"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.hexbin(user_assessment, llm_assessment, gridsize=20, cmap='YlOrRd', mincnt=1)\n",
- "plt.colorbar(label='Count')\n",
- "plt.plot(\n",
- " np.unique(user_assessment),\n",
- " np.poly1d(np.polyfit(user_assessment, llm_assessment, 1))(np.unique(user_assessment)),\n",
- " 'b-', linewidth=2\n",
- ")\n",
- "plt.xlabel(\"user_assessment\")\n",
- "plt.ylabel(\"llm_assessment\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "id": "67e27e87",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
+ "RangeIndex: 657 entries, 0 to 656\n",
+ "Data columns (total 15 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 page_url 657 non-null object \n",
+ " 1 user 657 non-null object \n",
+ " 2 original_alt_text 587 non-null object \n",
+ " 3 user_alt_text 651 non-null object \n",
+ " 4 llm_alt_text 657 non-null object \n",
+ " 5 user_assessment 657 non-null int64 \n",
+ " 6 llm_assessment 657 non-null int64 \n",
+ " 7 user_llm_assessment 657 non-null int64 \n",
+ " 8 original_alt_text_length 657 non-null int64 \n",
+ " 9 user_alt_text_length 657 non-null int64 \n",
+ " 10 llm_alt_text_length 657 non-null int64 \n",
+ " 11 semantic_representation 657 non-null object \n",
+ " 12 semantic_similarity 657 non-null float64\n",
+ " 13 lexical_similarity 657 non-null float64\n",
+ " 14 bert_score_similarity 657 non-null float64\n",
+ "dtypes: float64(3), int64(6), object(6)\n",
+ "memory usage: 77.1+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df=aggregated_statistic_pd\n",
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "08e0094b",
+ "metadata": {},
+ "source": [
+ "# recupero le info sulle \"stranezze valutazioni\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "6d55b3d6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "Index: 494 entries, 0 to 656\n",
+ "Data columns (total 15 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 page_url 494 non-null object \n",
+ " 1 user 494 non-null object \n",
+ " 2 original_alt_text 436 non-null object \n",
+ " 3 user_alt_text 488 non-null object \n",
+ " 4 llm_alt_text 494 non-null object \n",
+ " 5 user_assessment 494 non-null int64 \n",
+ " 6 llm_assessment 494 non-null int64 \n",
+ " 7 user_llm_assessment 494 non-null int64 \n",
+ " 8 original_alt_text_length 494 non-null int64 \n",
+ " 9 user_alt_text_length 494 non-null int64 \n",
+ " 10 llm_alt_text_length 494 non-null int64 \n",
+ " 11 semantic_representation 494 non-null object \n",
+ " 12 semantic_similarity 494 non-null float64\n",
+ " 13 lexical_similarity 494 non-null float64\n",
+ " 14 bert_score_similarity 494 non-null float64\n",
+ "dtypes: float64(3), int64(6), object(6)\n",
+ "memory usage: 61.8+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.drop_duplicates(inplace=True)\n",
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "67d25b8f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total strange NEGATIVE MISMATCHES found: 69\n",
+ "Percentage strange NEGATIVE MISMATCHES found:: 13.96761133603239\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch di 1\n",
+ "print(\"Total strange NEGATIVE MISMATCHES found:\",len(df[df[\"user_assessment\"]-df[\"user_llm_assessment\"]==1]))\n",
+ "print(\"Percentage strange NEGATIVE MISMATCHES found::\",len(df[df[\"user_assessment\"]-df[\"user_llm_assessment\"]==1])/len(df)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "c1420a43",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total strange NEGATIVE BIG MISMATCHES found: 24\n",
+ "Percentage strange NEGATIVE BIG MISMATCHES found:: 4.8582995951417\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch > di 1\n",
+ "print(\"Total strange NEGATIVE BIG MISMATCHES found:\",len(df[df[\"user_assessment\"]-df[\"user_llm_assessment\"]>1]))\n",
+ "print(\"Percentage strange NEGATIVE BIG MISMATCHES found::\",len(df[df[\"user_assessment\"]-df[\"user_llm_assessment\"]>1])/len(df)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "6127aaf6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total strange total NEGATIVE MISMATCHES found: 93\n",
+ "Percentage strange total NEGATIVE MISMATCHES found:: 18.82591093117409\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch >= di 1 (la somma dei 2)\n",
+ "print(\"Total strange total NEGATIVE MISMATCHES found:\",len(df[df[\"user_assessment\"]-df[\"user_llm_assessment\"]>=1]))\n",
+ "print(\"Percentage strange total NEGATIVE MISMATCHES found::\",len(df[df[\"user_assessment\"]-df[\"user_llm_assessment\"]>=1])/len(df)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "bd96b123",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'df' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[1], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# il delta mismatch di 0\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTotal NO MISMATCHES found:\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;28mlen\u001b[39m(\u001b[43mdf\u001b[49m[df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124muser_assessment\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m-\u001b[39mdf[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124muser_llm_assessment\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m==\u001b[39m\u001b[38;5;241m0\u001b[39m]))\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPercentage NO MISMATCHES found::\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;28mlen\u001b[39m(df[df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124muser_assessment\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m-\u001b[39mdf[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124muser_llm_assessment\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m==\u001b[39m\u001b[38;5;241m0\u001b[39m])\u001b[38;5;241m/\u001b[39m\u001b[38;5;28mlen\u001b[39m(df)\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m100\u001b[39m)\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch di 0\n",
+ "print(\"Total NO MISMATCHES found:\",len(df[df[\"user_assessment\"]-df[\"user_llm_assessment\"]==0]))\n",
+ "print(\"Percentage NO MISMATCHES found::\",len(df[df[\"user_assessment\"]-df[\"user_llm_assessment\"]==0])/len(df)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "0e6a8750",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total POSITIVE MISMATCHES found: 220\n",
+ "Percentage POSITIVE MISMATCHES found:: 44.534412955465584\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch a favore LLM\n",
+ "print(\"Total POSITIVE MISMATCHES found:\",len(df[df[\"user_assessment\"]-df[\"user_llm_assessment\"]<=-1]))\n",
+ "print(\"Percentage POSITIVE MISMATCHES found::\",len(df[df[\"user_assessment\"]-df[\"user_llm_assessment\"]<=-1])/len(df)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "60860bfe",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total original user assessments sum: 1312\n",
+ "Total LLM assessments sum: 1636\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 user LLM-assessments sum:\",df[\"user_llm_assessment\"].sum())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "5542c3af",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total strange POSITIVE MISMATCHES WITH SAME TEXT found 10\n",
+ "Percentage strange POSITIVE MISMATCHES WITH SAME TEXT found: 2.0242914979757085\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch a favore LLM a parità di testo\n",
+ "print(\"Total strange POSITIVE MISMATCHES WITH SAME TEXT found\", \n",
+ " len(df[\n",
+ " (df[\"user_assessment\"] - df[\"user_llm_assessment\"] <= -1) & \n",
+ " (df[\"original_alt_text\"] == df[\"llm_alt_text\"])\n",
+ " ]))\n",
+ "print(\"Percentage strange POSITIVE MISMATCHES WITH SAME TEXT found:\",len(df[\n",
+ " (df[\"user_assessment\"] - df[\"user_llm_assessment\"] <= -1) & \n",
+ " (df[\"original_alt_text\"] == df[\"llm_alt_text\"])\n",
+ " ])/len(df)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "id": "f3f7123d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
- "\n",
- "\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " User-LLM Pearson User-LLM Spearman User-LLM Kendall Tau\n",
- "Results 0.705743 0.67242 0.575338"
- ]
- },
- "execution_count": 9,
- "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_assessment, llm_assessment)[0, 1]\n",
- "spearman_correlation, _ = spearmanr(user_assessment, llm_assessment)\n",
- "kendall_tau_correlation, _ = kendalltau(user_assessment, llm_assessment)\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": "code",
- "execution_count": 10,
- "id": "a2745ede",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "| \n", - " | User-LLM Pearson | \n", - "User-LLM Spearman | \n", - "User-LLM Kendall Tau | \n", - "
|---|---|---|---|
| Results | \n", - "0.705743 | \n", - "0.67242 | \n", - "0.575338 | \n", - "
\n",
- "\n",
- "\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " User-User LLM Pearson User-User LLM Spearman \\\n",
- "Results 0.039387 0.04062 \n",
- "\n",
- " User-User LLM Kendall Tau \n",
- "Results 0.039127 "
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# ok no correlation because user llm assessment is indipendent from initial user assessment\n",
- "pearson_correlation = np.corrcoef(user_assessment, user_llm_assessment)[0, 1]\n",
- "spearman_correlation, _ = spearmanr(user_assessment, user_llm_assessment)\n",
- "kendall_tau_correlation, _ = kendalltau(user_assessment, user_llm_assessment)\n",
- "\n",
- "correlation_table = pd.DataFrame({\n",
- " \"User-User LLM Pearson\": [pearson_correlation],\n",
- " \"User-User LLM Spearman\": [spearman_correlation],\n",
- " \"User-User LLM Kendall Tau\": [kendall_tau_correlation]\n",
- "}, index=['Results'])\n",
- "\n",
- "correlation_table"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "d0a72d27",
- "metadata": {},
- "source": [
- "# commenti LLM (chatGPT)\n",
- ". Strength of Association (Interpretation)\n",
- "Using commonly accepted benchmarks:\n",
- "Coefficient\tValue\tInterpretation\n",
- "Pearson r\t0.706\tStrong positive linear relationship\n",
- "Spearman ρ\t0.672\tStrong monotonic relationship\n",
- "Kendall τ\t0.575\tModerate-to-strong ordinal agreement\n",
- "All three measures consistently indicate substantial agreement between User and LLM ratings.\n",
- "________________________________________\n",
- "2. Context of a 1–5 Likert Scale\n",
- "Because the data come from a restricted ordinal scale (only 5 levels):\n",
- "•\tCorrelations are naturally attenuated (they cannot reach 1.0 easily).\n",
- "•\tAchieving r ≈ 0.70 on a 5-point scale is considered very strong in behavioral and HCI research.\n",
- "•\tKendall’s τ ≈ 0.58 implies:\n",
- "o\tRoughly 75–80% of all rating pairs are concordant rather than discordant.\n",
- "o\tThis reflects high rank-order consistency, even if exact scores differ by ±1.\n",
- "👉 In practice, this means the LLM usually assigns similar or adjacent ratings to users.\n",
- "________________________________________\n",
- "3. Sample Size Considerations (n = 408)\n",
- "With 408 observations:\n",
- "•\tAll correlations are highly statistically significant (p ≪ 0.001).\n",
- "•\tMore importantly, the estimates are stable (low sampling error).\n",
- "•\tThese values reflect a true, meaningful effect, not noise.\n",
- "Approximate confidence:\n",
- "•\tPearson r ≈ 0.71 would typically have a 95% CI roughly ±0.04 at this sample size.\n",
- "________________________________________\n",
- "4. Comparing the Three Metrics (Why This Matters)\n",
- "Metric\tWhat it Tells You\n",
- "Pearson\tLinear agreement in absolute scores\n",
- "Spearman\tAgreement in relative ordering\n",
- "Kendall\tPairwise ordinal agreement\n",
- "The fact that:\n",
- "•\tPearson > Spearman > Kendall\n",
- "is expected for Likert data and suggests:\n",
- "•\tSome small nonlinearities or ties,\n",
- "•\tBut no major distortions in ranking.\n",
- "This convergence strengthens validity.\n",
- "________________________________________\n",
- "5. Practical Interpretation (Plain Language)\n",
- "“User ratings and LLM ratings show strong agreement. On a 1–5 scale, the LLM closely mirrors user judgments, typically matching or differing by only one scale point. The consistency holds across both absolute scores and rank ordering.”\n",
- "________________________________________\n",
- "6. How This Would Be Framed in a Paper\n",
- "Example wording:\n",
- "User and LLM ratings were strongly correlated (Pearson r = 0.71; Spearman ρ = 0.67; Kendall τ = 0.58; n = 408), indicating substantial agreement on a 5-point Likert scale. Given the restricted range of the scale, these values reflect high concordance between human and model evaluations.\n",
- "________________________________________\n",
- "Bottom Line\n",
- "✅ These correlations indicate strong, meaningful agreement\n",
- "✅ Especially impressive given the 1–5 scale constraint\n",
- "✅ Suitable for claims of alignment or validation between User and LLM judgments\n",
- "\n"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "d88734b8",
- "metadata": {},
- "source": [
- "# Claude\n",
- "Looking at your correlation results in the context of a 1-5 scale with n=408:\n",
- "Overall Assessment: Strong positive correlations\n",
- "Your results show consistently strong relationships across all three measures:\n",
- "•\tPearson (0.706): Strong linear relationship. About 50% of variance in one variable is explained by the other (r² ≈ 0.498)\n",
- "•\tSpearman (0.672): Strong monotonic relationship, slightly lower suggests minor non-linearity\n",
- "•\tKendall's Tau (0.575): Strong concordance in rankings\n",
- "What makes these particularly meaningful:\n",
- "Sample size (n=408) - With this large sample, all correlations are highly statistically significant (p < 0.001). You have excellent statistical power, so these aren't flukes.\n",
- "Scale characteristics (1-5) - Likert-type scales can attenuate correlations due to:\n",
- "•\tRestricted range (only 5 possible values)\n",
- "•\tCeiling/floor effects\n",
- "•\tOrdinal nature\n",
- "Getting correlations above 0.7 on a 5-point scale is actually quite impressive.\n",
- "Consistency across methods - The fact that all three measures agree on \"strong positive\" increases confidence. The slight drop from Pearson to Spearman to Kendall is normal and expected.\n",
- "Practical interpretation:\n",
- "•\tIn user-LLM interaction contexts, a 0.7 correlation suggests strong alignment between user experience and LLM performance\n",
- "•\tThere's substantial shared variance, but also room for unique contributions (~50% unexplained variance)\n",
- "•\tThis is strong enough for predictive purposes but not so high as to suggest redundancy\n",
- "Benchmarking: In social science and human-computer interaction research, correlations of 0.5-0.7 are considered \"large effects.\" You're at the upper end of this range, which is excellent for behavioral/experiential data.\n",
- "\n"
- ]
- }
- ],
- "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/build_dataset_from_folder_no_llm_check.py b/scripts/build_dataset_from_folder_no_llm_check.py
new file mode 100644
index 0000000..6a25952
--- /dev/null
+++ b/scripts/build_dataset_from_folder_no_llm_check.py
@@ -0,0 +1,546 @@
+# costruisco il db solo con url immagini e progressivo immagini per ogni page_url
+# to launch: python build_dataset_from_folder_no_llm_check.py --ref_path "C:\cartella_condivisa\MachineLearning\HIISlab\accessibility\notebook_miei\LLM_accessibility_validator\out" --push_to_hub --repo_id "nicolaleo/LLM-alt-text-assessment" --token "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"
+
+from datasets import Dataset, DatasetDict
+import datasets
+import json
+from pathlib import Path
+from PIL import Image
+import hashlib
+import urllib.parse
+import argparse
+
+
+'''
+# Dataset metadata
+_DESCRIPTION = """\
+Dataset for image alt-text assessment and improvement using MLLM responses.
+Contains images, original alt-texts, quality assessments, and improved versions.
+"""
+
+_CITATION = """\
+@misc{alt_text_assessment,
+ title={Alt-Text Assessment Dataset},
+ year={2024}
+}
+"""
+
+
+
+
+
+class AltTextDataset(datasets.GeneratorBasedBuilder):
+ """Dataset for alt-text assessment with images and MLLM responses."""
+
+ VERSION = datasets.Version("1.0.0")
+
+ def _info(self):
+ return datasets.DatasetInfo(
+ description=_DESCRIPTION,
+ features=datasets.Features({
+ "image": datasets.Image(),
+ "image_url": datasets.Value("string"),
+ "alt_text": datasets.Value("string"),
+ "original_alt_text_assessment": datasets.Value("string"),
+ "assessment": datasets.Value("string"),
+ "evaluation_result": datasets.Value("string"),
+ "new_alt_text": datasets.Value("string"),
+ #"source_folder": datasets.Value("string"),
+ }),
+ citation=_CITATION,
+ )
+
+ def _split_generators(self, dl_manager):
+ """Define data splits."""
+ return [
+ datasets.SplitGenerator(
+ name=datasets.Split.TRAIN,
+ gen_kwargs={
+ "json_filepath": "data.json",
+ "images_dir": "images"
+ },
+ ),
+ ]
+
+ def _generate_examples(self, json_filepath, images_dir):
+ """Generate examples from JSON file and image directory."""
+ with open(json_filepath, encoding="utf-8") as f:
+ data = json.load(f)
+
+ images_path = Path(images_dir)
+
+ for idx, entry in enumerate(data):
+ image_url = entry["image_url"]
+ image_filename = url_to_filename(image_url)
+ image_path = images_path / image_filename
+
+ # Load image if exists, otherwise None
+ image = str(image_path) if image_path.exists() else None
+
+ yield idx, {
+ "image": image,
+ "image_url": image_url,
+ "alt_text": entry["alt_text"],
+ "original_alt_text_assessment": entry["mllm_response"]["original_alt_text_assessment"],
+ "assessment": entry["mllm_response"]["assessment"],
+ "evaluation_result": entry["mllm_response"]["evaluation_result"],
+ "new_alt_text": entry["mllm_response"]["new_alt_text"],
+ }
+
+'''
+# ============================================================================
+# SIMPLE USAGE FUNCTIONS
+# ============================================================================
+
+
+def url_to_filename(image_url): # save step as in the image_extractor dependence
+ """
+ Convert image URL to sanitized filename following your exact logic.
+
+ Args:
+ image_url: The image URL
+
+ Returns:
+ Sanitized filename with extension
+ """
+
+ # Parse the URL to get the path without query parameters
+ parsed_url = urllib.parse.urlparse(image_url)
+ url_path = parsed_url.path
+
+ # Get the filename from the path
+ filename = url_path.split("/")[-1]
+ print(f"Original filename: '{filename}'")
+
+ # Split filename and extension
+ if "." in filename:
+ image_name, ext = filename.rsplit(".", 1)
+ ext = ext.lower()
+ else:
+ image_name = filename
+ ext = "jpg"
+
+ # Validate extension
+ if ext not in ["jpg", "jpeg", "png", "gif", "webp"]:
+ ext = "jpg"
+
+ # Sanitize image name (remove special characters, limit length)
+ image_name = "".join(c for c in image_name if c.isalnum() or c in ("-", "_"))
+
+ image_name = image_name[:50] # Limit filename length
+
+ # If name is empty after sanitization, create a hash-based name
+ if not image_name:
+ image_name = hashlib.md5(image_url.encode()).hexdigest()[:16]
+
+ return f"{image_name}.{ext}"
+
+
+def push_to_hub_example(dataset_path="alt_text_merged_dataset", repo_id="",token=None):
+ """
+ Example of how to push dataset to Hugging Face Hub.
+ You need to authenticate first!
+ """
+ from huggingface_hub import login
+
+ print("\n=== Pushing Dataset to Hugging Face Hub ===")
+ # Method 1: Login interactively (will prompt for token)
+ # login()
+
+ # Method 2: Login with token directly
+ login(token=token)
+
+ # Method 3: Set token as environment variable
+ # export HF_TOKEN="hf_YourTokenHere"
+ # Then login() will use it automatically
+
+ # Load your dataset
+ ds = load_dataset_from_disk(dataset_path)
+
+ # Combine into DatasetDict
+ ds = DatasetDict(
+ {
+ "train": ds,
+ # #"test": test_dataset
+ }
+ )
+
+ # Push to hub (creates repo if it doesn't exist)
+ ds.push_to_hub( # Automatically converts to Parquet when uploading to Hub
+ repo_id, # Replace with your username
+ private=False, # Set True for private dataset
+ )
+
+ print("Dataset pushed successfully!")
+ print(f"View at: https://huggingface.co/datasets/{repo_id}")
+
+
+def create_dataset_from_json(json_filepath, json_filepath_images, images_dir="images"):
+ """
+ Create a Hugging Face Dataset from JSON file with local images.
+
+ Args:
+ json_filepath: Path to JSON file with your data structure
+ images_dir: Directory containing the images (default: "images")
+
+ Returns:
+ datasets.Dataset object with images loaded
+ """
+ with open(json_filepath, "r", encoding="utf-8") as f:
+ data = json.load(f)
+
+ with open(json_filepath_images, "r", encoding="utf-8") as f:
+ data_images = json.load(f)
+
+ images_path = Path(images_dir)
+
+ # Flatten the nested structure and load images
+ flattened_data = {
+ #"image": [],
+ "url": [],
+ "alt_text": [],
+ #"original_alt_text_assessment": [],
+ #"assessment": [],
+ #"evaluation_result": [],
+ #"new_alt_text": [],
+ "page_url": [],
+ #"html_context": [],
+ "image_id":[]
+ }
+
+ count_entry = 0
+ for entry in data_images:
+ """
+ if (
+ entry["mllm_response"]["original_alt_text_assessment"] is None
+ ): # important! skip entries with no MLLM response. not usable data
+ print(
+ f"Skipping entry with image URL: {entry['image_url']} due to missing MLLM response"
+ )
+ #count_entry += 1
+ #continue # Skip entries with no MLLM response
+ flattened_data["original_alt_text_assessment"].append(str(0))
+ flattened_data["assessment"].append(0)
+ flattened_data["evaluation_result"].append(0)
+ else:
+ flattened_data["original_alt_text_assessment"].append(
+ str(entry["mllm_response"]["original_alt_text_assessment"])
+ )
+ flattened_data["assessment"].append(entry["mllm_response"]["assessment"])
+ flattened_data["evaluation_result"].append(
+ entry["mllm_response"]["evaluation_result"]
+ )"""
+
+ image_url = entry["url"]
+ image_filename = url_to_filename(image_url)
+ image_path = images_path / image_filename
+
+ # Load image if it exists
+ """
+ if image_path.exists():
+ img = Image.open(image_path)
+ flattened_data["image"].append(img)
+ else:
+ print(f"Warning: Image not found: {image_path}")
+ flattened_data["image"].append(None)
+ """
+
+ flattened_data["url"].append(image_url)
+ flattened_data["alt_text"].append(entry["alt_text"])
+
+
+ """flattened_data["original_alt_text_assessment"].append(
+ str(entry["mllm_response"]["original_alt_text_assessment"])
+ )
+ flattened_data["assessment"].append(entry["mllm_response"]["assessment"])
+ flattened_data["evaluation_result"].append(
+ entry["mllm_response"]["evaluation_result"]
+ )
+ flattened_data["new_alt_text"].append(entry["mllm_response"]["new_alt_text"])"""
+
+
+ flattened_data["page_url"].append(data_images[count_entry]["page_url"])
+ #flattened_data["html_context"].append(data_images[count_entry]["html_context"])
+
+ count_entry += 1
+ flattened_data["image_id"].append(count_entry)
+
+
+
+ print(f"Total valid entries loaded: {len(flattened_data['url'])}")
+ return datasets.Dataset.from_dict(flattened_data)
+
+
+def create_dataset_from_folders(
+ ref_path,
+ json_filename="mllm_alttext_assessments.json",
+ json_filename_images="extracted_images.json",
+ images_dirname="images",
+):
+ """
+ Create a merged dataset from multiple folders under ref_path.
+ Each folder should contain a JSON file and an images subdirectory.
