 4.6 <span>: 84 <a>: 30,00\\xa0€30,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, RossoAC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso <span>: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, RossoAC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso <a>: 4.3\\xa04.3 su 5 stelle.\\xa041 <span>: 4.3 <span>: 41 <a>: 12,00\\xa0€12,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sega a nastro taglio legno 550W Scheppach hbs261'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Nike Club Zip a metà lunghezza per l'inverno – Uomo\"}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Icon Pantaloni in tessuto da basket - Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Icon'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kobe Pantaloni da basket Therma-FIT'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Kobe'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Stride Giacca da running Repel UV – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Stride'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Windrunner Piumino - Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Windrunner'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Nike Club Zip a metà lunghezza per l'inverno – Uomo\"}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Icon Pantaloni in tessuto da basket - Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Icon'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kobe Pantaloni da basket Therma-FIT'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Kobe'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Nike Club Zip a metà lunghezza per l'inverno – Uomo\"}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Stride Giacca da running Repel UV – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Stride'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Windrunner Piumino - Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Windrunner'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sega a nastro taglio legno 550W Scheppach hbs261'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8597105*}'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Save 33% <span>: Vendor: <h3>: Forclaz MT500 UPF 50+ Hiking Hat'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Kiprun Men's Run 100 Dry Running T-Shirt\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Kiprun Men's Run 100 Dry Running T-Shirt\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8606098*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 28% <span>: Vendor: <h3>: Quechua Men's MH120 Hiking Fleece\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8597105*}'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Save 33% <span>: Vendor: <h3>: Forclaz MT500 UPF 50+ Hiking Hat'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8606098*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 28% <span>: Vendor: <h3>: Quechua Men's MH120 Hiking Fleece\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*ultra-black-8542384*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Simond Men's MT500 Merino Wool Boxer Briefs\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Forclaz MT500 Lightweight Packable Hiking Sandals'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Save 33% <span>: Vendor: <h3>: Forclaz MT500 Lightweight Packable Hiking Sandals'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8553119*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH100 Waterproof Mid Hiking Boots\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*cinnamon-8493046*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's Travel 500 3-in-1 Waterproof Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*smoked-black-8796550*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's NH500 Imper Waterproof Over Pants\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8510030*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Wedze Men's BL100 Ski Base Layer Bottoms\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(2,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di GemHive\\n              \\n              Annuncio dal negozio GemHive\\n              \\n                    GemHive\\n              \\n              Dal negozio GemHive\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 21,92\\n                        \\n                        \\n                            € 21,92\\n                        \\n                        \\n                            € 31,31\\n                            \\n                                Prezzo originale € 31,31\\n                            \\n                            \\n                                \\n                                (30% di sconto) <h3>: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici <p>: Annuncio di GemHive\\n              \\n              Annuncio dal negozio GemHive\\n              \\n                    GemHive\\n              \\n              Dal negozio GemHive <span>: GemHive <span>: Dal negozio GemHive <p>: Prezzo scontato € 21,92\\n                        \\n                        \\n                            € 21,92 <span>: Prezzo scontato € 21,92 <span>: € 21,92 <p>: € 31,31\\n                            \\n                                Prezzo originale € 31,31\\n                            \\n                            \\n                                \\n                                (30% di sconto) <span>: € 31,31 <span>: Prezzo originale € 31,31 <span>: (30% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d&#39;onore'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d'onore\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(67)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di HandmadebyKeraniShop\\n              \\n              Annuncio dal negozio HandmadebyKeraniShop\\n              \\n                    HandmadebyKeraniShop\\n              \\n              Dal negozio HandmadebyKeraniShop\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 46,13\\n                        \\n                        \\n                            € 46,13\\n                        \\n                        \\n                            € 65,91\\n                            \\n                                Prezzo originale € 65,91\\n                            \\n                            \\n                                \\n                                (30% di sconto) <h3>: Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d'onore <p>: Annuncio di HandmadebyKeraniShop\\n              \\n              Annuncio dal negozio HandmadebyKeraniShop\\n              \\n                    HandmadebyKeraniShop\\n              \\n              Dal negozio HandmadebyKeraniShop <span>: HandmadebyKeraniShop <span>: Dal negozio HandmadebyKeraniShop <p>: Prezzo scontato € 46,13\\n                        \\n                        \\n                            € 46,13 <span>: Prezzo scontato € 46,13 <span>: € 46,13 <p>: € 65,91\\n                            \\n                                Prezzo originale € 65,91\\n                            \\n                            \\n                                \\n                                (30% di sconto) <span>: € 65,91 <span>: Prezzo originale € 65,91 <span>: (30% di sconto)\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(3,3 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di BigStuffed\\n              \\n              Annuncio dal negozio BigStuffed\\n              \\n                    BigStuffed\\n              \\n              Dal negozio BigStuffed\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 319,00\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini <p>: Annuncio di BigStuffed\\n              \\n              Annuncio dal negozio BigStuffed\\n              \\n                    BigStuffed\\n              \\n              Dal negozio BigStuffed <span>: BigStuffed <span>: Dal negozio BigStuffed <p>: € 319,00 <span>: € <span>: 319,00 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572546*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's Travel 100 Cargo Pants\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*laurel-green-8749613*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH120 Fleece Hiking Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Waterproof Cycling Jacket\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Van Rysel Men's Ultralight Waterproof Cycling Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(680)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di Blowfishdesignshats\\n              \\n              Annuncio dal negozio Blowfishdesignshats\\n              \\n                    Blowfishdesignshats\\n              \\n              Dal negozio Blowfishdesignshats\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 38,38 <h3>: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne <p>: Annuncio di Blowfishdesignshats\\n              \\n              Annuncio dal negozio Blowfishdesignshats\\n              \\n                    Blowfishdesignshats\\n              \\n              Dal negozio Blowfishdesignshats <span>: Blowfishdesignshats <span>: Dal negozio Blowfishdesignshats <p>: € 38,38 <span>: € <span>: 38,38'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(9,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di xoxoSugarplum\\n              \\n              Annuncio dal negozio xoxoSugarplum\\n              \\n                    xoxoSugarplum\\n              \\n              Dal negozio xoxoSugarplum\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 13,14\\n                        \\n                        \\n                            € 13,14\\n                        \\n                        \\n                            € 17,52\\n                            \\n                                Prezzo originale € 17,52\\n                            \\n                            \\n                                \\n                                (25% di sconto) <h3>: Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri <p>: Annuncio di xoxoSugarplum\\n              \\n              Annuncio dal negozio xoxoSugarplum\\n              \\n                    xoxoSugarplum\\n              \\n              Dal negozio xoxoSugarplum <span>: xoxoSugarplum <span>: Dal negozio xoxoSugarplum <p>: Prezzo scontato € 13,14\\n                        \\n                        \\n                            € 13,14 <span>: Prezzo scontato € 13,14 <span>: € 13,14 <p>: € 17,52\\n                            \\n                                Prezzo originale € 17,52\\n                            \\n                            \\n                                \\n                                (25% di sconto) <span>: € 17,52 <span>: Prezzo originale € 17,52 <span>: (25% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(3,7 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di PyknicOfficial\\n              \\n              Annuncio dal negozio PyknicOfficial\\n              \\n                    PyknicOfficial\\n              \\n              Dal negozio PyknicOfficial\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 14,59\\n                        \\n                        \\n                            € 14,59\\n                        \\n                        \\n                            € 15,35\\n                            \\n                                Prezzo originale € 15,35\\n                            \\n                            \\n                                \\n                                (5% di sconto) <h3>: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai <p>: Annuncio di PyknicOfficial\\n              \\n              Annuncio dal negozio PyknicOfficial\\n              \\n                    PyknicOfficial\\n              \\n              Dal negozio PyknicOfficial <span>: PyknicOfficial <span>: Dal negozio PyknicOfficial <p>: Prezzo scontato € 14,59\\n                        \\n                        \\n                            € 14,59 <span>: Prezzo scontato € 14,59 <span>: € 14,59 <p>: € 15,35\\n                            \\n                                Prezzo originale € 15,35\\n                            \\n                            \\n                                \\n                                (5% di sconto) <span>: € 15,35 <span>: Prezzo originale € 15,35 <span>: (5% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con pietra portafortuna di smeraldo in argento sterling placcato oro 18 carati, collana con moneta di compleanno di maggio, disco girevole in vero smeraldo, 40° compleanno per lei'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Ciondolo con pietra portafortuna di smeraldo in argento sterling placcato oro 18 carati, collana con moneta di compleanno di maggio, disco girevole in vero smeraldo, 40° compleanno per lei\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(804)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di claudetteworters\\n              \\n              Annuncio dal negozio claudetteworters\\n              \\n                    claudetteworters\\n              \\n              Dal negozio claudetteworters\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 143,34 <h3>: Ciondolo con pietra portafortuna di smeraldo in argento sterling placcato oro 18 carati, collana con moneta di compleanno di maggio, disco girevole in vero smeraldo, 40° compleanno per lei <p>: Annuncio di claudetteworters\\n              \\n              Annuncio dal negozio claudetteworters\\n              \\n                    claudetteworters\\n              \\n              Dal negozio claudetteworters <span>: claudetteworters <span>: Dal negozio claudetteworters <p>: € 143,34 <span>: € <span>: 143,34'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Bandiera da campeggio in feltro con la scritta &quot;Non posso lavorare oggi, sono in sciopero&quot; / striscione sportivo vintage, divertente regalo di pesca, stampa artistica da parete per amanti della vita all&#39;aria aperta. Prodotto negli Stati Uniti.'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Bandiera da campeggio in feltro con la scritta \"Non posso lavorare oggi, sono in sciopero\" / striscione sportivo vintage, divertente regalo di pesca, stampa artistica da parete per amanti della vita all\\'aria aperta. Prodotto negli Stati Uniti.\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(5,9 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di BenoitsDesignCo\\n              \\n              Annuncio dal negozio BenoitsDesignCo\\n              \\n                    BenoitsDesignCo\\n              \\n              Dal negozio BenoitsDesignCo\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 39,14\\n                        \\n                        \\n                            € 39,14\\n                        \\n                        \\n                            € 46,05\\n                            \\n                                Prezzo originale € 46,05\\n                            \\n                            \\n                                \\n                                (15% di sconto) <h3>: Bandiera da campeggio in feltro con la scritta \"Non posso lavorare oggi, sono in sciopero\" / striscione sportivo vintage, divertente regalo di pesca, stampa artistica da parete per amanti della vita all\\'aria aperta. Prodotto negli Stati Uniti. <p>: Annuncio di BenoitsDesignCo\\n              \\n              Annuncio dal negozio BenoitsDesignCo\\n              \\n                    BenoitsDesignCo\\n              \\n              Dal negozio BenoitsDesignCo <span>: BenoitsDesignCo <span>: Dal negozio BenoitsDesignCo <p>: Prezzo scontato € 39,14\\n                        \\n                        \\n                            € 39,14 <span>: Prezzo scontato € 39,14 <span>: € 39,14 <p>: € 46,05\\n                            \\n                                Prezzo originale € 46,05\\n                            \\n                            \\n                                \\n                                (15% di sconto) <span>: € 46,05 <span>: Prezzo originale € 46,05 <span>: (15% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Culla mobile con sistema solare, cameretta mobile con pianeti in feltro, mobile con astronauta, neonato, mobile con spazio, mobile con astronauta e galassia, decorazione da appendere'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Culla mobile con sistema solare, cameretta mobile con pianeti in feltro, mobile con astronauta, neonato, mobile con spazio, mobile con astronauta e galassia, decorazione da appendere\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(676)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di WoolDreamland\\n              \\n              Annuncio dal negozio WoolDreamland\\n              \\n                    WoolDreamland\\n              \\n              Dal negozio WoolDreamland\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 132,81 <h3>: Culla mobile con sistema solare, cameretta mobile con pianeti in feltro, mobile con astronauta, neonato, mobile con spazio, mobile con astronauta e galassia, decorazione da appendere <p>: Annuncio di WoolDreamland\\n              \\n              Annuncio dal negozio WoolDreamland\\n              \\n                    WoolDreamland\\n              \\n              Dal negozio WoolDreamland <span>: WoolDreamland <span>: Dal negozio WoolDreamland <p>: € 132,81 <span>: € <span>: 132,81'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carta da regalo natalizia di New York City x 4 fogli'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Carta da regalo natalizia di New York City x 4 fogli\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(761)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di WindowCards\\n              \\n              Annuncio dal negozio WindowCards\\n              \\n                    WindowCards\\n              \\n              Dal negozio WindowCards\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 18,46 <h3>: Carta da regalo natalizia di New York City x 4 fogli <p>: Annuncio di WindowCards\\n              \\n              Annuncio dal negozio WindowCards\\n              \\n                    WindowCards\\n              \\n              Dal negozio WindowCards <span>: WindowCards <span>: Dal negozio WindowCards <p>: € 18,46 <span>: € <span>: 18,46'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(1,7 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di NinisAndFamily\\n              \\n              Annuncio dal negozio NinisAndFamily\\n              \\n                    NinisAndFamily\\n              \\n              Dal negozio NinisAndFamily\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 102,50\\n                        \\n                        \\n                            € 102,50\\n                        \\n                        \\n                            € 256,25\\n                            \\n                                Prezzo originale € 256,25\\n                            \\n                            \\n                                \\n                                (60% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork <p>: Annuncio di NinisAndFamily\\n              \\n              Annuncio dal negozio NinisAndFamily\\n              \\n                    NinisAndFamily\\n              \\n              Dal negozio NinisAndFamily <span>: NinisAndFamily <span>: Dal negozio NinisAndFamily <p>: Prezzo scontato € 102,50\\n                        \\n                        \\n                            € 102,50 <span>: Prezzo scontato € 102,50 <span>: € 102,50 <p>: € 256,25\\n                            \\n                                Prezzo originale € 256,25\\n                            \\n                            \\n                                \\n                                (60% di sconto) <span>: € 256,25 <span>: Prezzo originale € 256,25 <span>: (60% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(42)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di StudioMenaArt\\n              \\n              Annuncio dal negozio StudioMenaArt\\n              \\n                    StudioMenaArt\\n              \\n              Dal negozio StudioMenaArt\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 221,39\\n                        \\n                        \\n                            € 221,39\\n                        \\n                        \\n                            € 276,74\\n                            \\n                                Prezzo originale € 276,74\\n                            \\n                            \\n                                \\n                                (20% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato <p>: Annuncio di StudioMenaArt\\n              \\n              Annuncio dal negozio StudioMenaArt\\n              \\n                    StudioMenaArt\\n              \\n              Dal negozio StudioMenaArt <span>: StudioMenaArt <span>: Dal negozio StudioMenaArt <p>: Prezzo scontato € 221,39\\n                        \\n                        \\n                            € 221,39 <span>: Prezzo scontato € 221,39 <span>: € 221,39 <p>: € 276,74\\n                            \\n                                Prezzo originale € 276,74\\n                            \\n                            \\n                                \\n                                (20% di sconto) <span>: € 276,74 <span>: Prezzo originale € 276,74 <span>: (20% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli otto migliori regali Nike per lo yoga'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le 11 migliori idee regalo Nike per la spiaggia'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le migliori felpe con cappuccio da basket Nike'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli 11 migliori regali Nike per ciclisti'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Migliori giacche e smanicati da running Nike da indossare tutta la stagione'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Inter Maglione Natalizio, Adulto, Unisex'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilità regolare'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Scopri di più sul Programma Ricondizionato. <span>: Scopri di più sul Programma Ricondizionato. <a>: <div class=\"vl-image vl-banner-color-block__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/images/g/ZZMAAOSwcJpoNZFY/s-l960.webp alt></div>'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-banner-color-block__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/images/g/9uwAAOSwiw1oGL2f/s-l960.webp alt></div>'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le 11 migliori idee regalo Nike per la spiaggia'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le migliori felpe con cappuccio da basket Nike'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli 11 migliori regali Nike per ciclisti'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Migliori giacche e smanicati da running Nike da indossare tutta la stagione'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: I migliori articoli da running invernali Nike tutti da scoprire'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cinque regali Nike per triatleti '}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8597105*}'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Save 33% <span>: Vendor: <h3>: Forclaz MT500 UPF 50+ Hiking Hat'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Kiprun Men's Run 100 Dry Running T-Shirt\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Kiprun Men's Run 100 Dry Running T-Shirt\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8606098*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 28% <span>: Vendor: <h3>: Quechua Men's MH120 Hiking Fleece\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*cinnamon-8493046*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's Travel 500 3-in-1 Waterproof Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*smoked-black-8796550*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's NH500 Imper Waterproof Over Pants\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8510030*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Wedze Men's BL100 Ski Base Layer Bottoms\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(2,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di GemHive\\n              \\n              Annuncio dal negozio GemHive\\n              \\n                    GemHive\\n              \\n              Dal negozio GemHive\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 21,92\\n                        \\n                        \\n                            € 21,92\\n                        \\n                        \\n                            € 31,31\\n                            \\n                                Prezzo originale € 31,31\\n                            \\n                            \\n                                \\n                                (30% di sconto) <h3>: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici <p>: Annuncio di GemHive\\n              \\n              Annuncio dal negozio GemHive\\n              \\n                    GemHive\\n              \\n              Dal negozio GemHive <span>: GemHive <span>: Dal negozio GemHive <p>: Prezzo scontato € 21,92\\n                        \\n                        \\n                            € 21,92 <span>: Prezzo scontato € 21,92 <span>: € 21,92 <p>: € 31,31\\n                            \\n                                Prezzo originale € 31,31\\n                            \\n                            \\n                                \\n                                (30% di sconto) <span>: € 31,31 <span>: Prezzo originale € 31,31 <span>: (30% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d&#39;onore'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d'onore\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(67)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di HandmadebyKeraniShop\\n              \\n              Annuncio dal negozio HandmadebyKeraniShop\\n              \\n                    HandmadebyKeraniShop\\n              \\n              Dal negozio HandmadebyKeraniShop\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 46,13\\n                        \\n                        \\n                            € 46,13\\n                        \\n                        \\n                            € 65,91\\n                            \\n                                Prezzo originale € 65,91\\n                            \\n                            \\n                                \\n                                (30% di sconto) <h3>: Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d'onore <p>: Annuncio di HandmadebyKeraniShop\\n              \\n              Annuncio dal negozio HandmadebyKeraniShop\\n              \\n                    HandmadebyKeraniShop\\n              \\n              Dal negozio HandmadebyKeraniShop <span>: HandmadebyKeraniShop <span>: Dal negozio HandmadebyKeraniShop <p>: Prezzo scontato € 46,13\\n                        \\n                        \\n                            € 46,13 <span>: Prezzo scontato € 46,13 <span>: € 46,13 <p>: € 65,91\\n                            \\n                                Prezzo originale € 65,91\\n                            \\n                            \\n                                \\n                                (30% di sconto) <span>: € 65,91 <span>: Prezzo originale € 65,91 <span>: (30% di sconto)\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(3,3 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di BigStuffed\\n              \\n              Annuncio dal negozio BigStuffed\\n              \\n                    BigStuffed\\n              \\n              Dal negozio BigStuffed\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 319,00\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini <p>: Annuncio di BigStuffed\\n              \\n              Annuncio dal negozio BigStuffed\\n              \\n                    BigStuffed\\n              \\n              Dal negozio BigStuffed <span>: BigStuffed <span>: Dal negozio BigStuffed <p>: € 319,00 <span>: € <span>: 319,00 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(680)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di Blowfishdesignshats\\n              \\n              Annuncio dal negozio Blowfishdesignshats\\n              \\n                    Blowfishdesignshats\\n              \\n              Dal negozio Blowfishdesignshats\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 38,38 <h3>: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne <p>: Annuncio di Blowfishdesignshats\\n              \\n              Annuncio dal negozio Blowfishdesignshats\\n              \\n                    Blowfishdesignshats\\n              \\n              Dal negozio Blowfishdesignshats <span>: Blowfishdesignshats <span>: Dal negozio Blowfishdesignshats <p>: € 38,38 <span>: € <span>: 38,38'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(9,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di xoxoSugarplum\\n              \\n              Annuncio dal negozio xoxoSugarplum\\n              \\n                    xoxoSugarplum\\n              \\n              Dal negozio xoxoSugarplum\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 13,14\\n                        \\n                        \\n                            € 13,14\\n                        \\n                        \\n                            € 17,52\\n                            \\n                                Prezzo originale € 17,52\\n                            \\n                            \\n                                \\n                                (25% di sconto) <h3>: Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri <p>: Annuncio di xoxoSugarplum\\n              \\n              Annuncio dal negozio xoxoSugarplum\\n              \\n                    xoxoSugarplum\\n              \\n              Dal negozio xoxoSugarplum <span>: xoxoSugarplum <span>: Dal negozio xoxoSugarplum <p>: Prezzo scontato € 13,14\\n                        \\n                        \\n                            € 13,14 <span>: Prezzo scontato € 13,14 <span>: € 13,14 <p>: € 17,52\\n                            \\n                                Prezzo originale € 17,52\\n                            \\n                            \\n                                \\n                                (25% di sconto) <span>: € 17,52 <span>: Prezzo originale € 17,52 <span>: (25% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(3,7 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di PyknicOfficial\\n              \\n              Annuncio dal negozio PyknicOfficial\\n              \\n                    PyknicOfficial\\n              \\n              Dal negozio PyknicOfficial\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 14,59\\n                        \\n                        \\n                            € 14,59\\n                        \\n                        \\n                            € 15,35\\n                            \\n                                Prezzo originale € 15,35\\n                            \\n                            \\n                                \\n                                (5% di sconto) <h3>: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai <p>: Annuncio di PyknicOfficial\\n              \\n              Annuncio dal negozio PyknicOfficial\\n              \\n                    PyknicOfficial\\n              \\n              Dal negozio PyknicOfficial <span>: PyknicOfficial <span>: Dal negozio PyknicOfficial <p>: Prezzo scontato € 14,59\\n                        \\n                        \\n                            € 14,59 <span>: Prezzo scontato € 14,59 <span>: € 14,59 <p>: € 15,35\\n                            \\n                                Prezzo originale € 15,35\\n                            \\n                            \\n                                \\n                                (5% di sconto) <span>: € 15,35 <span>: Prezzo originale € 15,35 <span>: (5% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error getting model response: 'choices'\n",
+      "Error parsing MLLM response: expected string or bytes-like object\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli otto migliori regali Nike per lo yoga'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le 11 migliori idee regalo Nike per la spiaggia'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le migliori felpe con cappuccio da basket Nike'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli 11 migliori regali Nike per ciclisti'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Migliori giacche e smanicati da running Nike da indossare tutta la stagione'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*asphalt-blue-8858286*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 20% <span>: Vendor: <h3>: Simond Men's MT100 Hooded Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8573829*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's MT100 Hooded Synthetic Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8916867*}'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Save 19% <span>: Vendor: <h3>: Simond Adult MT500 Merino Wool Beanie'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*whale-gray-8670150*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH100 Hiking Fleece\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8493310*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 22% <span>: Vendor: <h3>: Simond Men's Travel 500 Merino Wool T-Shirt\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Red and gray backpack on a white background'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 30% <span>: Vendor: <h3>: Simond  Men's MT100 Easyfit 70L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8526272*}'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Trek 900 Waterproof Backpacking Hat'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8581388*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Simond Men's MT500 Air 50+10 L Backpacking Backpack\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572550*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 22% <span>: Vendor: <h3>: Forclaz Men's Travel 100 Cargo Shorts\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8555093*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH100 Hiking Shoes\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH500 Hiking Lightweight Waterproof Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8501932*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's MT500 Merino Wool Base Layer Tights\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(10,9 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di AGIOTAGE\\n              \\n              Annuncio dal negozio AGIOTAGE\\n              \\n                    AGIOTAGE\\n              \\n              Dal negozio AGIOTAGE\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 55,52\\n                        \\n                        \\n                            € 55,52\\n                        \\n                        \\n                            € 92,54\\n                            \\n                                Prezzo originale € 92,54\\n                            \\n                            \\n                                \\n                                (40% di sconto) <h3>: Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino <p>: Annuncio di AGIOTAGE\\n              \\n              Annuncio dal negozio AGIOTAGE\\n              \\n                    AGIOTAGE\\n              \\n              Dal negozio AGIOTAGE <span>: AGIOTAGE <span>: Dal negozio AGIOTAGE <p>: Prezzo scontato € 55,52\\n                        \\n                        \\n                            € 55,52 <span>: Prezzo scontato € 55,52 <span>: € 55,52 <p>: € 92,54\\n                            \\n                                Prezzo originale € 92,54\\n                            \\n                            \\n                                \\n                                (40% di sconto) <span>: € 92,54 <span>: Prezzo originale € 92,54 <span>: (40% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(1,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di PaPappa\\n              \\n              Annuncio dal negozio PaPappa\\n              \\n                    PaPappa\\n              \\n              Dal negozio PaPappa\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 97,42\\n                        \\n                        \\n                            € 97,42\\n                        \\n                        \\n                            € 129,90\\n                            \\n                                Prezzo originale € 129,90\\n                            \\n                            \\n                                \\n                                (25% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet <p>: Annuncio di PaPappa\\n              \\n              Annuncio dal negozio PaPappa\\n              \\n                    PaPappa\\n              \\n              Dal negozio PaPappa <span>: PaPappa <span>: Dal negozio PaPappa <p>: Prezzo scontato € 97,42\\n                        \\n                        \\n                            € 97,42 <span>: Prezzo scontato € 97,42 <span>: € 97,42 <p>: € 129,90\\n                            \\n                                Prezzo originale € 129,90\\n                            \\n                            \\n                                \\n                                (25% di sconto) <span>: € 129,90 <span>: Prezzo originale € 129,90 <span>: (25% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Candela Baguette: Candela profumata al pane in cera d&#39;api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Candela Baguette: Candela profumata al pane in cera d'api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(3,3 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di CandleLume\\n              \\n              Annuncio dal negozio CandleLume\\n              \\n                    CandleLume\\n              \\n              Dal negozio CandleLume\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 21,95 <h3>: Candela Baguette: Candela profumata al pane in cera d'api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano <p>: Annuncio di CandleLume\\n              \\n              Annuncio dal negozio CandleLume\\n              \\n                    CandleLume\\n              \\n              Dal negozio CandleLume <span>: CandleLume <span>: Dal negozio CandleLume <p>: € 21,95 <span>: € <span>: 21,95\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(219)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di roomGAGA\\n              \\n              Annuncio dal negozio roomGAGA\\n              \\n                    roomGAGA\\n              \\n              Dal negozio roomGAGA\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 159,00\\n                        \\n                        \\n                            € 159,00\\n                        \\n                        \\n                            € 265,00\\n                            \\n                                Prezzo originale € 265,00\\n                            \\n                            \\n                                \\n                                (40% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato <p>: Annuncio di roomGAGA\\n              \\n              Annuncio dal negozio roomGAGA\\n              \\n                    roomGAGA\\n              \\n              Dal negozio roomGAGA <span>: roomGAGA <span>: Dal negozio roomGAGA <p>: Prezzo scontato € 159,00\\n                        \\n                        \\n                            € 159,00 <span>: Prezzo scontato € 159,00 <span>: € 159,00 <p>: € 265,00\\n                            \\n                                Prezzo originale € 265,00\\n                            \\n                            \\n                                \\n                                (40% di sconto) <span>: € 265,00 <span>: Prezzo originale € 265,00 <span>: (40% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(159)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di AmazingPawArt\\n              \\n              Annuncio dal negozio AmazingPawArt\\n              \\n                    AmazingPawArt\\n              \\n              Dal negozio AmazingPawArt\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 81,05\\n                        \\n                        \\n                            € 81,05\\n                        \\n                        \\n                            € 147,36\\n                            \\n                                Prezzo originale € 147,36\\n                            \\n                            \\n                                \\n                                (45% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto <p>: Annuncio di AmazingPawArt\\n              \\n              Annuncio dal negozio AmazingPawArt\\n              \\n                    AmazingPawArt\\n              \\n              Dal negozio AmazingPawArt <span>: AmazingPawArt <span>: Dal negozio AmazingPawArt <p>: Prezzo scontato € 81,05\\n                        \\n                        \\n                            € 81,05 <span>: Prezzo scontato € 81,05 <span>: € 81,05 <p>: € 147,36\\n                            \\n                                Prezzo originale € 147,36\\n                            \\n                            \\n                                \\n                                (45% di sconto) <span>: € 147,36 <span>: Prezzo originale € 147,36 <span>: (45% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(4)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di byAshleyGrace\\n              \\n              Annuncio dal negozio byAshleyGrace\\n              \\n                    byAshleyGrace\\n              \\n              Dal negozio byAshleyGrace\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 169,86 <h3>: Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie <p>: Annuncio di byAshleyGrace\\n              \\n              Annuncio dal negozio byAshleyGrace\\n              \\n                    byAshleyGrace\\n              \\n              Dal negozio byAshleyGrace <span>: byAshleyGrace <span>: Dal negozio byAshleyGrace <p>: € 169,86 <span>: € <span>: 169,86'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Brooklyn Giacca puffer Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Brooklyn'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error getting model response: 'choices'\n",
+      "Error parsing MLLM response: expected string or bytes-like object\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Flight Giacca puffer in piumino – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Flight'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Sport Hoop Fleece'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Sportswear Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error getting model response: 'choices'\n",
+      "Error parsing MLLM response: expected string or bytes-like object\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*ultra-black-8542384*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Simond Men's MT500 Merino Wool Boxer Briefs\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Forclaz MT500 Lightweight Packable Hiking Sandals'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Save 33% <span>: Vendor: <h3>: Forclaz MT500 Lightweight Packable Hiking Sandals'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8553119*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH100 Waterproof Mid Hiking Boots\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572546*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's Travel 100 Cargo Pants\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*laurel-green-8749613*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH120 Fleece Hiking Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con pietra portafortuna di smeraldo in argento sterling placcato oro 18 carati, collana con moneta di compleanno di maggio, disco girevole in vero smeraldo, 40° compleanno per lei'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Ciondolo con pietra portafortuna di smeraldo in argento sterling placcato oro 18 carati, collana con moneta di compleanno di maggio, disco girevole in vero smeraldo, 40° compleanno per lei\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(804)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di claudetteworters\\n              \\n              Annuncio dal negozio claudetteworters\\n              \\n                    claudetteworters\\n              \\n              Dal negozio claudetteworters\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 143,34 <h3>: Ciondolo con pietra portafortuna di smeraldo in argento sterling placcato oro 18 carati, collana con moneta di compleanno di maggio, disco girevole in vero smeraldo, 40° compleanno per lei <p>: Annuncio di claudetteworters\\n              \\n              Annuncio dal negozio claudetteworters\\n              \\n                    claudetteworters\\n              \\n              Dal negozio claudetteworters <span>: claudetteworters <span>: Dal negozio claudetteworters <p>: € 143,34 <span>: € <span>: 143,34'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Bandiera da campeggio in feltro con la scritta &quot;Non posso lavorare oggi, sono in sciopero&quot; / striscione sportivo vintage, divertente regalo di pesca, stampa artistica da parete per amanti della vita all&#39;aria aperta. Prodotto negli Stati Uniti.'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Bandiera da campeggio in feltro con la scritta \"Non posso lavorare oggi, sono in sciopero\" / striscione sportivo vintage, divertente regalo di pesca, stampa artistica da parete per amanti della vita all\\'aria aperta. Prodotto negli Stati Uniti.\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(5,9 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di BenoitsDesignCo\\n              \\n              Annuncio dal negozio BenoitsDesignCo\\n              \\n                    BenoitsDesignCo\\n              \\n              Dal negozio BenoitsDesignCo\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 39,14\\n                        \\n                        \\n                            € 39,14\\n                        \\n                        \\n                            € 46,05\\n                            \\n                                Prezzo originale € 46,05\\n                            \\n                            \\n                                \\n                                (15% di sconto) <h3>: Bandiera da campeggio in feltro con la scritta \"Non posso lavorare oggi, sono in sciopero\" / striscione sportivo vintage, divertente regalo di pesca, stampa artistica da parete per amanti della vita all\\'aria aperta. Prodotto negli Stati Uniti. <p>: Annuncio di BenoitsDesignCo\\n              \\n              Annuncio dal negozio BenoitsDesignCo\\n              \\n                    BenoitsDesignCo\\n              \\n              Dal negozio BenoitsDesignCo <span>: BenoitsDesignCo <span>: Dal negozio BenoitsDesignCo <p>: Prezzo scontato € 39,14\\n                        \\n                        \\n                            € 39,14 <span>: Prezzo scontato € 39,14 <span>: € 39,14 <p>: € 46,05\\n                            \\n                                Prezzo originale € 46,05\\n                            \\n                            \\n                                \\n                                (15% di sconto) <span>: € 46,05 <span>: Prezzo originale € 46,05 <span>: (15% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Culla mobile con sistema solare, cameretta mobile con pianeti in feltro, mobile con astronauta, neonato, mobile con spazio, mobile con astronauta e galassia, decorazione da appendere'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Culla mobile con sistema solare, cameretta mobile con pianeti in feltro, mobile con astronauta, neonato, mobile con spazio, mobile con astronauta e galassia, decorazione da appendere\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(676)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di WoolDreamland\\n              \\n              Annuncio dal negozio WoolDreamland\\n              \\n                    WoolDreamland\\n              \\n              Dal negozio WoolDreamland\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 132,81 <h3>: Culla mobile con sistema solare, cameretta mobile con pianeti in feltro, mobile con astronauta, neonato, mobile con spazio, mobile con astronauta e galassia, decorazione da appendere <p>: Annuncio di WoolDreamland\\n              \\n              Annuncio dal negozio WoolDreamland\\n              \\n                    WoolDreamland\\n              \\n              Dal negozio WoolDreamland <span>: WoolDreamland <span>: Dal negozio WoolDreamland <p>: € 132,81 <span>: € <span>: 132,81'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carta da regalo natalizia di New York City x 4 fogli'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Carta da regalo natalizia di New York City x 4 fogli\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(761)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di WindowCards\\n              \\n              Annuncio dal negozio WindowCards\\n              \\n                    WindowCards\\n              \\n              Dal negozio WindowCards\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 18,46 <h3>: Carta da regalo natalizia di New York City x 4 fogli <p>: Annuncio di WindowCards\\n              \\n              Annuncio dal negozio WindowCards\\n              \\n                    WindowCards\\n              \\n              Dal negozio WindowCards <span>: WindowCards <span>: Dal negozio WindowCards <p>: € 18,46 <span>: € <span>: 18,46'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(1,7 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di NinisAndFamily\\n              \\n              Annuncio dal negozio NinisAndFamily\\n              \\n                    NinisAndFamily\\n              \\n              Dal negozio NinisAndFamily\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 102,50\\n                        \\n                        \\n                            € 102,50\\n                        \\n                        \\n                            € 256,25\\n                            \\n                                Prezzo originale € 256,25\\n                            \\n                            \\n                                \\n                                (60% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork <p>: Annuncio di NinisAndFamily\\n              \\n              Annuncio dal negozio NinisAndFamily\\n              \\n                    NinisAndFamily\\n              \\n              Dal negozio NinisAndFamily <span>: NinisAndFamily <span>: Dal negozio NinisAndFamily <p>: Prezzo scontato € 102,50\\n                        \\n                        \\n                            € 102,50 <span>: Prezzo scontato € 102,50 <span>: € 102,50 <p>: € 256,25\\n                            \\n                                Prezzo originale € 256,25\\n                            \\n                            \\n                                \\n                                (60% di sconto) <span>: € 256,25 <span>: Prezzo originale € 256,25 <span>: (60% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Inter Maglione Natalizio, Adulto, Unisex'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilità regolare'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Scopri di più sul Programma Ricondizionato. <span>: Scopri di più sul Programma Ricondizionato. <a>: <div class=\"vl-image vl-banner-color-block__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/images/g/ZZMAAOSwcJpoNZFY/s-l960.webp alt></div>'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-banner-color-block__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/images/g/9uwAAOSwiw1oGL2f/s-l960.webp alt></div>'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le 11 migliori idee regalo Nike per la spiaggia'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le migliori felpe con cappuccio da basket Nike'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli 11 migliori regali Nike per ciclisti'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Migliori giacche e smanicati da running Nike da indossare tutta la stagione'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: I migliori articoli da running invernali Nike tutti da scoprire'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cinque regali Nike per triatleti '}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Waterproof Cycling Jacket\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Van Rysel Men's Ultralight Waterproof Cycling Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(42)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di StudioMenaArt\\n              \\n              Annuncio dal negozio StudioMenaArt\\n              \\n                    StudioMenaArt\\n              \\n              Dal negozio StudioMenaArt\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 221,39\\n                        \\n                        \\n                            € 221,39\\n                        \\n                        \\n                            € 276,74\\n                            \\n                                Prezzo originale € 276,74\\n                            \\n                            \\n                                \\n                                (20% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato <p>: Annuncio di StudioMenaArt\\n              \\n              Annuncio dal negozio StudioMenaArt\\n              \\n                    StudioMenaArt\\n              \\n              Dal negozio StudioMenaArt <span>: StudioMenaArt <span>: Dal negozio StudioMenaArt <p>: Prezzo scontato € 221,39\\n                        \\n                        \\n                            € 221,39 <span>: Prezzo scontato € 221,39 <span>: € 221,39 <p>: € 276,74\\n                            \\n                                Prezzo originale € 276,74\\n                            \\n                            \\n                                \\n                                (20% di sconto) <span>: € 276,74 <span>: Prezzo originale € 276,74 <span>: (20% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8597105*}'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Save 33% <span>: Vendor: <h3>: Forclaz MT500 UPF 50+ Hiking Hat'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Kiprun Men's Run 100 Dry Running T-Shirt\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Kiprun Men's Run 100 Dry Running T-Shirt\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8606098*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 28% <span>: Vendor: <h3>: Quechua Men's MH120 Hiking Fleece\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*cinnamon-8493046*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's Travel 500 3-in-1 Waterproof Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*smoked-black-8796550*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's NH500 Imper Waterproof Over Pants\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8510030*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Wedze Men's BL100 Ski Base Layer Bottoms\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(2,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di GemHive\\n              \\n              Annuncio dal negozio GemHive\\n              \\n                    GemHive\\n              \\n              Dal negozio GemHive\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 21,92\\n                        \\n                        \\n                            € 21,92\\n                        \\n                        \\n                            € 31,31\\n                            \\n                                Prezzo originale € 31,31\\n                            \\n                            \\n                                \\n                                (30% di sconto) <h3>: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici <p>: Annuncio di GemHive\\n              \\n              Annuncio dal negozio GemHive\\n              \\n                    GemHive\\n              \\n              Dal negozio GemHive <span>: GemHive <span>: Dal negozio GemHive <p>: Prezzo scontato € 21,92\\n                        \\n                        \\n                            € 21,92 <span>: Prezzo scontato € 21,92 <span>: € 21,92 <p>: € 31,31\\n                            \\n                                Prezzo originale € 31,31\\n                            \\n                            \\n                                \\n                                (30% di sconto) <span>: € 31,31 <span>: Prezzo originale € 31,31 <span>: (30% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d&#39;onore'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d'onore\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(67)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di HandmadebyKeraniShop\\n              \\n              Annuncio dal negozio HandmadebyKeraniShop\\n              \\n                    HandmadebyKeraniShop\\n              \\n              Dal negozio HandmadebyKeraniShop\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 46,13\\n                        \\n                        \\n                            € 46,13\\n                        \\n                        \\n                            € 65,91\\n                            \\n                                Prezzo originale € 65,91\\n                            \\n                            \\n                                \\n                                (30% di sconto) <h3>: Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d'onore <p>: Annuncio di HandmadebyKeraniShop\\n              \\n              Annuncio dal negozio HandmadebyKeraniShop\\n              \\n                    HandmadebyKeraniShop\\n              \\n              Dal negozio HandmadebyKeraniShop <span>: HandmadebyKeraniShop <span>: Dal negozio HandmadebyKeraniShop <p>: Prezzo scontato € 46,13\\n                        \\n                        \\n                            € 46,13 <span>: Prezzo scontato € 46,13 <span>: € 46,13 <p>: € 65,91\\n                            \\n                                Prezzo originale € 65,91\\n                            \\n                            \\n                                \\n                                (30% di sconto) <span>: € 65,91 <span>: Prezzo originale € 65,91 <span>: (30% di sconto)\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(3,3 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di BigStuffed\\n              \\n              Annuncio dal negozio BigStuffed\\n              \\n                    BigStuffed\\n              \\n              Dal negozio BigStuffed\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 319,00\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini <p>: Annuncio di BigStuffed\\n              \\n              Annuncio dal negozio BigStuffed\\n              \\n                    BigStuffed\\n              \\n              Dal negozio BigStuffed <span>: BigStuffed <span>: Dal negozio BigStuffed <p>: € 319,00 <span>: € <span>: 319,00 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(680)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di Blowfishdesignshats\\n              \\n              Annuncio dal negozio Blowfishdesignshats\\n              \\n                    Blowfishdesignshats\\n              \\n              Dal negozio Blowfishdesignshats\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 38,38 <h3>: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne <p>: Annuncio di Blowfishdesignshats\\n              \\n              Annuncio dal negozio Blowfishdesignshats\\n              \\n                    Blowfishdesignshats\\n              \\n              Dal negozio Blowfishdesignshats <span>: Blowfishdesignshats <span>: Dal negozio Blowfishdesignshats <p>: € 38,38 <span>: € <span>: 38,38'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(9,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di xoxoSugarplum\\n              \\n              Annuncio dal negozio xoxoSugarplum\\n              \\n                    xoxoSugarplum\\n              \\n              Dal negozio xoxoSugarplum\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 13,14\\n                        \\n                        \\n                            € 13,14\\n                        \\n                        \\n                            € 17,52\\n                            \\n                                Prezzo originale € 17,52\\n                            \\n                            \\n                                \\n                                (25% di sconto) <h3>: Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri <p>: Annuncio di xoxoSugarplum\\n              \\n              Annuncio dal negozio xoxoSugarplum\\n              \\n                    xoxoSugarplum\\n              \\n              Dal negozio xoxoSugarplum <span>: xoxoSugarplum <span>: Dal negozio xoxoSugarplum <p>: Prezzo scontato € 13,14\\n                        \\n                        \\n                            € 13,14 <span>: Prezzo scontato € 13,14 <span>: € 13,14 <p>: € 17,52\\n                            \\n                                Prezzo originale € 17,52\\n                            \\n                            \\n                                \\n                                (25% di sconto) <span>: € 17,52 <span>: Prezzo originale € 17,52 <span>: (25% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(3,7 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di PyknicOfficial\\n              \\n              Annuncio dal negozio PyknicOfficial\\n              \\n                    PyknicOfficial\\n              \\n              Dal negozio PyknicOfficial\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 14,59\\n                        \\n                        \\n                            € 14,59\\n                        \\n                        \\n                            € 15,35\\n                            \\n                                Prezzo originale € 15,35\\n                            \\n                            \\n                                \\n                                (5% di sconto) <h3>: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai <p>: Annuncio di PyknicOfficial\\n              \\n              Annuncio dal negozio PyknicOfficial\\n              \\n                    PyknicOfficial\\n              \\n              Dal negozio PyknicOfficial <span>: PyknicOfficial <span>: Dal negozio PyknicOfficial <p>: Prezzo scontato € 14,59\\n                        \\n                        \\n                            € 14,59 <span>: Prezzo scontato € 14,59 <span>: € 14,59 <p>: € 15,35\\n                            \\n                                Prezzo originale € 15,35\\n                            \\n                            \\n                                \\n                                (5% di sconto) <span>: € 15,35 <span>: Prezzo originale € 15,35 <span>: (5% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error getting model response: 'choices'\n",
+      "Error parsing MLLM response: expected string or bytes-like object\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli otto migliori regali Nike per lo yoga'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le 11 migliori idee regalo Nike per la spiaggia'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le migliori felpe con cappuccio da basket Nike'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli 11 migliori regali Nike per ciclisti'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Migliori giacche e smanicati da running Nike da indossare tutta la stagione'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*asphalt-blue-8858286*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 20% <span>: Vendor: <h3>: Simond Men's MT100 Hooded Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8573829*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's MT100 Hooded Synthetic Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8916867*}'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Save 19% <span>: Vendor: <h3>: Simond Adult MT500 Merino Wool Beanie'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*whale-gray-8670150*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH100 Hiking Fleece\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8493310*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 22% <span>: Vendor: <h3>: Simond Men's Travel 500 Merino Wool T-Shirt\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Red and gray backpack on a white background'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 30% <span>: Vendor: <h3>: Simond  Men's MT100 Easyfit 70L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(67)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di AnatomyOfJoy\\n              \\n              Annuncio dal negozio AnatomyOfJoy\\n              \\n                    AnatomyOfJoy\\n              \\n              Dal negozio AnatomyOfJoy\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 175,25 <h3>: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività <p>: Annuncio di AnatomyOfJoy\\n              \\n              Annuncio dal negozio AnatomyOfJoy\\n              \\n                    AnatomyOfJoy\\n              \\n              Dal negozio AnatomyOfJoy <span>: AnatomyOfJoy <span>: Dal negozio AnatomyOfJoy <p>: € 175,25 <span>: € <span>: 175,25'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Decorazione natalizia &quot;Primo matrimonio&quot; a forma di fiore d&#39;arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Decorazione natalizia \"Primo matrimonio\" a forma di fiore d\\'arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(456)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di MAERRIMENT\\n              \\n              Annuncio dal negozio MAERRIMENT\\n              \\n                    MAERRIMENT\\n              \\n              Dal negozio MAERRIMENT\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 76,08\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Decorazione natalizia \"Primo matrimonio\" a forma di fiore d\\'arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia <p>: Annuncio di MAERRIMENT\\n              \\n              Annuncio dal negozio MAERRIMENT\\n              \\n                    MAERRIMENT\\n              \\n              Dal negozio MAERRIMENT <span>: MAERRIMENT <span>: Dal negozio MAERRIMENT <p>: € 76,08 <span>: € <span>: 76,08 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l&#39;Italia.'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia.\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(421)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di ComplimentsofTheChef\\n              \\n              Annuncio dal negozio ComplimentsofTheChef\\n              \\n                    ComplimentsofTheChef\\n              \\n              Dal negozio ComplimentsofTheChef\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 50,43 <h3>: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia. <p>: Annuncio di ComplimentsofTheChef\\n              \\n              Annuncio dal negozio ComplimentsofTheChef\\n              \\n                    ComplimentsofTheChef\\n              \\n              Dal negozio ComplimentsofTheChef <span>: ComplimentsofTheChef <span>: Dal negozio ComplimentsofTheChef <p>: € 50,43 <span>: € <span>: 50,43\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(329)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di NabeelaRumi\\n              \\n              Annuncio dal negozio NabeelaRumi\\n              \\n                    NabeelaRumi\\n              \\n              Dal negozio NabeelaRumi\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 43,11 <h3>: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato <p>: Annuncio di NabeelaRumi\\n              \\n              Annuncio dal negozio NabeelaRumi\\n              \\n                    NabeelaRumi\\n              \\n              Dal negozio NabeelaRumi <span>: NabeelaRumi <span>: Dal negozio NabeelaRumi <p>: € 43,11 <span>: € <span>: 43,11'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d&#39;agnello'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(1,2 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di NINAFUEHRER\\n              \\n              Annuncio dal negozio NINAFUEHRER\\n              \\n                    NINAFUEHRER\\n              \\n              Dal negozio NINAFUEHRER\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 79,00 <h3>: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello <p>: Annuncio di NINAFUEHRER\\n              \\n              Annuncio dal negozio NINAFUEHRER\\n              \\n                    NINAFUEHRER\\n              \\n              Dal negozio NINAFUEHRER <span>: NINAFUEHRER <span>: Dal negozio NINAFUEHRER <p>: € 79,00 <span>: € <span>: 79,00\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(423)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di knitbylyss\\n              \\n              Annuncio dal negozio knitbylyss\\n              \\n                    knitbylyss\\n              \\n              Dal negozio knitbylyss\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 93,20\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n                \\n            \\n\\n                    \\n\\n\\n\\n            \\n            \\n                \\n    Solo 3 in stock. Affrettati! <h3>: Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente <p>: Annuncio di knitbylyss\\n              \\n              Annuncio dal negozio knitbylyss\\n              \\n                    knitbylyss\\n              \\n              Dal negozio knitbylyss <span>: knitbylyss <span>: Dal negozio knitbylyss <p>: € 93,20 <span>: € <span>: 93,20'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(329)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di NabeelaRumi\\n              \\n              Annuncio dal negozio NabeelaRumi\\n              \\n                    NabeelaRumi\\n              \\n              Dal negozio NabeelaRumi\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 43,11 <h3>: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato <p>: Annuncio di NabeelaRumi\\n              \\n              Annuncio dal negozio NabeelaRumi\\n              \\n                    NabeelaRumi\\n              \\n              Dal negozio NabeelaRumi <span>: NabeelaRumi <span>: Dal negozio NabeelaRumi <p>: € 43,11 <span>: € <span>: 43,11'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Knitted Pullover Plain Knitted Pullover'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Elettronica'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Elettronica'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gaming'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Gaming'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Elettrodomestici'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Elettrodomestici'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH500 Hiking Lightweight Waterproof Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572550*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 22% <span>: Vendor: <h3>: Forclaz Men's Travel 100 Cargo Shorts\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8501932*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's MT500 Merino Wool Base Layer Tights\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(10,9 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di AGIOTAGE\\n              \\n              Annuncio dal negozio AGIOTAGE\\n              \\n                    AGIOTAGE\\n              \\n              Dal negozio AGIOTAGE\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 55,52\\n                        \\n                        \\n                            € 55,52\\n                        \\n                        \\n                            € 92,54\\n                            \\n                                Prezzo originale € 92,54\\n                            \\n                            \\n                                \\n                                (40% di sconto) <h3>: Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino <p>: Annuncio di AGIOTAGE\\n              \\n              Annuncio dal negozio AGIOTAGE\\n              \\n                    AGIOTAGE\\n              \\n              Dal negozio AGIOTAGE <span>: AGIOTAGE <span>: Dal negozio AGIOTAGE <p>: Prezzo scontato € 55,52\\n                        \\n                        \\n                            € 55,52 <span>: Prezzo scontato € 55,52 <span>: € 55,52 <p>: € 92,54\\n                            \\n                                Prezzo originale € 92,54\\n                            \\n                            \\n                                \\n                                (40% di sconto) <span>: € 92,54 <span>: Prezzo originale € 92,54 <span>: (40% di sconto)'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(1,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di PaPappa\\n              \\n              Annuncio dal negozio PaPappa\\n              \\n                    PaPappa\\n              \\n              Dal negozio PaPappa\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 97,42\\n                        \\n                        \\n                            € 97,42\\n                        \\n                        \\n                            € 129,90\\n                            \\n                                Prezzo originale € 129,90\\n                            \\n                            \\n                                \\n                                (25% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet <p>: Annuncio di PaPappa\\n              \\n              Annuncio dal negozio PaPappa\\n              \\n                    PaPappa\\n              \\n              Dal negozio PaPappa <span>: PaPappa <span>: Dal negozio PaPappa <p>: Prezzo scontato € 97,42\\n                        \\n                        \\n                            € 97,42 <span>: Prezzo scontato € 97,42 <span>: € 97,42 <p>: € 129,90\\n                            \\n                                Prezzo originale € 129,90\\n                            \\n                            \\n                                \\n                                (25% di sconto) <span>: € 129,90 <span>: Prezzo originale € 129,90 <span>: (25% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Candela Baguette: Candela profumata al pane in cera d&#39;api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Candela Baguette: Candela profumata al pane in cera d'api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(3,3 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di CandleLume\\n              \\n              Annuncio dal negozio CandleLume\\n              \\n                    CandleLume\\n              \\n              Dal negozio CandleLume\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 21,95 <h3>: Candela Baguette: Candela profumata al pane in cera d'api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano <p>: Annuncio di CandleLume\\n              \\n              Annuncio dal negozio CandleLume\\n              \\n                    CandleLume\\n              \\n              Dal negozio CandleLume <span>: CandleLume <span>: Dal negozio CandleLume <p>: € 21,95 <span>: € <span>: 21,95\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(219)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di roomGAGA\\n              \\n              Annuncio dal negozio roomGAGA\\n              \\n                    roomGAGA\\n              \\n              Dal negozio roomGAGA\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 159,00\\n                        \\n                        \\n                            € 159,00\\n                        \\n                        \\n                            € 265,00\\n                            \\n                                Prezzo originale € 265,00\\n                            \\n                            \\n                                \\n                                (40% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato <p>: Annuncio di roomGAGA\\n              \\n              Annuncio dal negozio roomGAGA\\n              \\n                    roomGAGA\\n              \\n              Dal negozio roomGAGA <span>: roomGAGA <span>: Dal negozio roomGAGA <p>: Prezzo scontato € 159,00\\n                        \\n                        \\n                            € 159,00 <span>: Prezzo scontato € 159,00 <span>: € 159,00 <p>: € 265,00\\n                            \\n                                Prezzo originale € 265,00\\n                            \\n                            \\n                                \\n                                (40% di sconto) <span>: € 265,00 <span>: Prezzo originale € 265,00 <span>: (40% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(159)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di AmazingPawArt\\n              \\n              Annuncio dal negozio AmazingPawArt\\n              \\n                    AmazingPawArt\\n              \\n              Dal negozio AmazingPawArt\\n        \\n            \\n                        \\n                           \\n\\n\\n                    \\n                        \\n                            Prezzo scontato € 81,05\\n                        \\n                        \\n                            € 81,05\\n                        \\n                        \\n                            € 147,36\\n                            \\n                                Prezzo originale € 147,36\\n                            \\n                            \\n                                \\n                                (45% di sconto)\\n                                \\n                            \\n                        \\n                    \\n\\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto <p>: Annuncio di AmazingPawArt\\n              \\n              Annuncio dal negozio AmazingPawArt\\n              \\n                    AmazingPawArt\\n              \\n              Dal negozio AmazingPawArt <span>: AmazingPawArt <span>: Dal negozio AmazingPawArt <p>: Prezzo scontato € 81,05\\n                        \\n                        \\n                            € 81,05 <span>: Prezzo scontato € 81,05 <span>: € 81,05 <p>: € 147,36\\n                            \\n                                Prezzo originale € 147,36\\n                            \\n                            \\n                                \\n                                (45% di sconto) <span>: € 147,36 <span>: Prezzo originale € 147,36 <span>: (45% di sconto) <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(4)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di byAshleyGrace\\n              \\n              Annuncio dal negozio byAshleyGrace\\n              \\n                    byAshleyGrace\\n              \\n              Dal negozio byAshleyGrace\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 169,86 <h3>: Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie <p>: Annuncio di byAshleyGrace\\n              \\n              Annuncio dal negozio byAshleyGrace\\n              \\n                    byAshleyGrace\\n              \\n              Dal negozio byAshleyGrace <span>: byAshleyGrace <span>: Dal negozio byAshleyGrace <p>: € 169,86 <span>: € <span>: 169,86'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error getting model response: 'choices'\n",
+      "Error parsing MLLM response: expected string or bytes-like object\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(67)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di AnatomyOfJoy\\n              \\n              Annuncio dal negozio AnatomyOfJoy\\n              \\n                    AnatomyOfJoy\\n              \\n              Dal negozio AnatomyOfJoy\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 175,25 <h3>: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività <p>: Annuncio di AnatomyOfJoy\\n              \\n              Annuncio dal negozio AnatomyOfJoy\\n              \\n                    AnatomyOfJoy\\n              \\n              Dal negozio AnatomyOfJoy <span>: AnatomyOfJoy <span>: Dal negozio AnatomyOfJoy <p>: € 175,25 <span>: € <span>: 175,25'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Decorazione natalizia &quot;Primo matrimonio&quot; a forma di fiore d&#39;arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Decorazione natalizia \"Primo matrimonio\" a forma di fiore d\\'arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(456)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di MAERRIMENT\\n              \\n              Annuncio dal negozio MAERRIMENT\\n              \\n                    MAERRIMENT\\n              \\n              Dal negozio MAERRIMENT\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 76,08\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Decorazione natalizia \"Primo matrimonio\" a forma di fiore d\\'arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia <p>: Annuncio di MAERRIMENT\\n              \\n              Annuncio dal negozio MAERRIMENT\\n              \\n                    MAERRIMENT\\n              \\n              Dal negozio MAERRIMENT <span>: MAERRIMENT <span>: Dal negozio MAERRIMENT <p>: € 76,08 <span>: € <span>: 76,08 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l&#39;Italia.'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia.\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(421)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di ComplimentsofTheChef\\n              \\n              Annuncio dal negozio ComplimentsofTheChef\\n              \\n                    ComplimentsofTheChef\\n              \\n              Dal negozio ComplimentsofTheChef\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 50,43 <h3>: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia. <p>: Annuncio di ComplimentsofTheChef\\n              \\n              Annuncio dal negozio ComplimentsofTheChef\\n              \\n                    ComplimentsofTheChef\\n              \\n              Dal negozio ComplimentsofTheChef <span>: ComplimentsofTheChef <span>: Dal negozio ComplimentsofTheChef <p>: € 50,43 <span>: € <span>: 50,43\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(329)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di NabeelaRumi\\n              \\n              Annuncio dal negozio NabeelaRumi\\n              \\n                    NabeelaRumi\\n              \\n              Dal negozio NabeelaRumi\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 43,11 <h3>: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato <p>: Annuncio di NabeelaRumi\\n              \\n              Annuncio dal negozio NabeelaRumi\\n              \\n                    NabeelaRumi\\n              \\n              Dal negozio NabeelaRumi <span>: NabeelaRumi <span>: Dal negozio NabeelaRumi <p>: € 43,11 <span>: € <span>: 43,11'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d&#39;agnello'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(1,2 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di NINAFUEHRER\\n              \\n              Annuncio dal negozio NINAFUEHRER\\n              \\n                    NINAFUEHRER\\n              \\n              Dal negozio NINAFUEHRER\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 79,00 <h3>: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello <p>: Annuncio di NINAFUEHRER\\n              \\n              Annuncio dal negozio NINAFUEHRER\\n              \\n                    NINAFUEHRER\\n              \\n              Dal negozio NINAFUEHRER <span>: NINAFUEHRER <span>: Dal negozio NINAFUEHRER <p>: € 79,00 <span>: € <span>: 79,00\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(423)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di knitbylyss\\n              \\n              Annuncio dal negozio knitbylyss\\n              \\n                    knitbylyss\\n              \\n              Dal negozio knitbylyss\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 93,20\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n                \\n            \\n\\n                    \\n\\n\\n\\n            \\n            \\n                \\n    Solo 3 in stock. Affrettati! <h3>: Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente <p>: Annuncio di knitbylyss\\n              \\n              Annuncio dal negozio knitbylyss\\n              \\n                    knitbylyss\\n              \\n              Dal negozio knitbylyss <span>: knitbylyss <span>: Dal negozio knitbylyss <p>: € 93,20 <span>: € <span>: 93,20'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Knitted Pullover Plain Knitted Pullover'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8618759*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH500 Waterproof Hiking Shoes\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8317909*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 16% <span>: Vendor: <h3>: Simond Men's MT500 Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 26% <span>: Vendor: <h3>: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8619766*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Simond Forclaz Men's MT500 Hooded Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8666242*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pants\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club T-shirt – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Sportswear Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Therma'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(2,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di ClaireNilanArt\\n              \\n              Annuncio dal negozio ClaireNilanArt\\n              \\n                    ClaireNilanArt\\n              \\n              Dal negozio ClaireNilanArt\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 46,05 <h3>: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata <p>: Annuncio di ClaireNilanArt\\n              \\n              Annuncio dal negozio ClaireNilanArt\\n              \\n                    ClaireNilanArt\\n              \\n              Dal negozio ClaireNilanArt <span>: ClaireNilanArt <span>: Dal negozio ClaireNilanArt <p>: € 46,05 <span>: € <span>: 46,05'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Anello con ciondolo Kizzi'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Anello con ciondolo Kizzi\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(2,4 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di GemBlue\\n              \\n              Annuncio dal negozio GemBlue\\n              \\n                    GemBlue\\n              \\n              Dal negozio GemBlue\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 71,27 <h3>: Anello con ciondolo Kizzi <p>: Annuncio di GemBlue\\n              \\n              Annuncio dal negozio GemBlue\\n              \\n                    GemBlue\\n              \\n              Dal negozio GemBlue <span>: GemBlue <span>: Dal negozio GemBlue <p>: € 71,27 <span>: € <span>: 71,27'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(535)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di normadot\\n              \\n              Annuncio dal negozio normadot\\n              \\n                    normadot\\n              \\n              Dal negozio normadot\\n        \\n            \\n                        \\n                           \\n\\n                    \\n                        € 43,00\\n                    \\n                    \\n    \\n        Ordini idonei: -20%\\n    \\n    \\n            Spendi € 134,00 e ottieni -20% sul tuo ordine <h3>: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia <p>: Annuncio di normadot\\n              \\n              Annuncio dal negozio normadot\\n              \\n                    normadot\\n              \\n              Dal negozio normadot <span>: normadot <span>: Dal negozio normadot <p>: € 43,00 <span>: € <span>: 43,00 <span>: Ordini idonei: -20%\\n    \\n    \\n            Spendi € 134,00 e ottieni -20% sul tuo ordine'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Santa Paws – Calendario dell&#39;Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(2,2 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di HandmadeChristmasCC\\n              \\n              Annuncio dal negozio HandmadeChristmasCC\\n              \\n                    HandmadeChristmasCC\\n              \\n              Dal negozio HandmadeChristmasCC\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 20,20 <h3>: Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani <p>: Annuncio di HandmadeChristmasCC\\n              \\n              Annuncio dal negozio HandmadeChristmasCC\\n              \\n                    HandmadeChristmasCC\\n              \\n              Dal negozio HandmadeChristmasCC <span>: HandmadeChristmasCC <span>: Dal negozio HandmadeChristmasCC <p>: € 20,20 <span>: € <span>: 20,20\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fortezza per gatto. Cat House in cartone con balconi'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Fortezza per gatto. Cat House in cartone con balconi\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(62)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di MomsManufactureStore\\n              \\n              Annuncio dal negozio MomsManufactureStore\\n              \\n                    MomsManufactureStore\\n              \\n              Dal negozio MomsManufactureStore\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 158,98\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Fortezza per gatto. Cat House in cartone con balconi <p>: Annuncio di MomsManufactureStore\\n              \\n              Annuncio dal negozio MomsManufactureStore\\n              \\n                    MomsManufactureStore\\n              \\n              Dal negozio MomsManufactureStore <span>: MomsManufactureStore <span>: Dal negozio MomsManufactureStore <p>: € 158,98 <span>: € <span>: 158,98 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Puzzle in legno personalizzato con fiore di nascita'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Puzzle in legno personalizzato con fiore di nascita\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(27,8 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di OakdeneDesigns\\n              \\n              Annuncio dal negozio OakdeneDesigns\\n              \\n                    OakdeneDesigns\\n              \\n              Dal negozio OakdeneDesigns\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 57,91 <h3>: Puzzle in legno personalizzato con fiore di nascita <p>: Annuncio di OakdeneDesigns\\n              \\n              Annuncio dal negozio OakdeneDesigns\\n              \\n                    OakdeneDesigns\\n              \\n              Dal negozio OakdeneDesigns <span>: OakdeneDesigns <span>: Dal negozio OakdeneDesigns <p>: € 57,91 <span>: € <span>: 57,91'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficialeAC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale <span>: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficialeAC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale <a>: 4.8\\xa04.8 su 5 stelle.\\xa053 <span>: 4.8 <span>: 53 <a>: 26,00\\xa0€26,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e CapacitàA.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità <span>: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e CapacitàA.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità <a>: 4.6\\xa04.6 su 5 stelle.\\xa084 <span>: 4.6 <span>: 84 <a>: 30,00\\xa0€30,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, RossoAC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso <span>: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, RossoAC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso <a>: 4.3\\xa04.3 su 5 stelle.\\xa041 <span>: 4.3 <span>: 41 <a>: 12,00\\xa0€12,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Pantaloni in fleece spazzolato con bordi – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: NikeCourt Heritage Pantaloni da tennis – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: NikeCourt Heritage'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club T-shirt – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Sportswear Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Therma'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Pantaloni in fleece spazzolato con bordi – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: NikeCourt Heritage Pantaloni da tennis – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: NikeCourt Heritage'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8526272*}'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Trek 900 Waterproof Backpacking Hat'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8581388*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Simond Men's MT500 Air 50+10 L Backpacking Backpack\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8555093*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH100 Hiking Shoes\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error getting model response: 'choices'\n",
+      "Error parsing MLLM response: expected string or bytes-like object\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8618759*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH500 Waterproof Hiking Shoes\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8317909*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 16% <span>: Vendor: <h3>: Simond Men's MT500 Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 26% <span>: Vendor: <h3>: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8619766*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Simond Forclaz Men's MT500 Hooded Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8666242*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pants\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(2,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di ClaireNilanArt\\n              \\n              Annuncio dal negozio ClaireNilanArt\\n              \\n                    ClaireNilanArt\\n              \\n              Dal negozio ClaireNilanArt\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 46,05 <h3>: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata <p>: Annuncio di ClaireNilanArt\\n              \\n              Annuncio dal negozio ClaireNilanArt\\n              \\n                    ClaireNilanArt\\n              \\n              Dal negozio ClaireNilanArt <span>: ClaireNilanArt <span>: Dal negozio ClaireNilanArt <p>: € 46,05 <span>: € <span>: 46,05'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Anello con ciondolo Kizzi'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Anello con ciondolo Kizzi\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(2,4 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di GemBlue\\n              \\n              Annuncio dal negozio GemBlue\\n              \\n                    GemBlue\\n              \\n              Dal negozio GemBlue\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 71,27 <h3>: Anello con ciondolo Kizzi <p>: Annuncio di GemBlue\\n              \\n              Annuncio dal negozio GemBlue\\n              \\n                    GemBlue\\n              \\n              Dal negozio GemBlue <span>: GemBlue <span>: Dal negozio GemBlue <p>: € 71,27 <span>: € <span>: 71,27'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(535)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di normadot\\n              \\n              Annuncio dal negozio normadot\\n              \\n                    normadot\\n              \\n              Dal negozio normadot\\n        \\n            \\n                        \\n                           \\n\\n                    \\n                        € 43,00\\n                    \\n                    \\n    \\n        Ordini idonei: -20%\\n    \\n    \\n            Spendi € 134,00 e ottieni -20% sul tuo ordine <h3>: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia <p>: Annuncio di normadot\\n              \\n              Annuncio dal negozio normadot\\n              \\n                    normadot\\n              \\n              Dal negozio normadot <span>: normadot <span>: Dal negozio normadot <p>: € 43,00 <span>: € <span>: 43,00 <span>: Ordini idonei: -20%\\n    \\n    \\n            Spendi € 134,00 e ottieni -20% sul tuo ordine'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Santa Paws – Calendario dell&#39;Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(2,2 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di HandmadeChristmasCC\\n              \\n              Annuncio dal negozio HandmadeChristmasCC\\n              \\n                    HandmadeChristmasCC\\n              \\n              Dal negozio HandmadeChristmasCC\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 20,20 <h3>: Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani <p>: Annuncio di HandmadeChristmasCC\\n              \\n              Annuncio dal negozio HandmadeChristmasCC\\n              \\n                    HandmadeChristmasCC\\n              \\n              Dal negozio HandmadeChristmasCC <span>: HandmadeChristmasCC <span>: Dal negozio HandmadeChristmasCC <p>: € 20,20 <span>: € <span>: 20,20\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fortezza per gatto. Cat House in cartone con balconi'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Fortezza per gatto. Cat House in cartone con balconi\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(62)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di MomsManufactureStore\\n              \\n              Annuncio dal negozio MomsManufactureStore\\n              \\n                    MomsManufactureStore\\n              \\n              Dal negozio MomsManufactureStore\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 158,98\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Fortezza per gatto. Cat House in cartone con balconi <p>: Annuncio di MomsManufactureStore\\n              \\n              Annuncio dal negozio MomsManufactureStore\\n              \\n                    MomsManufactureStore\\n              \\n              Dal negozio MomsManufactureStore <span>: MomsManufactureStore <span>: Dal negozio MomsManufactureStore <p>: € 158,98 <span>: € <span>: 158,98 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Puzzle in legno personalizzato con fiore di nascita'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Puzzle in legno personalizzato con fiore di nascita\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(27,8 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di OakdeneDesigns\\n              \\n              Annuncio dal negozio OakdeneDesigns\\n              \\n                    OakdeneDesigns\\n              \\n              Dal negozio OakdeneDesigns\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 57,91 <h3>: Puzzle in legno personalizzato con fiore di nascita <p>: Annuncio di OakdeneDesigns\\n              \\n              Annuncio dal negozio OakdeneDesigns\\n              \\n                    OakdeneDesigns\\n              \\n              Dal negozio OakdeneDesigns <span>: OakdeneDesigns <span>: Dal negozio OakdeneDesigns <p>: € 57,91 <span>: € <span>: 57,91'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficialeAC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale <span>: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficialeAC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale <a>: 4.8\\xa04.8 su 5 stelle.\\xa053 <span>: 4.8 <span>: 53 <a>: 26,00\\xa0€26,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e CapacitàA.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità <span>: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e CapacitàA.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità <a>: 4.6\\xa04.6 su 5 stelle.\\xa084 <span>: 4.6 <span>: 84 <a>: 30,00\\xa0€30,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, RossoAC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso <span>: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, RossoAC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso <a>: 4.3\\xa04.3 su 5 stelle.\\xa041 <span>: 4.3 <span>: 41 <a>: 12,00\\xa0€12,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sega a nastro taglio legno 550W Scheppach hbs261'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Sport Hoop Fleece'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Sportswear Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli otto migliori regali Nike per lo yoga'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Storie correlate <a>: Guida agli acquistiGli otto migliori regali Nike per lo yoga <a>: Guida agli acquistiI migliori regali Nike per chi gioca a tennis, approvati dall'élite <a>: Guida agli acquistiLe 11 migliori idee regalo Nike per la spiaggia <a>: Guida agli acquistiLe migliori felpe con cappuccio da basket Nike <a>: Guida agli acquistiGli 11 migliori regali Nike per ciclisti <a>: Guida agli acquistiMigliori giacche e smanicati da running Nike da indossare tutta la stagione <a>: Guida agli acquistiI migliori articoli da running invernali Nike tutti da scoprire <a>: Guida agli acquistiCinque regali Nike per triatleti <a>: Guida agli acquistiCome scegliere la giacca (o lo smanicato) da running Nike ideale per le basse temperature <a>: Guida all'acquistoQual è l'abbigliamento da yoga ideale per gli uomini?\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8618759*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Quechua Men's MH500 Waterproof Hiking Shoes\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8317909*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 16% <span>: Vendor: <h3>: Simond Men's MT500 Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Save 26% <span>: Vendor: <h3>: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8619766*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Simond Forclaz Men's MT500 Hooded Down Puffer Jacket\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8666242*}'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pants\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <span>: Vendor: <h3>: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Men's Outdoor Apparel – Decathlon, content of the <meta name='description'> tag: Shop our selection of outdoor clothes and gear for men designed by Decathlon. Enjoy free U.S. standard shipping on orders over $49! Free returns up to 90 days!, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Loading\\n    \\n\\n\\n\\n    \\n            \\n    \\n\\n\\n\\n    \\n \\n\\n                    \\n                \\n        \\n                \\n        \\n    \\n            \\n            \\n                Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(2,1 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di ClaireNilanArt\\n              \\n              Annuncio dal negozio ClaireNilanArt\\n              \\n                    ClaireNilanArt\\n              \\n              Dal negozio ClaireNilanArt\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 46,05 <h3>: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata <p>: Annuncio di ClaireNilanArt\\n              \\n              Annuncio dal negozio ClaireNilanArt\\n              \\n                    ClaireNilanArt\\n              \\n              Dal negozio ClaireNilanArt <span>: ClaireNilanArt <span>: Dal negozio ClaireNilanArt <p>: € 46,05 <span>: € <span>: 46,05'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Anello con ciondolo Kizzi'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Anello con ciondolo Kizzi\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(2,4 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di GemBlue\\n              \\n              Annuncio dal negozio GemBlue\\n              \\n                    GemBlue\\n              \\n              Dal negozio GemBlue\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 71,27 <h3>: Anello con ciondolo Kizzi <p>: Annuncio di GemBlue\\n              \\n              Annuncio dal negozio GemBlue\\n              \\n                    GemBlue\\n              \\n              Dal negozio GemBlue <span>: GemBlue <span>: Dal negozio GemBlue <p>: € 71,27 <span>: € <span>: 71,27'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(535)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di normadot\\n              \\n              Annuncio dal negozio normadot\\n              \\n                    normadot\\n              \\n              Dal negozio normadot\\n        \\n            \\n                        \\n                           \\n\\n                    \\n                        € 43,00\\n                    \\n                    \\n    \\n        Ordini idonei: -20%\\n    \\n    \\n            Spendi € 134,00 e ottieni -20% sul tuo ordine <h3>: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia <p>: Annuncio di normadot\\n              \\n              Annuncio dal negozio normadot\\n              \\n                    normadot\\n              \\n              Dal negozio normadot <span>: normadot <span>: Dal negozio normadot <p>: € 43,00 <span>: € <span>: 43,00 <span>: Ordini idonei: -20%\\n    \\n    \\n            Spendi € 134,00 e ottieni -20% sul tuo ordine'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Santa Paws – Calendario dell&#39;Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani'}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: <a>: Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.9\\n                \\n            \\n                \\n  \\n(2,2 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di HandmadeChristmasCC\\n              \\n              Annuncio dal negozio HandmadeChristmasCC\\n              \\n                    HandmadeChristmasCC\\n              \\n              Dal negozio HandmadeChristmasCC\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 20,20 <h3>: Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani <p>: Annuncio di HandmadeChristmasCC\\n              \\n              Annuncio dal negozio HandmadeChristmasCC\\n              \\n                    HandmadeChristmasCC\\n              \\n              Dal negozio HandmadeChristmasCC <span>: HandmadeChristmasCC <span>: Dal negozio HandmadeChristmasCC <p>: € 20,20 <span>: € <span>: 20,20\"}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fortezza per gatto. Cat House in cartone con balconi'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Fortezza per gatto. Cat House in cartone con balconi\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    5.0\\n                \\n            \\n                \\n  \\n(62)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di MomsManufactureStore\\n              \\n              Annuncio dal negozio MomsManufactureStore\\n              \\n                    MomsManufactureStore\\n              \\n              Dal negozio MomsManufactureStore\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 158,98\\n                \\n\\n                        \\n                        \\n                            \\n                        \\n                    \\n            \\n                    \\n    \\n            \\n    Spedizione GRATUITA <h3>: Fortezza per gatto. Cat House in cartone con balconi <p>: Annuncio di MomsManufactureStore\\n              \\n              Annuncio dal negozio MomsManufactureStore\\n              \\n                    MomsManufactureStore\\n              \\n              Dal negozio MomsManufactureStore <span>: MomsManufactureStore <span>: Dal negozio MomsManufactureStore <p>: € 158,98 <span>: € <span>: 158,98 <p>: Spedizione GRATUITA'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Puzzle in legno personalizzato con fiore di nascita'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Puzzle in legno personalizzato con fiore di nascita\\n            \\n\\n            \\n            \\n                \\n                    \\n                \\n                    4.8\\n                \\n            \\n                \\n  \\n(27,8 mila)\\n            \\n\\n                \\n            \\n        \\n            \\n                            \\n              \\n                    Annuncio di OakdeneDesigns\\n              \\n              Annuncio dal negozio OakdeneDesigns\\n              \\n                    OakdeneDesigns\\n              \\n              Dal negozio OakdeneDesigns\\n        \\n            \\n                        \\n                           \\n\\n\\n                \\n                    € 57,91 <h3>: Puzzle in legno personalizzato con fiore di nascita <p>: Annuncio di OakdeneDesigns\\n              \\n              Annuncio dal negozio OakdeneDesigns\\n              \\n                    OakdeneDesigns\\n              \\n              Dal negozio OakdeneDesigns <span>: OakdeneDesigns <span>: Dal negozio OakdeneDesigns <p>: € 57,91 <span>: € <span>: 57,91'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: La top 100 dei regali - Etsy, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficialeAC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale <span>: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficialeAC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale <a>: 4.8\\xa04.8 su 5 stelle.\\xa053 <span>: 4.8 <span>: 53 <a>: 26,00\\xa0€26,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e CapacitàA.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità <span>: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e CapacitàA.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità <a>: 4.6\\xa04.6 su 5 stelle.\\xa084 <span>: 4.6 <span>: 84 <a>: 30,00\\xa0€30,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, RossoAC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso <span>: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, RossoAC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso <a>: 4.3\\xa04.3 su 5 stelle.\\xa041 <span>: 4.3 <span>: 41 <a>: 12,00\\xa0€12,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Brooklyn Giacca puffer Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Brooklyn'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error getting model response: 'choices'\n",