+
+ Args:
+ ref_path: Root path containing multiple folders
+ json_filename: Name of JSON file in each folder (default: "data.json")
+ images_dirname: Name of images subdirectory (default: "images")
+
+ Returns:
+ datasets.Dataset object with all entries merged
+ """
+ ref_path = Path(ref_path)
+ all_datasets = []
+
+ # Find all subdirectories containing the JSON file
+ folders_processed = 0
+
+ for folder in ref_path.iterdir():
+ if not folder.is_dir():
+ continue
+
+ json_path = folder / json_filename
+ json_path_images = folder / json_filename_images
+ images_path = folder / images_dirname
+
+ # Check if both JSON and images directory exist
+ if not json_path.exists():
+ print(f"Skipping {folder.name}: no {json_filename} found")
+ continue
+
+ if not json_path_images.exists():
+ print(f"Skipping {folder.name}: no {json_filename_images} found")
+ continue
+
+ if not images_path.exists():
+ print(f"Warning: {folder.name}: images directory not found")
+ # continue
+ # Continue anyway, images might be optional (from urls only)
+
+ print(f"Processing folder: {folder.name}")
+
+ try:
+ # Create dataset for this folder
+ ds = create_dataset_from_json(
+ str(json_path), str(json_path_images), str(images_path)
+ )
+ all_datasets.append(ds)
+
+ folders_processed += 1
+ print(f" -> Loaded {len(ds)} entries")
+ except Exception as e:
+ print(f"Error processing {folder.name}: {e}")
+ continue
+
+ if not all_datasets:
+ raise ValueError(f"No valid folders found in {ref_path}")
+
+ # Merge all datasets
+ print(f"\n=== Merging {folders_processed} folders ===")
+ merged_dataset = datasets.concatenate_datasets(all_datasets)
+ print(f"Total entries: {len(merged_dataset)}")
+
+ return merged_dataset
+
+
+def verify_images(json_filepath, images_dir="images"):
+ """
+ Verify that all images referenced in JSON exist in the images directory.
+
+ Args:
+ json_filepath: Path to JSON file
+ images_dir: Directory containing images
+
+ Returns:
+ Dict with 'found', 'missing', and 'details' keys
+ """
+ with open(json_filepath, "r", encoding="utf-8") as f:
+ data = json.load(f)
+
+ images_path = Path(images_dir)
+
+ found = []
+ missing = []
+
+ for entry in data:
+ image_url = entry["image_url"]
+ image_filename = url_to_filename(image_url)
+ image_path = images_path / image_filename
+ print(
+ "image_url:",
+ image_url,
+ "image_filename:",
+ image_filename,
+ "image_path:",
+ image_path,
+ )
+
+ if image_path.exists():
+ found.append(
+ {"url": image_url, "filename": image_filename, "path": str(image_path)}
+ )
+ else:
+ missing.append(
+ {
+ "url": image_url,
+ "filename": image_filename,
+ "expected_path": str(image_path),
+ }
+ )
+
+ return {
+ "found": len(found),
+ "missing": len(missing),
+ "total": len(data),
+ "details": {"found_images": found, "missing_images": missing},
+ }
+
+
+def verify_images_in_folders(
+ ref_path, json_filename="mllm_alttext_assessments.json", images_dirname="images"
+):
+ """
+ Verify images across all folders under ref_path.
+
+ Args:
+ ref_path: Root path containing multiple folders
+ json_filename: Name of JSON file in each folder
+ images_dirname: Name of images subdirectory
+
+ Returns:
+ Dict with aggregated verification results
+ """
+ ref_path = Path(ref_path)
+ total_found = 0
+ total_missing = 0
+ total_entries = 0
+ folder_results = {}
+
+ for folder in ref_path.iterdir():
+ if not folder.is_dir():
+ continue
+
+ json_path = folder / json_filename
+ images_path = folder / images_dirname
+
+ if not json_path.exists():
+ continue
+
+ print(f"Verifying folder: {folder.name}")
+
+ try:
+ verification = verify_images(str(json_path), str(images_path))
+ folder_results[folder.name] = verification
+
+ total_found += verification["found"]
+ total_missing += verification["missing"]
+ total_entries += verification["total"]
+
+ print(f" Found: {verification['found']}/{verification['total']}")
+
+ except Exception as e:
+ print(f" Error: {e}")
+ continue
+
+ return {
+ "found": total_found,
+ "missing": total_missing,
+ "total": total_entries,
+ "folders": folder_results,
+ }
+
+
+def save_dataset(dataset, output_path):
+ """Save dataset in Arrow format (includes images)."""
+ dataset.save_to_disk(output_path)
+ # print(f"Dataset saved to {output_path}")
+
+ # Or save as JSON
+ # dataset.to_json(f"{output_path}/data.json")
+
+ # Or save as CSV
+ # dataset.to_csv(f"{output_path}/data.csv")
+
+ # Or save as Parquet
+ # dataset.to_parquet(f"{output_path}/data.parquet")
+
+
+def load_dataset_from_disk(dataset_path):
+ """Load a previously saved dataset."""
+ return datasets.load_from_disk(dataset_path)
+
+
+# ============================================================================
+# EXAMPLE USAGE
+# ============================================================================
+
+if __name__ == "__main__":
+
+ parser = argparse.ArgumentParser()
+
+ parser.add_argument(
+ "--ref_path",
+ type=str,
+ help=("Root path containing multiple folders"),
+ default="C:\\cartella_condivisa\\MachineLearning\\HIISlab\\accessibility\\notebook_miei\\LLM_accessibility_validator\\out",
+ )
+
+ parser.add_argument(
+ "--push_to_hub",
+ action="store_true",
+ default=False,
+ help=("If True push the merged dataset to Hugging Face Hub"),
+ )
+ parser.add_argument(
+ "--token",
+ type=str,
+ help=("Hugging Face authentication token"),
+ default="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",
+ )
+ parser.add_argument(
+ "--repo_id",
+ type=str,
+ help=("Hugging Face repository ID"),
+ default="nicolaleo/LLM-alt-text-assessment",
+ )
+ args = parser.parse_args()
+
+ # Example 1: Verify images across all folders
+ print("=== Verifying Images in All Folders ===")
+ verification = verify_images_in_folders(args.ref_path)
+ print("\n######## Verifier output ################################")
+ print(f"Total Found: {verification['found']}/{verification['total']}")
+ print(f"Total Missing: {verification['missing']}/{verification['total']}")
+ print("########################################")
+
+ # Show per-folder breakdown
+ print("\n=== Per-Folder Breakdown ===")
+ for folder_name, results in verification["folders"].items():
+ print(f"{folder_name}: {results['found']}/{results['total']} images found")
+
+ # Example 2: Create merged dataset from all folders
+ print("\n=== Creating Merged Dataset ===")
+ ds = create_dataset_from_folders(args.ref_path)
+ print("\n######## Merged Dataset output ################################")
+ print(f"Final dataset size: {len(ds)} entries")
+ print("########################################")
+
+ # Example 3: Analyze the merged dataset
+ print("\n=== Dataset Analysis ===")
+ print(ds)
+
+
+
+
+ # Example 5: Save merged dataset
+ print("\n=== Saving Merged Dataset ===")
+ save_dataset(ds, "alt_text_merged_dataset_no_llm_check")
+
+ # Example 6: Load dataset
+ print("\n=== Loading Dataset ===")
+ loaded_ds = load_dataset_from_disk("alt_text_merged_dataset_no_llm_check")
+ print(f"Loaded {len(loaded_ds)} entries")
+
+ if args.push_to_hub:
+ # Push to Hugging Face Hub (optional)
+ push_to_hub_example(repo_id=args.repo_id, token=args.token) # function below for details
\ No newline at end of file
diff --git a/scripts/esercitazione_12_2025/README.md b/scripts/esercitazione_12_2025/README.md
new file mode 100644
index 0000000..fffd008
--- /dev/null
+++ b/scripts/esercitazione_12_2025/README.md
@@ -0,0 +1,10 @@
+
+# Folder structure
+
+- [analisi_esercitazione_12_2025](analisi_esercitazione_12_2025) first notebook that includes similarities calculation and some basic EDA analysis
+- [analisi_esercitazione_12_2025_advanced](analisi_esercitazione_12_2025_advanced) the notebook contains the analysis on language switch
+- [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
+
diff --git a/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025.ipynb b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025.ipynb
new file mode 100644
index 0000000..12f1920
--- /dev/null
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025.ipynb
@@ -0,0 +1,20622 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "1380dbd2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import json"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "c43080be",
+ "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": [
+ "from utils import lexical_similarity,bert_score_similarity,semantic_similarity_sentence_transformer,extract_semantic_representation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "0eb836a7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", - " | User-User LLM Pearson | \n", - "User-User LLM Spearman | \n", - "User-User LLM Kendall Tau | \n", - "
|---|---|---|---|
| Results | \n", - "0.039387 | \n", - "0.04062 | \n", - "0.039127 | \n", - "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id insertion_time insert_type \\\n",
+ "0 1 2025-12-02 15:15:13 wcag_user_alttext_assessments \n",
+ "1 2 2025-12-02 15:22:19 wcag_user_alttext_assessments \n",
+ "2 3 2025-12-02 15:25:25 wcag_user_alttext_assessments \n",
+ "3 4 2025-12-02 15:28:05 wcag_user_alttext_assessments \n",
+ "4 5 2025-12-02 16:28:51 wcag_user_alttext_assessments \n",
+ ".. ... ... ... \n",
+ "512 513 2025-12-22 14:23:05 wcag_user_alttext_assessments \n",
+ "513 514 2025-12-22 14:23:42 wcag_user_llm_alttext_assessments \n",
+ "514 515 2025-12-22 14:23:45 wcag_user_llm_alttext_assessments \n",
+ "515 516 2025-12-22 14:23:47 wcag_user_llm_alttext_assessments \n",
+ "516 517 2025-12-22 14:23:56 wcag_user_llm_alttext_assessments \n",
+ "\n",
+ " page_url \\\n",
+ "0 https://giove.isti.cnr.it/users/manca/eBay.html \n",
+ "1 https://giove.isti.cnr.it/users/manca/eBay.html \n",
+ "2 https://giove.isti.cnr.it/users/manca/eBay.html \n",
+ "3 http://www.amazon.it \n",
+ "4 https://giove.isti.cnr.it/users/manca/amazon_m... \n",
+ ".. ... \n",
+ "512 https://giove.isti.cnr.it/users/leonardi/nike.... \n",
+ "513 https://giove.isti.cnr.it/users/leonardi/nike.... \n",
+ "514 https://giove.isti.cnr.it/users/leonardi/nike.... \n",
+ "515 https://giove.isti.cnr.it/users/leonardi/nike.... \n",
+ "516 https://giove.isti.cnr.it/users/leonardi/nike.... \n",
+ "\n",
+ " user llm_model \\\n",
+ "0 {\"username\": \"nicola\"} NaN \n",
+ "1 {\"username\": \"nicola\"} NaN \n",
+ "2 {\"username\": \"nicola\"} NaN \n",
+ "3 {\"username\": \"nicola\"} NaN \n",
+ "4 {\"username\": \"nicola\"} NaN \n",
+ ".. ... ... \n",
+ "512 {\"username\": \"r.dipiazza\"} NaN \n",
+ "513 {\"username\": \"r.dipiazza\"} NaN \n",
+ "514 {\"username\": \"r.dipiazza\"} NaN \n",
+ "515 {\"username\": \"r.dipiazza\"} NaN \n",
+ "516 {\"username\": \"r.dipiazza\"} NaN \n",
+ "\n",
+ " json_input_data \\\n",
+ "0 {\"images_urls\": [\"https://giove.isti.cnr.it/us... \n",
+ "1 {\"images_urls\": [\"https://giove.isti.cnr.it/us... \n",
+ "2 {\"images_urls\": [\"https://giove.isti.cnr.it/us... \n",
+ "3 {\"images_urls\": [\"https://m.media-amazon.com/i... \n",
+ "4 {\"images_urls\": [\"https://giove.isti.cnr.it/us... \n",
+ ".. ... \n",
+ "512 {\"images_urls\": [\"https://giove.isti.cnr.it/us... \n",
+ "513 [{\"Image #\":10,\"Original Alt Text\":\"Nike Strid... \n",
+ "514 [{\"Image #\":10,\"Original Alt Text\":\"Nike Strid... \n",
+ "515 [{\"Image #\":10,\"Original Alt Text\":\"Nike Strid... \n",
+ "516 [{\"Image #\":10,\"Original Alt Text\":\"Nike Strid... \n",
+ "\n",
+ " json_output_data \n",
+ "0 {\"user_assessments\": [3], \"user_new_alt_texts\"... \n",
+ "1 {\"user_assessments\": [3], \"user_new_alt_texts\"... \n",
+ "2 {\"user_assessments\": [3], \"user_new_alt_texts\"... \n",
+ "3 {\"user_assessments\": [3, 3, 3], \"user_new_alt_... \n",
+ "4 {\"user_assessments\": [3], \"user_new_alt_texts\"... \n",
+ ".. ... \n",
+ "512 {\"user_assessments\": [3, 2, 2], \"user_new_alt_... \n",
+ "513 done via UI \n",
+ "514 done via UI \n",
+ "515 done via UI \n",
+ "516 done via UI \n",
+ "\n",
+ "[517 rows x 8 columns]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#start from the dump of the ui db\n",
+ "ui_dataframe = pd.read_csv(\"C:\\\\cartella_condivisa\\\\MachineLearning\\\\HIISlab\\\\accessibility\\\\Materiale_mio\\\\esercitazione 12.2025\\\\wcag_validator_ui.csv\")\n",
+ "ui_dataframe"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "7d93e023",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df=ui_dataframe"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ba4c55c7",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "================================================================================\n",
+ "STATISTICS BY USER AND INSERTION TYPE\n",
+ "================================================================================\n",
+ "\n",
+ "================================================================================\n",
+ "USER: Chiara Giordano\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 2 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 2 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 2 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 158:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"{*ultra-black-8542384*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Boxer da uomo neri.\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond MT500 black merino wool men's boxer briefs shown front view.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Forclaz MT500 Lightweight Packable Hiking Sandals\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Sandali da trekking grigi con cinturini (modello Forclaz).\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz MT500 lightweight packable hiking sandals for outdoor use.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 31,\n",
+ " \"Original Alt Text\": \"{*unspecified-8553119*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Scarponcino da trekking nero/blu\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH100 Waterproof Mid Hiking Boots, black and blue, waterproof design\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 164:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 32,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8572546*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni cargo Forclaz Travel 100 da uomo grigio carbonio\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's Travel 100 Cargo Pants in carbon gray\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"{*laurel-green-8749613*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Giacca in pile Quechua MH120 da uomo verde alloro\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH120 Fleece Hiking Jacket in laurel green.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"Van Rysel Men's Ultralight Waterproof Cycling Jacket\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Giacca da ciclismo Van Rysel Ultralight impermeabile da uomo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Van Rysel Men's Ultralight Waterproof Cycling Jacket for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 168:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 13,\n",
+ " \"Original Alt Text\": \"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\\u00b0 compleanno per lei\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Ciondolo con pietra di smeraldo in argento sterling placcato oro 18 carati\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"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\\u00b0 compleanno per lei\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 14,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Bandiera da campeggio in feltro con la scritta: Non posso lavorare oggi, sono in sciopero\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Bandiera da campeggio in feltro con scritta divertente 'Non posso lavorare oggi, sono in sciopero', regalo per amanti della vita all'aria aperta.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Mobile da culla con sistema solare, pianeti in feltro e astronauta\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Decorative solar system mobile for nursery with felt planets, astronaut, and galaxy theme by WoolDreamland\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 172:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"Carta da regalo natalizia di New York City x 4 fogli\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Carta da regalo natalizia di New York City x 4 fogli\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Carta da regalo natalizia di New York City x 4 fogli\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Gilet trapuntato patchwork in lino artigianale con stelle per bambini\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Gilet trapuntato artigianale per bambini con stella patchwork in lino.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Stampa artistica personalizzata con timbro di viaggio del luogo preferito\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 180:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"Inter Maglione Natalizio, Adulto, Unisex\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Inter Maglione Natalizio blu e bianco con pattern a renne, Adulto, Unisex\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Blue Inter Christmas sweater for adults, unisex, featuring festive and team-themed designs.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Polo Club Maglione a Treccia da Uomo Nero con Logo e Scollo tondo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Runcati Maglione invernale da uomo bordeaux in maglia fine con collo a scialle\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Runcati Maglione da uomo con collo a scialle, maglia fine, elegante e invernale, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 186:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"COOFANDY Maglione invernale da uomo beige a collo alto con mezza zip\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"COOFANDY Maglione Uomo Invernale con zip, morbido pullover beige.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Leif Nelson Maglione da uomo nero a maglia con collo a scialle\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato: Leif Nelson Maglione Uomo LN-5235, felpa a maglia collo a scialle\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"KTWOLEN Maglione da uomo beige in maglia con collo alto e cerniera\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Maglione da uomo con collo alto e cerniera, ideale per l'inverno, casual.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 188:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 13,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Link: Ricondizionato eBay\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Categories and discounts for refurbished products on eBay: Gaming, Smartphones, Appliances, Computers.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 14,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Categoria Orologi da polso in offerta\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Luxury watches: Omega, Breitling, and Rolex displayed for sale.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Pagina Brand Apple\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Apple logo representing popular destinations on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 190:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo del marchio Dyson, scritto in minuscolo e colore nero, che funge da link alla pagina dei prodotti Dyson.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Dyson brand logo\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo del marchio Samsung, scritto in maiuscolo e colore blu, che funge da link alla pagina dei prodotti Samsung.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Logo of Samsung, click to explore Samsung products.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo del marchio Nintendo, rosso e bianco con bordo rosso, che funge da link alla pagina dei prodotti Nintendo.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo logo, link to Nintendo products and offers on eBay\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 192:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"Le 11 migliori idee regalo Nike per la spiaggia\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Guida agli acquisti: Le 11 migliori idee regalo Nike per la spiaggia\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike beach gift ideas: sandcastle and casual outfits for inspiration.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Le migliori felpe con cappuccio da basket Nike\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Guida agli acquisti: Le migliori felpe con cappuccio da basket Nike\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Le migliori felpe con cappuccio da basket Nike, evidenziate con stile.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"Gli 11 migliori regali Nike per ciclisti\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Guida agli acquisti: Gli 11 migliori regali Nike per ciclisti\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Guida ai migliori regali Nike per ciclisti, con abbigliamento e accessori per indoor cycling.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 194:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Migliori giacche e smanicati da running Nike da indossare tutta la stagione\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Guida agli acquisti: Migliori giacche e smanicati da running Nike (per tutte le condizioni meteo)\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Migliori giacche e smanicati Nike da running per ogni stagione.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 31,\n",
+ " \"Original Alt Text\": \"I migliori articoli da running invernali Nike tutti da scoprire\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Guida agli acquisti: I migliori articoli da running invernali Nike (maglie isolanti e scarpe da neve)\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"I migliori articoli da running invernali Nike per correre sulla neve\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 32,\n",
+ " \"Original Alt Text\": \"Cinque regali Nike per triatleti \",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Guida agli acquisti: Cinque regali Nike per triatleti (maglie, occhialini e accessori)\",\n",
+ " \"LLM Assessment\": 3,\n",
+ " \"LLM Proposed Alt Text\": \"Swimmer representing Nike's gift ideas for triathletes.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: Elia Grassini\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 3 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 3 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 3 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 3 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 246:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"{*ultra-black-8542384*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Pantalonicni a compressione uomo colore Nero\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Men's black boxer briefs, Simond MT500 merino wool.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Forclaz MT500 Lightweight Packable Hiking Sandals\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Forclaz MT500 leggeri e portatili sandali da trekking marroni e grigi\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz MT500 Lightweight Packable Hiking Sandals for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 31,\n",
+ " \"Original Alt Text\": \"{*unspecified-8553119*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Scarpa da trekking Quechua Nero e Blu modello Alto\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH100 Waterproof Mid Hiking Boots, black, rugged design for hiking.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 248:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 32,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8572546*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Pantalone da trekking cargo Quechua colore Carbon Gray da Uomo\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Men's Travel 100 Cargo Pants by Forclaz, shown in carbon gray.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"{*laurel-green-8749613*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Pile termico Quechua verde da Uomo\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH120 green fleece hiking jacket.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 250:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 13,\n",
+ " \"Original Alt Text\": \"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\\u00b0 compleanno per lei\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Collana con ciondolo e pietre di smeraldo in argento sterling placcato oro 18 carati\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"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\\u00b0 compleanno per lei\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 14,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Bandiera da campeggio in feltro raffigurante un pesce che salta dall'acqua con la scritta \\\"Non posso lavorare oggi, sono in sciopero\\\"\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Bandiera da campeggio in feltro con la scritta 'Non posso lavorare oggi, sono in sciopero', vintage, regalo di pesca divertente, stampa artistica per amanti della vita all'aria aperta.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giostrina mobile per culla con sistema solare e astronauta in feltro da appendere \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Culla mobile con sistema solare, decorazione per cameretta con pianeti e astronauta in feltro, neonato, mobile spazio, mobile galassia, decorazione appendibile.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 252:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"Carta da regalo natalizia di New York City x 4 fogli\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Carta da regalo natalizia raffigurante Edificio di New York City x 4 fogli\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Carta da regalo natalizia di New York City x 4 fogli\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Gilet beige trapuntato in lino per bambini con stella patchwork verde e bianca\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Gilet trapuntato artigianale in lino per bambini con stella patchwork, disponibile su NinisAndFamily.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 254:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"Inter Maglione Natalizio, Adulto, Unisex\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Maglione natalizio Inter nero azzurro bianco da adulti, Unisex\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Blue Christmas sweater with Inter logo, adult unisex.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Polo Club Maglione Verde Scuro a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Polo Club black sweater with logo and round neckline, men's wear.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Runcati Maglione elegante Bordeaux da uomo con collo a scialle vestibilit\\u00e0 regolare\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Runcati Maglione da uomo elegante con collo a scialle, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 255:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"Inter Maglione Natalizio, Adulto, Unisex\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Maglione natalizio Inter nero azzurro bianco da adulti, Unisex\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Blue Christmas sweater with Inter logo, adult unisex.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Polo Club Maglione Verde Scuro a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Polo Club black sweater with logo and round neckline, men's wear.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Runcati Maglione elegante Bordeaux da uomo con collo a scialle vestibilit\\u00e0 regolare\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Runcati Maglione da uomo elegante con collo a scialle, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 257:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"COOFANDY Maglione Beige Uomo Invernale con Zip 1/4 Scollo a V Morbido \",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"COOFANDY Maglione Uomo Invernale con Zip, maglione morbido a maglia beige modello 1/4 zip.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Leif Nelson Felpa a Maglia Uomo Nera con Collo a Scialle \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"KTWOLEN Maglione Bianco da Uomo con Collo Alto e cerniera zip 1/4 e scollo a V\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Maglione da uomo invernale con collo alto e cerniera, casual e maniche lunghe.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 259:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 13,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Pubblicit\\u00e0 sconti Informatica Elettrodomestici Telefonia\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Ricondizionato eBay: Gaming, Smartphone, Elettrodomestici e Informatica con sconti fino al 40%.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 14,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Orologi Breitilng quadrante nero cinturino in pelle nero, rolex submarine oro e argento quadrante nero e oro, Omega subzero in argento con quadrante blu \",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Three luxury watches: Omega, Breitling, and Rolex, available for purchase on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"logo apple mela nera con morso \",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Apple logo representing a popular destination for electronics and accessories.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 261:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo scritta Dyson\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Dyson logo, popular destination on eBay\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Scritta Samsung\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Samsung brand logo, link to Samsung products\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Scritta Nintendo \",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo logo in popular brands section\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 263:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"Le 11 migliori idee regalo Nike per la spiaggia\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Le 11 migliori idee regalo Nike per la spiaggia, abbigliamento e accessori da spiaggia Unisex\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Le 11 migliori idee regalo Nike per la spiaggia\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Le migliori felpe con cappuccio da basket Nike\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Le migliori felpe con cappuccio da basket Nike, abbigliamento sportivo pallacanestro Unisex\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike basketball hoodies showcased with modern styling and branding.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"Gli 11 migliori regali Nike per ciclisti\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Gli 11 migliori regali Nike per ciclisti, abbigliamento sportivo ciclista Unisex\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike cycling gift guide: top 11 picks for cyclists.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 264:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"Le 11 migliori idee regalo Nike per la spiaggia\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Le 11 migliori idee regalo Nike per la spiaggia, abbigliamento e accessori da spiaggia Unisex\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Le 11 migliori idee regalo Nike per la spiaggia\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Le migliori felpe con cappuccio da basket Nike\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Le migliori felpe con cappuccio da basket Nike, abbigliamento sportivo pallacanestro Unisex\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike basketball hoodies showcased with modern styling and branding.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"Gli 11 migliori regali Nike per ciclisti\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Gli 11 migliori regali Nike per ciclisti, abbigliamento sportivo ciclista Unisex\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike cycling gift guide: top 11 picks for cyclists.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 266:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Migliori giacche e smanicati da running Nike da indossare tutta la stagione\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Migliori giacche e smanicati da running Nike da indossare tutta la stagione, abbigliamento sportivo da running Unisex\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Migliori giacche e smanicati da running Nike per tutte le stagioni.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 31,\n",
+ " \"Original Alt Text\": \"I migliori articoli da running invernali Nike tutti da scoprire\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"I migliori articoli da running invernali Nike tutti da scoprire, attrezzatura e abbigliamento sportivo invernale running Unisex\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"I migliori articoli da running invernali Nike per affrontare il freddo\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 32,\n",
+ " \"Original Alt Text\": \"Cinque regali Nike per triatleti \",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Cinque regali Nike per triatleti , attrezzatura e abbigliamento triathlon Unisex \",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Swimmer representing Nike gifts for triathletes.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 268:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"Van Rysel Men's Ultralight Waterproof Cycling Jacket\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Van Rysel giacca da uomo bicicletta superleggera grigia Slim a maniche lunghe\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Van Rysel Men's Ultralight Waterproof Cycling Jacket\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 270:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"quadretto con Stampa artistica tris Francobolli personalizzabile con citt\\u00e0 preferite\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Personalized artistic print featuring favorite locations as custom travel-themed postage stamps.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: Enrica Di Rado\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 2 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 2 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 2 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 113:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"{*slate-blue-8618759*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Quechua Men's MH500 Waterproof Hiking Shoes\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH500 Waterproof Hiking Shoes in blue color.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"{*black-8317909*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Simond Men's MT500 Down Puffer Jacket\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT500 black down puffer jacket for outdoor use.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 116:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"{*dark-petrol-blue-8619766*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark-petrol-blue.\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Men's dark petrol blue hooded down puffer jacket, Simond Forclaz MT500.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8666242*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pants in carbon-gray.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT100 2-in-1 zip-off hiking pants in carbon gray.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 119:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Stampa ad acquerello personalizzata del campo da golf Old Head Golf Links di Cork, Irlanda.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Old Head Golf Links map watercolor print, personalized art gift, wall decor, ClaireNilanArt store.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Anello con ciondolo Kizzi\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Anello con ciondolo Kizzi della marca GemBlue\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Anello con ciondolo Kizzi\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Giocattolo di mortadella fatto a mano con fetta \\u2013 Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giocattolo fatto a mano a forma di mortadella con fetta.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Giocattolo di mortadella fatto a mano in tessuto per cucina di fantasia e gioco di ruolo Montessori\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 122:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Santa Paws \\u2013 Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Santa Paws \\u2013 Calendario dell'Avvento personalizzato con dolcetti per cani\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Santa Paws \\u2013 Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 11,\n",