+      "Error parsing MLLM response: expected string or bytes-like object\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Flight Giacca puffer in piumino – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Flight'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Jordan Sport Hoop Fleece'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Sportswear Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error getting model response: 'choices'\n",
+      "Error parsing MLLM response: expected string or bytes-like object\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/e2sAAeSwxqdo0lAX/$_57.JPG alt></div>Motori <h3>: Motori <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/OvkAAeSwpAFo0lAX/$_57.JPG alt></div>Collezionismo e passioni <h3>: Collezionismo e passioni <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/XbUAAeSwNN9o0lAX/$_57.JPG alt></div>Ricondizionato <h3>: Ricondizionato <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/DvwAAeSwlE9o0lAX/$_57.JPG alt></div>Elettronica <h3>: Elettronica <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/t3MAAeSwD5po0lAY/$_57.JPG alt></div>Elettrodomestici <h3>: Elettrodomestici <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/koEAAeSwF8Bo0lAY/$_57.JPG alt></div>Casa e giardino <h3>: Casa e giardino <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://i.ebayimg.com/00/s/Mjg4WDI4OA==/z/fVoAAeSwHCho0lAY/$_57.JPG alt></div>Moda e bellezza <h3>: Moda e bellezza'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficialeAC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale <span>: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficialeAC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale <a>: 4.8\\xa04.8 su 5 stelle.\\xa053 <span>: 4.8 <span>: 53 <a>: 26,00\\xa0€26,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e CapacitàA.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità <span>: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e CapacitàA.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità <a>: 4.6\\xa04.6 su 5 stelle.\\xa084 <span>: 4.6 <span>: 84 <a>: 30,00\\xa0€30,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, RossoAC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso <span>: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, RossoAC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso <a>: 4.3\\xa04.3 su 5 stelle.\\xa041 <span>: 4.3 <span>: 41 <a>: 12,00\\xa0€12,00€'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Amazon.it : maglioni, content of the <meta name='description'> tag: nan, content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/1_PopDest_Homepage_Refresh_Apple.jpg alt></div>Apple <h3>: Apple <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/2_PopDest_Homepage_Refresh_Dyson.jpg alt></div>Dyson <h3>: Dyson <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/3_PopDest_Homepage_Refresh_Samsung.jpg alt></div>Samsung <h3>: Samsung <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/4_PopDest_Homepage_Refresh_Nintendo.jpg alt></div>Nintendo <h3>: Nintendo <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/5_PopDest_Homepage_Refresh_Pokemon.jpg alt></div>Pokémon <h3>: Pokémon <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/6_PopDest_Homepage_Refresh_PlayStation.jpg alt></div>PlayStation <h3>: PlayStation <a>: <div class=\"vl-image vl-popular-destinations-evo__image\" style=\"background-image: url(\\'${src}\\')\"><img src=https://ir.ebaystatic.com/cr/v/c01/7_PopDest_Homepage_Refresh_LEGO.jpg alt></div>Lego <h3>: Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sega a nastro taglio legno 550W Scheppach hbs261'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Nike Club Zip a metà lunghezza per l'inverno – Uomo\"}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Club'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Icon Pantaloni in tessuto da basket - Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Icon'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kobe Pantaloni da basket Therma-FIT'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Kobe'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Stride Giacca da running Repel UV – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Stride'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Tech'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Windrunner Piumino - Uomo'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: <a>: Nike Windrunner'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: Acquista Abbigliamento da Uomo. Nike IT, content of the <meta name='description'> tag: Trova l'abbigliamento da uomo Nike per lo sport, l'allenamento e il tempo libero., content of the <meta name='keywords'> tag: Acquista Abbigliamento da Uomo\"}]\n",
       "Creating OpenAI format payload\n"
      ]
     }
@@ -10489,7 +11603,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "id": "c9402d3f",
    "metadata": {},
    "outputs": [],
@@ -10497,6 +11611,3155 @@
     "\n",
     "df_esercitazione.to_csv(\"dataset_esercitazione_\"+mllm_model_id+\"_without_image.csv\",sep=\";\",index=False)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5d57f36e",
+   "metadata": {},
+   "source": [
+    "## Testo risultati senza passare contesto ma solo immagine (e alt text originale)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "id": "4fa4da38",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "system_prompt_no_context = \"\"\"You are a web accessibility evaluation tool. Your task is to evaluate if alterative text for \n",
+    "                images on webpages are appropriate according to WCAG guidelines. The alt-text should serve the same purpose and present \n",
+    "                the same information as the original image content.  As a result, it is possible to remove the image content and replace it with the text alternative and no functionality or information would be lost. This text alternative should not necessarily describe the image content. \n",
+    "                It should serve the same purpose and convey the same information. This may sometimes result in a text alternative that looks like a description of the image content. But this would only be true if that was the best way to serve the same purpose.\n",
+    "                If possible, the short text alternative should completely convey the purpose and information. If it is not possible to do this in a short phrase or sentence, then the short text alternative should provide a brief overview of the information.\n",
+    "                The text alternative should be able to substitute for the image content. If the image content were removed from the page and substituted with the text, the page would still provide the same function and information. The text alternative would be brief but as informative as possible.\n",
+    "                In deciding what text to include in the alternative, it is often a good idea to consider the following questions:\n",
+    "                Why is this image content here?\n",
+    "                What information is it presenting?\n",
+    "                What purpose does it fulfill?\n",
+    "                If I could not use the image content, what words would I use to convey the same function and/or information?\n",
+    "\n",
+    "                When image content contains words that are important to understanding the content, the alt text should include those words.\n",
+    "\n",
+    "                Follow these instructions carefully:\n",
+    "                1. You will be provided as input with the following:\n",
+    "                - The image found on the webpage.\n",
+    "                - The associated alternative text. When the alt-text is empty or absent, you will be explicitly informed.\n",
+    "                \n",
+    "                \n",
+    "                2. Determine the function and purpose of the image by analyzing these elements.  \n",
+    "                \n",
+    "                3. Provide a final assessment based on the following:\n",
+    "                - 'success' if you can assess with 'sufficient certainty' the alt-text is appropriate in relation to the image purpose,\n",
+    "                - 'failure' if you can assess with 'sufficient certainty' that the alt-text is NOT appropriate,\n",
+    "                - 'warning' if you cannot determine with 'sufficient certainty'.\n",
+    "                where the level of certainty goes from 1 to 100 and 'sufficient certainty' means > 80 \n",
+    "                \n",
+    "                4. The original alt-text assessment on a scale from 1 to 5, where 5 is the best score. Use an integer number only. \n",
+    "                \n",
+    "                5. Provide a brief reasoning for your judgment. If the image contains text, write it verbatim. Your response should be in English.\n",
+    "                \n",
+    "                6. Keep your response within 150 words.\n",
+    "\n",
+    "                7. Generate the new most appropriate alt-text given the steps before. Keep this within 30 words. Use the same language as the original alt-text.\n",
+    "                 \n",
+    "                8. Here is the JSON format the results must have:\n",
+    "                {\"Original alt-text assessment\" : \"*your original alt-text assessment*\", \"Assessment\" : \"*your assessment*\", \"EvaluationResult\": \"*your response*\", \"New alt-text\":\"*new alt-text*\"}\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "id": "0a11ce91",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "system_prompt=system_prompt_no_context"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "id": "b7dccb9a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def call_llm_alt_text_assessment_no_context(mllm_end_point,original_alt_text,image_url,html_context,page_title,page_description,page_keywords,openai_model,system_prompt):\n",
+    "\n",
+    "    try:\n",
+    "        \n",
+    "        if original_alt_text ==None or pd.isna(original_alt_text)  :\n",
+    "            print(\"original_alt_text was nan:\",original_alt_text)\n",
+    "            original_alt_text=''#'No alt-text found'\n",
+    "        alt_text = \"Here is the alt-text of the image: \" + original_alt_text\n",
+    "        image_URL = image_url\n",
+    "        \"\"\"\n",
+    "        HTML_context = (\n",
+    "            \"Here is the surrounding HTML context of the element: \"\n",
+    "            + html_context\n",
+    "        )\n",
+    "        page_text = \"Here is the content of the page: Title of the page: \" + str(\n",
+    "            page_title\n",
+    "        )\n",
+    "        page_text = (\n",
+    "            page_text\n",
+    "            + \", content of the <meta name='description'> tag: \"\n",
+    "            + str(page_description)\n",
+    "        )\n",
+    "        page_text = (\n",
+    "            page_text\n",
+    "            + \", content of the <meta name='keywords'> tag: \"\n",
+    "            + str(page_keywords)\n",
+    "        )\"\"\"\n",
+    "    except Exception as e:\n",
+    "        print(\"exception on html context management:\",e)\n",
+    "    if openai_model:\n",
+    "        user_prompt = [\n",
+    "            {\"type\": \"text\", \"text\": alt_text},\n",
+    "            {\"type\": \"image_url\", \"image_url\": {\"url\": image_URL}},\n",
+    "            #{\"type\": \"text\", \"text\": HTML_context},\n",
+    "            #{\"type\": \"text\", \"text\": page_text},\n",
+    "        ]\n",
+    "    else:\n",
+    "        user_prompt = {\n",
+    "            \"user_prompt\": alt_text, #+ \" \" + HTML_context + \" \" + page_text,\n",
+    "            \"image_base64\": encode_image_from_url(image_URL),\n",
+    "        }\n",
+    "    print(\"user prompt:\",user_prompt)    \n",
+    "    if openai_model:\n",
+    "        print(\"Creating OpenAI format payload\")\n",
+    "        payload = {\n",
+    "            \"messages\": [\n",
+    "                {\"role\": \"system\", \"content\": system_prompt},\n",
+    "                {\"role\": \"user\", \"content\": user_prompt},\n",
+    "            ],\n",
+    "            \"temperature\": 0.7,\n",
+    "            \"top_p\": 0.95,\n",
+    "            \"frequency_penalty\": 0,\n",
+    "            \"presence_penalty\": 0,\n",
+    "            \"max_tokens\": 800,\n",
+    "            \"stop\": None,\n",
+    "        }\n",
+    "    else:  # ollama format\n",
+    "        model_id=mllm_model_id\n",
+    "        print(\"Creating alternative LLM format payload\")\n",
+    "        payload = {\n",
+    "            \"model\": model_id,\n",
+    "            \"stream\": False,\n",
+    "            \"messages\": [\n",
+    "                {\"role\": \"system\", \"content\": system_prompt},\n",
+    "                {\n",
+    "                    \"role\": \"user\",\n",
+    "                    \"content\": user_prompt[\"user_prompt\"],\n",
+    "                    \"images\": [user_prompt[\"image_base64\"]],\n",
+    "                },\n",
+    "            ],\n",
+    "            \"options\": {\n",
+    "                \"seed\": 123,\n",
+    "                \"temperature\": 0.7,\n",
+    "                \"num_ctx\": 8192,  # max input token\n",
+    "                \"num_predict\": 800,  # max output tokens\n",
+    "                \"top_p\": 0.95,\n",
+    "            },\n",
+    "        }\n",
+    "\n",
+    "    headers = [\n",
+    "        [\"Content-Type\", \"application/json\"],\n",
+    "        [\"Authorization\", f\"Bearer {mllm_api_key}\"],\n",
+    "    ]\n",
+    "    response = call_API_urlibrequest(\n",
+    "        url=mllm_end_point , headers=headers, data=payload\n",
+    "    )\n",
+    "    try:\n",
+    "        if openai_model:\n",
+    "            model_response = response[\"choices\"][0][\"message\"][\"content\"]\n",
+    "        else:\n",
+    "            model_response = response[\"message\"][\"content\"]\n",
+    "\n",
+    "    except Exception as e:\n",
+    "        print(\"Error getting model response:\", e)\n",
+    "        model_response = {}  \n",
+    "    parsed_resp = parse_mllm_alt_text_response(model_response)\n",
+    "    parsed_resp[\"model_id\"]=mllm_model_id\n",
+    "    return parsed_resp  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 179,
+   "id": "46eaca41",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*ultra-black-8542384*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8542384-product_image-p2815510.jpg'}}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "({'original_alt_text_assessment': '1',\n",
+       "  'assessment': 'failure',\n",
+       "  'evaluation_result': \"The alt-text 'ultra-black-8542384' appears to be an internal filename or product code and does not describe the image content or its purpose. The image is a product photograph showing a man modeling black boxer briefs, likely to display the product for potential buyers. The alt-text should describe the product and its key features to fulfill the same function as the image. Current alt-text provides no useful information to users relying on screen readers.\",\n",
+       "  'new_alt_text': \"Man wearing black boxer briefs, product photo for men's underwear.\",\n",
+       "  'model_id': 'gtp-4o'},\n",
+       " dict)"
+      ]
+     },
+     "execution_count": 179,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#testo\n",
+    "llm_assessment=call_llm_alt_text_assessment_no_context(mllm_end_point=mllm_end_point,original_alt_text=df_esercitazione.iloc[0][\"original_alt_text\"],image_url=df_esercitazione.iloc[0][\"image_url\"],html_context=df_esercitazione.iloc[0][\"html_context\"],page_title=df_esercitazione.iloc[0][\"page_title\"],page_description=df_esercitazione.iloc[0][\"page_description\"],page_keywords=df_esercitazione.iloc[0][\"page_keywords\"],openai_model=openai_model,system_prompt=system_prompt)\n",
+    "llm_assessment,type(llm_assessment)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "id": "f0ad560a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def process_row_safe_no_context(row):\n",
+    "    try:\n",
+    "        result = call_llm_alt_text_assessment_no_context(\n",
+    "            mllm_end_point=mllm_end_point,\n",
+    "            original_alt_text=row[\"original_alt_text\"],\n",
+    "            image_url=row[\"image_url\"],\n",
+    "            html_context=row[\"html_context\"],\n",
+    "            page_title=row[\"page_title\"],\n",
+    "            page_description=row[\"page_description\"],\n",
+    "            page_keywords=row[\"page_keywords\"],\n",
+    "            openai_model=openai_model,\n",
+    "            system_prompt=system_prompt\n",
+    "        )\n",
+    "        return pd.Series(result)\n",
+    "    except Exception as e:\n",
+    "        print(f\"Error processing row {row.name}: {e}\")\n",
+    "        return pd.Series({\n",
+    "            'original_alt_text_assessment': None,\n",
+    "            'assessment': None,\n",
+    "            'evaluation_result': None,\n",
+    "            'new_alt_text': None,\n",
+    "            'model_id':None\n",
+    "        })"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 181,
+   "id": "2b7635e3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*ultra-black-8542384*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8542384-product_image-p2815510.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Forclaz MT500 Lightweight Packable Hiking Sandals'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/SANDALE_TREK_500_20198506214TCIPSHOT001_-_8506214_-_001_---_Expires_on_01-10-2026.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8553119*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8553119-product_image-p2579131.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572546*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8572546-product_image-p2599261.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*laurel-green-8749613*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8749613-product_image-p2387087.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Waterproof Cycling Jacket\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/VAN_RYSEL_RAIN_JACKET_ROADR_900_LIGHT_M_JACKET_BLK_AH24_-_8529358_-_001_---_Expires_on_24-09-2029.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con pietra portafortuna di smeraldo in argento sterling placcato oro 18 carati, collana con moneta di compleanno di maggio, disco girevole in vero smeraldo, 40° compleanno per lei'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4747079765_2hg2.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Bandiera da campeggio in feltro con la scritta &quot;Non posso lavorare oggi, sono in sciopero&quot; / striscione sportivo vintage, divertente regalo di pesca, stampa artistica da parete per amanti della vita all&#39;aria aperta. Prodotto negli Stati Uniti.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7392255789_i13e.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Culla mobile con sistema solare, cameretta mobile con pianeti in feltro, mobile con astronauta, neonato, mobile con spazio, mobile con astronauta e galassia, decorazione da appendere'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6911617442_eufg.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carta da regalo natalizia di New York City x 4 fogli'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.3529795651_oogu.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4190920479_o05l.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6334593552_lo3m.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Inter Maglione Natalizio, Adulto, Unisex'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91Ayw6fsqtL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71ehJ0NHbNL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilità regolare'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71pGu3s8GUL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91DMl3x++6L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71p3k1cPK4L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81BxVzT18rL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Form Pantaloni versatili con bordo aperto Dri-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+DF+FORM+PANT+ALT+GFX.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Giacca con zip a tutta lunghezza in fleece Windrunner – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TCH+MIX+WR+HOODIE.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Solo Swoosh Felpa pullover con cappuccio – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NL+SOLO+SWSH+BB+PO+HOODIE.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Solo Swoosh Maglia a girocollo in fleece – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NL+SOLO+SWSH+BB+CREW.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Solo Swoosh Pantaloni in fleece con bordo aperto – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NL+SOLO+SWSH+BB+OH+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Felpa pullover in fleece con cappuccio – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+BB+PO+HOODIE.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*asphalt-blue-8858286*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8858286-product_image-p2688048_dea6fdbb-43f3-4b78-8e1b-94ab328aec0e.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8573829*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8573829-product_image-p2688112.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8916867*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8916867-product_image-p2837031.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*whale-gray-8670150*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8670150-product_image-p2607075.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8493310*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_image-p2865897_526e43f2-1fc4-4646-83ae-d71af4b654a2.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Red and gray backpack on a white background'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/FORCLAZ_SAD_H_MT_100_EASYFIT_70L_OCRE_-_8559696_-_001_---_Expires_on_04-06-2035.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6944294819_9i80.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Decorazione natalizia &quot;Primo matrimonio&quot; a forma di fiore d&#39;arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l&#39;Italia.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4465057277_6v42.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Decorazione natalizia &quot;Primo matrimonio&quot; a forma di fiore d&#39;arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.3440461419_6d1f.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d&#39;agnello'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.1684224167_jh61.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5918950027_tuan.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71yU2X8TKRL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81pnxcQUVbL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/61ZzOsVL4HL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Knitted Pullover Plain Knitted Pullover'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71blsSqf2mL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91nG7tYFJ4L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91GQa4pXpHL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club T-shirt – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NSW+CLUB+TEE.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TF+HD+FZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TECH+FLC+JGGR+PANT+REFLEC.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TCH+MIX+JGGR.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Pantaloni in fleece spazzolato con bordi – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+BB+CUFF+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: NikeCourt Heritage Pantaloni da tennis – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NKCT+HERITAGE+SUIT+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/1_PopDest_Homepage_Refresh_Apple.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/2_PopDest_Homepage_Refresh_Dyson.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/3_PopDest_Homepage_Refresh_Samsung.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8526272*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8526272-product_image-p2573126.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8581388*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8581388-product_image-p2597419_00435280-d2c1-42b0-9ce8-31d5c8d4db88.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8555093*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8555093-product_image-p2578982.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: BETONIERA ELETTRICA 160L 650W SCHEPPACH MIX160 IMPASTATRICE MISCELATORE CEMENTO'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(5).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AFFILATRICE A UMIDO ACQUA SCHEPPACH TIGER 2500 AFFILA COLTELLI FORBICI MOLA'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(6).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kit trapano avvitatore 20v ixes C-BSB74/1BE-X scheppach black'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(7).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8785247-product_image-p2583866_49c0ff2e-3d22-4f6e-b0f3-593848e9a0cb.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572550*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8572550-product_image-p1786927.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8501932*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_image-p2599257.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NEW NINTENDO 3DS XL SNES EDITION COMPLETA OTTIME CONDIZIONI ORIGINALE'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(8).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: VORWERK BIMBY TM6  RICONDIZIONATO CON GARANZIA 24 Mesi TM 6 COMPLETO DI TUTTO'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(9).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Rare Nintendo 3DS Club Nintendo EUR Princess Peach Edition CIB Limited Edition'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(10).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.2889740597_rdty.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7340341424_pp1m.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Candela Baguette: Candela profumata al pane in cera d&#39;api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5731464900_ag5l.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6951283767_rl7x.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7085044077_iirc.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6930265078_s3nj.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/714jEh4z5sL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81R6Q92I6jL._AC_UL640_QL65_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91YKU449GiL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51UZ4Rq3mkL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71VXZhhsUcL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81TDcwQf3yL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(11).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(12).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(13).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(14).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(15).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57.JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Flight Giacca puffer in piumino – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+J+FLT+DOWN+PUFFER.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+J+DF+SPRT+HOOP+FLC+FZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+BB+FZ+HOODIE.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TECH+FLC+PRO+CB+OH+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TF+CLUB+PUFFER+VEST+650.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8618759*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8618759-product_image-p2315780_2a5b96b2-f26e-4ba1-8391-68142d88902c.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8317909*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_image-p2917636.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/FORCLAZ_SAD_H_MT_100_EASYFIT_50L_NOIR_-_8559690_-_001_---_Expires_on_04-06-2035.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8619766*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8619766-product_image-p2917627.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8666242*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8666242-product_image-p2599267.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/VAN_RYSEL_SV_500_SANS_MANCHE_BLANC_PE22_-_8296143_-_000_---_Expires_on_09-03-2026.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5826928868_s6zj.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Anello con ciondolo Kizzi'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7204816730_nbd3.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7013937921_21i9.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Santa Paws – Calendario dell&#39;Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6298058426_8hd1.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fortezza per gatto. Cat House in cartone con balconi'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.2665607268_ck1g.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Puzzle in legno personalizzato con fiore di nascita'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4534986456_dc3g.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51EhReK+OsL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/513yekr2tbL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51qapumL8TL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71uHpXpzLiL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91sMTxxn34L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71ARFXQ9OgL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/7_PopDest_Homepage_Refresh_LEGO.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sega a nastro taglio legno 550W Scheppach hbs261'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(1).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(2).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(3).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(4).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Nike Club Zip a metà lunghezza per l'inverno – Uomo\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+SSNL+WNTRZD+AOP+HZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Icon Pantaloni in tessuto da basket - Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+WVN+ICON+PNT+STRTFV+SN.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kobe Pantaloni da basket Therma-FIT'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/KB+U+NK+TF+FUND+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Stride Giacca da running Repel UV – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+UV+RPL+STRIDE+JACKET.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TCH+FLC+JGGR.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Windrunner Piumino - Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+WINDRUNNER+STMNT+DWN+JKT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Nike Club Zip a metà lunghezza per l'inverno – Uomo\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+SSNL+WNTRZD+AOP+HZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Icon Pantaloni in tessuto da basket - Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+WVN+ICON+PNT+STRTFV+SN.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kobe Pantaloni da basket Therma-FIT'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/KB+U+NK+TF+FUND+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Nike Club Zip a metà lunghezza per l'inverno – Uomo\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+SSNL+WNTRZD+AOP+HZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Stride Giacca da running Repel UV – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+UV+RPL+STRIDE+JACKET.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TCH+FLC+JGGR.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Windrunner Piumino - Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+WINDRUNNER+STMNT+DWN+JKT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/7_PopDest_Homepage_Refresh_LEGO.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sega a nastro taglio legno 550W Scheppach hbs261'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(1).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(2).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(3).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(4).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8597105*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8597105-product_image-p1793791.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Kiprun Men's Run 100 Dry Running T-Shirt\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/DECATHLONTSHIRTRUNDRYHNOIRSS25PE25-8488034_8817443-069---Expireson06-11-2028.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8606098*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8606098-product_image-p2607248.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8597105*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8597105-product_image-p1793791.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8606098*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8606098-product_image-p2607248.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*ultra-black-8542384*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8542384-product_image-p2815510.