+ " \"Original Alt Text\": \"Fortezza per gatto. Cat House in cartone con balconi\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Casa in cartone per gatti a forma di fortezza \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Fortezza per gatto. Casa per gatti in cartone con balconi\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"Puzzle in legno personalizzato con fiore di nascita\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Puzzle in legno personalizzato raffigurante un fiore corrispondente al mese di nascita\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Puzzle in legno personalizzato con fiore di nascita\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 125:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Orsetto Peluche ufficiale della squadra di calcio AC Milan\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"AC Milan Teddy Bear Peluche, official product, Orsacchiotto\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 13,\n",
+ " \"Original Alt Text\": \"A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacit\\u00e0\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Borraccia Termica o Sportiva, per Bevande Calde o Fredde ufficiale della squadra di calcio AC Milan\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"A.C. Milan official thermal/sports bottle for hot or cold drinks, available in various colors and capacities.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 14,\n",
+ " \"Original Alt Text\": \"AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Porta pranzo rosso con 2 compartimenti interni fatto di Plastica organica della squadra di calcio AC Milan\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica, Prodotto Ufficiale, Rosso\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 128:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Maglione da uomo invernale della marca Runcati a girocollo a tinta unita, vintage e con vestibilit\\u00e0 regolare \",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Maglione da uomo, invernale, tinta unita, lavorato a cavo, girocollo, maniche lunghe, vestibilit\\u00e0 regolare.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione da uomo grigio della marca Schott NYC\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Schott NYC Plecorage1 Pullover Uomo (Pacco da 1)\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione da uomo nero della marca Calvin Klein Jeans \",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Calvin Klein Jeans Badge Waffle LS Tee for men, long-sleeve top.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 132:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo del brand Lego\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"LEGO logo linking to LEGO products.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Sega a nastro taglio legno 550W Scheppach hbs261\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Sega a nastro per il taglio del legno, da 550W della marca Scheppach\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Sega a nastro per taglio legno Scheppach hbs261, potenza 550W\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Sega a nastro da banco per legno, da 350W con goniometro e 3 lame incluse, della marca Scheppach\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 134:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Trapano a colonna da banco con puntatore laser, da 500wW e 230V della marca Scheppach\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Betoniera elettrica per miscelare cemento da 180L e 800W della marca Sheppach\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 - impastatrice per cemento\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Pialla a filo e spessore combinata per legno da 1250W e 204mm, della marca Scheppach\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach HMS850 combined planer and thicknesser, 1250 W, 204 mm for woodworking.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 136:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \" Zip da uomo a met\\u00e0 lunghezza per l'inverno della marca Nike, a quadri bianchi e grigi\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club Half-Zip Winter Sweater for Men\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni da uomo in tessuto da basket neri della marca NIke\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Nike Icon men's basketball fabric pants with matching jacket.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Kobe Pantaloni da basket Therma-FIT\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni da uomo in tessuto da basket Therma-FIT, di colore rosa e della marca Nike\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Pantaloni da basket Kobe Therma-FIT Nike per uomo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 138:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Nike Stride Giacca da running Repel UV \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Giacca da uomo da running Repel UV nera, della marca Nike Stride\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Stride Giacca da running Repel UV per uomo in nero.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 11,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni jogger da uomo in fleece bianchi e verdi, della marca Nike Tech\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech Pantaloni jogger in fleece per uomo, parte di abbigliamento sportivo Nike.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"Nike Windrunner Piumino - Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Piumino da uomo nero, della marca Nike Windrunner\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Nike Windrunner jacket for men\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: Galesi\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 2 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 2 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 3 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 30:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"{*ultra-black-8542384*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Mutanda lunga aderente di colore nero (indossata da ragazzo di cui si vedono solo braccia, mani, addome inferiore e cosce)\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT500 Merino Wool Boxer Briefs in black.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Forclaz MT500 Lightweight Packable Hiking Sandals\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Sandalo grigio con suola bassa (modello Forclaz MT500 Lightweight Packable Hiking Sandals)\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz MT500 Lightweight Packable Hiking Sandals for outdoor adventures.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 31,\n",
+ " \"Original Alt Text\": \"{*unspecified-8553119*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Scarpa da trekking di colore grigio scuro\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH100 Waterproof Mid Hiking Boots in black and gray\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 32:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 32,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8572546*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"pantaloni grigio scuri con cintura scura. Sono indossati da un uomo che porta delle scarpe da trekking di colore ocra e nero\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Men's Travel 100 Cargo Pants in carbon gray by Forclaz.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"{*laurel-green-8749613*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"ragazzo in tuta sportiva, indossa felpa verde militare con la zip e tiene le braccia arcuate e le mani sui fianchi\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH120 green fleece hiking jacket.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"Van Rysel Men's Ultralight Waterproof Cycling Jacket\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"ragazzo indossa felpa nera aderente e pantoloni neri, tiene le braccia cadenti lungo i fianchi\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Van Rysel Men's Ultralight Waterproof Cycling Jacket\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 34:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 13,\n",
+ " \"Original Alt Text\": \"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\\u00b0 compleanno per lei\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Ciondolo a forma di disco dorato con 4 piccoli smeraldi e catena dorato, adagiato su vello ondulato in seta rosa\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"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\\u00b0 compleanno per lei\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 14,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Al centro dell'immagine \\u00e8 evidente uno stendardo a forma pentagonale con un pesce che salta fuori dall'acqua e la scritta \\\"can't work today! Strike!\\\" (ci troviamo in uno studio buio ma illuminato dalla luce del sole che filtra dalla finestra; risalta il paralume rosso della lampada da tavolo posizionata sulla scrivania. Sono presenti molti quadretti appesi alla parete e una libreria colma di libri)\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Bandiera da campeggio in feltro con scritta 'Non posso lavorare oggi, sono in sciopero'.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Decorazione da appendere alla culla con 11 fili a cui sono attaccati un astronauta, il sole e 9 pianeti del sistema solare\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Culla mobile con sistema solare e pianeti in feltro per decorazione cameretta.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 36:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"Carta da regalo natalizia di New York City x 4 fogli\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"in un soggiorno su un tavolo in legno sono poggiati due candelabri, un nastro rosso e un fiocco dorato da regalo; al centro dell'immagine un pacco rivestito da carta che lo rende simile a una piccola palazzina in stile newyorkese\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Carta da regalo natalizia di New York City in 4 fogli\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Bambino di spalle cerca di aprire una porta in legno grezzo; indossa un gilet di colore beige con sulla schiena trapuntata una stella a 8 punte verde e azzurra.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Gilet trapuntato patchwork in lino per bambini con stella artigianale.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Cornicetta rettangolare da muro contenente tre francobolli allineati al centro\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 38:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"Inter Maglione Natalizio, Adulto, Unisex\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Maglione con logo dell'Inter al centro e vari elementi natalizi tra cui abeti e cervi stilizzati (colori bianco, nero e blu).\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Inter Maglione Natalizio blu con motivo natalizio e logo Inter, per adulti, unisex.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Uomo con le mani in tasca; indossa maglia leggera di colore nero, pantalone marrone chiaro e cintura\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Men's cable-knit sweater with logo and round neck by Polo Club\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"ragazzo in piedi con i pollici posizionati sulle tasche posteriori dei jeans. Indossa una maglia scollata di colore bordeaux\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 40:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione leggero colore sabbia indossato da un ragazzo che tiene la mano destra nella tasca del jeans\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 COOFANDY Maglione Uomo Invernale con Zip, Maglione a maglia morbido beige.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione di colore nero indossato da uomo che tiene le braccia distanti dai fianchi\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglia colore grigio chiaro a collo alto\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"KTWOLEN maglione da uomo invernale con collo alto e cerniera, maniche lunghe, casual.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 42:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 13,\n",
+ " \"Original Alt Text\": \"Nike Form Pantaloni versatili con bordo aperto Dri-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Modello con mano sinistra nella tasca. Indossa una tuta nera con grande logo Nike bianco sul petto e sulla gamba sinistra. Porta delle scarpe arancioni.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Form Pantaloni versatili Dri-FIT con bordo aperto per uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 14,\n",
+ " \"Original Alt Text\": \"Nike Tech Giacca con zip a tutta lunghezza in fleece Windrunner \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Felpa grigia con zip Nike (ha un grande rombo nero sul torace)\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech Giacca con zip a tutta lunghezza in fleece Windrunner per uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"Nike Solo Swoosh Felpa pullover con cappuccio \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"felpa grigia con cappuccio; il ragazzo tiene le mani nella tasca frontale a marsupio senza zip\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Solo Swoosh Felpa con cappuccio per uomo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 44:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"Nike Solo Swoosh Maglia a girocollo in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Uomo indossa felpa grigia e berretto giallo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Solo Swoosh fleece crewneck for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"Nike Solo Swoosh Pantaloni in fleece con bordo aperto \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Uomo in piedi indossa completo di colore scuro\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Solo Swoosh fleece pants with open hem \\u2013 Men's clothing\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"Nike Club Felpa pullover in fleece con cappuccio \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"ragazzo indossa una felpa nera Nike con cappuccio\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club Felpa pullover in fleece con cappuccio, abbigliamento da uomo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 45:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"Nike Solo Swoosh Maglia a girocollo in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Uomo indossa felpa grigia e berretto giallo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Solo Swoosh fleece crewneck for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"Nike Solo Swoosh Pantaloni in fleece con bordo aperto \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Uomo in piedi indossa completo di colore scuro\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Solo Swoosh fleece pants with open hem \\u2013 Men's clothing\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"Nike Club Felpa pullover in fleece con cappuccio \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"ragazzo indossa una felpa nera Nike con cappuccio\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club Felpa pullover in fleece con cappuccio, abbigliamento da uomo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 82:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"BETONIERA ELETTRICA 160L 650W SCHEPPACH MIX160 IMPASTATRICE MISCELATORE CEMENTO\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Betoniera blu con miscelazione elettrica, dotata di due ruote\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"BETONIERA ELETTRICA 160L 650W SCHEPPACH MIX160 IMPASTATRICE MISCELATORE CEMENTO\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"AFFILATRICE A UMIDO ACQUA SCHEPPACH TIGER 2500 AFFILA COLTELLI FORBICI MOLA\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Mola da banco di colore blu\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach Tiger 2500 wet grinder for sharpening knives and scissors.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"Kit trapano avvitatore 20v ixes C-BSB74/1BE-X scheppach black\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"trapano avvitatore a batteria nero con caricabatteria e valigetta contenitrice nera con maniglia\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Kit trapano avvitatore 20V Scheppach C-BSB74/1BE-X con accessori in custodia nera\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 86:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Console NEW NINTENDO 3DS XL SNES EDITION COMPLETA OTTIME CONDIZIONI ORIGINALE\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Console portatile Nintendo 3DS XL di colore grigio, con confezione, istruzioni e caricabatteria. Dispone di pennino nero \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"New Nintendo 3DS XL SNES Edition console with accessories and manuals in excellent condition\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 31,\n",
+ " \"Original Alt Text\": \"VORWERK BIMBY TM6 RICONDIZIONATO CON GARANZIA 24 Mesi TM 6 COMPLETO DI TUTTO\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Robot da cucina Bimby TM6 bianco completo di accessori neri, \\\"offerta natalizia, idea regalo\\\"\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Vorwerk TM6 ricondizionato con garanzia, offerta natalizia e idea regalo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 32,\n",
+ " \"Original Alt Text\": \"Rare Nintendo 3DS Club Nintendo EUR Princess Peach Edition CIB Limited Edition\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Su foglio pluriball \\u00e8 posizionata una console portatile di colore rosa circondata da accessori, istruzioni e scatola.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Rare Nintendo 3DS Princess Peach Edition Limited with box and accessories\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: Giorgia\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 3 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 3 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 3 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 3 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 146:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo, colore: Nero/Bianco/Smoke Grey/Bianco, taglia da XS a 3XL, 100% poliestere\\n\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club half-length zip winter top for men\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo, taglia da XXS a 4XL Tall, colore Nero/Bianco, 100% poliestere\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Icon basketball pants and jacket for men, black with white accents.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Kobe Pantaloni da basket Therma-FIT\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Kobe Pantaloni da basket Therma-FIT, taglia da XS a 4XL, 100% poliestere, colore Washed Coral/Bianco, Fascia elastica in vita\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Therma-FIT Kobe pants and hoodie in peach color for basketball or leisure.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 147:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo, colore: Nero/Bianco/Smoke Grey/Bianco, taglia da XS a 3XL, 100% poliestere\\n\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club half-length zip winter top for men\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo, taglia da XXS a 4XL Tall, colore Nero/Bianco, 100% poliestere\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Icon basketball pants and jacket for men, black with white accents.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Kobe Pantaloni da basket Therma-FIT\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Kobe Pantaloni da basket Therma-FIT, taglia da XS a 4XL, 100% poliestere, colore Washed Coral/Bianco, Fascia elastica in vita\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Therma-FIT Kobe pants and hoodie in peach color for basketball or leisure.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 149:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Nike Stride Giacca da running Repel UV \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Stride Giacca da running Repel UV \\u2013 Uomo, colore Nero, 100% nylon. Mesh: 100% poliestere, Inserti rifrangenti sul retro, taglie da XS a XXL\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Stride Giacca da running Repel UV per uomo, abbigliamento sportivo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 11,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo, colore: Clay Green-Lt Smoke Grey-Black, taglia da XS a XL, 53% cotone/47% poliestere\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"Nike Windrunner Piumino - Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Windrunner Piumino - Uomo, colore nero, taglie da XS a 3XXL, 100% poliestere, Zip a due vie\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Windrunner Piumino - Uomo in nero, abbigliamento sportivo e casual.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 151:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Account Ufficiale Lego (azienda di giocattoli: mattoncini assemblabili) su Ebay\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"LEGO logo representing a popular destination on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Sega a nastro taglio legno 550W Scheppach hbs261\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Sega a nastro taglio legno 550W Scheppach hbs261(nuovo), colore blu, voltaggio: 230 V, Batteria non inclusa\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Sega a nastro taglio legno 550W Scheppach hbs261\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME, INCLUSE SCHEPPACH HBS30, Adatto a\\nLegno, Peso 17 kg, Fonte di alimentazione\\nA filo\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach HBS30 band saw, 350W, includes goniometer and 3 blades for woodworking.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 153:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS, colore nero, Fonte di alimentazione\\na filo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Trapano a colonna da banco con puntatore laser Scheppach DP16VLS 500W 230V\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"BETONIERA ELETTRICA 180L 800W 230V SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO, colore blu\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM, Motore: 230 V / 50 Hz, SCHEPPACH HMS850, colore blu, Fonte di alimentazione a filo \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 360:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"{*slate-blue-8618759*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Quechua Men's MH500\\nWaterproof Hiking Shoes, color: slate blue\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH500 Waterproof Hiking Shoes in blue, designed for outdoor activities.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"{*black-8317909*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"{*Simond Men's MT500\\nDown Puffer Jacket, color black*}\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT500 Down Puffer Jacket in black, displayed on a model.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Simond Men's MT100\\nEasyfit 50 L\\nBackpacking Pack, color: grey/ black\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack for outdoor adventures.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 362:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"{*dark-petrol-blue-8619766*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"{*Simond Forclaz Men's\\nMT500 Hooded Down\\nPuffer Jacket. color:\\nDark Petrol Blue*}\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8666242*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"{*Forclaz Men's MT100\\n2-in-1 Zip-Off Hiking Pants. color: carbon gray*}\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pants in carbon gray, suitable for hiking.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"{*Van Rysel Men's\\nUltralight Mesh Base\\nLayer. color: white*}\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer, white sleeveless shirt for outdoor activities.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 363:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"{*dark-petrol-blue-8619766*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"{*Simond Forclaz Men's\\nMT500 Hooded Down\\nPuffer Jacket. color:\\nDark Petrol Blue*}\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8666242*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"{*Forclaz Men's MT100\\n2-in-1 Zip-Off Hiking Pants. color: carbon gray*}\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pants in carbon gray, suitable for hiking.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"{*Van Rysel Men's\\nUltralight Mesh Base\\nLayer. color: white*}\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer, white sleeveless shirt for outdoor activities.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 367:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Old Head Golf Links / Cork, Irlanda / Picture frame/ Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata con cornice\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Old Head Golf Links map, Cork, Ireland - Personalized watercolor print for decoration or gifts.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Anello con ciondolo Kizzi\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Anello e componenti in argento sterling con massiccio ciondolo Kizzi. gemma in quarzo o coffe cat eye.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Anello con ciondolo Kizzi, prodotto in vendita su GemBlue.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Giocattolo di mortadella fatto a mano con fetta \\u2013 Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Giocattolo di mortadella, fatto a mano in tela di cotone con fetta - Gioco di ruolo in gastronomia\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Giocattolo di mortadella in tessuto con fetta \\u2013 Per cucina Montessori e gioco di ruolo gastronomico.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 368:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Old Head Golf Links / Cork, Irlanda / Picture frame/ Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata con cornice\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Old Head Golf Links map, Cork, Ireland - Personalized watercolor print for decoration or gifts.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Anello con ciondolo Kizzi\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Anello e componenti in argento sterling con massiccio ciondolo Kizzi. gemma in quarzo o coffe cat eye.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Anello con ciondolo Kizzi, prodotto in vendita su GemBlue.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Giocattolo di mortadella fatto a mano con fetta \\u2013 Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Giocattolo di mortadella, fatto a mano in tela di cotone con fetta - Gioco di ruolo in gastronomia\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Giocattolo di mortadella in tessuto con fetta \\u2013 Per cucina Montessori e gioco di ruolo gastronomico.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 370:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Santa Paws \\u2013 Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Santa Paws \\u2013 Calendario dell' Avvento\\npersonalizzato per cani, regali di Natale per cani, dolcetti per\\n4\\ncani al gusto: pollo e zucca, Banana, miele e avena, verdure dell'orto e agnello, piselli e menta\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Santa Paws \\u2013 Personalized advent calendar for dogs, Christmas gifts for dogs, dog treats.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 11,\n",
+ " \"Original Alt Text\": \"Fortezza per gatto. Cat House in cartone con balconi\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Fortezza per gatto.\\nCat House (Cardboard)\\ncon balconi. Eco-\\nfriendly, no glue,\\n100% recyclable\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Cardboard cat house with balconies, named 'Fortezza per gatto'.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"Puzzle in legno personalizzato con fiore di nascita\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Puzzle da 96 pezzi in legno personalizzato\\ncon fiore di nascita.\\n(gioco 3+)\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Personalized wooden puzzle with birth flower design and 'Carnation' text.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 372:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"AC Milan (rosso/ nero)\\nTeddy Bear Peluche, Orsacchiotto in poliestere, Prodotto ufficiale\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 13,\n",
+ " \"Original Alt Text\": \"A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacit\\u00e0\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"A.C. Milan Borraccia\\nTermica/Sportiva, per\\nBevande Calde o Fredde, Prodotto Ufficiale, Diversi\\nColori e Capacit\\u00e0. In Acciaio inossidabile\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"A.C. Milan official thermal/sports bottle for hot or cold drinks, available in various colors and capacities.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 14,\n",
+ " \"Original Alt Text\": \"AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"AC Milan Porta pranzo rettangolare con 2\\ncompartimenti interni,\\nPlastica\\norganica, Prodotto Ufficiale, Rosso\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"AC Milan lunchbox with 2 compartments, organic plastic, official product, red.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 376:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Runcati Maglione da uomo in filo intrecciato con ricamo (90% Poliestere, 10% Poliammide), invernale, girocollo, a maniche lunghe, caldo, tinta unita (nero, blu, grigio o bianco), vintage, vestibilit\\u00e0 regolare (da M a\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Runcati men's winter cable knit sweater, crew neck, long sleeves, warm, solid color, vintage style, regular fit.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Schott NYC Plecorage, Maglione Pullover Uomo (Pacco da 1) con\\ncerniera, 50% cotone;\\n50% poliestere, diverse colorazioni, da S a 3XL\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Schott NYC Plecorage1 men's pullover sweater in a single pack.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Calvin Klein Jeans\\nBadge Waffle LS Tee\\nJ30j323485 Top in\\nMaglia a Maniche\\nLunghe Uomo (Pacco da 1), Cotone di transizione/conversion\\ne (51%), cotone (49%),\\nChiusura Pull on,\\nColletto girocollo.\\ndiverse colorazioni,\\nlogo Calvin Klein\\nsulla manica.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485, long-sleeve men's top, pack of 1.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 377:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Runcati Maglione da uomo in filo intrecciato con ricamo (90% Poliestere, 10% Poliammide), invernale, girocollo, a maniche lunghe, caldo, tinta unita (nero, blu, grigio o bianco), vintage, vestibilit\\u00e0 regolare (da M a\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Runcati men's winter cable knit sweater, crew neck, long sleeves, warm, solid color, vintage style, regular fit.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Schott NYC Plecorage, Maglione Pullover Uomo (Pacco da 1) con\\ncerniera, 50% cotone;\\n50% poliestere, diverse colorazioni, da S a 3XL\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Schott NYC Plecorage1 men's pullover sweater in a single pack.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Calvin Klein Jeans\\nBadge Waffle LS Tee\\nJ30j323485 Top in\\nMaglia a Maniche\\nLunghe Uomo (Pacco da 1), Cotone di transizione/conversion\\ne (51%), cotone (49%),\\nChiusura Pull on,\\nColletto girocollo.\\ndiverse colorazioni,\\nlogo Calvin Klein\\nsulla manica.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485, long-sleeve men's top, pack of 1.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: Sara Pagliarecci\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 2 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 2 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 4 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 223:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8526272*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"cappello da trekking impermeabile grigio\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Trek 900 Waterproof Backpacking Hat in carbon gray color\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 36,\n",
+ " \"Original Alt Text\": \"{*dark-petrol-blue-8581388*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"zaino da trekking blu petrolio\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT500 Air 50+10 L backpack in dark petrol blue, designed for backpacking.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 39,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8572550*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"pantaloncini cargo da viaggio color grigio\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's Travel 100 Cargo Shorts in carbon gray, with multiple pockets and belt.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 225:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 37,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8555093*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"scarpe da trekking mh100 da uomo grigio carbone\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH100 carbon gray hiking shoes for outdoor activities\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"giacca impermeabile da uomo leggera da escursionismo verde/grigio\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH500 Hiking Lightweight Waterproof Jacket in green.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 40,\n",
+ " \"Original Alt Text\": \"{*unspecified-8501932*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"collant in lana merino nere\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT500 Merino Wool Base Layer Tights in black, shown on a model.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 227:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del pap\\u00e0, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Borsa in pelle personalizzabile per vino color verde bottiglia \",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Borsa in pelle per vino personalizzata, regalo perfetto per festa del pap\\u00e0, pensione, aziende, e occasioni speciali.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"tappeto con mappa stradale per bambini in cotone biologico\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"candela a forma di baguette con 4 stoppini\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Candela Baguette: Candela profumata al pane in cera d'api a 4 stoppini, decorazione artigianale e realistica, regali fatti a mano.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 229:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"lampada notturna in legno a forma di robot per bambini\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Luce notturna personalizzata a forma di robot in legno per bambini, regalo di compleanno o decorazione per camera da letto.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Ciondoli/etichette in pelle per borsa con ritratto di cane e gatto dipinto a mano\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Piatto in ceramica dipinto a mano con ricami verdi e blu\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Piatto in ceramica dipinto a mano personalizzato con nomi e date per sposi e famiglie.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 231:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione da uomo lavorato a maglia con zip, blu navy, con righe grigie e bordeaux\",\n",