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Forclaz MT500 Lightweight Packable Hiking Sandals'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/SANDALE_TREK_500_20198506214TCIPSHOT001_-_8506214_-_001_---_Expires_on_01-10-2026.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8553119*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8553119-product_image-p2579131.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*cinnamon-8493046*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_image-p2077593.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*smoked-black-8796550*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8796550-product_image-p2621215.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8510030*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_image-p2583111.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5648374324_l1by.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d&#39;onore'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7345091098_sgxt.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6889960238_tcwt.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572546*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8572546-product_image-p2599261.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*laurel-green-8749613*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8749613-product_image-p2387087.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Waterproof Cycling Jacket\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/VAN_RYSEL_RAIN_JACKET_ROADR_900_LIGHT_M_JACKET_BLK_AH24_-_8529358_-_001_---_Expires_on_24-09-2029.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7321447148_9rdw.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6716702234_13oa.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.2761697278_pzg3.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con pietra portafortuna di smeraldo in argento sterling placcato oro 18 carati, collana con moneta di compleanno di maggio, disco girevole in vero smeraldo, 40° compleanno per lei'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4747079765_2hg2.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Bandiera da campeggio in feltro con la scritta &quot;Non posso lavorare oggi, sono in sciopero&quot; / striscione sportivo vintage, divertente regalo di pesca, stampa artistica da parete per amanti della vita all&#39;aria aperta. Prodotto negli Stati Uniti.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7392255789_i13e.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Culla mobile con sistema solare, cameretta mobile con pianeti in feltro, mobile con astronauta, neonato, mobile con spazio, mobile con astronauta e galassia, decorazione da appendere'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6911617442_eufg.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91iwZR6RpvL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81DSv6jRD-L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carta da regalo natalizia di New York City x 4 fogli'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.3529795651_oogu.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4190920479_o05l.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6334593552_lo3m.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71NdJb+iIEL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81yL3TcxMfL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71X7wPoK+IL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli otto migliori regali Nike per lo yoga'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/gli-otto-migliori-regali-nike-per-lo-yoga.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/tredici-regali-di-nike-tennis-per-chi-gioca-a-tennis-a-qualsiasi-livello.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le 11 migliori idee regalo Nike per la spiaggia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-regali-nike-per-la-spiaggia.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le migliori felpe con cappuccio da basket Nike'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-felpe-con-cappuccio-da-basket-nike-da-acquistare-subito.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli 11 migliori regali Nike per ciclisti'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-11-regali-nike-per-ciclisti-e-cicliste.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Migliori giacche e smanicati da running Nike da indossare tutta la stagione'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-giacche-e-i-migliori-smanicati-da-running-nike.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Inter Maglione Natalizio, Adulto, Unisex'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91Ayw6fsqtL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71ehJ0NHbNL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilità regolare'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71pGu3s8GUL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(1).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(2).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(3).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(4).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(5).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(6).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91DMl3x++6L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71p3k1cPK4L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81BxVzT18rL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/1_PopDest_Homepage_Refresh_Apple.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/2_PopDest_Homepage_Refresh_Dyson.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/3_PopDest_Homepage_Refresh_Samsung.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/4_PopDest_Homepage_Refresh_Nintendo.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le 11 migliori idee regalo Nike per la spiaggia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-regali-nike-per-la-spiaggia.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le migliori felpe con cappuccio da basket Nike'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-felpe-con-cappuccio-da-basket-nike-da-acquistare-subito.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli 11 migliori regali Nike per ciclisti'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-11-regali-nike-per-ciclisti-e-cicliste.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Migliori giacche e smanicati da running Nike da indossare tutta la stagione'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-giacche-e-i-migliori-smanicati-da-running-nike.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: I migliori articoli da running invernali Nike tutti da scoprire'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-articoli-da-running-invernali-nike-tutti-da-scoprire.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cinque regali Nike per triatleti '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-regali-nike-per-triatleti.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8597105*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8597105-product_image-p1793791.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Kiprun Men's Run 100 Dry Running T-Shirt\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/DECATHLONTSHIRTRUNDRYHNOIRSS25PE25-8488034_8817443-069---Expireson06-11-2028.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8606098*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8606098-product_image-p2607248.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*cinnamon-8493046*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_image-p2077593.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*smoked-black-8796550*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8796550-product_image-p2621215.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8510030*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_image-p2583111.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5648374324_l1by.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d&#39;onore'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7345091098_sgxt.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6889960238_tcwt.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7321447148_9rdw.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6716702234_13oa.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.2761697278_pzg3.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81Fmbo+yajL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91iwZR6RpvL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81DSv6jRD-L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71NdJb+iIEL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81yL3TcxMfL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71X7wPoK+IL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(1).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(2).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(3).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(4).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(5).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(6).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli otto migliori regali Nike per lo yoga'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/gli-otto-migliori-regali-nike-per-lo-yoga.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/tredici-regali-di-nike-tennis-per-chi-gioca-a-tennis-a-qualsiasi-livello.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le 11 migliori idee regalo Nike per la spiaggia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-regali-nike-per-la-spiaggia.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le migliori felpe con cappuccio da basket Nike'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-felpe-con-cappuccio-da-basket-nike-da-acquistare-subito.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli 11 migliori regali Nike per ciclisti'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-11-regali-nike-per-ciclisti-e-cicliste.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Migliori giacche e smanicati da running Nike da indossare tutta la stagione'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-giacche-e-i-migliori-smanicati-da-running-nike.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*asphalt-blue-8858286*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8858286-product_image-p2688048_dea6fdbb-43f3-4b78-8e1b-94ab328aec0e.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8573829*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8573829-product_image-p2688112.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8916867*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8916867-product_image-p2837031.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*whale-gray-8670150*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8670150-product_image-p2607075.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8493310*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_image-p2865897_526e43f2-1fc4-4646-83ae-d71af4b654a2.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Red and gray backpack on a white background'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/FORCLAZ_SAD_H_MT_100_EASYFIT_70L_OCRE_-_8559696_-_001_---_Expires_on_04-06-2035.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8526272*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8526272-product_image-p2573126.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8581388*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8581388-product_image-p2597419_00435280-d2c1-42b0-9ce8-31d5c8d4db88.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572550*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8572550-product_image-p1786927.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8555093*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8555093-product_image-p2578982.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8785247-product_image-p2583866_49c0ff2e-3d22-4f6e-b0f3-593848e9a0cb.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8501932*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_image-p2599257.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.2889740597_rdty.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7340341424_pp1m.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Candela Baguette: Candela profumata al pane in cera d&#39;api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5731464900_ag5l.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6951283767_rl7x.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7085044077_iirc.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6930265078_s3nj.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81R6Q92I6jL._AC_UL640_QL65_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91YKU449GiL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51UZ4Rq3mkL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71VXZhhsUcL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81TDcwQf3yL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Brooklyn Giacca puffer Therma-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+J+BRK+PUFFER+JKT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Flight Giacca puffer in piumino – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+J+FLT+DOWN+PUFFER.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+J+DF+SPRT+HOOP+FLC+FZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+BB+FZ+HOODIE.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TECH+FLC+PRO+CB+OH+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TF+CLUB+PUFFER+VEST+650.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(11).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(12).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(13).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(14).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(15).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57.JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*ultra-black-8542384*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8542384-product_image-p2815510.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Forclaz MT500 Lightweight Packable Hiking Sandals'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/SANDALE_TREK_500_20198506214TCIPSHOT001_-_8506214_-_001_---_Expires_on_01-10-2026.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8553119*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8553119-product_image-p2579131.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572546*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8572546-product_image-p2599261.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*laurel-green-8749613*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8749613-product_image-p2387087.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con pietra portafortuna di smeraldo in argento sterling placcato oro 18 carati, collana con moneta di compleanno di maggio, disco girevole in vero smeraldo, 40° compleanno per lei'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4747079765_2hg2.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Bandiera da campeggio in feltro con la scritta &quot;Non posso lavorare oggi, sono in sciopero&quot; / striscione sportivo vintage, divertente regalo di pesca, stampa artistica da parete per amanti della vita all&#39;aria aperta. Prodotto negli Stati Uniti.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7392255789_i13e.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Culla mobile con sistema solare, cameretta mobile con pianeti in feltro, mobile con astronauta, neonato, mobile con spazio, mobile con astronauta e galassia, decorazione da appendere'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6911617442_eufg.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carta da regalo natalizia di New York City x 4 fogli'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.3529795651_oogu.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4190920479_o05l.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Inter Maglione Natalizio, Adulto, Unisex'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91Ayw6fsqtL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71ehJ0NHbNL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilità regolare'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71pGu3s8GUL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91DMl3x++6L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71p3k1cPK4L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81BxVzT18rL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l960(2).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l960(3).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/1_PopDest_Homepage_Refresh_Apple.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/2_PopDest_Homepage_Refresh_Dyson.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/3_PopDest_Homepage_Refresh_Samsung.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/4_PopDest_Homepage_Refresh_Nintendo.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le 11 migliori idee regalo Nike per la spiaggia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-regali-nike-per-la-spiaggia.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le migliori felpe con cappuccio da basket Nike'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-felpe-con-cappuccio-da-basket-nike-da-acquistare-subito.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli 11 migliori regali Nike per ciclisti'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-11-regali-nike-per-ciclisti-e-cicliste.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Migliori giacche e smanicati da running Nike da indossare tutta la stagione'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-giacche-e-i-migliori-smanicati-da-running-nike.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: I migliori articoli da running invernali Nike tutti da scoprire'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-articoli-da-running-invernali-nike-tutti-da-scoprire.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cinque regali Nike per triatleti '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-regali-nike-per-triatleti.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Waterproof Cycling Jacket\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/VAN_RYSEL_RAIN_JACKET_ROADR_900_LIGHT_M_JACKET_BLK_AH24_-_8529358_-_001_---_Expires_on_24-09-2029.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6334593552_lo3m.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8597105*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8597105-product_image-p1793791.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Kiprun Men's Run 100 Dry Running T-Shirt\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/DECATHLONTSHIRTRUNDRYHNOIRSS25PE25-8488034_8817443-069---Expireson06-11-2028.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8606098*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8606098-product_image-p2607248.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*cinnamon-8493046*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8493046-product_image-p2077593.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*smoked-black-8796550*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8796550-product_image-p2621215.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8510030*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8510030-product_image-p2583111.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5648374324_l1by.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d&#39;onore'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7345091098_sgxt.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6889960238_tcwt.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7321447148_9rdw.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Timbro per libri con fiocco, timbro ex libris, timbro per biblioteca con fiocco carino e civettuolo, questo libro appartiene a, regalo personalizzato per gli amanti dei libri'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6716702234_13oa.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calzini a righe Nachos, calzini Nachos unisex, calzini divertenti, calzini alla moda, calzini da uomo, calzini divertenti da donna, calzini pazzi, calzini stravaganti, regali per buongustai'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.2761697278_pzg3.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81Fmbo+yajL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91iwZR6RpvL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81DSv6jRD-L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71NdJb+iIEL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81yL3TcxMfL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71X7wPoK+IL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli otto migliori regali Nike per lo yoga'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/gli-otto-migliori-regali-nike-per-lo-yoga.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/tredici-regali-di-nike-tennis-per-chi-gioca-a-tennis-a-qualsiasi-livello.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le 11 migliori idee regalo Nike per la spiaggia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-regali-nike-per-la-spiaggia.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Le migliori felpe con cappuccio da basket Nike'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-felpe-con-cappuccio-da-basket-nike-da-acquistare-subito.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli 11 migliori regali Nike per ciclisti'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/i-migliori-11-regali-nike-per-ciclisti-e-cicliste.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Migliori giacche e smanicati da running Nike da indossare tutta la stagione'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/le-migliori-giacche-e-i-migliori-smanicati-da-running-nike.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(1).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(2).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(3).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(4).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(5).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(6).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(1).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(2).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57(3).JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*asphalt-blue-8858286*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8858286-product_image-p2688048_dea6fdbb-43f3-4b78-8e1b-94ab328aec0e.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8573829*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8573829-product_image-p2688112.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8916867*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8916867-product_image-p2837031.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*whale-gray-8670150*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8670150-product_image-p2607075.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8493310*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8493310-product_image-p2865897_526e43f2-1fc4-4646-83ae-d71af4b654a2.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Red and gray backpack on a white background'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/FORCLAZ_SAD_H_MT_100_EASYFIT_70L_OCRE_-_8559696_-_001_---_Expires_on_04-06-2035.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6944294819_9i80.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Decorazione natalizia &quot;Primo matrimonio&quot; a forma di fiore d&#39;arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l&#39;Italia.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4465057277_6v42.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.3440461419_6d1f.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d&#39;agnello'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.1684224167_jh61.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5918950027_tuan.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.3440461419_6d1f.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71yU2X8TKRL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81pnxcQUVbL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/61ZzOsVL4HL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Knitted Pullover Plain Knitted Pullover'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71blsSqf2mL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91nG7tYFJ4L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91GQa4pXpHL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Elettronica'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l2400.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gaming'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l2400(1).jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Elettrodomestici'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l2400(2).jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8785247-product_image-p2583866_49c0ff2e-3d22-4f6e-b0f3-593848e9a0cb.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8572550*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8572550-product_image-p1786927.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*unspecified-8501932*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8501932-product_image-p2599257.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del papà, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.2889740597_rdty.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7340341424_pp1m.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Candela Baguette: Candela profumata al pane in cera d&#39;api a 4 stoppini / Candela al pane francese / Decorazione artigianale / Candela realistica al cibo / Regali fatti a mano'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5731464900_ag5l.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno per neonati, camera da letto a tema robot, lampada in legno a forma di robot con contatore, regalo personalizzato'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6951283767_rl7x.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7085044077_iirc.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6930265078_s3nj.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/714jEh4z5sL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81R6Q92I6jL._AC_UL640_QL65_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91YKU449GiL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51UZ4Rq3mkL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71VXZhhsUcL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81TDcwQf3yL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sciarpa con mappa illustrata personalizzata / Personalizza con i tuoi luoghi speciali / Sciarpa in seta con storie, regalo ricordo unico / Festa di inaugurazione della casa, matrimonio, festività'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6944294819_9i80.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Decorazione natalizia &quot;Primo matrimonio&quot; a forma di fiore d&#39;arancio, decorazione per sposi novelli, decorazione per il signor e la signora, regalo per gli sposi novelli, la nostra prima decorazione natalizia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l&#39;Italia.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4465057277_6v42.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Il primo Natale del bambino, ornamento in legno dipinto, ornamento personalizzato con il nome del bambino, regalo di Natale per bambino, ornamento unicorno, regalo personalizzato per neonato'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.3440461419_6d1f.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d&#39;agnello'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.1684224167_jh61.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5918950027_tuan.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71yU2X8TKRL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81pnxcQUVbL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/61ZzOsVL4HL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/4_PopDest_Homepage_Refresh_Nintendo.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/5_PopDest_Homepage_Refresh_Pokemon.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/6_PopDest_Homepage_Refresh_PlayStation.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: JACK & JONES Knitted Pullover Plain Knitted Pullover'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71blsSqf2mL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91nG7tYFJ4L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91GQa4pXpHL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8618759*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8618759-product_image-p2315780_2a5b96b2-f26e-4ba1-8391-68142d88902c.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8317909*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_image-p2917636.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/FORCLAZ_SAD_H_MT_100_EASYFIT_50L_NOIR_-_8559690_-_001_---_Expires_on_04-06-2035.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8619766*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8619766-product_image-p2917627.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8666242*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8666242-product_image-p2599267.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/VAN_RYSEL_SV_500_SANS_MANCHE_BLANC_PE22_-_8296143_-_000_---_Expires_on_09-03-2026.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club T-shirt – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NSW+CLUB+TEE.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TF+HD+FZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TECH+FLC+JGGR+PANT+REFLEC.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5826928868_s6zj.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Anello con ciondolo Kizzi'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7204816730_nbd3.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7013937921_21i9.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Santa Paws – Calendario dell&#39;Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6298058426_8hd1.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fortezza per gatto. Cat House in cartone con balconi'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.2665607268_ck1g.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Puzzle in legno personalizzato con fiore di nascita'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4534986456_dc3g.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51EhReK+OsL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/513yekr2tbL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51qapumL8TL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TCH+MIX+JGGR.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Pantaloni in fleece spazzolato con bordi – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+BB+CUFF+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: NikeCourt Heritage Pantaloni da tennis – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NKCT+HERITAGE+SUIT+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71uHpXpzLiL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91sMTxxn34L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71ARFXQ9OgL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/1_PopDest_Homepage_Refresh_Apple.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/2_PopDest_Homepage_Refresh_Dyson.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/3_PopDest_Homepage_Refresh_Samsung.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/4_PopDest_Homepage_Refresh_Nintendo.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/5_PopDest_Homepage_Refresh_Pokemon.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/6_PopDest_Homepage_Refresh_PlayStation.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club T-shirt – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NSW+CLUB+TEE.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TF+HD+FZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TECH+FLC+JGGR+PANT+REFLEC.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TCH+MIX+JGGR.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Pantaloni in fleece spazzolato con bordi – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+BB+CUFF+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: NikeCourt Heritage Pantaloni da tennis – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NKCT+HERITAGE+SUIT+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/1_PopDest_Homepage_Refresh_Apple.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/2_PopDest_Homepage_Refresh_Dyson.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/3_PopDest_Homepage_Refresh_Samsung.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/4_PopDest_Homepage_Refresh_Nintendo.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/5_PopDest_Homepage_Refresh_Pokemon.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/6_PopDest_Homepage_Refresh_PlayStation.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8526272*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8526272-product_image-p2573126.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8581388*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8581388-product_image-p2597419_00435280-d2c1-42b0-9ce8-31d5c8d4db88.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8555093*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8555093-product_image-p2578982.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/714jEh4z5sL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/81R6Q92I6jL._AC_UL640_QL65_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91YKU449GiL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8618759*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8618759-product_image-p2315780_2a5b96b2-f26e-4ba1-8391-68142d88902c.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8317909*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_image-p2917636.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/FORCLAZ_SAD_H_MT_100_EASYFIT_50L_NOIR_-_8559690_-_001_---_Expires_on_04-06-2035.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8619766*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8619766-product_image-p2917627.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8666242*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8666242-product_image-p2599267.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/VAN_RYSEL_SV_500_SANS_MANCHE_BLANC_PE22_-_8296143_-_000_---_Expires_on_09-03-2026.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5826928868_s6zj.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Anello con ciondolo Kizzi'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7204816730_nbd3.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7013937921_21i9.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Santa Paws – Calendario dell&#39;Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6298058426_8hd1.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fortezza per gatto. Cat House in cartone con balconi'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.2665607268_ck1g.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Puzzle in legno personalizzato con fiore di nascita'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4534986456_dc3g.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51EhReK+OsL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/513yekr2tbL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51qapumL8TL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71uHpXpzLiL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91sMTxxn34L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71ARFXQ9OgL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sega a nastro taglio legno 550W Scheppach hbs261'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(1).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(2).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/2_PopDest_Homepage_Refresh_Dyson.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(3).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(4).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+J+DF+SPRT+HOOP+FLC+FZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+BB+FZ+HOODIE.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TECH+FLC+PRO+CB+OH+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TF+CLUB+PUFFER+VEST+650.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Gli otto migliori regali Nike per lo yoga'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/gli-otto-migliori-regali-nike-per-lo-yoga.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/tredici-regali-di-nike-tennis-per-chi-gioca-a-tennis-a-qualsiasi-livello.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*slate-blue-8618759*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8618759-product_image-p2315780_2a5b96b2-f26e-4ba1-8391-68142d88902c.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*black-8317909*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8317909-product_image-p2917636.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/FORCLAZ_SAD_H_MT_100_EASYFIT_50L_NOIR_-_8559690_-_001_---_Expires_on_04-06-2035.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*dark-petrol-blue-8619766*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8619766-product_image-p2917627.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: {*carbon-gray-8666242*}'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/8666242-product_image-p2599267.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Van Rysel Men's Ultralight Mesh Base Layer\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/decathlon/VAN_RYSEL_SV_500_SANS_MANCHE_BLANC_PE22_-_8296143_-_000_---_Expires_on_09-03-2026.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.5826928868_s6zj.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Anello con ciondolo Kizzi'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7204816730_nbd3.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7013937921_21i9.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Santa Paws – Calendario dell&#39;Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6298058426_8hd1.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fortezza per gatto. Cat House in cartone con balconi'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.2665607268_ck1g.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Puzzle in legno personalizzato con fiore di nascita'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4534986456_dc3g.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51EhReK+OsL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/513yekr2tbL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51qapumL8TL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Brooklyn Giacca puffer Therma-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+J+BRK+PUFFER+JKT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Flight Giacca puffer in piumino – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+J+FLT+DOWN+PUFFER.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+J+DF+SPRT+HOOP+FLC+FZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+BB+FZ+HOODIE.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TECH+FLC+PRO+CB+OH+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TF+CLUB+PUFFER+VEST+650.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(11).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(12).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(13).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(14).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(15).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/$_57.JPG'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51EhReK+OsL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/513yekr2tbL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/51qapumL8TL._AC_SR322,134_CB1169409_QL70_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71uHpXpzLiL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/91sMTxxn34L._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni_files/71ARFXQ9OgL._AC_UL320_.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "original_alt_text was nan: nan\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: '}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/7_PopDest_Homepage_Refresh_LEGO.jpg'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Sega a nastro taglio legno 550W Scheppach hbs261'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500.webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(1).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(2).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(3).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/manca/eBay/s-l500(4).webp'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Here is the alt-text of the image: Nike Club Zip a metà lunghezza per l'inverno – Uomo\"}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+CLUB+SSNL+WNTRZD+AOP+HZ.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Icon Pantaloni in tessuto da basket - Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+WVN+ICON+PNT+STRTFV+SN.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Kobe Pantaloni da basket Therma-FIT'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/KB+U+NK+TF+FUND+PANT.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Stride Giacca da running Repel UV – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+UV+RPL+STRIDE+JACKET.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Tech Pantaloni jogger in fleece – Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+TCH+FLC+JGGR.png'}}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: Nike Windrunner Piumino - Uomo'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/nike/M+NK+WINDRUNNER+STMNT+DWN+JKT.png'}}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    }
+   ],
+   "source": [
+    "df_esercitazione[['llm_assessment_1', 'llm_judgment_1', 'llm_evaluation_result_1', 'llm_alt_text_1','llm_model_1']] = df_esercitazione.apply(process_row_safe_no_context, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 182,
+   "id": "e2c0ac31",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_esercitazione.to_csv(\"dataset_esercitazione_\"+mllm_model_id+\"_without_context.csv\",sep=\";\",index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "74d504b1",
+   "metadata": {},
+   "source": [
+    "## Faccio la traduzione ENG-ITA per match sintattico"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "112aa344",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "system_prompt_transl_eng_ita=\"\"\"\n",
+    "You are a professional English-to-Italian translator. Your task is to:\n",
+    "\n",
+    "1. **Language Detection**: First, determine if the input text is in English. If it is NOT in English, just respond with the input Italian text.\n",
+    "\n",
+    "2. **Translation Rules** (only if text is in English):\n",
+    "   - Translate the text from English to Italian while preserving the exact meaning of the original\n",
+    "   - Maintain all technical terms, specialized vocabulary, and jargon in their appropriate Italian equivalents or keep them in English if commonly used in Italian technical contexts\n",
+    "   - Preserve the tone, style, and register of the original text\n",
+    "   - Keep proper nouns, brand names, and acronyms unchanged unless they have established Italian versions\n",
+    "   - Maintain formatting, punctuation style, and text structure\n",
+    "   - Do not add explanations, interpretations, or modifications to the content\n",
+    "   - Do not omit any part of the original text\n",
+    "\n",
+    "3. **Technical Term Handling**:\n",
+    "   - Use standard Italian translations for technical terms when they exist and are commonly used\n",
+    "   - Keep English technical terms when they are more widely recognized in Italian professional contexts (e.g., \"software\", \"hardware\", \"email\")\n",
+    "   - Maintain consistency in terminology throughout the translation\n",
+    "\n",
+    "4. **Output Format**: Provide only the Italian translation without any preamble, explanations, or notes about the translation process.\n",
+    "\n",
+    "\"\"\"\n",
+    "system_prompt=system_prompt_transl_eng_ita"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "6bfecd18",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def call_llm_transl_eng_ita(mllm_end_point,llm_alt_text,openai_model,system_prompt):   \n",
+    "        \n",
+    "    if openai_model:\n",
+    "        user_prompt = [\n",
+    "            {\"type\": \"text\", \"text\": llm_alt_text},\n",
+    "            \n",
+    "        ]\n",
+    "    else:\n",
+    "        user_prompt = {\n",
+    "            \"user_prompt\": llm_alt_text, \n",
+    "            \n",
+    "        }\n",
+    "    print(\"user prompt:\",user_prompt)    \n",
+    "    if openai_model:\n",
+    "        print(\"Creating OpenAI format payload\")\n",
+    "        payload = {\n",
+    "            \"messages\": [\n",
+    "                {\"role\": \"system\", \"content\": system_prompt},\n",
+    "                {\"role\": \"user\", \"content\": user_prompt},\n",
+    "            ],\n",
+    "            \"temperature\": 0.7,\n",
+    "            \"top_p\": 0.95,\n",
+    "            \"frequency_penalty\": 0,\n",
+    "            \"presence_penalty\": 0,\n",
+    "            \"max_tokens\": 800,\n",
+    "            \"stop\": None,\n",
+    "        }\n",
+    "    else:  # ollama format\n",
+    "        model_id=mllm_model_id\n",
+    "        print(\"Creating alternative LLM format payload\")\n",
+    "        payload = {\n",
+    "            \"model\": model_id,\n",
+    "            \"stream\": False,\n",
+    "            \"messages\": [\n",
+    "                {\"role\": \"system\", \"content\": system_prompt},\n",
+    "                {\n",
+    "                    \"role\": \"user\",\n",
+    "                    \"content\": user_prompt[\"user_prompt\"],\n",
+    "                    \"images\": [user_prompt[\"image_base64\"]],\n",
+    "                },\n",
+    "            ],\n",
+    "            \"options\": {\n",
+    "                \"seed\": 123,\n",
+    "                \"temperature\": 0.7,\n",
+    "                \"num_ctx\": 8192,  # max input token\n",
+    "                \"num_predict\": 800,  # max output tokens\n",
+    "                \"top_p\": 0.95,\n",
+    "            },\n",
+    "        }\n",
+    "\n",
+    "    headers = [\n",
+    "        [\"Content-Type\", \"application/json\"],\n",
+    "        [\"Authorization\", f\"Bearer {mllm_api_key}\"],\n",
+    "    ]\n",
+    "    response = call_API_urlibrequest(\n",
+    "        url=mllm_end_point , headers=headers, data=payload\n",
+    "    )\n",
+    "    try:\n",
+    "        if openai_model:\n",
+    "            model_response = response[\"choices\"][0][\"message\"][\"content\"]\n",
+    "        else:\n",
+    "            model_response = response[\"message\"][\"content\"]\n",
+    "\n",
+    "    except Exception as e:\n",
+    "        print(\"Error getting model response:\", e)\n",
+    "        model_response = {}  \n",
+    "    \n",
+    "    return model_response  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "3092b2ed",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "user prompt: [{'type': 'text', 'text': 'Person modeling peach Therma-FIT hoodie and matching pants, full body view, showcasing outfit style and fit.'}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "('Persona che indossa una felpa con cappuccio Therma-FIT color pesca e pantaloni coordinati, vista a figura intera, che mette in risalto lo stile e la vestibilità dell’outfit.',\n",
+       " str)"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#llm_translation=call_llm_transl_eng_ita(mllm_end_point=mllm_end_point,llm_alt_text=df_esercitazione.iloc[490][\"llm_alt_text\"],openai_model=openai_model,system_prompt=system_prompt)\n",
+    "llm_translation=call_llm_transl_eng_ita(mllm_end_point=mllm_end_point,llm_alt_text=df_esercitazione.iloc[490][\"llm_alt_text_1\"],openai_model=openai_model,system_prompt=system_prompt)\n",
+    "llm_translation,type(llm_translation)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "d55a14e1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def process_row_safe_transl_eng_ita(row):\n",
+    "    try:\n",
+    "        result = call_llm_transl_eng_ita(\n",
+    "            mllm_end_point=mllm_end_point,\n",
+    "            #llm_alt_text=row[\"llm_alt_text\"],\n",
+    "            llm_alt_text=row[\"llm_alt_text_1\"],\n",
+    "            openai_model=openai_model,\n",
+    "            system_prompt=system_prompt\n",
+    "        )\n",
+    "        return pd.Series(result)\n",
+    "    except Exception as e:\n",
+    "        print(f\"Error processing row {row.name}: {e}\")\n",
+    "        return pd.Series(\"problem translating\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "880c9636",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "user prompt: [{'type': 'text', 'text': \"Black men's boxer briefs modeled on a male torso, product display for online shopping.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Forclaz MT500 Lightweight Packable Hiking Sandals'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Quechua men's mid-cut hiking boot, black and grey, side view, designed for outdoor trekking.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gray cargo pants with pockets, worn with a belt and brown hiking boots, shown for product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'A person wearing a laurel green zip-up fleece jacket with hands in pockets, displayed against a plain background.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Van Rysel Men's Ultralight Waterproof Cycling Jacket, shown worn, highlighting fit and style.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Collana in argento placcato oro con ciondolo moneta di smeraldo, idea regalo di compleanno di maggio o per il 40° compleanno per lei.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Bandiera con la scritta in inglese 'CAN'T WORK TODAY. Strike!' appesa a una parete sopra una scrivania, in un ambiente di studio o ufficio.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Mobile da culla raffigurante pianeti colorati e un astronauta, usato come decorazione per cameretta di neonato.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Carta da regalo natalizia con motivo di edificio di New York City con scala antincendio, confezione da 4 fogli.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gilet trapuntato in lino per bambini con stella patchwork artigianale.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Stampa artistica personalizzata con tre illustrazioni a forma di francobollo di luoghi preferiti, ideale come regalo con timbro di viaggio personalizzato.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Inter Milan Christmas sweater, blue, with club logo and festive designs, adult unisex.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Maglione nero da uomo Polo Club con logo bianco sul petto e scollo tondo, abbinato a pantaloni beige.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Runcati maglione da uomo con collo a scialle, maglia fine, elegante, vestibilità regolare, invernale.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip, morbido pullover a maglia 1/4 zip.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle modello LN-5235, maglione nero da uomo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto Invernale, cerniera, maniche lunghe, maglione casual.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike versatile open-hem Dri-FIT pants for men, black with large white swoosh logo, shown worn with matching jacket.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Tech full-zip fleece Windrunner jacket for men, featuring black and gray color blocks with a neon yellow Nike logo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Solo Swoosh men's hoodie pullover in grey.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Solo Swoosh crewneck fleece sweatshirt for men, product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Solo Swoosh Pantaloni in fleece con bordo aperto – Uomo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Club men's fleece pullover hoodie with hood.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a dark blue puffer jacket with hood, displayed for clothing catalog or online store.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Black hooded jacket displayed on a person, front view, for product presentation.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Olive green beanie hat with small black logo tag, product image on white background.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a blue fleece pullover, displaying the front and partially unzipped collar, for product advertisement.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man modeling a slate blue short-sleeve t-shirt with small chest logo on a plain background.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Red and gray hiking backpack product image on white background, showing front and side straps and zippered compartments.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Sciarpa di seta personalizzabile con mappa illustrata dei tuoi luoghi speciali, ideale come regalo ricordo per eventi come inaugurazione casa, matrimonio o festività.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Palla di Natale con la scritta 'First Christmas as The Blooms 2023', decorata con fiori arancioni.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Black sweatshirt with the word 'CANNOLI' on it, displayed over a background of cannoli pastries. Ideal for Italian food enthusiasts.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Palla di Natale personalizzata con la scritta 'First Christmas as The Blooms 2023', decorata con fiori, regalo per il primo Natale degli sposi novelli.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Ornamento in legno dipinto con unicorno e testo 'Sara's First Christmas', decorazione natalizia personalizzabile per il primo Natale di un bambino.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"graziosa sciarpa a forma di papera per bambini con strisce rosse, lavorata a maglia in morbida lana d'agnello.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Due maglioni beige per bambini con grandi lettere ricamate a scacchi, 'M' e 'D', che mostrano esempi di personalizzazione.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe con Cerniera sul Collo, Pullover 100% Cotone.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Diana Studio Maglia a Collo Alto Basico in 100% Lana Merino per uomo, maniche lunghe, vestibilità casual.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'JACK & JONES plain black knitted pullover sweater for men, front view.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Amazon Essentials men's crewneck sweater, 100% cotton, available in standard and Big & Tall sizes, long sleeves, black color.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Amazon Essentials Uomo Maglione Pullover con Scollo a V, disponibile in taglie Big & Tall.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Sportswear Club T-shirt for men, shown worn with Nike shorts.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Therma full-zip fitness jacket Therma-FIT for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Tech jogger pants for men in fleece with reflective design details, shown in full outfit.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Tech fleece jogger pants and matching jacket for men, displayed on a model.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Club brushed fleece pants with borders for men, product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"NikeCourt Heritage men's tennis pants and matching jacket, modeled for product display.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Apple logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Dyson logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Samsung logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Wide-brim gray sun hat with chin strap.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Large dark petrol blue hiking backpack with multiple straps and compartments, suitable for outdoor activities.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gray and blue hiking shoe with rugged sole, side view, for outdoor activities.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Scheppach MIX160 electric cement mixer, 160L capacity, 650W power, shown for product identification and specification.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Scheppach Tiger 2500 electric wet grinder for sharpening knives and scissors, featuring water-cooled grinding and leather honing wheels.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Scheppach 20V cordless drill kit with charger, battery, and accessory set including drill bits and screwdriver heads, model C-BSB74/1BE-X.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person modeling a dark green-gray outdoor jacket with front zipper and pockets.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gray cargo shorts with belt and multiple pockets, FORCLAZ brand, product image for shopping.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Man wearing black thermal leggings, side view, product image for men's base layer.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'New Nintendo 3DS XL SNES Edition with original box, charger, stylus, manuals; complete set in excellent condition.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Vorwerk Bimby TM6 refurbished with 24-month warranty, complete set. Holiday offer and gift idea. TM6 model and accessories shown.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Rare Nintendo 3DS Princess Peach Edition, Club Nintendo EUR, complete-in-box with accessories and packaging, Limited Edition.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Green leather wine bag labeled 'COGNAC' held outdoors, suitable as a personalized gift for various occasions.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Organic cotton play rug with Montessori road map design, buildings, toy cars, and animals, intended for playroom use as a kids car carpet.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Candela artigianale realistica a forma di baguette francese in cera d'api con 4 stoppini, decorazione alimentare, idea regalo fatta a mano.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Luce notturna in legno a forma di robot con contatore, lampada personalizzata per bambini e neonati, ideale come regalo o per camera da letto a tema robot.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Ciondoli in pelle dipinti a mano con ritratti di cane e gatto, usati come etichette personalizzate per borsa.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Due piatti in ceramica dipinti a mano con nomi personalizzati, ideali come regalo per sposi o famiglie.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Maglione uomo Harbrosrce, invernale, strisce, collo alto con zip, pullover foderato in pile, blu con strisce grigia e bordeaux.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Maglione uomo girocollo a manica lunga invernale fine, colore bordeaux, indossato sopra camicia bianca con pantaloni chiari.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Amazon Essentials men's 100% cotton fisherman ribbed crewneck long-sleeve sweater.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1), men's sweater product image.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Genfien men's winter crewneck knit sweater, long sleeves, warm, olive green with white horizontal stripes.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'JACK & JONES plain crew neck sweatshirt, long sleeves, front view.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo GameCube console with Viper Cobra reader and original controller displayed together, suitable for product listing or sale.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Complete Nintendo Switch Mario Red & Blue Limited Edition set with console, accessories, original box, case, manuals, and packaging displayed.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo NEW 3DS XL console (blue, top IPS), 4GB SD card, charger, and stylus in excellent condition.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Fotocamera digitale compatta Nikon Coolpix S6600 nera con cavo, batteria e scheda SD Lexar 32GB.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"CONSOLE SONY PLAYSTATION 1 FAT PS1, includes controller and cables, 'magica legge tutto' (magic reads everything)\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Tire icon, representing automotive or tire-related services or section.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Jordan Flight men's down puffer jacket.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Club full-zip fleece hoodie for men in grey, product shown with front view.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Tech color-block fleece pants with open hem – Men’s.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Sportswear Club Therma-FIT men's sleeveless puffer vest.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Blue Quechua MH500 hiking shoe with rugged sole, side view.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a black puffer jacket with zipper pockets, shown for product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a dark petrol blue puffer jacket with front zipper and hood, shown for product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Men's carbon gray outdoor hiking pants with cargo pockets and reinforced knees.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Van Rysel Men's Ultralight Mesh Base Layer shown worn by a male model, demonstrating fit and design.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Art print of Old Head Golf Links golf course map, Cork, Ireland, framed for wall decoration.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Anello con ciondolo Kizzi indossato su una mano, mostrato in primo piano.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Giocattolo di mortadella fatto a mano con fetta su pane, con altri alimenti in tessuto – Cibo giocattolo per cucina di fantasia e gioco Montessori.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Calendario dell'Avvento personalizzato per cani con nome 'TEDDY', raffigurante cani e un albero di Natale, dolcetti per cani come regali di Natale.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Fortezza per gatto. Casa per gatti in cartone con balconi e un gatto all’interno.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Puzzle di legno personalizzato con il fiore 'carnation', parole 'LOVE, FASCINATION & DISTINCTION' e confezione regalo.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'AC Milan official teddy bear plush toy wearing club jersey, product for fans.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Borraccia termica sportiva ufficiale A.C. Milan per bevande calde o fredde, disponibile in diversi colori e capacità.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'AC Milan official red lunch box with 2 internal compartments, made of organic plastic.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Maglione da uomo invernale a trecce, girocollo, maniche lunghe, tinta unita, vestibilità regolare, stile vintage.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Schott NYC Plecorage1 men's ribbed zip-up pullover sweater, light grey, one pack.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485, men's long sleeve knit top (1 pack), shown in black.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'LEGO logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Sega a nastro per legno 550W, modello Scheppach hbs261, vista prodotto.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Scheppach HBS30 350W bench band saw for wood, includes miter gauge and 3 blades, as shown in product image.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Scheppach MIX180 electric concrete mixer, 180L, 800W, for mixing cement, with wheels and handle.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike men's half-zip winter fleece top with plaid pattern, product shown front view.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing Nike Icon basketball pants, matching jacket, and sneakers, showing the complete outfit for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Model wearing a light pink Therma-FIT hoodie and matching basketball pants, showcasing the Kobe sportswear set.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Stride Giacca da running Repel UV da uomo, colore nero, mostrata indossata frontalmente.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Tech fleece jogger pants and matching jacket for men, shown worn by a model.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Windrunner down jacket for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Club half-zip winter pullover for men, checkered black, white, and gray pattern.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Icon men's basketball tracksuit set, including jacket and pants, displayed on a model with sneakers.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che indossa un completo sportivo rosa con felpa e pantaloni Therma-FIT e scarpe sportive grigie.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike men's winter half-zip pullover with black, grey, and white plaid pattern.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Stride Repel UV men's running jacket, black, shown being worn.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike men's fleece jogger pants, worn by a model, product display.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Windrunner Piumino - giacca imbottita da uomo nera, vista frontale.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'LEGO logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Sega a nastro per taglio legno Scheppach hbs261, potenza 550W.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Scheppach HBS30 bench band saw for wood, 350W, with protractor and 3 included blades, as shown in the image with visible Scheppach branding.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 impastatrice miscelatore cemento, prodotto visibile con logo Scheppach su motore.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person modeling a light-colored wide-brimmed hat and gray collared shirt.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Kiprun Men's Run 100 Dry Running T-Shirt, displayed on a model.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a black zip-up fleece jacket over a red shirt, displaying the jacket for product listing.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Person wearing a light-colored wide-brim hat and a collared shirt, holding the hat's chin strap.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a black zip-up fleece jacket over a red shirt, modeling the jacket for a product listing.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Man wearing black boxer briefs, product image for men's underwear.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Forclaz MT500 lightweight, packable hiking sandal, shown in brown with grey straps, suitable for outdoor activities.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Quechua men's mid-top hiking boot, black with blue accents, side view.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a brown hooded jacket, blue shirt, and black pants, adjusting the hood.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Black elastic-waist pants displayed on white background.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing black thermal base layer pants, shown from waist to feet, for product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Carte da gioco personalizzate con foto, idea regalo e alternativa al libro degli ospiti per matrimoni, coppie, amici e familiari.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Kit di pittura su ceramica personalizzato, ideale come regalo per addio al nubilato, con pennelli, colori e portaoggetti per set da damigella d'onore.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Peluche Yeti della Terra fatto a mano con pelliccia, morbido e coccolabile; idea regalo unica per bambini.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gray cargo pants with side pockets, worn with a belt and brown hiking boots, front view.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a laurel green zip-up jacket with pockets, displayed against a plain background.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Van Rysel Men's Ultralight Waterproof Cycling Jacket\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Cappellino snapback in velluto a coste color oceano con cordino decorativo, senza toppa visibile.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Timbro ex libris con fiocco e la scritta 'from the library of abigail rainsong' su una pagina di libro; identifica il proprietario del libro.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Calzini gialli e neri con la scritta 'NACHOS', indossati da una persona, adatti come regalo divertente per buongustai.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Collana in argento placcato oro con ciondolo moneta, vero smeraldo, idea regalo 40° compleanno, portafortuna di maggio.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Banner on wall reads 'CAN'T WORK TODAY, Strike!' above a fish, displayed in a cozy study with bookshelves and a desk.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Decorative nursery mobile featuring felt planets and an astronaut, designed to hang above a crib.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato: maglione uomo Krumba, oversize, cotone, scollo a V, modello pull-on classico.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip 1/4, morbido pullover grigio per uomo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Carta da regalo natalizia con motivo edificio di New York City, confezione da 4 fogli.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Children's quilted linen vest with patchwork star design, shown worn by a child.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Stampa artistica personalizzata con tre illustrazioni a forma di francobollo del luogo preferito, ideale come regalo con timbro di viaggio personalizzato.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'iClosam men’s crewneck striped cotton pullover sweater, long sleeve, black and white color-block design, product image for online shopping.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Uomo che indossa un maglione COOFANDY blu scuro a maniche lunghe sopra una camicia bianca, ideale per lavoro o casual.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone, maglione nero da uomo mostrato con camicia bianca e jeans.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che indossa abbigliamento Nike esegue una posa yoga, rappresentando idee regalo Nike per lo yoga.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"I migliori regali Nike per chi gioca a tennis, mostrati in azione e approvati dall'élite.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Two people in Nike beachwear sit in front of a large sandcastle on the beach, illustrating Nike gift ideas for the beach.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Le migliori felpe con cappuccio da basket Nike con logo Nike sullo sfondo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che utilizza una bici da spinning indossando abbigliamento sportivo Nike, esempio di idea regalo Nike per ciclisti.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Migliori giacche e smanicati da running Nike da indossare tutta la stagione, mostrati durante una corsa all'aperto.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Inter Milan Christmas sweater, blue and white, adult unisex, with festive patterns and Inter logo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Maglione nero da uomo Polo Club con logo sul petto e scollo tondo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Runcati men's shawl collar sweater, fine knit, elegant winter pullover, regular fit\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Icon of a robot or mech suit holding a weapon, used as a symbol or button.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Verified badge icon indicating approval or verification status.