+ " \"LLM Assessment\": null,\n",
+ " \"LLM Proposed Alt Text\": null,\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Maglione fine a giro collo, maniche lunghe color bordeaux\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Men's crewneck long-sleeve winter sweater by Cegerne, fine knit.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"maglione da pescatore verde scuro, lavorato a coste \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Record ID 231: Missing LLM Assessment for Image 24, skipping this image.\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 234:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"maglione a girocollo blu scuro\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"ARMANI EXCHANGE Crew Neck Sweater for Men (Pack of 1)\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"maglione a girocollo verde militare con righe e lavorazioni bianche\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Genfien Maglione Uomo Invernale Pullover a Manica Lunga Tenere Caldo\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"felpa semplice a girocollo color blu di Jack & Jones\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"JACK & JONES navy crew neck sweatshirt, plain design, product display.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 236:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Jordan Brooklyn Giacca puffer Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Giacca puffer Jordan Brooklyn Therma-FIT nera da uomo\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Brooklyn Giacca puffer Therma-FIT per uomo, abbigliamento Nike.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Jordan Flight Giacca puffer in piumino \\u2013 Uomo\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Jordan Flight Giacca puffer in piumino nera da uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Flight puffer jacket in down \\u2013 Men's\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT nera da uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Sport Hoop Fleece hoodie with full-zip Dri-FIT for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 237:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Jordan Brooklyn Giacca puffer Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Giacca puffer Jordan Brooklyn Therma-FIT nera da uomo\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Brooklyn Giacca puffer Therma-FIT per uomo, abbigliamento Nike.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Jordan Flight Giacca puffer in piumino \\u2013 Uomo\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Jordan Flight Giacca puffer in piumino nera da uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Flight puffer jacket in down \\u2013 Men's\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT nera da uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Sport Hoop Fleece hoodie with full-zip Dri-FIT for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 239:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in pile grigia da uomo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece per uomo.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Tech Pantaloni da uomo in pile a blocchi di colore neri e grigi con orlo aperto\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech pantaloni in fleece a blocchi di colore con orlo aperto per uomo.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT nero da uomo \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT per uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 240:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in pile grigia da uomo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece per uomo.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Tech Pantaloni da uomo in pile a blocchi di colore neri e grigi con orlo aperto\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech pantaloni in fleece a blocchi di colore con orlo aperto per uomo.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT nero da uomo \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT per uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 242:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo GameCube console with Viper Cobra reader and original controller, excellent condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo Switch Mario Red e Blue Limited Edition \",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo Switch Mario Red & Blue Edition complete in perfect condition with all accessories.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB con caricatore e pennino\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Console Nintendo NEW 3DS XL with charger, 4GB SD card, stylus, and top IPS display in excellent condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 244:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 36,\n",
+ " \"Original Alt Text\": \"Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO, BATTERIA e SD 32GB\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Fotocamera digitale Nikon Coolpix S6600 nera con cavo, batteria e scheda SD 32GB\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 37,\n",
+ " \"Original Alt Text\": \"CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"CONSOLE SONY PLAYSTATION 1 FAT PS1 grigia con controller e cavi\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Console Sony PlayStation 1 FAT PS1 with controller and cables, reads all formats.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Icona del marketplace dei Motori\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Categoria Motori su eBay\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: a.caleo5\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 2 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 2 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 2 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 219:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"{*asphalt-blue-8858286*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Asphalt blue hooded puffer jacket.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Hooded Down Puffer Jacket in navy blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"{*unspecified-8573829*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Black hooded synthetic jacket.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT100 Hooded Synthetic Jacket in black, displayed front view.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"{*unspecified-8916867*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Sandy brown beanie in Merino sheep wool.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Adult MT500 merino wool beanie, green\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 221:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"{*whale-gray-8670150*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Blue hiking fleece.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH100 Hiking Fleece in blue being worn.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"{*slate-blue-8493310*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Slate blue t-shirt in Merino sheep wool.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's Travel 500 Merino Wool T-Shirt in blue color.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Red and gray backpack on a white background\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Black and dark red hiking backpack.\",\n",
+ " \"LLM Assessment\": 2,\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Easyfit 70L Backpacking Pack, red and gray design.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 350:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"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, festivit\\u00e0\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Sciarpa in seta con mappa illustrata personabile.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Personalized silk scarf with illustrated map, customizable with special locations. Unique keepsake gift for housewarming, weddings, or holidays.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Palla di Natale con fantasia a fiori d'arancio e scritta personalizzabile.\",\n",
+ " \"LLM Assessment\": 3,\n",
+ " \"LLM Proposed Alt Text\": \"Christmas ornament reading 'First Christmas as The Blooms 2023' with floral decorations, ideal for newlyweds.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Felpa nera con la scritta \\\"Cannoli\\\" sul petto.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"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",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 352:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Ornamento per bambini in legno con unicorno dipinto e scritta personalizzabile.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Il primo Natale del bambino, ornamento in legno dipinto personalizzato con nome e unicorno, regalo di Natale per neonato.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Sciarpa a forma di papera, marrone con dettagli bianchi e rossi, in lana d'agnello.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Knitted children's duck-shaped scarf with red stripes, made of soft lambswool, from NINAFUEHRER.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione per bambini, ricamato a scacchi con una lettera o un numero a scelta.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Maglione personalizzato ricamato con lettere grandi e a scacchi, disponibile per personalizzazione cliente.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 354:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Maglione a girocollo da uomo in blu con il logo di Rigby Go (un giocatore di polo) ricamato in piccole dimensioni in rosso sul petto a sinistra.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione da Uomo con Logo e Scollo Tondo.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Maglione da uomo con collo con cerniera in blu con il logo di Rigby Go (un giocatore di polo) ricamato in piccole dimensioni in rosso sul petto a sinistra.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe con Cerniera sul Collo, Pullover 100% Cotone\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Maglia a collo alto da donna in lana merino beige.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 358:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"JACK & JONES Knitted Pullover Plain Knitted Pullover\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Maglione a girocollo nero in cotone.\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"JACK & JONES black plain knitted pullover.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Maglione a girocollo nero in cotone.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Maglione blu in cotone con scollo a v.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Uomo Maglione Pullover con Scollo a V, disponibile in Taglie Big & Tall.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 365:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club T-shirt \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"T-shirt nera sportiva con logo Nike sul petto in bianco in piccole dimensioni.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club T-shirt for men in black, showcased with gray Nike pants.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglia in fleece con cappuccio e cerniera per attivit\\u00e0 sportive.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Therma full-zip fitness sweatshirt Therma-FIT \\u2013 Men's\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni da jogging neri in fleece con dettagli bianchi rifrangenti.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger pants in fleece with reflective design details for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 374:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni da jogging grigi, da uomo, in fleece, con bordi alle caviglie.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger pants in fleece \\u2013 Men\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"Nike Club Pantaloni in fleece spazzolato con bordi \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni da uomo in fleece spazzolato con bordi alle caviglie.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club fleece pants with brushed edges for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"NikeCourt Heritage Pantaloni da tennis \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni da tennis verdi, da uomo, in tessuto manopesca.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"NikeCourt Heritage men's tennis pants in green.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 379:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Apple logo, linking to Apple-related products on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Dyson logo in the Popular Destinations section.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Samsung logo representing the brand.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 381:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo logo in a list of popular destinations on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Pok\\u00e9mon logo, part of popular destinations on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"PlayStation logo.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: e.covitti\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 2 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 3 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 3 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 2 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 58:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"{*asphalt-blue-8858286*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"{*giacca imbottita con cappuccio MT100 da uomo Simond - colore: blu scuro*}\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Hooded Down Puffer Jacket in blue color.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"{*unspecified-8573829*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"{*giacca sintetica con cappuccio MT100 da uomo - colore: nero*}\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT100 Hooded Synthetic Jacket in black displayed for outdoor apparel promotion.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"{*unspecified-8916867*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"{*cappello da adulto in lana merino MT500 Simond - colore: verde oliva - dorato*}\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Adult MT500 Merino Wool Beanie, olive green color\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 60:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"{*whale-gray-8670150*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"{*pile da trekking MH100 da uomo Quechua - colore: blu ardesia*}\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH100 Hiking Fleece in blue for outdoor activities.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"{*slate-blue-8493310*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"{*maglietta a maniche corte da uomo in lana merino al 70% Simond - colore: blu ardesia*}\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's Travel 500 Merino Wool T-Shirt in slate blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Red and gray backpack on a white background\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"{*zaino da trekking 70L da uomo Simond - colore: rosso e nero*}\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Easyfit 70L red and gray backpack shown on a white background\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 62:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"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, festivit\\u00e0\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Sciarpa in seta con mappa con mappa illustrata da personalizzare con i tuoi luoghi speciali.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Sciarpa in seta con mappa illustrata personalizzata, regalo ricordo unico per casa, matrimonio o festivit\\u00e0\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Decorazione natalizia \\\"Primo matrimonio\\\", palla per l'albero di natale a sfondo bianco panna con forme di fiore d'arancio, regalo natalizio per una coppia di novelli sposi\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Decorazione natalizia \\\"Primo matrimonio\\\" per sposi novelli, decorazione regalo con fiore d'arancio e testo 'First Christmas as The Blooms'.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Felpa con scritta \\\"Cannoli\\\" su sfondo nero - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Felpa Cannoli - Maglione per amanti della cucina italiana e trendsetter. Indossa il tuo amore per l'Italia.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 63:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"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, festivit\\u00e0\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Sciarpa in seta con mappa con mappa illustrata da personalizzare con i tuoi luoghi speciali.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Sciarpa in seta con mappa illustrata personalizzata, regalo ricordo unico per casa, matrimonio o festivit\\u00e0\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Decorazione natalizia \\\"Primo matrimonio\\\", palla per l'albero di natale a sfondo bianco panna con forme di fiore d'arancio e testo \\\"First Christmas as The Blooms\\\"; regalo natalizio per una coppia di novelli sposi.\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Decorazione natalizia \\\"Primo matrimonio\\\" per sposi novelli, decorazione regalo con fiore d'arancio e testo 'First Christmas as The Blooms'.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Felpa con scritta \\\"Cannoli\\\" su sfondo nero - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Felpa Cannoli - Maglione per amanti della cucina italiana e trendsetter. Indossa il tuo amore per l'Italia.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 65:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Regalo di Natale per neonato, ornamento in legno dipinto personalizzabile con il nome del bambino, per indicare il suo primo Natale. \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Ornamento personalizzato di Natale per bambino, unicorno dipinto, regalo unico per neonato.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"graziosa sciarpa per bambini a forma di papera, marrone con strisce rosse e bianche, lavorata a maglia in morbida lana d'agnello\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Sciarpa per bambini a forma di papera con strisce rosse, in morbida lana d'agnello lavorata a maglia.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione personalizzato ricamato, di colore beige, con lettera della persona ricamata grande e ricamata a scacchi, verdi e gialli.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Maglione personalizzato ricamato con lettere grandi e scacchi, maglione con nome del cliente.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 67:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club - Maglione a Treccia da Uomo con Logo e Scollo Tondo - colore: blu\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Maglione Polo Club da uomo con logo, treccia e scollo tondo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe con Cerniera sul Collo. Pullover 100% Cotone - colore: blu.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit - colore: beige.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 68:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club - Maglione a Treccia da Uomo con Logo e Scollo Tondo - colore: blu\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Maglione Polo Club da uomo con logo, treccia e scollo tondo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe con Cerniera sul Collo. Pullover 100% Cotone - colore: blu.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit - colore: beige.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 70:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"JACK & JONES Knitted Pullover Plain Knitted Pullover\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"JACK & JONES Knitted Pullover, collo dolcevita, 100% cotone, colore nero.\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"JACK & JONES Plain Knitted Pullover available on Amazon.it\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Amazon Essentials Uomo. Maglione Girocollo a Maniche Lunghe, 100% Cotone, colore nero.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Amazon Essentials Uomo. Maglione Pullover con Scollo a V, 100% cotone, colore blu. \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 72:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club T-shirt \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Nike Sportswear Club \\nT-shirt nera da uomo, con logo Nike bianco. \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club T-shirt for men in black with logo detail.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Therma \\nMaglia fitness termica con zip a tutta lunghezza, colore nero, con logo Nike nero da uomo.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Therma full-zip fitness hoodie for men with Therma-FIT technology\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente \\u2013 Uomo\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Nike Tech \\nPantaloni jogger in fleece con dettagli dal design rifrangente \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger fleece pants with reflective design details \\u2013 Men's\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 74:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Tech \\nPantaloni grigi jogger in fleece con logo nike giallo \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger pants and hoodie in fleece for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"Nike Club Pantaloni in fleece spazzolato con bordi \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Club \\nPantaloni in fleece spazzolato con bordi, colore nero con logo bianco \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club fleece brushed pants with edges \\u2013 Men's\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"NikeCourt Heritage Pantaloni da tennis \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"NikeCourt Heritage Pantaloni da tennis verdi con logo nike inquadrato da un contorno giallo e bilocore rosso e blu \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"NikeCourt Heritage Men's Tennis Pants, green with logo detailing.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 76:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Apple: immagine di una mela nera, su sfondo chiaro, morsa a destra e una foglia sopra leggermente staccata. Link da premere per andare alla sezione prodotti Apple.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Apple logo - explore Apple products and categories\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo dyson: scritta nera dyson con lettere minuscole su sfondo chiaro. Link da premere per andare alla sezione prodotti Dyson.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Dyson logo representing a popular destination on eBay\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Samsung: scritta Samsung blu con lettere maiuscole su sfondo chiaro. Link da premere per andare alla sezione prodotti Samsung.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Samsung logo linking to Samsung products\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 356:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Nintendo, scritta rossa in ovale rosso, su sfondo bianco, da selezionare per acquistare i prodotti Nintendo.\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo logo\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Pokemon, scritta gialla con contorno blu, su sfondo bianco, da selezionare per acquistare giochi a marchio Pokemon.\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Logo of Pok\\u00e9mon, a popular franchise featured in eBay's popular destinations.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Playstation, lettere simbolo del marchio blu, su sfondo bianco, da selezionare per acquistare i prodotti Playstation.\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"PlayStation logo.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: ginevravassallo\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 2 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 2 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 2 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 3 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 275:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 41,\n",
+ " \"Original Alt Text\": \"{*unspecified-8597105*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Cappello da montagna di colore beige 100% anti raggi UV con laccetto regolabile\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz MT500 UPF 50+ hiking hat, save 33%.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 42,\n",
+ " \"Original Alt Text\": \"Kiprun Men's Run 100 Dry Running T-Shirt\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglietta da running nera marca \\\"Kiprun\\\", da uomo, traspirante e leggera\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Kiprun Men's Run 100 Dry Running T-Shirt\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 43,\n",
+ " \"Original Alt Text\": \"{*black-8606098*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"pile da trekking da uomo nero con cerniera. Marca \\\"Quechua\\\", isolante dal freddo, a collo alto, leggero ed elasticizzato\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH120 Hiking Fleece jacket in black, showcased for outdoor apparel.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 277:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 44,\n",
+ " \"Original Alt Text\": \"{*cinnamon-8493046*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Giacca da montagna per uomo 3 in 1, con guscio impermeabile e piumino interno rimovibile. Adatta alle diverse condizioni climatiche. Colore beige ocra\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's Travel 500 3-in-1 Waterproof Jacket in brown color.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 45,\n",
+ " \"Original Alt Text\": \"{*smoked-black-8796550*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"sovrapantaloni impermeabili NH500 da montagna per uomo neri\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's NH500 Imper Waterproof Over Pants for outdoor activities.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 46,\n",
+ " \"Original Alt Text\": \"{*unspecified-8510030*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"pantaloni termici da sci per uomo, neri\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Wedze Men's BL100 Ski Base Layer Bottoms in black, front view.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 281:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Carte francesi da gioco con foto personalizzabili, ideali come regalo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Carte da gioco personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"Kit di pittura su ceramica personalizzato per idee regalo per attivit\\u00e0 di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d'onore\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Kit di pittura su ceramica con pennelli inclusi e portaoggetti. \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Kit di pittura su ceramica personalizzato per idee regalo di addio al nubilato, incluso pennelli e portaoggetti.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Morbido Peluche Yeti della Terra con pelliccia, fatto a mano. Ideale per bambini\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Handmade Yeti plush toy - soft, cuddly woodland creature - unique gift for kids\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 283:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Cappello da pescatore in velluto a coste blu \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Timbro per libri con design fiocco personalizzabile. Scritta : \\\"Dalla libreria di: *nome personalizzabile*\\\". Anche il colore \\u00e8 personalizzabile\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Personalized book stamp with bow design, reads 'from the library of Abigail Rainsong'.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Calzini color senape con due strisce alla caviglia e tallone di colore nero. Tra le due strisce \\u00e8 presente la scritta \\\"NACHOS\\\" \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Calzini unisex Nachos a righe, divertenti e alla moda, ideali come regalo per buongustai.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 285:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Maglione slim da uomo a collo alto con cerniera ad un quarto. Colore grigio scuro.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Maglione da uomo Coofandy, slim fit, leggero, collo a lupetto, pullover casual con zip.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 31,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Maglione oversize da uomo con scollo a V. Colore verde bosco.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 32,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Maglione slim da uomo a collo alto con cerniera ad un quarto. Colore grigio chiaro.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"COOFANDY Maglione Uomo Invernale con Zip Pullover Dolce a Maglia Morbido.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 287:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione girocollo da uomo con righe di diverse dimensioni. La base \\u00e8 di colore nero e le righe partono da mezzo busto. Procedendo dal basso verso l'alto abbiamo una sezione media che a sua volta contiene righe piccole in bianco e nero, sopra una riga sottile grigio chiaro e il girocollo \\u00e8 di colore bianco \",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Men's striped cotton pullover, crew neck design, long-sleeved, classic style.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione casual girocollo da uomo blu navy.\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"COOFANDY Maglione uomo, maglia a maniche lunghe, pullover elegante blu navy.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione casual puro cotone Tommy Hilfiger da uomo. Colore nero con logo ricamato in alto a sinistra\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in cotone, product display.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 289:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Gli otto migliori regali Nike per lo yoga\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"link all'elenco degli otto migliori regali Nike per lo yoga\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Gli otto migliori regali Nike per lo yoga\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"I migliori regali Nike per chi gioca a tennis, approvati dall'\\u00e9lite\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"link all'elenco dei migliori regali Nike per chi gioca a tennis, approvati dall'\\u00e9lite\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"I migliori regali Nike per chi gioca a tennis, scelti dai migliori atleti\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"Le 11 migliori idee regalo Nike per la spiaggia\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"link per la lista delle 11 migliori idee regalo Nike per la spiaggia\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Idee regalo Nike per la spiaggia: stile e accessori.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 291:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Le migliori felpe con cappuccio da basket Nike\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Link all'elenco delle migliori felpe con cappuccio da basket Nike\",\n",
+ " \"LLM Assessment\": 3,\n",
+ " \"LLM Proposed Alt Text\": \"Nike hoodie and pink sneakers featured in basketball clothing guide.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"Gli 11 migliori regali Nike per ciclisti\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Link all'elenco degli 11 migliori regali Nike per ciclisti\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Gli 11 migliori regali Nike per ciclisti: abbigliamento sportivo per allenamenti indoor.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Migliori giacche e smanicati da running Nike da indossare tutta la stagione\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"link all'elenco delle Migliori giacche e smanicati da running Nike \",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Migliori giacche e smanicati da running Nike per tutte le stagioni\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 293:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 39,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"link che porta alla sezione \\\"collezionismo e passioni\\\" dello shop \",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Icon depicting a robot, representing 'Collezionismo e passioni'.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 40,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": \"1\",\n",
+ " \"User Proposed Alt Text\": \"link che porta alla sezione dello shop \\\"Ricondizionato\\\", un elenco di prodotti tecnologici ricondizionati\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Blue badge with checkmark indicating verified or quality status.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 41,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": \"1\",\n",
+ " \"User Proposed Alt Text\": \"link che porta alla sezione \\\"elettronica\\\" dello shop\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Link to electronics section featuring tablet and smartwatch icons.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 295:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 42,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"icona con link che porta alla sezione dello shop \\\"elettrodomestici\\\"\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Stand mixer icon under 'Elettrodomestici' category.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 43,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"icona con link che porta alla sezione dello shop \\\"casa e giardino\\\"\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Link to Casa e giardino category.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 44,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"icona con link che porta alla sezione dello shop \\\"moda e bellezza\\\"\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Outline of a sneaker representing Moda e bellezza category.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 297:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 39,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"icona con link che porta alla sezione \\\"collezionismo e passioni\\\" dello shop \",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Icon of a robot representing collectibles and hobbies category.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 40,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"icona con link che porta alla sezione dello shop \\\"Ricondizionato\\\", un elenco di prodotti tecnologici ricondizionati\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Verified badge indicating quality or authenticity.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 41,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"icona con link che porta alla sezione \\\"elettronica\\\" dello shop\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Icon representing electronics, including a tablet and smartwatch.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: gioelepasquini\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 3 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 2 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 2 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 196:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 41,\n",
+ " \"Original Alt Text\": \"{*unspecified-8597105*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"A man wearing a white hiking hat\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz MT500 UPF 50+ hiking hat showcasing design and features.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 42,\n",
+ " \"Original Alt Text\": \"Kiprun Men's Run 100 Dry Running T-Shirt\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"An athletic man with a running black t-shirt\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Kiprun Men's Run 100 Dry Running T-Shirt for outdoor activities.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 43,\n",
+ " \"Original Alt Text\": \"{*black-8606098*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"A man zipping a black hiking fleece\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH120 black hiking fleece jacket displayed.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 198:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 44,\n",
+ " \"Original Alt Text\": \"{*cinnamon-8493046*}\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"A man putting on the hood of his cinnamon waterproof jacket\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's Travel 500 3-in-1 Waterproof Jacket in brown.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 45,\n",
+ " \"Original Alt Text\": \"{*smoked-black-8796550*}\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"A pair of dark grey hiking pants\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's NH500 waterproof black over pants\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 200:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 46,\n",
+ " \"Original Alt Text\": \"{*unspecified-8510030*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"A man wearing a black ski base layer bottoms\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Wedze Men's BL100 Ski Base Layer Bottoms in black, full-length view.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 202:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Carte da gioco con foto personalizzate\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Carte da gioco con foto personalizzate, alternativa unica per matrimoni e regalo per familiari, coppie e amici\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"Kit di pittura su ceramica personalizzato per idee regalo per attivit\\u00e0 di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d'onore\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Kit di pittura su ceramica contenente un portaoggetti, i pennelli e i colori\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Kit di pittura su ceramica personalizzato per idee regalo per attivit\\u00e0 di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d'onore\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Peluche yeti della terra bianco\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Handmade soft toy Yeti with full fur, cuddly woodland creature, unique gift for children\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 204:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Cappellino snapback Blowfish Designs in velluto color oceano\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Timbro nero con il motivo di un fiocco intrecciato\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Personalized book stamp design: 'from the library of Abigail Rainsong'.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Calzini color cannella con due righe nere ad altezza caviglia che stanno sopra e sotto la scritta NACHOS bianca\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Calzini a righe Nachos unisex, divertenti e alla moda, regali stravaganti per buongustai\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 206:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione COOFANDY grigio scuro con zip e collo a lupetto, leggero e con vestibilit\\u00e0 slim fit\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Maglione da uomo con zip, slim fit, collo a lupetto.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 31,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglia Krumba verde con collo a V, in cotone e con vestibilit\\u00e0 oversize\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Maglione Krumba Uomo in Cotone Oversize con Scollo a V. Classico Pull-On\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 32,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione COOFANDY grigio chiaro con zip e collo a lupetto, leggero e con vestibilit\\u00e0 slim fit\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"COOFANDY Maglione Uomo Invernale con Zip, Maglione a Maglia con Zip 1/4.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 208:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione iClosam a righe (bianco, grigio, nero) con girocollo e in cotone\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"iClosam maglione girocollo a righe da uomo in maglia di cotone.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione COOFANDY blu con girocollo e in poliestere\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"COOFANDY maglione uomo blu a maniche lunghe, stile casual adatto per lavoro e tempo libero.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Pullover Tommy Hilfiger nero con girocollo e in cotone\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone, black sweater with white shirt underneath\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 210:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 39,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Categoria \\\"Collezionismo e passioni\\\" rappresentata da cerchio giallo con al centro un'armatura giocattolo\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Icon of a robot symbolizing collectibles and passions on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 40,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Categoria \\\"Ricondizionato\\\" rappresentata da cerchio celeste con al centro un tick\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Checkmark icon representing verified or confirmation status.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 41,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Categoria \\\"Elettronica\\\" rappresentata da cerchio viola con al centro un tablet e uno smartwatch\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Icon representing electronics, including a tablet and smartwatch, for the 'Elettronica' section.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 212:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 42,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Categoria \\\"Elettrodomestici\\\" rappresentata da cerchio arancione con al centro una planetaria\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Mixer icon representing household appliances category\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 43,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Categoria \\\"Casa e giardino\\\" rappresentata da cerchio verde con al centro una poltrona\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Casa e giardino category on eBay\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 44,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Categoria \\\"Moda e bellezza\\\" rappresentata da cerchio turchese con al centro una scarpa\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Icon of a sneaker representing fashion and beauty category.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 215:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Gli otto migliori regali Nike per lo yoga\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Una ragazza che pratica yoga per accedere ai consigli per i migliori otto regali Nike per lo yoga\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Gli otto migliori regali Nike per lo yoga: guida agli acquisti.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"I migliori regali Nike per chi gioca a tennis, approvati dall'\\u00e9lite\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Un ragazzo che gioca a tennis per accedere ai consigli per i migliori regali Nike per il tennis\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"I migliori regali Nike per giocatori di tennis, scelti dall'\\u00e9lite sportiva.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"Le 11 migliori idee regalo Nike per la spiaggia\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Un ragazzo e una ragazza seduti su un castello di sabbia al mare per accedere ai consigli per le migliori undici idee regalo Nike per la spiaggia\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Guida agli acquisti: Le 11 migliori idee regalo Nike per la spiaggia.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 217:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Le migliori felpe con cappuccio da basket Nike\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Una ragazza con una felpa sportiva per accedere ai consigli per le migliori felpe con cappuccio da basket Nike\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Le migliori felpe da basket Nike con cappuccio in un contesto stiloso.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"Gli 11 migliori regali Nike per ciclisti\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Un ragazzo su una cyclette per accedere ai consigli per i migliori regali Nike per ciclisti\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Gli 11 migliori regali Nike per ciclisti, guida agli acquisti per abbigliamento sportivo.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Migliori giacche e smanicati da running Nike da indossare tutta la stagione\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Un ragazza vestita tutta di rosa che corre per accedere ai consigli per le migliori giacche e smanicati da corsa Nike da indossare tutta la stagione\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike running jackets and vests for all-season wear during outdoor activities.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: l.novelli2@studenti.unipi.it\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 2 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 3 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 2 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 80:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8526272*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Cappello grigio con cordino\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Trek 900 Waterproof Backpacking Hat in carbon gray\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 36,\n",
+ " \"Original Alt Text\": \"{*dark-petrol-blue-8581388*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Zaino espandibile dark-petrol-blue\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT500 Air 50+10 L Backpacking Backpack in dark petrol blue\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 37,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8555093*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Scarpe basse da trekking grigie\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH100 Hiking Shoes in gray with blue accents.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 85:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Giacca impermeabile leggera verde grigio con cappuccio\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH500 Hiking Lightweight Waterproof Jacket in dark green.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 39,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8572550*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Pantoloncini cargo grigi con cintura\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's Travel 100 Cargo Shorts in gray, outdoor wear for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 40,\n",
+ " \"Original Alt Text\": \"{*unspecified-8501932*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Leggins sportivi lunghi neri\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT500 Merino Wool Base Layer Tights in black, worn by model.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 88:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del pap\\u00e0, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Portabottiglia personalizzabile in pelle effetto vintage verde ideale per la festa del pap\\u00e0\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Green leather wine bag with 'COGNAC' text, personalized gift for Father's Day, retirement, or corporate events.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Tappeto gioco bambini in cotone con motivo stradale\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Candela realistica a forma di baguette con 4 stoppini\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Candela artigianale al pane francese in cera d'api con 4 stoppini, decorazione realistica e regalo fatto a mano.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 90:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Luce notturna in legno lavorato a mano a forma di robot con effetti modificabili e dettagli rossi\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno, camera a tema robot, con contatore, lampada robot.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Ciondolo in pelle marrone con ritratto di animale domestico dipinto a mano ideale per borse\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Hand-painted leather pet portrait tag for bags featuring personalized dog/cat designs.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Piatto ovale in ceramica con personalizzazione dipinta a mano ideale per regali cerimonie o inaugurazioni\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Piatto in ceramica dipinto a mano personalizzato per sposi e famiglie.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 92:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Maglione uomo collo alto con zip a met\\u00e0 foderato in pile, colore blu-rosso-grigio\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Harbrosrce Maglioni Uomo Invernali Collo Alto con Zip 1/4, Foderato in Pile, Pullover.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglioncino elegante uomo girocollo con vestibilit\\u00e0 aderente e colore rosso\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Maglione uomo girocollo manica lunga invernale rosso.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione uomo girocollo a coste con motivi geometrici e colore verde\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 94:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglioncino uomo blu elegante girocollo con logo ARMANI EXCHANGE inciso e rifiniture grigie\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"ARMANI EXCHANGE Crew Neck Maglione Uomo (Pack of 1)\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione uomo girocollo con fantasia geometrica verde oliva e bianca e vestibilit\\u00e0 aderente\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Genfien Maglione Uomo Invernale, maglia girocollo a manica lunga per tenere caldo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglioncino JACK & JONES uomo in misto cotone colore jeans con rifiniture e vestibilit\\u00e0 ampia\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"JACK & JONES navy crew neck sweatshirt for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 95:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglioncino uomo blu elegante girocollo con logo ARMANI EXCHANGE inciso e rifiniture grigie\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"ARMANI EXCHANGE Crew Neck Maglione Uomo (Pack of 1)\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione uomo girocollo con fantasia geometrica verde oliva e bianca e vestibilit\\u00e0 aderente\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Genfien Maglione Uomo Invernale, maglia girocollo a manica lunga per tenere caldo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglioncino JACK & JONES uomo in misto cotone colore jeans con rifiniture e vestibilit\\u00e0 ampia\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"JACK & JONES navy crew neck sweatshirt for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 97:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMO STATO FUNZIONANTE\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo GameCube console with Viper Cobra reader and original controller in excellent condition\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo Switch Mario Red e Blue Limited Edition Ricondizionata COMPLETAMENTE ACCESSORIATA E FUNZIONANTE\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo Switch Mario Red & Blue Limited Edition with accessories\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo NEW 3DS XL BLU CARICATORE e PENNINO OTTIMO INCLUSI\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Console Nintendo NEW 3DS XL with IPS screen, 4GB SD card, charger, and stylus.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 99:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 36,\n",
+ " \"Original Alt Text\": \"Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO USB, BATTERIA ORIGINALE E SD 32GB\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Fotocamera NIKON COOLPIX S6600 digitale compatta con cavo, batteria e SD 32GB.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 37,\n",
+ " \"Original Alt Text\": \"CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"CONSOLE SONY PLAYSTATION 1 CON UN CONTROLLER E CAVI ORIGINALI\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"ICONA SEZIONE MOTORI\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Icon representing the 'Motori' section on eBay\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 101:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Jordan Brooklyn Giacca puffer Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Jordan Brooklyn Bomber termico nero con cappuccio\",\n",
+ " \"LLM Assessment\": null,\n",
+ " \"LLM Proposed Alt Text\": null,\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Jordan Flight Giacca puffer in piumino \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Jordan Flight Giaccone velluto in piumino nero a coste senza cappuccio\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Flight Giacca puffer in piumino \\u2013 Uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Jordan Sport Felpa con cappuccio e zip nera e vestibilit\\u00e0 aderente\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Sport Hoop Fleece, Dri-FIT hoodie with full zip closure for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " }\n",
+ "]\n",
+ " Record ID 101: Missing LLM Assessment for Image 19, skipping this image.\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 103:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Club Felpa con cappuccio e zip grigia e vestibilit\\u00e0 comoda\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece per uomo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Tech Pantaloni lunghi neri e grigi con vestibilit\\u00e0 comoda e orlo regolabile\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech pantaloni in fleece a blocchi di colore con orlo aperto per uomo.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Sportswear Club Piumino smanicato termico nero\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club Therma-FIT sleeveless jacket for men\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: l.pecorella\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 3 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 2 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 2 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 156:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 41,\n",
+ " \"Original Alt Text\": \"{*unspecified-8597105*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Cappello da trekking traspirante bianco con cordino\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz MT500 UPF 50+ hiking hat with adjustable cord for outdoor activities.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 42,\n",
+ " \"Original Alt Text\": \"Kiprun Men's Run 100 Dry Running T-Shirt\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Kiprun Maglietta Nera da Uomo per Running - Run 100 Dry\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Kiprun Men's Run 100 Dry Running T-Shirt shown in black.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 43,\n",
+ " \"Original Alt Text\": \"{*black-8606098*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Quechua Giacca Nera da Hiking con cerniera\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH120 Hiking Fleece, black color, front view.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 157:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 41,\n",
+ " \"Original Alt Text\": \"{*unspecified-8597105*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Cappello da trekking traspirante bianco con cordino\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz MT500 UPF 50+ hiking hat with adjustable cord for outdoor activities.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 42,\n",
+ " \"Original Alt Text\": \"Kiprun Men's Run 100 Dry Running T-Shirt\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Kiprun Maglietta Nera da Uomo per Running - Run 100 Dry\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Kiprun Men's Run 100 Dry Running T-Shirt shown in black.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 43,\n",
+ " \"Original Alt Text\": \"{*black-8606098*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Quechua Giacca Nera da Hiking con cerniera\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH120 Hiking Fleece, black color, front view.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 160:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 44,\n",
+ " \"Original Alt Text\": \"{*cinnamon-8493046*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Giacca a vento Cinnamon waterproof con cappuccio\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's Travel 500 3-in-1 Waterproof Jacket\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 45,\n",
+ " \"Original Alt Text\": \"{*smoked-black-8796550*}\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni Quechua Neri Waterproof\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's NH500 Waterproof Over Pants in smoked black color\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 46,\n",
+ " \"Original Alt Text\": \"{*unspecified-8510030*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni Neri Attillati da Ski termici\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Wedze Men's BL100 Ski Base Layer Bottoms displayed on a model\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 162:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Carte da gioco da Poker con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Carte da gioco personalizzate per matrimoni e regali ad amici e familiari\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"Kit di pittura su ceramica personalizzato per idee regalo per attivit\\u00e0 di addio al nubilato, con pennelli inclusi e portaoggetti per set da damigella d'onore\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Kit di pittura su ceramica personalizzato per idee regalo per attivit\\u00e0 di addio al nubilato, con pennelli inclusi + sei colori + portaoggetti per set da damigella d'onore\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Kit di pittura su ceramica personalizzato per idee regalo per attivit\\u00e0 di addio al nubilato.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Peluche Yeti della Terra fatto a mano con pelliccia intera bianca - Creatura del bosco morbida e coccolabile - Regalo unico per bambini\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Peluche Yeti della Terra - Creatura morbida e coccolabile, peluche fatto a mano con pelliccia intera, ideale come regalo unico per bambini\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 166:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Cappellino con visiera in velluto a coste color oceano e con rifiniture marrone\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Timbro per libri con fiocco e scritta \\\"Questo libro appartiene a\\\" - regalo personalizzato per gli amanti dei libri\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Personalized book stamp with bow, 'from the library of Abigail Rainsong', ideal gift for book lovers.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Calzini arancioni divertenti con righe nere e scritta Nachos bianca, unisex,\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Calzini a righe Nachos, unisex, divertenti e alla moda, regalo ideale per buongustai.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 170:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"COOFANDY Maglione Grigio Scuro Casual leggero da Uomo, Slim Fit con Zip 1/4 e Collo a Lupetto\",\n",
+ " \"LLM Assessment\": null,\n",
+ " \"LLM Proposed Alt Text\": null,\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 31,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"KRUMBA Maglione Verde Bosco Classico da Uomo in Cotone, Oversize con scollo a V\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato: Maglione Krumba Uomo, oversize, scollo a V, classico pull-on in cotone.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 32,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"COOFANDY Maglione Grigio Chiaro morbido da Uomo con Zip 1/4 e Collo a Lupetto\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 COOFANDY Maglione uomo con zip grigio, pullover morbido ideale per l'inverno.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Record ID 170: Missing LLM Assessment for Image 30, skipping this image.\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 174:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"iClosam Maglione Girocollo a Righe da Uomo, in Maglia di Cotone a Maniche Lunghe, bianco, grigio e nero\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Maglione girocollo a righe da uomo in maglia di cotone, pullover classico.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"COOFANDY Maglione per Uomo Blu Navy girocollo, Pullover a Maglia a Maniche Lunghe \",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"COOFANDY maglione uomo, pullover a maglia maniche lunghe, colore blu navy.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Tommy Hilfiger - Pullover Uomo Nero a girocollo, in cotone\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Tommy Hilfiger Uomo Pullover in cotone con girocollo, nero.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 176:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Gli otto migliori regali Nike per lo yoga\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Accessori Nike per lo yoga, i migliori regali\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Gli otto migliori regali Nike per lo yoga\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"I migliori regali Nike per chi gioca a tennis, approvati dall'\\u00e9lite\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Accessori Nike per chi gioca a tennis, i migliori regali\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Migliori regali Nike per giocatori di tennis, consigliati per prestazioni elevate\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"Le 11 migliori idee regalo Nike per la spiaggia\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Idee regalo Nike per la spiaggia, 11 idee regalo\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Sandcastle and people wearing Nike beachwear showcasing gift ideas for the beach.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 179:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Le migliori felpe con cappuccio da basket Nike\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Donna con felpa completa beige, felpe con cappuccio da basket Nike\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Le migliori felpe con cappuccio da basket Nike, Guida agli acquisti.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"Gli 11 migliori regali Nike per ciclisti\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Ciclista su cyclette in casa, 11 idee regalo Nike per ciclisti\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Ciclista su bici indoor con abbigliamento Nike, guida ai migliori regali per ciclisti.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 30,\n",
+ " \"Original Alt Text\": \"Migliori giacche e smanicati da running Nike da indossare tutta la stagione\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Runner con completo rosa, idee per giacche e smanicati da running Nike per tutta la stagione\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Nike running jackets and vests for the season.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 182:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 39,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Icona per la sezione Collezionismo e Passioni\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Robot icon representing collectibles and passions.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 40,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Icona per la sezione Ricondizionato\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Checkmark icon representing verified or trusted content.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 41,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Icona per la sezione Elettronica\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Icon representing electronics devices such as tablets and smartwatches.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 185:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 42,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Icona con planetaria per la sezione Elettrodomestici\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Icon of a kitchen mixer, representing household appliances category.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 43,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Icona con poltrona per la sezione Casa e Giardino\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Casa e giardino - scopri offerte su arredamento e giardino\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 44,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Icona con scarpa per la sezione Moda e Bellezza\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Sneaker icon representing the Moda e bellezza category\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: lauracorti\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 3 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 5 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 4 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 5 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 4 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 299:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"{*asphalt-blue-8858286*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Giacca piumino blu uomo\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Hooded Down Puffer Jacket in dark blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"{*unspecified-8573829*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Giacca piumino nero uomo\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT100 Hooded Synthetic Jacket in black, displayed on a model.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"{*unspecified-8916867*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Berretto verde\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Adult MT500 Merino Wool Beanie in olive green color.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 300:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"{*asphalt-blue-8858286*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Giacca piumino blu uomo\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Hooded Down Puffer Jacket in dark blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"{*unspecified-8573829*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Giacca piumino nero uomo\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT100 Hooded Synthetic Jacket in black, displayed on a model.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"{*unspecified-8916867*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Berretto verde\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Adult MT500 Merino Wool Beanie in olive green color.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 302:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"{*whale-gray-8670150*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Pile montagna uomo blu\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH100 hiking fleece in blue, shown being worn.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"{*slate-blue-8493310*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"T-shirt uomo blu\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's Travel 500 Merino Wool T-Shirt in slate blue, short sleeves.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Red and gray backpack on a white background\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Red and gray backpack\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Easyfit 70L red and gray backpack on a white background.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 304:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"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, festivit\\u00e0\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Sciarpa con mappa illustrata personalizzata con i tuoi luoghi speciali. Un regalo ricordo unico.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Personalized silk scarf with illustrated map, customizable with special places, unique keepsake gift for housewarming, weddings, or holidays.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Decorazione natalizia \\\"First Christmas as The Blooms\\\" decorazione per sposi novelli, la nostra prima decorazione natalizia\",\n",
+ " \"LLM Assessment\": 3,\n",
+ " \"LLM Proposed Alt Text\": \"Christmas ornament reading 'First Christmas as The Blooms 2023,' surrounded by dried orange slices.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Felpa Cannoli - Regalo per gli amanti della cucina italiana.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Felpa Cannoli - gift for Italian cuisine lovers, trendsetters, and fun-loving foodies. Show your love for Italy.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 305:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"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, festivit\\u00e0\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Sciarpa con mappa illustrata personalizzata con i tuoi luoghi speciali. Un regalo ricordo unico.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Personalized silk scarf with illustrated map, customizable with special places, unique keepsake gift for housewarming, weddings, or holidays.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Decorazione natalizia \\\"First Christmas as The Blooms\\\" decorazione per sposi novelli, la nostra prima decorazione natalizia\",\n",
+ " \"LLM Assessment\": 3,\n",