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Tablet and smartwatch icon representing mobile devices or smart technology.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Icon of a stand mixer, representing kitchen appliances or baking.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Icon of an armchair, representing a lounge or seating area.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Icon of a sneaker, representing shoes or footwear category.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – COOFANDY maglione uomo beige invernale con zip 1/4, modello a maglia, indossato da un uomo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato: Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto, cerniera, maniche lunghe, maglione invernale casual.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Promozione eBay Ricondizionato: Gaming fino a -40%, Smartphone fino a -30%, Elettrodomestici fino a -30%, Informatica fino a -40%.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Three luxury watches: Omega Seamaster, Breitling, and Rolex Submariner, shown for comparison.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Apple logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Dyson logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Samsung logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Le 11 migliori idee regalo Nike per la spiaggia, con persone che indossano abbigliamento Nike sulla spiaggia.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Le migliori felpe con cappuccio da basket Nike promosse in un ambiente moderno con logo Nike visibile.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che indossa abbigliamento Nike utilizza una cyclette, rappresentando idee regalo Nike per ciclisti.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Migliori giacche e smanicati da running Nike per tutte le stagioni, indossati durante una corsa all'aperto.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che corre sulla neve indossando scarpe Nike da running invernali, vista ravvicinata della suola.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Persona che nuota sott'acqua, rappresentando un'attività di triathlon.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Person wearing a wide-brim sun hat and a collared shirt, holding the hat's chin strap.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Kiprun Men's Run 100 Dry Running T-Shirt displayed on a model.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a black zip-up fleece jacket over a red shirt, product display for clothing.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a brown hooded jacket, demonstrating the fit and design of the outerwear.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Black waterproof pants with elastic waistband and cuffs.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing black thermal leggings, shown from waist to feet, for product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Carte da gioco personalizzate con foto, proposta come alternativa originale al libro degli ospiti per matrimoni e come regalo per familiari, coppie e amici.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Kit di pittura su ceramica personalizzato per regali o attività di addio al nubilato, con pennelli, portaoggetti, vernice e contenitore di gloss varnish.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Peluche Yeti della Terra fatto a mano, pelliccia intera, morbido, creatura del bosco, idea regalo unica per bambini.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Cappellino snapback Blowfish Designs in velluto a coste color oceano con cordino decorativo, senza toppa visibile.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Ex libris stamp on book page with bow and handwritten text: 'from the library of abigail rainsong.'\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Close-up of yellow and black striped socks with the word 'NACHOS' worn by a person, showcasing the sock's design.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato: Coofandy maglione da uomo slim fit con zip a quarto, leggero, collo lupetto, pullover casual, polo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip, maglione a maglia 1/4 zip, morbido pullover.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'iClosam men’s striped crew neck cotton knit sweater, long sleeves, classic pullover style, shown in black, white, and gray.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Maglione da uomo COOFANDY blu navy a maniche lunghe, modello pullover, mostrato indossato da un modello.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Line drawing of a humanoid robot holding a weapon, on a yellow circle background.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Verified badge icon indicating approval or verification.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Icon representing a tablet and a smartwatch, indicating mobile and wearable technology.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Stand mixer icon, representing kitchen appliances or baking section.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Armchair icon, representing furniture or seating category.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Sneaker icon, representing footwear or shoes category.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che esegue una posa yoga indossando abbigliamento sportivo Nike, evidenziando idee regalo per lo yoga.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'I migliori regali Nike per chi gioca a tennis, mostrati in campo da un tennista.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Two people in Nike beachwear sit on a sandcastle at the beach, illustrating Nike beach gift ideas.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona seduta con felpa con cappuccio Nike, scarpe Nike rosa, sfondo con loghi Nike, su piattaforma rosa.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che indossa abbigliamento Nike mentre utilizza una cyclette, esempio di abbigliamento sportivo Nike per ciclisti.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Runner indossa giacca e pantaloni Nike da running, ideale per tutte le stagioni.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a dark blue hooded puffer jacket, front view, for product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a black hooded quilted jacket and black pants, shown for product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Olive-green beanie hat with a small black tag, product image for online store.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a blue quarter-zip fleece pullover, displaying the front and collar of the garment.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a slate blue short-sleeve t-shirt, standing with one hand in pocket, product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Red and gray hiking backpack for sale, shown on a white background.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Dark gray wide-brimmed outdoor hat with chin strap.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Dark petrol blue hiking backpack with multiple compartments and adjustable straps, suitable for travel or outdoor activities.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gray cargo shorts with pockets and belt, product image.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gray hiking shoe with black and blue accents, rugged sole, side branding, suitable for outdoor activities.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person modeling a dark green-gray hooded jacket with front zipper and pockets, shown for product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Man wearing black thermal leggings, side view, product display for men's base layer pants.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Green leather wine bag with 'COGNAC' label, held outdoors; personalized wine carrier suitable as a gift for various occasions.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Organic cotton kids play rug featuring a Montessori road map, shown with wooden toy buildings, vehicles, and animals for imaginative play in a playroom.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Candela profumata al pane in cera d'api a forma di baguette con 4 stoppini, decorazione realistica artigianale, ideale come regalo fatto a mano.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Luce notturna in legno a forma di robot con contatore, lampada personalizzata per bambini, ideale come regalo per camera da letto a tema robot.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Ciondoli in pelle dipinti a mano con ritratti di animali domestici, utilizzati come etichette personalizzate per borse, raffigurati su una borsa marrone.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Due piatti in ceramica dipinti a mano con nomi di coppie e date, esempio di regalo personalizzato per sposi e famiglie.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater bordeaux'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Amazon Essentials men's 100% cotton ribbed fisherman crewneck sweater with long sleeves.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"ARMANI EXCHANGE men's crew neck sweater, navy blue, single pack.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Genfien men's knit crew neck winter sweater, long sleeves, green with white stripes, designed to keep warm.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'JACK & JONES plain navy crew neck sweatshirt, long sleeves, product image.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Jordan Brooklyn Giacca puffer Therma-FIT – Uomo, shown worn, black puffer jacket with Jordan logo, product photo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Jordan Flight down puffer jacket for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Jordan Sport Hoop Fleece full-zip Dri-FIT men's hoodie displayed on model.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Club full-zip fleece hoodie for men, gray color, shown worn.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Tech fleece pants with color blocking and open hem for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Sportswear Club Therma-FIT sleeveless puffer vest for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo GameCube console with Viper Cobra reader and original controller.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo Switch Mario Red & Blue Limited Edition with all accessories, manuals, packaging, and components displayed, showing complete and perfect condition.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo NEW 3DS XL blue with top IPS screen, 4GB SD card, charger, and stylus, all shown together in excellent condition.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Fotocamera digitale compatta NIKON COOLPIX S6600 nera con cavo USB, batteria Nikon e scheda SD Lexar 32GB.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Sony PlayStation 1 (PS1) console with controller and cables, 'fat' model, advertised as 'magica legge tutto' (reads all discs).\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Car tire or wheel icon, likely indicating tire services or automotive section.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'A person modeling ultra-black boxer briefs, product front view.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Forclaz MT500 Lightweight Packable Hiking Sandals.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Quechua men's mid-height hiking boot, black and blue, designed for outdoor trekking.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gray cargo pants with multiple pockets, shown on a person standing, product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a laurel green zip-up jacket with pockets, shown from the front.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Ciondolo portafortuna di smeraldo in argento placcato oro, collana con moneta di compleanno di maggio per il 40° compleanno, disco con vero smeraldo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Banner on wall reads 'CAN'T WORK TODAY, Strike!' above a fish, displayed in a cozy home office with bookshelves and a desk.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Felt baby mobile with planets and astronaut, designed as a hanging nursery decoration inspired by the solar system.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Pacco regalo avvolto con carta da regalo natalizia raffigurante una facciata di edificio di New York City, 4 fogli inclusi.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gilet trapuntato in lino per bambini con motivo patchwork a stella, artigianale.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Inter Milan Christmas sweater, unisex, adult size'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Polo Club men's sweater with logo and crew neck, shown worn with tan pants.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Runcati men's sweater with shawl collar, fine knit, winter elegant style, regular fit\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip 1/4, morbido pullover a maglia beige, indossato da modello.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle nero, modello LN-5235.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto, cerniera, maniche lunghe, maglione invernale, stile casual.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'eBay Ricondizionato: offerte su Gaming (-40%), Smartphone (-30%), Elettrodomestici (-30%), Informatica (-40%).'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Three luxury wristwatches from Omega, Breitling, and Rolex displayed side by side for comparison or showcase.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Apple logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Dyson logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Samsung logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Due persone in abbigliamento Nike sedute sulla spiaggia davanti a un grande castello di sabbia; idee regalo Nike per la spiaggia.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che indossa una felpa con cappuccio Nike da basket, seduta davanti a loghi Nike, su sfondo promozionale.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che utilizza una cyclette indossando abbigliamento Nike, rappresentando idee regalo Nike per ciclisti.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Migliori giacche e smanicati da running Nike da indossare tutta la stagione.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che corre sulla neve con scarpe da running Nike in primo piano, evidenziando la suola adatta alle condizioni invernali.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Persona che nuota in piscina, rappresentando l'attività di triathlon.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Van Rysel Men's Ultralight Waterproof Cycling Jacket displayed on a model.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Stampa artistica personalizzata con tre luoghi preferiti illustrati come francobolli: idea regalo con timbro di viaggio personalizzato.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Person wearing a wide-brimmed hat and gray collared shirt, holding the hat's chin strap.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Kiprun Men's Run 100 Dry Running T-Shirt shown worn, front view.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a black zip-up fleece jacket, red shirt underneath, and gray pants, displaying the jacket.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a brown hooded jacket, showing the front and fit of the outerwear.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Black waterproof pants with elastic waist and cuffs.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing black thermal leggings, shown from waist to feet, for apparel product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Carte da gioco personalizzate con foto, idea regalo e alternativa al libro degli ospiti per matrimoni, familiari, coppie e amici.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Kit di pittura su ceramica personalizzato per idee regalo o addio al nubilato, con pennelli, portaoggetti, colori e barattolo di \"glaze varnish\" inclusi.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Peluche Yeti della Terra fatto a mano con pelliccia intera, morbido e coccolabile, ideale come regalo unico per bambini.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Cappellino snapback in velluto a coste color oceano senza decorazioni visibili.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Ex libris stamp design with ribbon and text: 'from the library of abigail rainsong' shown on a book page.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Unisex socks with orange and black stripes, featuring the word 'NACHOS' in white text; worn by a person with rolled-up jeans.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Coofandy maglione da uomo slim fit, leggero, zip a quarto, collo a lupetto, pullover casual polo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Maglione uomo Krumba in cotone, oversize, scollo a V, modello classico pull-on.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip 1/4, morbido pullover a maglia, modello pubblicizzato.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a black, white, and gray striped crewneck cotton sweater with long sleeves, product name: iClosam Maglione Girocollo a Righe da Uomo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a navy blue COOFANDY long sleeve pullover sweater, white shirt underneath, and white pants.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che esegue una posa yoga indossando abbigliamento sportivo Nike, per promuovere regali Nike dedicati allo yoga.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"I migliori regali Nike per chi gioca a tennis, approvati dall'élite.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Two people in Nike beachwear sitting in front of a large sandcastle on a beach at sunset.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che indossa una felpa con cappuccio Nike da basket seduta davanti a loghi Nike, promozione delle migliori felpe con cappuccio Nike.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che utilizza una cyclette indossando abbigliamento Nike, rappresentazione di idee regalo Nike per ciclisti.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Migliori giacche e smanicati da running Nike da indossare tutta la stagione.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Icon of a humanoid robot in armor holding a weapon, representing robotics or futuristic themes.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Verified status icon, indicates account is verified or approved.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Mobile and wearable devices icon, showing a tablet and smartwatch.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Stand mixer icon, representing kitchen appliance or baking.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Armchair icon, possibly representing lounge or seating area.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Sneaker icon representing footwear or shoes section.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Robot or armored figure icon, possibly representing robotics or gaming.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Verified badge icon indicating approval or verification.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Icon representing mobile and wearable devices, such as a tablet and smartwatch.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a blue puffer hooded jacket, front view, for clothing product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person modeling a black hooded jacket and black pants against a plain background, suitable for product listing.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Olive-green beanie hat product image for online store.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a blue quarter-zip fleece pullover, shown for clothing product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person modeling a slate blue short-sleeve t-shirt with a small logo on the chest.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Red and gray hiking backpack product image, displayed on a white background.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Sciarpa in seta personalizzabile con mappa illustrata dei tuoi luoghi speciali; idea regalo unica per casa nuova, matrimonio o festività.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Palla di Natale con la scritta 'First Christmas as The Blooms 2023', decorata con fiori, regalo per novelli sposi.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Navy sweatshirt with 'CANNOLI' printed on the front, displayed over a background of cannoli pastries.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Ornamento in legno dipinto con unicorno e testo 'Sara's First Christmas', decorazione natalizia personalizzata per il primo Natale di un bambino.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'graziosa sciarpa a forma di papera per bambini con strisce rosse, lavorata a maglia in morbida lana d’agnello.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Due maglioni personalizzati con grandi lettere ricamate a scacchi, personalizzabili con l'iniziale o il nome del cliente.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Ornamento natalizio personalizzato in legno dipinto con unicorno e testo 'Sana's First Christmas', ideale come regalo per il primo Natale di un neonato.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato: Maglione Polo Club uomo, maniche lunghe, cerniera sul collo, 100% cotone, pullover blu.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'JACK & JONES plain knitted pullover sweater, front view.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Amazon Essentials men's crewneck sweater, long sleeves, 100% cotton, also available in Big & Tall sizes.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Amazon Essentials uomo maglione pullover con scollo a V, disponibile in taglie Big & Tall.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Promozione di elettronica: 'Tutta la tecnologia che ami la trovi qui!' con immagini di TV, smartwatch e tablet. Pulsante: Acquista ora.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Promotional banner: 'Tutto il divertimento che cerchi lo trovi qui!' with images of gaming products and a button 'Acquista ora'.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Banner promozionale: tutto il meglio per semplificare le tue giornate, con elettrodomestici come robot aspirapolvere, aspirapolvere senza fili e lavatrice. Pulsante: Acquista ora.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a dark green-gray hooded jacket, displayed for product advertisement.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gray cargo shorts with multiple pockets and a belt, shown from the front left side.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man modeling black thermal leggings, side view, product image for base layer clothing.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Borsa in pelle per vino con la scritta 'COGNAC', ideale come regalo personalizzato per varie occasioni come festa del papà o regali aziendali.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Organic cotton play rug with Montessori road map design, used as a playroom car carpet, shown with toy buildings, vehicles, animal figure, and plush toy.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Handmade beeswax candle shaped like a French baguette with four wicks, used as a realistic food-themed decoration or gift.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Luce notturna in legno a forma di robot per bambini, personalizzabile, con contatore decorativo, ideale come regalo di compleanno o per camere a tema robot.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Ciondolo in pelle dipinto a mano con ritratto personalizzato di cane o gatto come etichetta per borsa.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Due piatti in ceramica dipinti a mano, personalizzati con i nomi 'Comas' e 'Huntoon' e date, come esempio di regalo per sposi o famiglie.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Maglione uomo Harbrosrce, invernale, strisce, collo alto con zip 1/4, foderato in pile.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Maglione uomo girocollo manica lunga invernale, modello indossato, colore bordeaux.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Amazon Essentials men's 100% cotton fisherman crewneck ribbed long-sleeve sweater.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Maglione uomo invernale verde con girocollo, maniche lunghe e strisce bianche orizzontali sul petto e sulle braccia.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'JACK & JONES plain crew neck sweatshirt, long sleeves, front view.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Sciarpa in seta personalizzata con mappa illustrata di luoghi speciali; idea regalo unica per casa, matrimonio o festività.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Personalized ornament reading 'First Christmas as The Blooms 2023', decorated with orange flowers and used as a first Christmas gift for newlyweds.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Felpa nera con la scritta 'CANNOLI' in bianco su sfondo di cannoli siciliani, ideale per amanti della cucina italiana e buongustai.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Ornamento in legno dipinto con unicorno, testo 'Sana's First Christmas', personalizzabile con nome, regalo di Natale per neonato.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'graziosa sciarpa a forma di papera per bambini con strisce rosse, lavorata a maglia in morbida lana d’agnello.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Due maglioni per bambini con grandi lettere ricamate a scacchi ('M' e 'D'), esempio di maglione personalizzato con iniziale per bambini.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe con Cerniera sul Collo, Pullover 100% Cotone.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Pokémon logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'PlayStation logo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'JACK & JONES plain black knitted pullover, long-sleeve, shown on model.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Amazon Essentials men's crew neck sweater, long sleeves, 100% cotton, available in Big & Tall sizes.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Amazon Essentials maglione uomo con scollo a V, disponibile in taglie Big & Tall.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Blue Quechua MH500 hiking shoe with rugged sole, side and front view, product image for online store.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a black puffer jacket with zippered pockets, suitable for outdoor or cold weather wear.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a dark petrol blue puffer jacket with hood, front view, hands visible, modeling the jacket.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Men's carbon gray cargo outdoor pants, front view, for product display.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Man wearing Van Rysel Men's Ultralight Mesh Base Layer and black cycling shorts, product display.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Sportswear Club T-shirt for men, shown worn with Nike shorts.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Therma-FIT men's full-zip fitness top, front view, product display.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Tech jogger pants in fleece with reflective design details for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Framed watercolor print of Old Head Golf Links map with 'OLD HEAD' text, used as decorative wall art.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Anello con ciondolo Kizzi indossato su una mano.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Giocattolo di mortadella in tessuto con fetta su pane, burro e panino, per gioco di ruolo in cucina Montessori.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Calendario dell'Avvento natalizio personalizzato per cani con illustrazioni di cani, regali e dolcetti per cani davanti all'albero di Natale.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Fortezza per gatto. Cat House in cartone con balconi e gatto all’interno.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Puzzle di legno personalizzato con fiore 'CARNATION' e le parole 'LOVE, FASCINATION & DISTINCTION' scritte sotto l'immagine del fiore.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"AC Milan official teddy bear plush wearing the team's jersey, product for fans.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Borraccia termica sportiva ufficiale A.C. Milan, per bevande calde o fredde, disponibile in diversi colori e capacità.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'AC Milan official red lunch box, two internal compartments, organic plastic, with logo and product name on lid.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Tech men's fleece jogger pants and matching jacket set.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Club brushed fleece pants with cuffs for men, shown worn, product display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'NikeCourt Heritage men’s tennis pants shown on a model, part of a green tracksuit set with Nike branding.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Runcati men's cable knit sweater, winter, crew neck, long sleeves, warm, solid color, vintage, regular fit.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Schott NYC Plecorage1 maglione uomo grigio chiaro con zip frontale, confezione da 1.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485, long sleeve black men’s top with logo on sleeve, product photo for online shopping.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Apple Inc. logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'dyson'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Samsung logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Pokémon logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'PlayStation logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Sportswear Club black T-shirt for men, shown worn, with visible Nike logo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT per uomo, presentazione del prodotto.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Tech fleece jogger pants with reflective design details for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a full Nike Tech fleece tracksuit (jacket and jogger pants) in grey, with visible Nike logos and dark sneakers.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Club brushed fleece pants with cuffs for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a green NikeCourt Heritage tennis tracksuit and white Nike shoes, showcasing both the jacket and pants for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Apple logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Dyson logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Samsung logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Pokémon logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'PlayStation logo, representing the PlayStation gaming brand.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Wide-brimmed carbon gray sun hat with chin strap.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Large dark petrol blue hiking backpack with multiple compartments and straps, displayed for product listing.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gray Quechua hiking shoe with rugged sole and blue accents, shown from side view.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Annuncio sponsorizzato: maglione uomo Harbrosrce, invernale, strisce, collo alto con zip 1/4, pullover foderato in pile.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Man wearing a burgundy crew neck, long-sleeve sweater over a white collared shirt, hands in pockets. Winter men's fashion product image.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste, manica lunga, 100% cotone, maglione da uomo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Blue Quechua MH500 hiking shoe with rugged sole, side view, displayed for product listing.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a black puffer jacket with front zipper, modeling the jacket for display.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a dark petrol blue puffer jacket with hood, displayed for product showcase.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Dark gray men's outdoor cargo pants with zip-off legs, shown worn by a person.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Van Rysel Men's Ultralight Mesh Base Layer product shown worn on a model.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Framed watercolor print of Old Head Golf Links map, labeled 'OLD HEAD,' for personalized golf gifts or wall decor.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Anello con ciondolo Kizzi indossato su una mano vicino ai jeans.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Giocattolo di mortadella artigianale in tessuto con fetta, per cucina Montessori e gioco di ruolo gastronomico.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Calendario dell’Avvento personalizzato per cani con dolcetti natalizi, decorato con illustrazioni di cani e un albero di Natale.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Fortezza per gatto. Cat House in cartone con balconi e finestre, con un gatto all'interno.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Puzzle di legno con fiore di nascita 'CARNATION' e testo 'LOVE, FASCINATION & DISTINCTION'.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'AC Milan teddy bear plush, official product, wearing club jersey.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Borraccia termica sportiva ufficiale A.C. Milan per bevande calde o fredde, disponibile in diversi colori e capacità.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'AC Milan official red lunch box with two internal compartments, made of organic plastic.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Maglione da uomo invernale Runcati, girocollo, maniche lunghe, caldo, tinta unita, stile vintage, vestibilità regolare, lavorazione a trecce.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Schott NYC Plecorage1 men's ribbed zip-up pullover sweater, light gray, shown worn, (Pack of 1)\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485, men's long-sleeve knit top, single pack.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Sega a nastro per taglio legno 550W Scheppach hbs261, immagine del macchinario.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Scheppach HBS30 bench band saw for wood, 350W, with miter gauge and 3 included blades, as shown with brand logo and blade sizes.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Dyson logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 impastatrice miscelatore cemento, prodotto mostrato per vendita o informazione tecnica.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Jordan Sport Hoop Fleece men's full-zip Dri-FIT hoodie with hood, shown worn. Product display.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Club full-zip fleece hoodie for men in grey, product image showcasing front view and logo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Sportswear Club Therma-FIT men's sleeveless puffer vest, black, with visible logo on chest.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Persona che pratica yoga indossando abbigliamento sportivo Nike, rappresentando idee regalo Nike per lo yoga.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"I migliori regali Nike per chi gioca a tennis, approvati dall'élite.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Blue Quechua hiking shoe with rugged sole, suitable for outdoor activities.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person wearing a black puffer jacket with front zipper and high collar, displayed for product advertisement.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Simond Men's MT100 Easyfit 50 L Backpacking Pack product photo.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Man wearing a dark petrol blue puffer jacket with hood, displayed for product listing.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Gray outdoor cargo pants with knee patches, shown worn with hiking boots.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Van Rysel Men's Ultralight Mesh Base Layer shown worn by a model.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Framed artistic map print of Old Head Golf Links, Cork, Ireland, for wall decoration or gifting.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Mano con anello con ciondolo Kizzi indossato, vicino a jeans e top blu.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Giocattolo di mortadella fatto a mano con fetta, parte di set cibo giocattolo Montessori per gioco di ruolo in cucina/gastronomia.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Calendario dell’Avvento natalizio personalizzato per cani, con dolcetti e decorazioni festive, pensato come regalo di Natale per cani.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Cardboard cat house with balconies, designed as a fortress for cats.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Puzzle di legno personalizzato con la scritta 'CARNATION' e il fiore garofano, con le parole 'LOVE, FASCINATION & DISTINCTION'.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'AC Milan teddy bear plush toy, official product, wearing club shirt.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'A.C. Milan borraccia termica/sportiva ufficiale per bevande calde o fredde, disponibile in diversi colori e capacità.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'AC Milan red lunch box, two internal compartments, organic plastic, official product.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Jordan Brooklyn Giacca puffer Therma-FIT nera da uomo, mostrata indossata.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Jordan Flight men's down puffer jacket.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men, shown in black.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Club men's full-zip fleece hoodie, shown in grey.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nike Tech color-block fleece pants with open hem for men.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Sportswear Club Therma-FIT men's sleeveless puffer vest product display.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo GameCube console with Viper Cobra reader and original controller, excellent condition.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo Switch Mario Red & Blue Limited Edition, showing all included accessories, original box, controllers, case, documentation, and straps, displayed in new condition.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Nintendo NEW 3DS XL blue with top IPS screen, 4GB SD card, charger, and stylus in excellent condition.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Fotocamera digitale compatta NIKON COOLPIX S6600 nera con cavo USB, batteria e scheda SD Lexar 32GB.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Sony PlayStation 1 console (original model) with controller and cables, advertised as fully compatible or modded ('MAGICA LEGGE TUTTO').\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Icon of a tire, representing automotive or tire-related service or information.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'AC Milan official teddy bear plush toy wearing red and black jersey, product for fans.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'A.C. Milan official thermal/sports bottle for hot or cold drinks, available in multiple colors and capacities.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'AC Milan official red lunch box with 2 internal compartments, made of organic plastic.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Maglione da uomo Runcati, lavorato a maglia, caldo, girocollo, maniche lunghe, tinta unita, stile vintage, vestibilità regolare, per l'inverno.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Schott NYC Plecorage1 men's pullover sweater, single pack, shown in light grey, front view.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485, black long sleeve men's shirt, shown worn by model, for product listing.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'LEGO logo'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Sega a nastro per taglio legno Scheppach hbs261, potenza 550W.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Scheppach HBS30 350W bench band saw for wood, includes miter gauge and 3 blades.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Club men's half-zip winter fleece, checkered pattern in black, grey, and white.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Icon men's basketball pants displayed, part of a coordinated athletic outfit.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': 'Person modeling peach Therma-FIT hoodie and matching pants, full body view, showcasing outfit style and fit.'}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Stride men's running Repel UV jacket, black, displayed on a model.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Tech men's fleece jogger pants, product display.\"}]\n",