+ " \"LLM Proposed Alt Text\": \"Christmas ornament reading 'First Christmas as The Blooms 2023,' surrounded by dried orange slices.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Felpa Cannoli - Regalo per gli amanti della cucina italiana.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Felpa Cannoli - gift for Italian cuisine lovers, trendsetters, and fun-loving foodies. Show your love for Italy.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 307:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Il primo Natale del bambino, ornamento in legno dipinto con il nome del bambino e con ornamento di un unicorno, regalo personalizzato per neonato\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Graziosa sciarpa a forma di papera per bambini, con strisce rosse, lavorata a maglia in morbida lana d'agnello.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione personalizzato con lettera ricamata a scacchi \",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 308:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Il primo Natale del bambino, ornamento in legno dipinto con il nome del bambino e con ornamento di un unicorno, regalo personalizzato per neonato\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Graziosa sciarpa a forma di papera per bambini, con strisce rosse, lavorata a maglia in morbida lana d'agnello.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione personalizzato con lettera ricamata a scacchi \",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 309:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Il primo Natale del bambino, ornamento in legno dipinto con il nome del bambino e con ornamento di un unicorno, regalo personalizzato per neonato\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Graziosa sciarpa a forma di papera per bambini, con strisce rosse, lavorata a maglia in morbida lana d'agnello.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione personalizzato con lettera ricamata a scacchi \",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 311:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club maglione uomo con logo e scollo tondo, colore blu scuro.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 312:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club maglione uomo con logo e scollo tondo, colore blu scuro.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 313:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club maglione uomo con logo e scollo tondo, colore blu scuro.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 315:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"JACK & JONES Knitted Pullover Plain Knitted Pullover\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"JACK & JONES Knitted Pullover Plain Knitted Black\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"JACK & JONES Plain Knitted Pullover\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Men's Long-Sleeve Crewneck Sweater, 100% Cotton, Available in Big & Tall Sizes.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Amazon Essentials Uomo Maglione Pullover Blu con Scollo a V (Disponibile in Taglie Big & Tall)\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 317:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"Elettronica\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Sezione Elettronica\",\n",
+ " \"LLM Assessment\": 2,\n",
+ " \"LLM Proposed Alt Text\": \"Scopri e acquista elettronica come TV, smartwatch e tablet su eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"Gaming\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Sezione Gaming\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Gaming products including a console, monitor, and game box with text 'Tutto il divertimento che cerchi lo trovi qui!'\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"Elettrodomestici\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Sezione Elettrodomestici\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Discover top appliances to simplify your days, such as a washing machine, vacuum, and kitchen device. Shop now.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 318:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"Elettronica\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Sezione Elettronica\",\n",
+ " \"LLM Assessment\": 2,\n",
+ " \"LLM Proposed Alt Text\": \"Scopri e acquista elettronica come TV, smartwatch e tablet su eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"Gaming\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Sezione Gaming\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Gaming products including a console, monitor, and game box with text 'Tutto il divertimento che cerchi lo trovi qui!'\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"Elettrodomestici\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Sezione Elettrodomestici\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Discover top appliances to simplify your days, such as a washing machine, vacuum, and kitchen device. Shop now.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 383:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club T-shirt \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Sportswear Club T-shirt Nera\\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club T-shirt for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Therma Maglia fitness con zip a manica lunga Therma-FIT \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Tech Pantaloni jogger in fleece neri con dettagli dal design rifrangente \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger pants with reflective design details for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 384:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club T-shirt \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Sportswear Club T-shirt Nera\\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club T-shirt for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Therma Maglia fitness con zip a manica lunga Therma-FIT \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Tech Pantaloni jogger in fleece neri con dettagli dal design rifrangente \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger pants with reflective design details for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 385:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 1,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club T-shirt \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Sportswear Club T-shirt Nera\\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club T-shirt for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 2,\n",
+ " \"Original Alt Text\": \"Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Nike Therma Maglia fitness con zip a manica lunga Therma-FIT \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 3,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Tech Pantaloni jogger in fleece neri con dettagli dal design rifrangente \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger pants with reflective design details for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 387:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 4,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Tech Pantaloni jogger in fleece grigi \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger fleece pants for men, shown in gray with neon Nike logo.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 5,\n",
+ " \"Original Alt Text\": \"Nike Club Pantaloni in fleece spazzolato con bordi \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Club Pantaloni in fleece nero \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club fleece sweatpants with brushed finish and cuffs \\u2013 Men\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 6,\n",
+ " \"Original Alt Text\": \"NikeCourt Heritage Pantaloni da tennis \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"NikeCourt Heritage Pantaloni verdi da tennis \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"NikeCourt Heritage tennis pants for men in green, shown with matching jacket.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 389:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Apple\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Apple logo representing the Apple brand.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Dyson\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Link to Dyson products or page on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Samsung\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Samsung logo linking to the Samsung section.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 390:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Apple\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Apple logo representing the Apple brand.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Dyson\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Link to Dyson products or page on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Samsung\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Samsung logo linking to the Samsung section.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 392:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 18,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Nintendo\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo logo, a featured popular brand on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo Pokemon\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Pok\\u00e9mon logo representing a category on eBay.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Logo PlayStation\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"PlayStation logo for the PlayStation category.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: m.natale8\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 3\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 3 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 3 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 4 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 330:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Giacca leggera antivento e impermeabile di color verde scuro. Ideale per le tue escursioni in montagna!\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH500 Lightweight Waterproof Hiking Jacket in dark green.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 39,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8572550*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Pantaloncini cargo, da uomo, color grigio scuro. Sono presenti 6 tasche che li rendono perfetti per ogni tipo di escursione.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's Travel 100 Cargo Shorts in carbon gray color, featuring multiple pockets and a belt.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 40,\n",
+ " \"Original Alt Text\": \"{*unspecified-8501932*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Collant da uomo in lana merino. Ottime per mantenere la giusta temperatura grazie alle sue eccellenti propriet\\u00e0 di termoregolazione.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT500 Merino Wool Base Layer Tights in black.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 331:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Giacca leggera antivento e impermeabile di color verde scuro. Ideale per le tue escursioni in montagna!\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH500 Lightweight Waterproof Hiking Jacket in dark green.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 39,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8572550*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Pantaloncini cargo, da uomo, color grigio scuro. Sono presenti 6 tasche che li rendono perfetti per ogni tipo di escursione.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's Travel 100 Cargo Shorts in carbon gray color, featuring multiple pockets and a belt.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 40,\n",
+ " \"Original Alt Text\": \"{*unspecified-8501932*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Collant da uomo in lana merino. Ottime per mantenere la giusta temperatura grazie alle sue eccellenti propriet\\u00e0 di termoregolazione.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT500 Merino Wool Base Layer Tights in black.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 333:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del pap\\u00e0, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Borsa in pelle porta vino color verde smeraldo. Essendo possibile personalizzarla, \\u00e8 un regalo perfetto!\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Borsa in pelle per vino personalizzata, ideale per regali come la festa del pap\\u00e0, pensioni, regali aziendali. Mostrato il modello verde con 'COGNAC'.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Tappeto da gioco per bambini in cotone biologico ipoallergenico. Decorato con il disegno di una strada stilizzata, \\u00e8 pensato per il gioco.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Organic cotton play rug featuring a Montessori road map design with toy blocks and cars.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Candela a forma di baguette in cera d\\u2019api, profumata al pane, con quattro stoppini e aspetto realistico.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Handmade baguette-shaped candle with four wicks made of beeswax, realistic food decor, French bread-scented, perfect as a unique gift or decoration.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 334:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Borsa per vino, Borsa in pelle per vino, Porta vino personalizzato, Regali per la festa del pap\\u00e0, Regali per lui, Regali per la pensione, Regali aziendali, Porta vino\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Borsa in pelle porta vino color verde smeraldo. Essendo possibile personalizzarla, \\u00e8 un regalo perfetto!\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Borsa in pelle per vino personalizzata, ideale per regali come la festa del pap\\u00e0, pensioni, regali aziendali. Mostrato il modello verde con 'COGNAC'.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Tappeto da gioco per bambini in cotone biologico ipoallergenico. Decorato con il disegno di una strada stilizzata, \\u00e8 pensato per il gioco.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Organic cotton play rug featuring a Montessori road map design with toy blocks and cars.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Candela a forma di baguette in cera d\\u2019api, profumata al pane, con quattro stoppini e aspetto realistico.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Handmade baguette-shaped candle with four wicks made of beeswax, realistic food decor, French bread-scented, perfect as a unique gift or decoration.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 336:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"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",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Lampada per bambini in legno a forma di Robot. Sono presenti 2 modalit\\u00e0 di illuminazione (fissa/sfarfallio) e luminosit\\u00e0 regolabile. Ottima da tenere come luce notturna. Sono presenti anche due fori sul retro per appenderla alla parete.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Luce notturna in legno a forma di robot, regalo personalizzato per bambini e neonati, lampada a tema robot per la camera da letto.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Due ciondoli in pelle per borsa, raffiguranti i ritratti realistici di un cane e di un gatto realizzati a mano. \",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Ciondolo in pelle dipinto a mano con ritratto di animale domestico: etichetta per borsa personalizzata per cane/gatto.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Due piatti in ceramica dipinti amano. Il primo \\u00e8 bianco con decorazioni in verse e la scritta \\\"Mr+Mrs Comas always + forever, circa 2007\\\". Il secondo piatto \\u00e8 bianco con decorazioni blu e la scritta \\\"MR+MRS Huntoon, July 4, 2025\\\"\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Hand-painted ceramic plates with personalized inscriptions, ideal as wedding or family gifts.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 338:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Pullover a righe multicolore a manica lunga, con zip a un quarto, collo a lupetto stile polo e vestibilit\\u00e0 slim.\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Maglione uomo invernale a strisce, collo alto con zip 1/4, foderato in pile, disponibile su Amazon.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Maglione bordeaux da uomo leggero con vestibilit\\u00e0 slim, scollatura rotonda, maniche lunghe. Collo a coste, orlo e polsini per un aspetto elegante e moderno.\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Cegerne long-sleeve crewneck men's winter sweater in fine knit.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione leggero verde scuro da uomo con girocollo a coste, a manica lunga, in Cotone 100%. C'\\u00e8 un motivo a treccia su corpo e maniche.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 340:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione blu semplice girocollo da uomo con logo Armani Exchange sul petto, a destra.\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"ARMANI EXCHANGE crew neck sweater for men in navy blue (single pack).\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione uomo girocollo a manica lunga di colore grigio con due strisce bianche sul petto e una striscia pi\\u00f9 sottile bianca su maniche e vita. Vestibilit\\u00e0 slim.\",\n",
+ " \"LLM Assessment\": 3,\n",
+ " \"LLM Proposed Alt Text\": \"Green knit pullover sweater with long sleeves and white stripes, designed for warmth.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 29,\n",
+ " \"Original Alt Text\": \"JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Felpa da uomo semplice blu con scollo rotondo.\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"JACK & JONES plain crew neck sweatshirt in navy blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 394:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8526272*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Cappello grigio scuro da trekking waterproof con laccio. \\u00e8 largo 56-58 centimetri.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Trek 900 waterproof backpacking hat in carbon gray with adjustable chin strap.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 36,\n",
+ " \"Original Alt Text\": \"{*dark-petrol-blue-8581388*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Zaino da trekking blu petrolio scuro da 50+10 litri, con numerose tasche e schienale in rete per una migliore traspirazione\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT500 Air 50+10 L backpack in dark petrol blue for backpacking.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 37,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8555093*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Scarpe da montagna grigio carbone con supporto impermeabile a mezza altezza\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH100 Hiking Shoes in carbon gray color\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 396:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pullover a righe multicolore, manica lunga, zip a un quarto, collo a lupetto, vestibilit\\u00e0 slim, ideale per climi freddi\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Maglione uomo invernale Harbrosrce con collo alto, zip 1/4, foderato in pile.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione leggero da uomo color bordeaux, dalla vestibilit\\u00e0 slim e dal design semplice\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Cegerne men's crewneck long-sleeve winter sweater.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione verde in cotone con lavorazione a treccia su corpo e maniche, e finiture a coste su collo, polsini e orlo\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 397:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Annuncio sponsorizzato \\u2013 Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pullover a righe multicolore, manica lunga, zip a un quarto, collo a lupetto, vestibilit\\u00e0 slim, ideale per climi freddi\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Annuncio sponsorizzato \\u2013 Maglione uomo invernale Harbrosrce con collo alto, zip 1/4, foderato in pile.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione leggero da uomo color bordeaux, dalla vestibilit\\u00e0 slim e dal design semplice\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Cegerne men's crewneck long-sleeve winter sweater.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Maglione verde in cotone con lavorazione a treccia su corpo e maniche, e finiture a coste su collo, polsini e orlo\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: m.natale8 \n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 2\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 7 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 8 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 471:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Jordan Brooklyn Giacca puffer Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Giacca puffer Jordan Brooklyn Therma-FIT da uomo, nera, in tessuto idrorepellente \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Brooklyn Therma-FIT puffer jacket for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Jordan Flight Giacca puffer in piumino \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giacca puffer Jordan Flight da uomo, nera, in piumino con lavorazione in velluto a coste\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Flight puffer jacket for men in black.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Felpa Jordan Sport Hoop Fleece da uomo, nera, con cappuccio e zip a tutta lunghezza, tecnologia Dri-FIT\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 472:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Jordan Brooklyn Giacca puffer Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Giacca puffer Jordan Brooklyn Therma-FIT da uomo, nera, in tessuto idrorepellente \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Brooklyn Therma-FIT puffer jacket for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Jordan Flight Giacca puffer in piumino \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giacca puffer Jordan Flight da uomo, nera, in piumino con lavorazione in velluto a coste\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Flight puffer jacket for men in black.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Felpa Jordan Sport Hoop Fleece da uomo, nera, con cappuccio e zip a tutta lunghezza, tecnologia Dri-FIT\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 473:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 19,\n",
+ " \"Original Alt Text\": \"Jordan Brooklyn Giacca puffer Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Giacca puffer Jordan Brooklyn Therma-FIT da uomo, nera, in tessuto idrorepellente \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Brooklyn Therma-FIT puffer jacket for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 20,\n",
+ " \"Original Alt Text\": \"Jordan Flight Giacca puffer in piumino \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giacca puffer Jordan Flight da uomo, nera, in piumino con lavorazione in velluto a coste\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Flight puffer jacket for men in black.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Felpa Jordan Sport Hoop Fleece da uomo, nera, con cappuccio e zip a tutta lunghezza, tecnologia Dri-FIT\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 475:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Felpa Nike Club grigia da uomo con cappuccio e cerniera \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club full-zip fleece hoodie for men, displayed in light gray.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni da uomo Nike in tessuto Tech fleece a blocchi di colore nero e nero antracite, con fit morbido e superficie liscia\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech fleece pants with color blocking and open hem \\u2013 Men's\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Piumino Nike Sportswear Club smanicato nero da uomo, modello Therma-FIT \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club Therma-FIT sleeveless jacket for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 476:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Felpa Nike Club grigia da uomo con cappuccio e cerniera \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club full-zip fleece hoodie for men, displayed in light gray.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni da uomo Nike in tessuto Tech fleece a blocchi di colore nero e nero antracite, con fit morbido e superficie liscia\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech fleece pants with color blocking and open hem \\u2013 Men's\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Piumino Nike Sportswear Club smanicato nero da uomo, modello Therma-FIT \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club Therma-FIT sleeveless jacket for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 477:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Felpa Nike Club grigia da uomo con cappuccio e cerniera \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club full-zip fleece hoodie for men, displayed in light gray.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni da uomo Nike in tessuto Tech fleece a blocchi di colore nero e nero antracite, con fit morbido e superficie liscia\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech fleece pants with color blocking and open hem \\u2013 Men's\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Piumino Nike Sportswear Club smanicato nero da uomo, modello Therma-FIT \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club Therma-FIT sleeveless jacket for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 478:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Felpa Nike Club grigia da uomo con cappuccio e cerniera \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club full-zip fleece hoodie for men, displayed in light gray.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni da uomo Nike in tessuto Tech fleece a blocchi di colore nero e nero antracite, con fit morbido e superficie liscia\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech fleece pants with color blocking and open hem \\u2013 Men's\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Piumino Nike Sportswear Club smanicato nero da uomo, modello Therma-FIT \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club Therma-FIT sleeveless jacket for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 480:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo GameCube con lettore Viper Cobra e controller originale \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo GameCube console with VIPER COBRA reader and original controller in excellent condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo Switch Mario Red e Blue Limited Edition\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo Switch Mario Red and Blue Limited Edition, complete and in perfect condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo new 3DS XL blu con schermo superiore IPS, scheda SD da 4 GB, con caricatore e pennino\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo NEW 3DS XL console with 4GB SD card, charger, and stylus in excellent condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 481:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo GameCube con lettore Viper Cobra e controller originale \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo GameCube console with VIPER COBRA reader and original controller in excellent condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo Switch Mario Red e Blue Limited Edition\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo Switch Mario Red and Blue Limited Edition, complete and in perfect condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo new 3DS XL blu con schermo superiore IPS, scheda SD da 4 GB, con caricatore e pennino\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo NEW 3DS XL console with 4GB SD card, charger, and stylus in excellent condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 482:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 33,\n",
+ " \"Original Alt Text\": \"Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo GameCube con lettore Viper Cobra e controller originale \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo GameCube console with VIPER COBRA reader and original controller in excellent condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 34,\n",
+ " \"Original Alt Text\": \"Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo Switch Mario Red e Blue Limited Edition\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo Switch Mario Red and Blue Limited Edition, complete and in perfect condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 35,\n",
+ " \"Original Alt Text\": \"Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Nintendo new 3DS XL blu con schermo superiore IPS, scheda SD da 4 GB, con caricatore e pennino\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Nintendo NEW 3DS XL console with 4GB SD card, charger, and stylus in excellent condition.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 484:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 36,\n",
+ " \"Original Alt Text\": \"Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Fotocamera digitale compatta Nikon Coolpix S6600 nera con batteria, cavo e scheda SD da 32 GB\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nikon Coolpix S6600 black digital compact camera with cable, battery, and 32GB SD card.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 37,\n",
+ " \"Original Alt Text\": \"CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Sony PlayStation 1 modello Fat con controller e cavi inclusi\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Sony PlayStation 1 console with controller and cables.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Accedi alla sezione auto e moto \",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Icon representing the 'Motori' category, featuring a tire illustration.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 485:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 36,\n",
+ " \"Original Alt Text\": \"Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Fotocamera digitale compatta Nikon Coolpix S6600 nera con batteria, cavo e scheda SD da 32 GB\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nikon Coolpix S6600 black digital compact camera with cable, battery, and 32GB SD card.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 37,\n",
+ " \"Original Alt Text\": \"CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Sony PlayStation 1 modello Fat con controller e cavi inclusi\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Sony PlayStation 1 console with controller and cables.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Accedi alla sezione auto e moto \",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Icon representing the 'Motori' category, featuring a tire illustration.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 486:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 36,\n",
+ " \"Original Alt Text\": \"Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Fotocamera digitale compatta Nikon Coolpix S6600 nera con batteria, cavo e scheda SD da 32 GB\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nikon Coolpix S6600 black digital compact camera with cable, battery, and 32GB SD card.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 37,\n",
+ " \"Original Alt Text\": \"CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Sony PlayStation 1 modello Fat con controller e cavi inclusi\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Sony PlayStation 1 console with controller and cables.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Accedi alla sezione auto e moto \",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Icon representing the 'Motori' category, featuring a tire illustration.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 487:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 36,\n",
+ " \"Original Alt Text\": \"Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Fotocamera digitale compatta Nikon Coolpix S6600 nera con batteria, cavo e scheda SD da 32 GB\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nikon Coolpix S6600 black digital compact camera with cable, battery, and 32GB SD card.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 37,\n",
+ " \"Original Alt Text\": \"CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Sony PlayStation 1 modello Fat con controller e cavi inclusi\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Sony PlayStation 1 console with controller and cables.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Accedi alla sezione auto e moto \",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Icon representing the 'Motori' category, featuring a tire illustration.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 488:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 36,\n",
+ " \"Original Alt Text\": \"Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Fotocamera digitale compatta Nikon Coolpix S6600 nera con batteria, cavo e scheda SD da 32 GB\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nikon Coolpix S6600 black digital compact camera with cable, battery, and 32GB SD card.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 37,\n",
+ " \"Original Alt Text\": \"CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Console Sony PlayStation 1 modello Fat con controller e cavi inclusi\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Sony PlayStation 1 console with controller and cables.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 38,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Accedi alla sezione auto e moto \",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Icon representing the 'Motori' category, featuring a tire illustration.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: r.dipiazza\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 3 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 3 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 8 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 9 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 7 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 449:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"{*slate-blue-8618759*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Blue Quechua outdoor hiking shoes \",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH500 Waterproof Hiking Shoes in slate blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"{*black-8317909*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Black outdoor puffer jacket \",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT500 Down Puffer Jacket, black color.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\",\n",
+ " \"User Assessment\": \"4\",\n",
+ " \"User Proposed Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack for outdoor adventures.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 450:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"{*slate-blue-8618759*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Blue Quechua outdoor hiking shoes \",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH500 Waterproof Hiking Shoes in slate blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"{*black-8317909*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Black outdoor puffer jacket \",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT500 Down Puffer Jacket, black color.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\",\n",
+ " \"User Assessment\": \"4\",\n",
+ " \"User Proposed Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack for outdoor adventures.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 452:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"{*dark-petrol-blue-8619766*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Petrol blue men's hooded puffer jacket.\",\n",
+ " \"LLM Assessment\": 2,\n",
+ " \"LLM Proposed Alt Text\": \"Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8666242*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Black men's zip-off outdoor waterproof hiking pants.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT100 2-in-1 zip-off hiking pants in carbon gray, shown with detachable lower legs.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer in white color\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 454:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Quadro decorativo mappa del campo da golf Old Head di Cork, Irlanda, stampa acquerello\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Old Head Golf Links watercolor map, personalized art gift for men, wall decor, Cork, Ireland.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Anello con ciondolo Kizzi\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Anello con pietra pendente occhio di tigre e quarzo\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Anello con ciondolo Kizzi, annuncio GemBlue\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Giocattolo di mortadella fatto a mano con fetta \\u2013 Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giocattolo morbido a forma di mortadella in morbido tessuto, giocattolo di cucina per bambini\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Handmade mortadella toy with slice for Montessori imaginative play and role-playing in gastronomy.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 455:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Quadro decorativo mappa del campo da golf Old Head di Cork, Irlanda, stampa acquerello\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Old Head Golf Links watercolor map, personalized art gift for men, wall decor, Cork, Ireland.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Anello con ciondolo Kizzi\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Anello con pietra pendente occhio di tigre e quarzo\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Anello con ciondolo Kizzi, annuncio GemBlue\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Giocattolo di mortadella fatto a mano con fetta \\u2013 Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giocattolo morbido a forma di mortadella in morbido tessuto, giocattolo di cucina per bambini\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Handmade mortadella toy with slice for Montessori imaginative play and role-playing in gastronomy.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 457:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Santa Paws \\u2013 Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Santa Paws \\u2013 Calendario dell'Avvento personalizzato per cani, regali di Natale per cani con dolcetti per cani\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Santa Paws \\u2013 Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 11,\n",
+ " \"Original Alt Text\": \"Fortezza per gatto. Cat House in cartone con balconi\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Cuccia a forma di casa in cartone per gatti.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Fortezza per gatto. Cat House in cartone con balconi\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"Puzzle in legno personalizzato con fiore di nascita\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Puzzle con fiori colorati\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Personalized wooden puzzle with a birth flower design.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 459:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"AC Milan Teddy Bear Peluche con maglia di calcio, Orsacchiotto, Prodotto ufficiale\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 13,\n",
+ " \"Original Alt Text\": \"A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacit\\u00e0\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacit\\u00e0\",\n",
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+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
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+ " [\n",
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+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 494:\n",
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+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
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+ "]\n",
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+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Sega a nastro per taglio legno 550W Scheppach hbs261.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"SEGA A NASTRO DA BANCO per LEGNO 350W con GONIOMETRO E 3 LAME INCLUSE, marchio SCHEPPACH modello HBS30\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach HBS30 band saw, 350W with goniometer and three included blades.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 506:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V, marchio SCHEPPACH, modello DP16VLS\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach DP16VLS bench drill press with laser pointer, 500W 230V, suitable for precise drilling tasks.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"BETONIERA ELETTRICA 180 litri 800W SCHEPPACH, miscelatore cemento\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Electric concrete mixer 180L 800W Scheppach MIX180 for cement mixing.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 millimetri, marchio SCHEPPACH, modello HMS850\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach HMS850 combined planer and thicknesser, 1250 W, 204 mm for woodworking.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 507:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V, marchio SCHEPPACH, modello DP16VLS\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach DP16VLS bench drill press with laser pointer, 500W 230V, suitable for precise drilling tasks.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"BETONIERA ELETTRICA 180 litri 800W SCHEPPACH, miscelatore cemento\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Electric concrete mixer 180L 800W Scheppach MIX180 for cement mixing.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 millimetri, marchio SCHEPPACH, modello HMS850\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach HMS850 combined planer and thicknesser, 1250 W, 204 mm for woodworking.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 508:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V, marchio SCHEPPACH, modello DP16VLS\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach DP16VLS bench drill press with laser pointer, 500W 230V, suitable for precise drilling tasks.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"BETONIERA ELETTRICA 180 litri 800W SCHEPPACH, miscelatore cemento\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Electric concrete mixer 180L 800W Scheppach MIX180 for cement mixing.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 millimetri, marchio SCHEPPACH, modello HMS850\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach HMS850 combined planer and thicknesser, 1250 W, 204 mm for woodworking.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 510:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Felpa in pile Nike con zip a met\\u00e0, fantasia a quadri bianco e nero\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni in tessuto da basket Nike Icon per Uomo, colore nero\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo, abbigliamento sportivo Nike.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Kobe Pantaloni da basket Therma-FIT\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni felpati da basket Therma-FIT Kobe, colore rosa chiaro\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Kobe Pantaloni da basket Therma-FIT\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 511:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Felpa in pile Nike con zip a met\\u00e0, fantasia a quadri bianco e nero\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni in tessuto da basket Nike Icon per Uomo, colore nero\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo, abbigliamento sportivo Nike.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Kobe Pantaloni da basket Therma-FIT\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni felpati da basket Therma-FIT Kobe, colore rosa chiaro\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Kobe Pantaloni da basket Therma-FIT\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 512:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Felpa in pile Nike con zip a met\\u00e0, fantasia a quadri bianco e nero\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club Zip a met\\u00e0 lunghezza per l'inverno \\u2013 Uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni in tessuto da basket Nike Icon per Uomo, colore nero\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Icon Pantaloni in tessuto da basket - Uomo, abbigliamento sportivo Nike.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Kobe Pantaloni da basket Therma-FIT\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni felpati da basket Therma-FIT Kobe, colore rosa chiaro\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Kobe Pantaloni da basket Therma-FIT\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 514:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Nike Stride Giacca da running Repel UV \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giacca da running nera da uomo Nike Stride, Repel UV \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Stride Repel UV running jacket for men available on Nike IT\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 11,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni jogger in pile da uomo Nike Tech, bianco e verde \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger pants in fleece for men, displayed in green and white.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"Nike Windrunner Piumino - Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Piumino da uomo con cappuccio, Nike, colore nero \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Windrunner jacket for men, black, with visible logo.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 515:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Nike Stride Giacca da running Repel UV \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giacca da running nera da uomo Nike Stride, Repel UV \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Stride Repel UV running jacket for men available on Nike IT\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 11,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni jogger in pile da uomo Nike Tech, bianco e verde \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger pants in fleece for men, displayed in green and white.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"Nike Windrunner Piumino - Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Piumino da uomo con cappuccio, Nike, colore nero \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Windrunner jacket for men, black, with visible logo.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 516:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Nike Stride Giacca da running Repel UV \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giacca da running nera da uomo Nike Stride, Repel UV \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Stride Repel UV running jacket for men available on Nike IT\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 11,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni jogger in pile da uomo Nike Tech, bianco e verde \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger pants in fleece for men, displayed in green and white.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"Nike Windrunner Piumino - Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Piumino da uomo con cappuccio, Nike, colore nero \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Windrunner jacket for men, black, with visible logo.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 517:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Nike Stride Giacca da running Repel UV \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giacca da running nera da uomo Nike Stride, Repel UV \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Stride Repel UV running jacket for men available on Nike IT\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 11,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni jogger in fleece \\u2013 Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni jogger in pile da uomo Nike Tech, bianco e verde \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech jogger pants in fleece for men, displayed in green and white.\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"Nike Windrunner Piumino - Uomo\",\n",
+ " \"User Assessment\": 2,\n",
+ " \"User Proposed Alt Text\": \"Piumino da uomo con cappuccio, Nike, colore nero \",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Windrunner jacket for men, black, with visible logo.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "USER: whitewolf\n",
+ "INSERT TYPE: wcag_user_llm_alttext_assessments\n",
+ "================================================================================\n",
+ "\n",
+ "📊 PAGE URL STATISTICS:\n",
+ " - Number of distinct page URLs: 5\n",
+ " - Page URLs:\n",
+ " 1. https://giove.isti.cnr.it/users/leonardi/decathlon.html (appeared 2 time(s))\n",
+ " 2. https://giove.isti.cnr.it/users/leonardi/etsy.html (appeared 2 time(s))\n",
+ " 3. https://giove.isti.cnr.it/users/manca/amazon_maglioni.html (appeared 2 time(s))\n",
+ " 4. https://giove.isti.cnr.it/users/manca/eBay.html (appeared 2 time(s))\n",
+ " 5. https://giove.isti.cnr.it/users/leonardi/nike.html (appeared 2 time(s))\n",
+ "\n",
+ "📥 JSON INPUT DATA INFO:\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 406:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"{*slate-blue-8618759*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Quechua Men's Waterproof Hiking Shoes. Color: slate-blue - Model: MH500\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Quechua Men's MH500 waterproof hiking shoes, slate blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"{*black-8317909*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Warm Men's Down Puffer Jacket with zipper closure. Color: black - Model: MT500\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT500 Down Puffer Jacket in black, shown with front zipper and pockets.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Technical Men's Easyfit Backpacking Pack. Ideal for multi-day hikes in the wilderness. Color: Carbon Gray, Size: 50 L, Model: MT100 \",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/decathlon.html\n",
+ " Record ID 408:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"{*dark-petrol-blue-8619766*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Men's Hooded Down Puffer Jacket MT500, in Dark Petrol Blue color.\",\n",
+ " \"LLM Assessment\": \"2\",\n",
+ " \"LLM Proposed Alt Text\": \"Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 27,\n",
+ " \"Original Alt Text\": \"{*carbon-gray-8666242*}\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Carbon gray men's 2-in-1 Zip-Off Hiking Pants MT100.\",\n",
+ " \"LLM Assessment\": \"1\",\n",
+ " \"LLM Proposed Alt Text\": \"Forclaz Men's MT100 2-in-1 zip-off hiking pants in carbon gray displayed on a model.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 28,\n",
+ " \"Original Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Van Rysel Men's ultralight mesh base layer in snowy white color.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Van Rysel Men's Ultralight Mesh Base Layer\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 410:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 7,\n",
+ " \"Original Alt Text\": \"Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Old Head Golf Links - Cork, Irlanda. Mappa del campo da golf. Decorazione murale, stampa acquerello personalizzata.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Old Head Golf Links map in Cork, Ireland, personalized watercolor print for artistic gifts or wall decor.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 8,\n",
+ " \"Original Alt Text\": \"Anello con ciondolo Kizzi\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Anello con ciondolo Kizzi a forma di goccia.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Anello con ciondolo Kizzi\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 9,\n",
+ " \"Original Alt Text\": \"Giocattolo di mortadella fatto a mano con fetta \\u2013 Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Giocattolo in tessuto di mortadella fatto a mano con fetta. Gioco di ruolo in gastronomia.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Giocattolo di mortadella fatto a mano con fetta \\u2013 Cibo giocattolo in tessuto per cucina di fantasia Montessori e gioco di ruolo gastronomico.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/etsy.html\n",
+ " Record ID 412:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 10,\n",
+ " \"Original Alt Text\": \"Santa Paws \\u2013 Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Santa Paws: Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"Santa Paws \\u2013 Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 11,\n",
+ " \"Original Alt Text\": \"Fortezza per gatto. Cat House in cartone con balconi\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Fortezza per gatto in cartone con balconi.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Cardboard cat house with balconies, Fortezza per gatto.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"Puzzle in legno personalizzato con fiore di nascita\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Puzzle in legno personalizzato con fiore di nascita.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Puzzle in legno personalizzato con fiore di nascita\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 414:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 12,\n",
+ " \"Original Alt Text\": \"AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"AC Milan Orsacchiotto Teddy Peluche. Prodotto ufficiale\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 13,\n",
+ " \"Original Alt Text\": \"A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacit\\u00e0\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"A.C. Milan Borraccia Termica sportiva in Acciaio Inox per bevande calde o fredde da 500 ml. Prodotto Ufficiale in diversi colori e capacit\\u00e0.\",\n",
+ " \"LLM Assessment\": 5,\n",
+ " \"LLM Proposed Alt Text\": \"A.C. Milan thermal/sports bottle for hot or cold drinks, official product, various colors and capacities.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 14,\n",
+ " \"Original Alt Text\": \"AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"AC Milan porta pranzo con 2 compartimenti interni. Plastica organica rosso, prodotto ufficiale. \",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"AC Milan lunch box with 2 internal compartments, organic plastic, official product, red.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/amazon_maglioni.html\n",
+ " Record ID 416:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 15,\n",
+ " \"Original Alt Text\": \"Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilit\\u00e0 regolare\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Maglione Runcati da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilit\\u00e0 regolare.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Runcati men's winter cable-knit sweater, crewneck, long-sleeved, warm, solid color, vintage style, regular fit.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglione Pullover Uomo (Schott NYC Plecorage)\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Model wearing a Schott NYC Plecorage1 zip-up ribbed pullover sweater for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 17,\n",
+ " \"Original Alt Text\": \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Maglietta Maniche Lunghe Uomo Calvin Klein Jeans.\",\n",
+ " \"LLM Assessment\": \"3\",\n",
+ " \"LLM Proposed Alt Text\": \"Calvin Klein Jeans long-sleeve waffle tee for men, black.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 418:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Sega a nastro taglio legno 550W Scheppach hbs261\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Sega a nastro taglio legno 550W Scheppach hbs261\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Sega a nastro per taglio legno Scheppach hbs261 550W.\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Sega a nastro da banco per legno 350W. Goniometro e 3 lame incluse Scheppach HBS30\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Scheppach HBS30 bandsaw, 350W with miter gauge and 3 blades included.\",\n",
+ " \"User Assessment for LLM Proposal\": 2\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Trapano a colonna da banco con puntatore laser 500W 230V Scheppach DP16VLS\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Bench drill with laser pointer, 500W, 230V, Scheppach DP16VLS.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ " Record ID 420:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 16,\n",
+ " \"Original Alt Text\": \"\",\n",
+ " \"User Assessment\": 1,\n",
+ " \"User Proposed Alt Text\": \"Prodotti marca dyson\",\n",
+ " \"LLM Assessment\": 1,\n",
+ " \"LLM Proposed Alt Text\": \"Dyson logo.\",\n",
+ " \"User Assessment for LLM Proposal\": 1\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Betoniera elettrica 180L 800W Scheppach MIX180 impastatrice miscelatore cemento.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Electric cement mixer 180L 800W Scheppach MIX180 for mixing cement.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Pialla a filo e spessore combinata per legno 1250 W 204 MM Scheppach HMS850\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 422:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 21,\n",
+ " \"Original Alt Text\": \"Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Felpa con cappuccio e zip a tutta lunghezza Dri-FIT Uomo. Jordan Sport Hoop Fleece\",\n",
+ " \"LLM Assessment\": \"4\",\n",
+ " \"LLM Proposed Alt Text\": \"Jordan Sport Hoop Fleece hoodie with full zip and Dri-FIT technology for men.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 22,\n",
+ " \"Original Alt Text\": \"Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo\",\n",
+ " \"User Assessment\": 4,\n",
+ " \"User Proposed Alt Text\": \"Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo. Nike Club \",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Club full-zip fleece hoodie for men in grey, with Nike logo on chest.\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 23,\n",
+ " \"Original Alt Text\": \"Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Pantaloni in fleece a blocchi di colore con orlo aperto \\u2013 Uomo.\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Tech fleece pants with color blocks and open hem \\u2013 Men\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " }\n",
+ "]\n",
+ " Page URL: https://giove.isti.cnr.it/users/leonardi/nike.html\n",
+ " Record ID 424:\n",
+ " [\n",
+ " {\n",
+ " \"Image #\": 24,\n",
+ " \"Original Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Nike Sportswear: Piumino smanicato Therma-FIT \\u2013 Uomo\",\n",
+ " \"LLM Assessment\": \"5\",\n",
+ " \"LLM Proposed Alt Text\": \"Nike Sportswear Club Piumino smanicato Therma-FIT \\u2013 Uomo\",\n",
+ " \"User Assessment for LLM Proposal\": 4\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 25,\n",
+ " \"Original Alt Text\": \"Gli otto migliori regali Nike per lo yoga\",\n",
+ " \"User Assessment\": 3,\n",
+ " \"User Proposed Alt Text\": \"Guida agli acquisti:\\ntrova le idee giuste con questa guida ai regali Nike.\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"Gli otto migliori regali Nike per lo yoga\",\n",
+ " \"User Assessment for LLM Proposal\": 3\n",
+ " },\n",
+ " {\n",
+ " \"Image #\": 26,\n",
+ " \"Original Alt Text\": \"I migliori regali Nike per chi gioca a tennis, approvati dall'\\u00e9lite\",\n",
+ " \"User Assessment\": 5,\n",
+ " \"User Proposed Alt Text\": \"I migliori regali Nike per chi gioca a tennis, approvati dall'\\u00e9lite\",\n",
+ " \"LLM Assessment\": 4,\n",
+ " \"LLM Proposed Alt Text\": \"I migliori regali Nike per chi gioca a tennis, approvati dall'\\u00e9lite\",\n",
+ " \"User Assessment for LLM Proposal\": 5\n",
+ " }\n",
+ "]\n",
+ "\n",
+ "📤 JSON OUTPUT DATA INFO:\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "OVERALL SUMMARY\n",
+ "================================================================================\n",
+ "\n",
+ "Total records: 403\n",
+ "Unique users: 17\n",
+ "Unique insert types: 2\n",
+ "\n",
+ "Insert type distribution:\n",
+ "insert_type\n",
+ "wcag_user_llm_alttext_assessments 223\n",
+ "wcag_user_alttext_assessments 180\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "================================================================================\n",
+ "OVERALL USER STATISTICS FOR ALT TEXT ASSESSMENTS\n",
+ "\n",
+ "User: Chiara Giordano\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 34: User Initial Assessment 5 > user LLM Assessment = 3. Original alt text: 'Van Rysel Men's Ultralight Waterproof Cycling Jacket', LLM proposed alt text: 'Van Rysel Men's Ultralight Waterproof Cycling Jacket for men.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 18: User Initial Assessment 5 > user LLM Assessment = 4. Original alt text: 'Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato', LLM proposed alt text: 'Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 18: User Initial Assessment 5 != user LLM Assessment = 4. Original alt text: 'Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato', LLM proposed alt text: 'Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 19: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo', LLM proposed alt text: 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 19: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo', LLM proposed alt text: 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 27: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Le 11 migliori idee regalo Nike per la spiaggia', LLM proposed alt text: 'Nike beach gift ideas: sandcastle and casual outfits for inspiration.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 28: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Le migliori felpe con cappuccio da basket Nike', LLM proposed alt text: 'Le migliori felpe con cappuccio da basket Nike, evidenziate con stile.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 30: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Migliori giacche e smanicati da running Nike da indossare tutta la stagione', LLM proposed alt text: 'Migliori giacche e smanicati Nike da running per ogni stagione.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 32: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Cinque regali Nike per triatleti ', LLM proposed alt text: 'Swimmer representing Nike's gift ideas for triathletes.'\n",
+ " Total images assessed by Chiara Giordano: 30\n",
+ " Total distinct page URLs assessed by Chiara Giordano: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [29, 30, 31, 32, 33, 34], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [13, 14, 15, 16, 17, 18], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [18, 19, 20, 21, 22, 23], 'https://giove.isti.cnr.it/users/manca/eBay.html': [13, 14, 15, 16, 17, 18], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [27, 28, 29, 30, 31, 32]}\n",
+ "\n",
+ "User: Elia Grassini\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 30: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Forclaz MT500 Lightweight Packable Hiking Sandals', LLM proposed alt text: 'Forclaz MT500 Lightweight Packable Hiking Sandals for men.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 18: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Inter Maglione Natalizio, Adulto, Unisex', LLM proposed alt text: 'Blue Christmas sweater with Inter logo, adult unisex.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 19: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo', LLM proposed alt text: 'Polo Club black sweater with logo and round neckline, men's wear.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 18: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Inter Maglione Natalizio, Adulto, Unisex', LLM proposed alt text: 'Blue Christmas sweater with Inter logo, adult unisex.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 19: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo', LLM proposed alt text: 'Polo Club black sweater with logo and round neckline, men's wear.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 30: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Migliori giacche e smanicati da running Nike da indossare tutta la stagione', LLM proposed alt text: 'Migliori giacche e smanicati da running Nike per tutte le stagioni.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 31: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'I migliori articoli da running invernali Nike tutti da scoprire', LLM proposed alt text: 'I migliori articoli da running invernali Nike per affrontare il freddo'\n",
+ " Total images assessed by Elia Grassini: 36\n",
+ " Total distinct page URLs assessed by Elia Grassini: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [29, 30, 31, 32, 33, 34], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [13, 14, 15, 16, 17, 18], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [18, 19, 20, 18, 19, 20, 21, 22, 23], 'https://giove.isti.cnr.it/users/manca/eBay.html': [13, 14, 15, 16, 17, 18], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [27, 28, 29, 27, 28, 29, 30, 31, 32]}\n",
+ "\n",
+ "User: Enrica Di Rado\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 25: User Initial Assessment 5 > user LLM Assessment = 3. Original alt text: 'Simond Men's MT100 Easyfit 50 L Backpacking Pack', LLM proposed alt text: 'Simond Men's MT100 Easyfit 50 L Backpacking Pack'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 25: User Initial Assessment 5 != user LLM Assessment = 3. Original alt text: 'Simond Men's MT100 Easyfit 50 L Backpacking Pack', LLM proposed alt text: 'Simond Men's MT100 Easyfit 50 L Backpacking Pack'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 28: User Initial Assessment 5 > user LLM Assessment = 3. Original alt text: 'Van Rysel Men's Ultralight Mesh Base Layer', LLM proposed alt text: 'Van Rysel Men's Ultralight Mesh Base Layer'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 28: User Initial Assessment 5 != user LLM Assessment = 3. Original alt text: 'Van Rysel Men's Ultralight Mesh Base Layer', LLM proposed alt text: 'Van Rysel Men's Ultralight Mesh Base Layer'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 8: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Anello con ciondolo Kizzi', LLM proposed alt text: 'Anello con ciondolo Kizzi'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 8: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Anello con ciondolo Kizzi', LLM proposed alt text: 'Anello con ciondolo Kizzi'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 10: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani', LLM proposed alt text: 'Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani'\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 12: User Initial Assessment 2 != user LLM Assessment = 3. Original alt text: 'Puzzle in legno personalizzato con fiore di nascita', LLM proposed alt text: 'Puzzle in legno personalizzato con fiore di nascita'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 13: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità', LLM proposed alt text: 'A.C. Milan official thermal/sports bottle for hot or cold drinks, available in various colors and capacities.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 14: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso', LLM proposed alt text: 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica, Prodotto Ufficiale, Rosso'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 15: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare', LLM proposed alt text: 'Maglione da uomo, invernale, tinta unita, lavorato a cavo, girocollo, maniche lunghe, vestibilità regolare.'\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 23: User Initial Assessment 2 != user LLM Assessment = 3. Original alt text: 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30', LLM proposed alt text: 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 24: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS', LLM proposed alt text: 'TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 24: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS', LLM proposed alt text: 'TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 26: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850', LLM proposed alt text: 'Scheppach HMS850 combined planer and thicknesser, 1250 W, 204 mm for woodworking.'\n",
+ " Total images assessed by Enrica Di Rado: 30\n",
+ " Total distinct page URLs assessed by Enrica Di Rado: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [23, 24, 25, 26, 27, 28], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [7, 8, 9, 10, 11, 12], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [12, 13, 14, 15, 16, 17], 'https://giove.isti.cnr.it/users/manca/eBay.html': [21, 22, 23, 24, 25, 26], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [7, 8, 9, 10, 11, 12]}\n",
+ "\n",
+ "User: Galesi\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 28: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'AFFILATRICE A UMIDO ACQUA SCHEPPACH TIGER 2500 AFFILA COLTELLI FORBICI MOLA', LLM proposed alt text: 'Scheppach Tiger 2500 wet grinder for sharpening knives and scissors.'\n",
+ " Total images assessed by Galesi: 33\n",
+ " Total distinct page URLs assessed by Galesi: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [29, 30, 31, 32, 33, 34], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [13, 14, 15, 16, 17, 18], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [18, 19, 20, 21, 22, 23], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [13, 14, 15, 16, 17, 18, 16, 17, 18], 'https://giove.isti.cnr.it/users/manca/eBay.html': [27, 28, 29, 30, 31, 32]}\n",
+ "\n",
+ "User: Giorgia\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 11: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Nike Tech Pantaloni jogger in fleece – Uomo', LLM proposed alt text: 'Nike Tech Pantaloni jogger in fleece – Uomo'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 11: User Initial Assessment 3 != user LLM Assessment = 2. Original alt text: 'Nike Tech Pantaloni jogger in fleece – Uomo', LLM proposed alt text: 'Nike Tech Pantaloni jogger in fleece – Uomo'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 24: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS', LLM proposed alt text: 'Trapano a colonna da banco con puntatore laser Scheppach DP16VLS 500W 230V'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 25: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO', LLM proposed alt text: 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 25: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO', LLM proposed alt text: 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 26: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850', LLM proposed alt text: 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 26: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850', LLM proposed alt text: 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 7: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata', LLM proposed alt text: 'Old Head Golf Links map, Cork, Ireland - Personalized watercolor print for decoration or gifts.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 7: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata', LLM proposed alt text: 'Old Head Golf Links map, Cork, Ireland - Personalized watercolor print for decoration or gifts.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 10: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani', LLM proposed alt text: 'Santa Paws – Personalized advent calendar for dogs, Christmas gifts for dogs, dog treats.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 17: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)', LLM proposed alt text: 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485, long-sleeve men's top, pack of 1.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 17: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)', LLM proposed alt text: 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485, long-sleeve men's top, pack of 1.'\n",
+ " Total images assessed by Giorgia: 42\n",
+ " Total distinct page URLs assessed by Giorgia: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/nike.html': [7, 8, 9, 7, 8, 9, 10, 11, 12], 'https://giove.isti.cnr.it/users/manca/eBay.html': [21, 22, 23, 24, 25, 26], 'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [23, 24, 25, 26, 27, 28, 26, 27, 28], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [7, 8, 9, 7, 8, 9, 10, 11, 12], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [12, 13, 14, 15, 16, 17, 15, 16, 17]}\n",