+      "Creating OpenAI format payload\n",
+      "user prompt: [{'type': 'text', 'text': \"Nike Windrunner men's puffer jacket\"}]\n",
+      "Creating OpenAI format payload\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>page_url</th>\n",
+       "      <th>user</th>\n",
+       "      <th>image_url</th>\n",
+       "      <th>original_alt_text</th>\n",
+       "      <th>user_alt_text</th>\n",
+       "      <th>llm_alt_text</th>\n",
+       "      <th>user_assessment</th>\n",
+       "      <th>llm_assessment</th>\n",
+       "      <th>user_llm_assessment</th>\n",
+       "      <th>llm_model</th>\n",
+       "      <th>...</th>\n",
+       "      <th>page_description</th>\n",
+       "      <th>page_keywords</th>\n",
+       "      <th>llm_evaluation_result</th>\n",
+       "      <th>llm_judgment</th>\n",
+       "      <th>llm_assessment_1</th>\n",
+       "      <th>llm_judgment_1</th>\n",
+       "      <th>llm_evaluation_result_1</th>\n",
+       "      <th>llm_alt_text_1</th>\n",
+       "      <th>llm_model_1</th>\n",
+       "      <th>llm_alt_text_ita</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*ultra-black-8542384*}</td>\n",
+       "      <td>Mutanda lunga aderente di colore nero (indossa...</td>\n",
+       "      <td>Simond Men's MT500 Merino Wool Boxer Briefs in...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text '*ultra-black-8542384*' is inadeq...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text 'ultra-black-8542384' is insuffic...</td>\n",
+       "      <td>Black men's boxer briefs modeled on a male tor...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Boxer da uomo neri indossati su un torso masch...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>Sandalo grigio con suola bassa (modello Forcla...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sand...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text describes the product accurately ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Forclaz MT500 Lightweight Packab...</td>\n",
+       "      <td>Forclaz MT500 Lightweight Packable Hiking Sandals</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Sandali da escursionismo leggeri e compattabil...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*unspecified-8553119*}</td>\n",
+       "      <td>Scarpa da trekking di colore grigio scuro</td>\n",
+       "      <td>Quechua Men's MH100 Waterproof Mid Hiking Boot...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The alt-text is not appropriate as it does not...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The alt-text is unspecified and does not provi...</td>\n",
+       "      <td>Quechua men's mid-cut hiking boot, black and g...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Scarponcino da trekking da uomo Quechua, nero ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*carbon-gray-8572546*}</td>\n",
+       "      <td>pantaloni grigio scuri con cintura scura. Sono...</td>\n",
+       "      <td>Men's Travel 100 Cargo Pants in carbon gray by...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text, '*carbon-gray-8572546*'...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The provided alt-text '*carbon-gray-8572546*' ...</td>\n",
+       "      <td>Gray cargo pants with pockets, worn with a bel...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni cargo grigi con tasche, indossati co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{\"username\": \"Galesi\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/decat...</td>\n",
+       "      <td>{*laurel-green-8749613*}</td>\n",
+       "      <td>ragazzo in tuta sportiva, indossa felpa verde ...</td>\n",
+       "      <td>Quechua Men's MH120 green fleece hiking jacket.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Shop our selection of outdoor clothes and gear...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>The original alt-text 'laurel-green-8749613' d...</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>1</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The original alt-text '*laurel-green-8749613*'...</td>\n",
+       "      <td>A person wearing a laurel green zip-up fleece ...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Una persona che indossa una giacca in pile ver...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>489</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uomo</td>\n",
+       "      <td>Pantaloni in tessuto da basket Nike Icon per U...</td>\n",
+       "      <td>Nike Icon Pantaloni in tessuto da basket - Uom...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text is appropriate as it clearly iden...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>4</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text accurately describes the main pur...</td>\n",
+       "      <td>Nike Icon men's basketball pants displayed, pa...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni da basket Nike Icon da uomo esposti,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>490</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>Pantaloni felpati da basket Therma-FIT Kobe, c...</td>\n",
+       "      <td>Kobe Pantaloni da basket Therma-FIT</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text is appropriate as it identifies t...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>2</td>\n",
+       "      <td>failure</td>\n",
+       "      <td>The original alt-text 'Kobe Pantaloni da baske...</td>\n",
+       "      <td>Person modeling peach Therma-FIT hoodie and ma...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Persona che indossa una felpa con cappuccio Th...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>491</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Stride Giacca da running Repel UV – Uomo</td>\n",
+       "      <td>Giacca da running nera da uomo Nike Stride, Re...</td>\n",
+       "      <td>Nike Stride Repel UV running jacket for men av...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text describes the product effectively...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text accurately describes the product ...</td>\n",
+       "      <td>Nike Stride men's running Repel UV jacket, bla...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca Nike Stride da uomo per running Repel U...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Tech Pantaloni jogger in fleece – Uomo</td>\n",
+       "      <td>Pantaloni jogger in pile da uomo Nike Tech, bi...</td>\n",
+       "      <td>Nike Tech jogger pants in fleece for men, disp...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text provides adequate information abo...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Tech Pantaloni jogger in fl...</td>\n",
+       "      <td>Nike Tech men's fleece jogger pants, product d...</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Pantaloni jogger in fleece Nike Tech da uomo, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>493</th>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike....</td>\n",
+       "      <td>{\"username\": \"r.dipiazza\"}</td>\n",
+       "      <td>https://giove.isti.cnr.it/users/leonardi/nike/...</td>\n",
+       "      <td>Nike Windrunner Piumino - Uomo</td>\n",
+       "      <td>Piumino da uomo con cappuccio, Nike, colore nero</td>\n",
+       "      <td>Nike Windrunner jacket for men, black, with vi...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>gpt-4o</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Trova l'abbigliamento da uomo Nike per lo spor...</td>\n",
+       "      <td>Acquista Abbigliamento da Uomo</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>success</td>\n",
+       "      <td>5</td>\n",
+       "      <td>success</td>\n",
+       "      <td>The alt-text 'Nike Windrunner Piumino - Uomo' ...</td>\n",
+       "      <td>Nike Windrunner men's puffer jacket</td>\n",
+       "      <td>gtp-4o</td>\n",
+       "      <td>Giacca imbottita da uomo Nike Windrunner</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>494 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              page_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike....   \n",
+       "\n",
+       "                           user  \\\n",
+       "0        {\"username\": \"Galesi\"}   \n",
+       "1        {\"username\": \"Galesi\"}   \n",
+       "2        {\"username\": \"Galesi\"}   \n",
+       "3        {\"username\": \"Galesi\"}   \n",
+       "4        {\"username\": \"Galesi\"}   \n",
+       "..                          ...   \n",
+       "489  {\"username\": \"r.dipiazza\"}   \n",
+       "490  {\"username\": \"r.dipiazza\"}   \n",
+       "491  {\"username\": \"r.dipiazza\"}   \n",
+       "492  {\"username\": \"r.dipiazza\"}   \n",
+       "493  {\"username\": \"r.dipiazza\"}   \n",
+       "\n",
+       "                                             image_url  \\\n",
+       "0    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "1    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "2    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "3    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "4    https://giove.isti.cnr.it/users/leonardi/decat...   \n",
+       "..                                                 ...   \n",
+       "489  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "490  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "491  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "492  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "493  https://giove.isti.cnr.it/users/leonardi/nike/...   \n",
+       "\n",
+       "                                     original_alt_text  \\\n",
+       "0                              {*ultra-black-8542384*}   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals   \n",
+       "2                              {*unspecified-8553119*}   \n",
+       "3                              {*carbon-gray-8572546*}   \n",
+       "4                             {*laurel-green-8749613*}   \n",
+       "..                                                 ...   \n",
+       "489    Nike Icon Pantaloni in tessuto da basket - Uomo   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT   \n",
+       "491      Nike Stride Giacca da running Repel UV – Uomo   \n",
+       "492        Nike Tech Pantaloni jogger in fleece – Uomo   \n",
+       "493                     Nike Windrunner Piumino - Uomo   \n",
+       "\n",
+       "                                         user_alt_text  \\\n",
+       "0    Mutanda lunga aderente di colore nero (indossa...   \n",
+       "1    Sandalo grigio con suola bassa (modello Forcla...   \n",
+       "2            Scarpa da trekking di colore grigio scuro   \n",
+       "3    pantaloni grigio scuri con cintura scura. Sono...   \n",
+       "4    ragazzo in tuta sportiva, indossa felpa verde ...   \n",
+       "..                                                 ...   \n",
+       "489  Pantaloni in tessuto da basket Nike Icon per U...   \n",
+       "490  Pantaloni felpati da basket Therma-FIT Kobe, c...   \n",
+       "491  Giacca da running nera da uomo Nike Stride, Re...   \n",
+       "492  Pantaloni jogger in pile da uomo Nike Tech, bi...   \n",
+       "493  Piumino da uomo con cappuccio, Nike, colore nero    \n",
+       "\n",
+       "                                          llm_alt_text  user_assessment  \\\n",
+       "0    Simond Men's MT500 Merino Wool Boxer Briefs in...                1   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sand...                4   \n",
+       "2    Quechua Men's MH100 Waterproof Mid Hiking Boot...                1   \n",
+       "3    Men's Travel 100 Cargo Pants in carbon gray by...                1   \n",
+       "4      Quechua Men's MH120 green fleece hiking jacket.                1   \n",
+       "..                                                 ...              ...   \n",
+       "489  Nike Icon Pantaloni in tessuto da basket - Uom...                4   \n",
+       "490                Kobe Pantaloni da basket Therma-FIT                3   \n",
+       "491  Nike Stride Repel UV running jacket for men av...                3   \n",
+       "492  Nike Tech jogger pants in fleece for men, disp...                2   \n",
+       "493  Nike Windrunner jacket for men, black, with vi...                2   \n",
+       "\n",
+       "     llm_assessment  user_llm_assessment llm_model  ...  \\\n",
+       "0                 1                    3    gpt-4o  ...   \n",
+       "1                 4                    4    gpt-4o  ...   \n",
+       "2                 1                    3    gpt-4o  ...   \n",
+       "3                 1                    3    gpt-4o  ...   \n",
+       "4                 1                    3    gpt-4o  ...   \n",
+       "..              ...                  ...       ...  ...   \n",
+       "489               4                    4    gpt-4o  ...   \n",
+       "490               4                    3    gpt-4o  ...   \n",
+       "491               4                    2    gpt-4o  ...   \n",
+       "492               4                    5    gpt-4o  ...   \n",
+       "493               4                    4    gpt-4o  ...   \n",
+       "\n",
+       "                                      page_description  \\\n",
+       "0    Shop our selection of outdoor clothes and gear...   \n",
+       "1    Shop our selection of outdoor clothes and gear...   \n",
+       "2    Shop our selection of outdoor clothes and gear...   \n",
+       "3    Shop our selection of outdoor clothes and gear...   \n",
+       "4    Shop our selection of outdoor clothes and gear...   \n",
+       "..                                                 ...   \n",
+       "489  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "490  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "491  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "492  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "493  Trova l'abbigliamento da uomo Nike per lo spor...   \n",
+       "\n",
+       "                      page_keywords  \\\n",
+       "0                               NaN   \n",
+       "1                               NaN   \n",
+       "2                               NaN   \n",
+       "3                               NaN   \n",
+       "4                               NaN   \n",
+       "..                              ...   \n",
+       "489  Acquista Abbigliamento da Uomo   \n",
+       "490  Acquista Abbigliamento da Uomo   \n",
+       "491  Acquista Abbigliamento da Uomo   \n",
+       "492  Acquista Abbigliamento da Uomo   \n",
+       "493  Acquista Abbigliamento da Uomo   \n",
+       "\n",
+       "                                 llm_evaluation_result llm_judgment  \\\n",
+       "0    The alt-text '*ultra-black-8542384*' is inadeq...      failure   \n",
+       "1    The alt-text describes the product accurately ...      success   \n",
+       "2    The alt-text is not appropriate as it does not...      failure   \n",
+       "3    The original alt-text, '*carbon-gray-8572546*'...      failure   \n",
+       "4    The original alt-text 'laurel-green-8749613' d...      failure   \n",
+       "..                                                 ...          ...   \n",
+       "489  The alt-text is appropriate as it clearly iden...      success   \n",
+       "490  The alt-text is appropriate as it identifies t...      success   \n",
+       "491  The alt-text describes the product effectively...      success   \n",
+       "492  The alt-text provides adequate information abo...      success   \n",
+       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...      success   \n",
+       "\n",
+       "    llm_assessment_1 llm_judgment_1  \\\n",
+       "0                  1        failure   \n",
+       "1                  5        success   \n",
+       "2                  1        failure   \n",
+       "3                  1        failure   \n",
+       "4                  1        failure   \n",
+       "..               ...            ...   \n",
+       "489                4        success   \n",
+       "490                2        failure   \n",
+       "491                5        success   \n",
+       "492                5        success   \n",
+       "493                5        success   \n",
+       "\n",
+       "                               llm_evaluation_result_1  \\\n",
+       "0    The alt-text 'ultra-black-8542384' is insuffic...   \n",
+       "1    The alt-text 'Forclaz MT500 Lightweight Packab...   \n",
+       "2    The alt-text is unspecified and does not provi...   \n",
+       "3    The provided alt-text '*carbon-gray-8572546*' ...   \n",
+       "4    The original alt-text '*laurel-green-8749613*'...   \n",
+       "..                                                 ...   \n",
+       "489  The alt-text accurately describes the main pur...   \n",
+       "490  The original alt-text 'Kobe Pantaloni da baske...   \n",
+       "491  The alt-text accurately describes the product ...   \n",
+       "492  The alt-text 'Nike Tech Pantaloni jogger in fl...   \n",
+       "493  The alt-text 'Nike Windrunner Piumino - Uomo' ...   \n",
+       "\n",
+       "                                        llm_alt_text_1  llm_model_1  \\\n",
+       "0    Black men's boxer briefs modeled on a male tor...       gtp-4o   \n",
+       "1    Forclaz MT500 Lightweight Packable Hiking Sandals       gtp-4o   \n",
+       "2    Quechua men's mid-cut hiking boot, black and g...       gtp-4o   \n",
+       "3    Gray cargo pants with pockets, worn with a bel...       gtp-4o   \n",
+       "4    A person wearing a laurel green zip-up fleece ...       gtp-4o   \n",
+       "..                                                 ...          ...   \n",
+       "489  Nike Icon men's basketball pants displayed, pa...       gtp-4o   \n",
+       "490  Person modeling peach Therma-FIT hoodie and ma...       gtp-4o   \n",
+       "491  Nike Stride men's running Repel UV jacket, bla...       gtp-4o   \n",
+       "492  Nike Tech men's fleece jogger pants, product d...       gtp-4o   \n",
+       "493                Nike Windrunner men's puffer jacket       gtp-4o   \n",
+       "\n",
+       "                                      llm_alt_text_ita  \n",
+       "0    Boxer da uomo neri indossati su un torso masch...  \n",
+       "1    Sandali da escursionismo leggeri e compattabil...  \n",
+       "2    Scarponcino da trekking da uomo Quechua, nero ...  \n",
+       "3    Pantaloni cargo grigi con tasche, indossati co...  \n",
+       "4    Una persona che indossa una giacca in pile ver...  \n",
+       "..                                                 ...  \n",
+       "489  Pantaloni da basket Nike Icon da uomo esposti,...  \n",
+       "490  Persona che indossa una felpa con cappuccio Th...  \n",
+       "491  Giacca Nike Stride da uomo per running Repel U...  \n",
+       "492  Pantaloni jogger in fleece Nike Tech da uomo, ...  \n",
+       "493           Giacca imbottita da uomo Nike Windrunner  \n",
+       "\n",
+       "[494 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_esercitazione[['llm_alt_text_ita']] = df_esercitazione.apply(process_row_safe_transl_eng_ita, axis=1)\n",
+    "df_esercitazione"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d2d0a301",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#df_esercitazione.to_csv(\"dataset_esercitazione_\"+mllm_model_id+\"_ita.csv\",sep=\";\",index=False)\n",
+    "#df_esercitazione.to_csv(\"dataset_esercitazione_\"+mllm_model_id+\"_without_image_ita.csv\",sep=\";\",index=False)\n",
+    "df_esercitazione.to_csv(\"dataset_esercitazione_\"+mllm_model_id+\"_without_context_ita.csv\",sep=\";\",index=False)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f014c7d4",
+   "metadata": {},
+   "source": [
+    "# per testare le chiamate problematiche\n",
+    "## singole chiamate di test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "48ce6cc2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'You are a web accessibility evaluation tool. Your task is to evaluate if alterative text for \\n                images on webpages are appropriate according to WCAG guidelines. The alt-text should serve the same purpose and present \\n                the same information as the original image content.  As a result, it is possible to remove the image content and replace it with the text alternative and no functionality or information would be lost. This text alternative should not necessarily describe the image content. \\n                It should serve the same purpose and convey the same information. This may sometimes result in a text alternative that looks like a description of the image content. But this would only be true if that was the best way to serve the same purpose.\\n                If possible, the short text alternative should completely convey the purpose and information. If it is not possible to do this in a short phrase or sentence, then the short text alternative should provide a brief overview of the information.\\n                The text alternative should be able to substitute for the image content. If the image content were removed from the page and substituted with the text, the page would still provide the same function and information. The text alternative would be brief but as informative as possible.\\n                In deciding what text to include in the alternative, it is often a good idea to consider the following questions:\\n                Why is this image content here?\\n                What information is it presenting?\\n                What purpose does it fulfill?\\n                If I could not use the image content, what words would I use to convey the same function and/or information?\\n\\n                When image content contains words that are important to understanding the content, the alt text should include those words.\\n\\n                Follow these instructions carefully:\\n                1. You will be provided as input with the following:\\n                - The associated alternative text. When the alt-text is empty or absent, you will be explicitly informed.\\n                - The surrounding context of the image.\\n                - The page title, headings and the content of the “keywords” and “description” <meta> tag, if found.\\n                \\n                2. Determine the function and purpose of the image by analyzing these elements. Take into account the purpose and function \\n                of the associated image by considering the page context. Check also if the image is, or is associated with, a link or a button, \\n                and consider this in your judgement. If the image contains text use that as part of the context. \\n                \\n                3. Provide a final assessment based on the following:\\n                - \\'success\\' if you can assess with \\'sufficient certainty\\' the alt-text is appropriate in relation to the image purpose,\\n                - \\'failure\\' if you can assess with \\'sufficient certainty\\' that the alt-text is NOT appropriate,\\n                - \\'warning\\' if you cannot determine with \\'sufficient certainty\\'.\\n                where the level of certainty goes from 1 to 100 and \\'sufficient certainty\\' means > 80 \\n                \\n                4. The original alt-text assessment on a scale from 1 to 5, where 5 is the best score. Use an integer number only. \\n                \\n                5. Provide a brief reasoning for your judgment. If the image contains text, write it verbatim. Your response should be in English.\\n                \\n                6. Keep your response within 150 words.\\n\\n                7. Generate the new most appropriate alt-text given the context and the steps before. Keep this within 30 words. Use the same language as the original alt-text.\\n                 \\n                8. Here is the JSON format the results must have:\\n                {\"Original alt-text assessment\" : \"*your original alt-text assessment*\", \"Assessment\" : \"*your assessment*\", \"EvaluationResult\": \"*your response*\", \"New alt-text\":\"*new alt-text*\"}'"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "system_prompt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "id": "0712fe47",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "user_prompt= [{'type': 'text', 'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: No textual context found'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "id": "17e2c1dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "headers = [\n",
+    "        [\"Content-Type\", \"application/json\"],\n",
+    "        [\"Authorization\", f\"Bearer {mllm_api_key}\"],\n",
+    "    ]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "id": "6f93b513",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "payload = {\n",
+    "            \"messages\": [\n",
+    "                {\"role\": \"system\", \"content\": system_prompt},\n",
+    "                {\"role\": \"user\", \"content\": user_prompt},\n",
+    "            ],\n",
+    "            \"temperature\": 0.7,\n",
+    "            \"top_p\": 0.95,\n",
+    "            \"frequency_penalty\": 0,\n",
+    "            \"presence_penalty\": 0,\n",
+    "            \"max_tokens\": 800,\n",
+    "            \"stop\": None,\n",
+    "        }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 145,
+   "id": "35f1e77f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'messages': [{'role': 'system',\n",
+       "   'content': 'You are a web accessibility evaluation tool. Your task is to evaluate if alterative text for \\n                images on webpages are appropriate according to WCAG guidelines. The alt-text should serve the same purpose and present \\n                the same information as the original image content.  As a result, it is possible to remove the image content and replace it with the text alternative and no functionality or information would be lost. This text alternative should not necessarily describe the image content. \\n                It should serve the same purpose and convey the same information. This may sometimes result in a text alternative that looks like a description of the image content. But this would only be true if that was the best way to serve the same purpose.\\n                If possible, the short text alternative should completely convey the purpose and information. If it is not possible to do this in a short phrase or sentence, then the short text alternative should provide a brief overview of the information.\\n                The text alternative should be able to substitute for the image content. If the image content were removed from the page and substituted with the text, the page would still provide the same function and information. The text alternative would be brief but as informative as possible.\\n                In deciding what text to include in the alternative, it is often a good idea to consider the following questions:\\n                Why is this image content here?\\n                What information is it presenting?\\n                What purpose does it fulfill?\\n                If I could not use the image content, what words would I use to convey the same function and/or information?\\n\\n                When image content contains words that are important to understanding the content, the alt text should include those words.\\n\\n                Follow these instructions carefully:\\n                1. You will be provided as input with the following:\\n                - The associated alternative text. When the alt-text is empty or absent, you will be explicitly informed.\\n                - The surrounding context of the image.\\n                - The page title, headings and the content of the “keywords” and “description” <meta> tag, if found.\\n                \\n                2. Determine the function and purpose of the image by analyzing these elements. Take into account the purpose and function \\n                of the associated image by considering the page context. Check also if the image is, or is associated with, a link or a button, \\n                and consider this in your judgement. If the image contains text use that as part of the context. \\n                \\n                3. Provide a final assessment based on the following:\\n                - \\'success\\' if you can assess with \\'sufficient certainty\\' the alt-text is appropriate in relation to the image purpose,\\n                - \\'failure\\' if you can assess with \\'sufficient certainty\\' that the alt-text is NOT appropriate,\\n                - \\'warning\\' if you cannot determine with \\'sufficient certainty\\'.\\n                where the level of certainty goes from 1 to 100 and \\'sufficient certainty\\' means > 80 \\n                \\n                4. The original alt-text assessment on a scale from 1 to 5, where 5 is the best score. Use an integer number only. \\n                \\n                5. Provide a brief reasoning for your judgment. If the image contains text, write it verbatim. Your response should be in English.\\n                \\n                6. Keep your response within 150 words.\\n\\n                7. Generate the new most appropriate alt-text given the context and the steps before. Keep this within 30 words. Use the same language as the original alt-text.\\n                 \\n                8. Here is the JSON format the results must have:\\n                {\"Original alt-text assessment\" : \"*your original alt-text assessment*\", \"Assessment\" : \"*your assessment*\", \"EvaluationResult\": \"*your response*\", \"New alt-text\":\"*new alt-text*\"}'},\n",
+       "  {'role': 'user',\n",
+       "   'content': [{'type': 'text',\n",
+       "     'text': 'Here is the alt-text of the image: Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA'},\n",
+       "    {'type': 'text',\n",
+       "     'text': 'Here is the surrounding HTML context of the element: No textual context found'},\n",
+       "    {'type': 'text',\n",
+       "     'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the <meta name='description'> tag: Offerte imperdibili su nuovo, usato e ricondizionato da negozi e venditori privati. Compra e vendi elettronica, videogiochi, collezionismo, accessori auto&moto, arredamento, e tanto altro. eBay. Un’altra storia., content of the <meta name='keywords'> tag: nan\"}]}],\n",
+       " 'temperature': 0.7,\n",
+       " 'top_p': 0.95,\n",
+       " 'frequency_penalty': 0,\n",
+       " 'presence_penalty': 0,\n",
+       " 'max_tokens': 800,\n",
+       " 'stop': None}"
+      ]
+     },
+     "execution_count": 145,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "payload"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "id": "9621b828",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n",
+      "ERROR:root:error message:HTTP Error 400: Bad Request\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'error': <HTTPError 400: 'Bad Request'>}"
+      ]
+     },
+     "execution_count": 146,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "response = call_API_urlibrequest(\n",
+    "        url=mllm_end_point , headers=headers, data=payload\n",
+    "    )\n",
+    "response"
+   ]
   }
  ],
  "metadata": {