+ "\n",
+ "User: Sara Pagliarecci\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 20: User Initial Assessment 2 != user LLM Assessment = 4. Original alt text: 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet', LLM proposed alt text: 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet'\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 23: User Initial Assessment 3 != user LLM Assessment = 4. Original alt text: 'Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto', LLM proposed alt text: 'Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto'\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 25: User Initial Assessment 3 != user LLM Assessment = 4. Original alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%', LLM proposed alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 19: User Initial Assessment 5 > user LLM Assessment = 3. Original alt text: 'Jordan Brooklyn Giacca puffer Therma-FIT – Uomo', LLM proposed alt text: 'Jordan Brooklyn Giacca puffer Therma-FIT per uomo, abbigliamento Nike.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 20: User Initial Assessment 5 > user LLM Assessment = 4. Original alt text: 'Jordan Flight Giacca puffer in piumino – Uomo', LLM proposed alt text: 'Jordan Flight puffer jacket in down – Men's'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 21: User Initial Assessment 5 > user LLM Assessment = 4. Original alt text: 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo', LLM proposed alt text: 'Jordan Sport Hoop Fleece hoodie with full-zip Dri-FIT for men.'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 19: User Initial Assessment 5 > user LLM Assessment = 3. Original alt text: 'Jordan Brooklyn Giacca puffer Therma-FIT – Uomo', LLM proposed alt text: 'Jordan Brooklyn Giacca puffer Therma-FIT per uomo, abbigliamento Nike.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 20: User Initial Assessment 5 > user LLM Assessment = 4. Original alt text: 'Jordan Flight Giacca puffer in piumino – Uomo', LLM proposed alt text: 'Jordan Flight puffer jacket in down – Men's'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 21: User Initial Assessment 5 > user LLM Assessment = 4. Original alt text: 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo', LLM proposed alt text: 'Jordan Sport Hoop Fleece hoodie with full-zip Dri-FIT for men.'\n",
+ " Total images assessed by Sara Pagliarecci: 36\n",
+ " Total distinct page URLs assessed by Sara Pagliarecci: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [35, 36, 39, 37, 38, 40], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [19, 20, 21, 22, 23, 24], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [24, 25, 26, 27, 28, 29], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [19, 20, 21, 19, 20, 21, 22, 23, 24, 22, 23, 24], 'https://giove.isti.cnr.it/users/manca/eBay.html': [33, 34, 35, 36, 37, 38]}\n",
+ "\n",
+ "User: a.caleo5\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 22: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Red and gray backpack on a white background', LLM proposed alt text: 'Simond Men's MT100 Easyfit 70L Backpacking Pack, red and gray design.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 1: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Nike Sportswear Club T-shirt – Uomo', LLM proposed alt text: 'Nike Sportswear Club T-shirt for men in black, showcased with gray Nike pants.'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 15: User Initial Assessment 5 > user LLM Assessment = 2. Original alt text: '', LLM proposed alt text: 'Apple logo, linking to Apple-related products on eBay.'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 16: User Initial Assessment 5 > user LLM Assessment = 1. Original alt text: '', LLM proposed alt text: 'Dyson logo in the Popular Destinations section.'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 17: User Initial Assessment 5 > user LLM Assessment = 1. Original alt text: '', LLM proposed alt text: 'Samsung logo representing the brand.'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 18: User Initial Assessment 5 > user LLM Assessment = 1. Original alt text: '', LLM proposed alt text: 'Nintendo logo in a list of popular destinations on eBay.'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 19: User Initial Assessment 5 > user LLM Assessment = 1. Original alt text: '', LLM proposed alt text: 'Pokémon logo, part of popular destinations on eBay.'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 20: User Initial Assessment 5 > user LLM Assessment = 2. Original alt text: '', LLM proposed alt text: 'PlayStation logo.'\n",
+ " Total images assessed by a.caleo5: 30\n",
+ " Total distinct page URLs assessed by a.caleo5: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [17, 18, 19, 20, 21, 22], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [1, 2, 3, 4, 5, 6], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [4, 5, 6, 7, 8, 10], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [1, 2, 3, 4, 5, 6], 'https://giove.isti.cnr.it/users/manca/eBay.html': [15, 16, 17, 18, 19, 20]}\n",
+ "\n",
+ "User: e.covitti\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 5: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello', LLM proposed alt text: 'Sciarpa per bambini a forma di papera con strisce rosse, in morbida lana d'agnello lavorata a maglia.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 6: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente', LLM proposed alt text: 'Maglione personalizzato ricamato con lettere grandi e scacchi, maglione con nome del cliente.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 4: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo', LLM proposed alt text: 'Annuncio sponsorizzato – Maglione Polo Club da uomo con logo, treccia e scollo tondo.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 6: User Initial Assessment 5 > user LLM Assessment = 4. Original alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit', LLM proposed alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 6: User Initial Assessment 5 != user LLM Assessment = 4. Original alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit', LLM proposed alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 4: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo', LLM proposed alt text: 'Annuncio sponsorizzato – Maglione Polo Club da uomo con logo, treccia e scollo tondo.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 6: User Initial Assessment 5 > user LLM Assessment = 4. Original alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit', LLM proposed alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 6: User Initial Assessment 5 != user LLM Assessment = 4. Original alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit', LLM proposed alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 3: User Initial Assessment 5 > user LLM Assessment = 4. Original alt text: 'Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo', LLM proposed alt text: 'Nike Tech jogger fleece pants with reflective design details – Men's'\n",
+ " Total images assessed by e.covitti: 36\n",
+ " Total distinct page URLs assessed by e.covitti: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [17, 18, 19, 20, 21, 22], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [1, 2, 3, 1, 2, 3, 4, 5, 6], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [4, 5, 6, 4, 5, 6, 7, 8, 10], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [1, 2, 3, 4, 5, 6], 'https://giove.isti.cnr.it/users/manca/eBay.html': [15, 16, 17, 18, 19, 20]}\n",
+ "\n",
+ "User: ginevravassallo\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 25: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici', LLM proposed alt text: 'Carte da gioco personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 28: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne', LLM proposed alt text: 'Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 28: User Initial Assessment 3 != user LLM Assessment = 2. Original alt text: 'Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne', LLM proposed alt text: 'Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 30: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...', LLM proposed alt text: 'Annuncio sponsorizzato – Maglione da uomo Coofandy, slim fit, leggero, collo a lupetto, pullover casual con zip.'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 32: User Initial Assessment 4 > user LLM Assessment = 2. Original alt text: 'Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...', LLM proposed alt text: 'COOFANDY Maglione Uomo Invernale con Zip Pullover Dolce a Maglia Morbido.'\n",
+ " Total images assessed by ginevravassallo: 33\n",
+ " Total distinct page URLs assessed by ginevravassallo: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [41, 42, 43, 44, 45, 46], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [25, 26, 27, 28, 29, 30], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [30, 31, 32, 33, 34, 35], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [25, 26, 27, 28, 29, 30], 'https://giove.isti.cnr.it/users/manca/eBay.html': [39, 40, 41, 42, 43, 44, 39, 40, 41]}\n",
+ "\n",
+ "User: gioelepasquini\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 29: User Initial Assessment 4 > user LLM Assessment = 2. Original alt text: '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', LLM proposed alt text: 'Personalized book stamp design: 'from the library of Abigail Rainsong'.'\n",
+ " Total images assessed by gioelepasquini: 30\n",
+ " Total distinct page URLs assessed by gioelepasquini: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [41, 42, 43, 44, 45, 46], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [25, 26, 27, 28, 29, 30], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [30, 31, 32, 33, 34, 35], 'https://giove.isti.cnr.it/users/manca/eBay.html': [39, 40, 41, 42, 43, 44], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [25, 26, 27, 28, 29, 30]}\n",
+ "\n",
+ "User: l.novelli2@studenti.unipi.it\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 20: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet', LLM proposed alt text: 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 20: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet', LLM proposed alt text: 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 22: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: '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', LLM proposed alt text: 'Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno, camera a tema robot, con contatore, lampada robot.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 23: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto', LLM proposed alt text: 'Hand-painted leather pet portrait tag for bags featuring personalized dog/cat designs.'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 24: User Initial Assessment 4 > user LLM Assessment = 2. Original alt text: 'Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie', LLM proposed alt text: 'Piatto in ceramica dipinto a mano personalizzato per sposi e famiglie.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 26: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%', LLM proposed alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 26: User Initial Assessment 3 != user LLM Assessment = 2. Original alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%', LLM proposed alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 27: User Initial Assessment 3 > user LLM Assessment = 1. Original alt text: 'ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)', LLM proposed alt text: 'ARMANI EXCHANGE Crew Neck Maglione Uomo (Pack of 1)'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 27: User Initial Assessment 3 > user LLM Assessment = 1. Original alt text: 'ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)', LLM proposed alt text: 'ARMANI EXCHANGE Crew Neck Maglione Uomo (Pack of 1)'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 34: User Initial Assessment 5 > user LLM Assessment = 2. Original alt text: 'Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA', LLM proposed alt text: 'Nintendo Switch Mario Red & Blue Limited Edition with accessories'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 37: User Initial Assessment 4 > user LLM Assessment = 2. Original alt text: 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI', LLM proposed alt text: 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 37: User Initial Assessment 4 != user LLM Assessment = 2. Original alt text: 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI', LLM proposed alt text: 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 19: User Initial Assessment 3 > user LLM Assessment = 1. Original alt text: 'Jordan Flight Giacca puffer in piumino – Uomo', LLM proposed alt text: 'Jordan Flight Giacca puffer in piumino – Uomo'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 19: User Initial Assessment 3 != user LLM Assessment = 1. Original alt text: 'Jordan Flight Giacca puffer in piumino – Uomo', LLM proposed alt text: 'Jordan Flight Giacca puffer in piumino – Uomo'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 20: User Initial Assessment 3 > user LLM Assessment = 1. Original alt text: 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo', LLM proposed alt text: 'Jordan Sport Hoop Fleece, Dri-FIT hoodie with full zip closure for men.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 22: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo', LLM proposed alt text: 'Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece per uomo.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 23: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo', LLM proposed alt text: 'Nike Tech pantaloni in fleece a blocchi di colore con orlo aperto per uomo.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 24: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo', LLM proposed alt text: 'Nike Sportswear Club Therma-FIT sleeveless jacket for men'\n",
+ " Total images assessed by l.novelli2@studenti.unipi.it: 33\n",
+ " Total distinct page URLs assessed by l.novelli2@studenti.unipi.it: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [35, 36, 37, 38, 39, 40], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [19, 20, 21, 22, 23, 24], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [24, 25, 26, 27, 28, 29, 27, 28, 29], 'https://giove.isti.cnr.it/users/manca/eBay.html': [33, 34, 35, 36, 37, 38], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [19, 20, 21, 22, 23, 24]}\n",
+ "\n",
+ "User: l.pecorella\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 42: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Kiprun Men's Run 100 Dry Running T-Shirt', LLM proposed alt text: 'Kiprun Men's Run 100 Dry Running T-Shirt shown in black.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 42: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Kiprun Men's Run 100 Dry Running T-Shirt', LLM proposed alt text: 'Kiprun Men's Run 100 Dry Running T-Shirt shown in black.'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 25: User Initial Assessment 4 > user LLM Assessment = 2. Original alt text: 'Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici', LLM proposed alt text: 'Carte da gioco personalizzate per matrimoni e regali ad amici e familiari'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 26: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: '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', LLM proposed alt text: 'Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato.'\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 25: User Initial Assessment 2 != user LLM Assessment = 4. Original alt text: 'Gli otto migliori regali Nike per lo yoga', LLM proposed alt text: 'Gli otto migliori regali Nike per lo yoga'\n",
+ " Total images assessed by l.pecorella: 33\n",
+ " Total distinct page URLs assessed by l.pecorella: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [41, 42, 43, 41, 42, 43, 44, 45, 46], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [25, 26, 27, 28, 29, 30], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [30, 31, 32, 33, 34, 35], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [25, 26, 27, 28, 29, 30], 'https://giove.isti.cnr.it/users/manca/eBay.html': [39, 40, 41, 42, 43, 44]}\n",
+ "\n",
+ "User: lauracorti\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 22: User Initial Assessment 4 > user LLM Assessment = 2. Original alt text: 'Red and gray backpack on a white background', LLM proposed alt text: 'Simond Men's MT100 Easyfit 70L red and gray backpack on a white background.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 5: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello', LLM proposed alt text: 'Graziosa sciarpa a forma di papera per bambini, con strisce rosse, lavorata a maglia in morbida lana d'agnello.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 6: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente', LLM proposed alt text: 'Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 4: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: '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', LLM proposed alt text: 'Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 5: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello', LLM proposed alt text: 'Graziosa sciarpa a forma di papera per bambini, con strisce rosse, lavorata a maglia in morbida lana d'agnello.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 6: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente', LLM proposed alt text: 'Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 4: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: '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', LLM proposed alt text: 'Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 5: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello', LLM proposed alt text: 'Graziosa sciarpa a forma di papera per bambini, con strisce rosse, lavorata a maglia in morbida lana d'agnello.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 6: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente', LLM proposed alt text: 'Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 5: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone', LLM proposed alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 5: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone', LLM proposed alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 6: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit', LLM proposed alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 6: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit', LLM proposed alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 5: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone', LLM proposed alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 5: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone', LLM proposed alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 6: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit', LLM proposed alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 6: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit', LLM proposed alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 5: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone', LLM proposed alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 5: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone', LLM proposed alt text: 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 6: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit', LLM proposed alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 6: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit', LLM proposed alt text: 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 7: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'JACK & JONES Knitted Pullover Plain Knitted Pullover', LLM proposed alt text: 'JACK & JONES Plain Knitted Pullover'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 8: User Initial Assessment 5 > user LLM Assessment = 3. Original alt text: 'Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall', LLM proposed alt text: 'Amazon Essentials Men's Long-Sleeve Crewneck Sweater, 100% Cotton, Available in Big & Tall Sizes.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 10: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)', LLM proposed alt text: 'Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 10: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)', LLM proposed alt text: 'Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 1: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Nike Sportswear Club T-shirt – Uomo', LLM proposed alt text: 'Nike Sportswear Club T-shirt for men.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 2: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo', LLM proposed alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 2: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo', LLM proposed alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 1: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Nike Sportswear Club T-shirt – Uomo', LLM proposed alt text: 'Nike Sportswear Club T-shirt for men.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 2: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo', LLM proposed alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 2: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo', LLM proposed alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 1: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Nike Sportswear Club T-shirt – Uomo', LLM proposed alt text: 'Nike Sportswear Club T-shirt for men.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 2: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo', LLM proposed alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 2: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo', LLM proposed alt text: 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo'\n",
+ " Total images assessed by lauracorti: 63\n",
+ " Total distinct page URLs assessed by lauracorti: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [17, 18, 19, 17, 18, 19, 20, 21, 22], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [1, 2, 3, 1, 2, 3, 4, 5, 6, 4, 5, 6, 4, 5, 6], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [4, 5, 6, 4, 5, 6, 4, 5, 6, 7, 8, 10], 'https://giove.isti.cnr.it/users/manca/eBay.html': [1, 2, 3, 1, 2, 3, 15, 16, 17, 15, 16, 17, 18, 19, 20], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [1, 2, 3, 1, 2, 3, 1, 2, 3, 4, 5, 6]}\n",
+ "\n",
+ "User: m.natale8\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 26: User Initial Assessment 2 != user LLM Assessment = 3. Original alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%', LLM proposed alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 26: User Initial Assessment 2 != user LLM Assessment = 3. Original alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%', LLM proposed alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 26: User Initial Assessment 2 != user LLM Assessment = 3. Original alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%', LLM proposed alt text: 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'\n",
+ " Total images assessed by m.natale8: 30\n",
+ " Total distinct page URLs assessed by m.natale8: 3, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [38, 39, 40, 38, 39, 40, 35, 36, 37], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [19, 20, 21, 19, 20, 21, 22, 23, 24], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [24, 25, 26, 27, 28, 29, 24, 25, 26, 24, 25, 26]}\n",
+ "\n",
+ "User: m.natale8 \n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 34: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA', LLM proposed alt text: 'Nintendo Switch Mario Red and Blue Limited Edition, complete and in perfect condition.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 34: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA', LLM proposed alt text: 'Nintendo Switch Mario Red and Blue Limited Edition, complete and in perfect condition.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 34: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA', LLM proposed alt text: 'Nintendo Switch Mario Red and Blue Limited Edition, complete and in perfect condition.'\n",
+ " Total images assessed by m.natale8 : 45\n",
+ " Total distinct page URLs assessed by m.natale8 : 2, URLs: {'https://giove.isti.cnr.it/users/leonardi/nike.html': [19, 20, 21, 19, 20, 21, 19, 20, 21, 22, 23, 24, 22, 23, 24, 22, 23, 24, 22, 23, 24], 'https://giove.isti.cnr.it/users/manca/eBay.html': [33, 34, 35, 33, 34, 35, 33, 34, 35, 36, 37, 38, 36, 37, 38, 36, 37, 38, 36, 37, 38, 36, 37, 38]}\n",
+ "\n",
+ "User: r.dipiazza\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 8: User Initial Assessment 4 > user LLM Assessment = 2. Original alt text: 'Anello con ciondolo Kizzi', LLM proposed alt text: 'Anello con ciondolo Kizzi, annuncio GemBlue'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 8: User Initial Assessment 4 > user LLM Assessment = 2. Original alt text: 'Anello con ciondolo Kizzi', LLM proposed alt text: 'Anello con ciondolo Kizzi, annuncio GemBlue'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 15: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare', LLM proposed alt text: 'White cable-knit sweater with long sleeves, vintage style, regular fit.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 16: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)', LLM proposed alt text: 'Schott NYC Plecorage1 Pullover sweater for men, pack of 1.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 15: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare', LLM proposed alt text: 'White cable-knit sweater with long sleeves, vintage style, regular fit.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 16: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)', LLM proposed alt text: 'Schott NYC Plecorage1 Pullover sweater for men, pack of 1.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 15: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare', LLM proposed alt text: 'White cable-knit sweater with long sleeves, vintage style, regular fit.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 16: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)', LLM proposed alt text: 'Schott NYC Plecorage1 Pullover sweater for men, pack of 1.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 15: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare', LLM proposed alt text: 'White cable-knit sweater with long sleeves, vintage style, regular fit.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 16: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)', LLM proposed alt text: 'Schott NYC Plecorage1 Pullover sweater for men, pack of 1.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 10: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Nike Stride Giacca da running Repel UV – Uomo', LLM proposed alt text: 'Nike Stride Repel UV running jacket for men available on Nike IT'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 10: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Nike Stride Giacca da running Repel UV – Uomo', LLM proposed alt text: 'Nike Stride Repel UV running jacket for men available on Nike IT'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 10: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Nike Stride Giacca da running Repel UV – Uomo', LLM proposed alt text: 'Nike Stride Repel UV running jacket for men available on Nike IT'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 10: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Nike Stride Giacca da running Repel UV – Uomo', LLM proposed alt text: 'Nike Stride Repel UV running jacket for men available on Nike IT'\n",
+ " Total images assessed by r.dipiazza: 90\n",
+ " Total distinct page URLs assessed by r.dipiazza: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [23, 24, 25, 23, 24, 25, 26, 27, 28], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [7, 8, 9, 7, 8, 9, 10, 11, 12], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [12, 13, 14, 12, 13, 14, 12, 13, 14, 12, 13, 14, 15, 16, 17, 15, 16, 17, 15, 16, 17, 15, 16, 17], 'https://giove.isti.cnr.it/users/manca/eBay.html': [21, 22, 23, 21, 22, 23, 21, 22, 23, 21, 22, 23, 21, 22, 23, 21, 22, 23, 24, 25, 26, 24, 25, 26, 24, 25, 26], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [7, 8, 9, 7, 8, 9, 7, 8, 9, 10, 11, 12, 10, 11, 12, 10, 11, 12, 10, 11, 12]}\n",
+ "\n",
+ "User: whitewolf\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 25: User Initial Assessment 3 > user LLM Assessment = 1. Original alt text: 'Simond Men's MT100 Easyfit 50 L Backpacking Pack', LLM proposed alt text: 'Simond Men's MT100 Easyfit 50 L Backpacking Pack'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 25: User Initial Assessment 3 != user LLM Assessment = 1. Original alt text: 'Simond Men's MT100 Easyfit 50 L Backpacking Pack', LLM proposed alt text: 'Simond Men's MT100 Easyfit 50 L Backpacking Pack'\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/decathlon.html:\n",
+ " Image 28: User Initial Assessment 1 != user LLM Assessment = 3. Original alt text: 'Van Rysel Men's Ultralight Mesh Base Layer', LLM proposed alt text: 'Van Rysel Men's Ultralight Mesh Base Layer'\n",
+ " Strange NEGATIVE BIG MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/etsy.html:\n",
+ " Image 11: User Initial Assessment 4 > user LLM Assessment = 2. Original alt text: 'Fortezza per gatto. Cat House in cartone con balconi', LLM proposed alt text: 'Cardboard cat house with balconies, Fortezza per gatto.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 12: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale', LLM proposed alt text: 'AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 12: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale', LLM proposed alt text: 'AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 14: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso', LLM proposed alt text: 'AC Milan lunch box with 2 internal compartments, organic plastic, official product, red.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 15: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare', LLM proposed alt text: 'Runcati men's winter cable-knit sweater, crewneck, long-sleeved, warm, solid color, vintage style, regular fit.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/amazon_maglioni.html:\n",
+ " Image 16: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)', LLM proposed alt text: 'Model wearing a Schott NYC Plecorage1 zip-up ribbed pullover sweater for men.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 23: User Initial Assessment 3 > user LLM Assessment = 2. Original alt text: 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30', LLM proposed alt text: 'Scheppach HBS30 bandsaw, 350W with miter gauge and 3 blades included.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 25: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO', LLM proposed alt text: 'Electric cement mixer 180L 800W Scheppach MIX180 for mixing cement.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 26: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850', LLM proposed alt text: 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'\n",
+ " Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/manca/eBay.html:\n",
+ " Image 26: User Initial Assessment 4 != user LLM Assessment = 3. Original alt text: 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850', LLM proposed alt text: 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 21: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo', LLM proposed alt text: 'Jordan Sport Hoop Fleece hoodie with full zip and Dri-FIT technology for men.'\n",
+ " Strange NEGATIVE MISMATCH in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 22: User Initial Assessment 4 > user LLM Assessment = 3. Original alt text: 'Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo', LLM proposed alt text: 'Nike Club full-zip fleece hoodie for men in grey, with Nike logo on chest.'\n",
+ " Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL https://giove.isti.cnr.it/users/leonardi/nike.html:\n",
+ " Image 24: User Initial Assessment 3 != user LLM Assessment = 4. Original alt text: 'Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo', LLM proposed alt text: 'Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'\n",
+ " Total images assessed by whitewolf: 30\n",
+ " Total distinct page URLs assessed by whitewolf: 5, URLs: {'https://giove.isti.cnr.it/users/leonardi/decathlon.html': [23, 24, 25, 26, 27, 28], 'https://giove.isti.cnr.it/users/leonardi/etsy.html': [7, 8, 9, 10, 11, 12], 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html': [12, 13, 14, 15, 16, 17], 'https://giove.isti.cnr.it/users/manca/eBay.html': [22, 23, 24, 16, 25, 26], 'https://giove.isti.cnr.it/users/leonardi/nike.html': [21, 22, 23, 24, 25, 26]}\n",
+ "\n",
+ "================================================================================\n",
+ "AGGREGATED STATISTICS ACROSS ALL USERS FOR ALT TEXT ASSESSMENTS\n",
+ " Total original user assessments: 657, assessment sum: 1818\n",
+ " Total LLM assessments: 657, assessment sum: 2241\n",
+ " Total user-LLM assessments: 657, assessment sum: 2200\n",
+ "\n",
+ "Strange user assessment mismatches detected -original alt-text VS LLM proposed alt-text-:\n",
+ " Total strange NEGATIVE BIG MISMATCHES found: 27, =4.11% of total assessments\n",
+ " Total strange NEGATIVE MISMATCHES found: 102, =15.53% of total assessments\n",
+ " Total strange POSITIVE MISMATCHES WITH SAME TEXT found: 11, =1.67% of total assessments\n",
+ " Total strange NEGATIVE MISMATCHES WITH SAME TEXT found: 29, =4.41% of total assessments\n",
+ "================================================================================\n",
+ "\n",
+ "\n",
+ "ALT TEXT LENGTH STATISTICS\n",
+ "original alt text length: mean: 68.73 median: 57 min: 0 max: 257\n",
+ "user alt text length: mean: 78.01 median: 72 min: 0 max: 401\n",
+ "llm alt text length: mean: 74.52 median: 71 min: 11 max: 188\n",
+ "\n",
+ "ALT TEXT SIMILARITY STATISTICS (USER VS LLM PROPOSED)\n",
+ "semantic similarity: mean: 0.0 median: 0 min: 0 max: 0\n",
+ "lexical similarity: mean: 0.2984 median: 0.2229 min: 0.0 max: 1.0\n",
+ "bert score similarity: mean: 0.0 median: 0 min: 0 max: 0\n"
+ ]
+ }
+ ],
+ "source": [
+ "excluded_users = ['nicola', 'fabio','marco.manca',None]\n",
+ "\n",
+ "def extract_username(x):\n",
+ " if pd.notna(x) and x.strip():\n",
+ " return json.loads(x).get('username')\n",
+ " return 'unknown'\n",
+ "\n",
+ "df[\"username\"] = df['user'].apply(extract_username)\n",
+ "\n",
+ "df = df[~df[\"username\"].isin(excluded_users)].copy()\n",
+ "\n",
+ "\n",
+ "# Group by username and insert_type\n",
+ "grouped = df.groupby(['username', 'insert_type'])\n",
+ "\n",
+ "print(\"=\" * 80)\n",
+ "print(\"STATISTICS BY USER AND INSERTION TYPE\")\n",
+ "print(\"=\" * 80)\n",
+ "\n",
+ "user_list = {}\n",
+ "for (user, insert_type), group in grouped:\n",
+ "\n",
+ " if insert_type != \"wcag_user_llm_alttext_assessments\": #consider only wcag_user_llm_alttext_assessments that contain everything\n",
+ " continue\n",
+ " print(f\"\\n{'=' * 80}\")\n",
+ " print(f\"USER: {user}\")\n",
+ " print(f\"INSERT TYPE: {insert_type}\")\n",
+ " print(f\"{'=' * 80}\\n\")\n",
+ " \n",
+ " # 1. Page URL statistics\n",
+ " unique_pages = group['page_url'].unique()\n",
+ " print(f\"📊 PAGE URL STATISTICS:\")\n",
+ " print(f\" - Number of distinct page URLs: {len(unique_pages)}\")\n",
+ " print(f\" - Page URLs:\")\n",
+ " for i, url in enumerate(unique_pages, 1):\n",
+ " count = (group['page_url'] == url).sum()\n",
+ " print(f\" {i}. {url} (appeared {count} time(s))\")\n",
+ " \n",
+ " # 2. JSON Input Data Info\n",
+ " print(f\"\\n📥 JSON INPUT DATA INFO:\")\n",
+ " \n",
+ " user_url_list = []\n",
+ " for idx, row in group.iterrows():\n",
+ "\n",
+ " \n",
+ " \n",
+ " input_data = row['json_input_data']\n",
+ " if pd.notna(input_data) and input_data.strip():\n",
+ " try:\n",
+ " \n",
+ " \n",
+ " parsed_input = json.loads(input_data)\n",
+ " print (f\" Page URL: {row['page_url']}\")\n",
+ " print(f\" Record ID {row['id']}:\")\n",
+ " print(f\" {json.dumps(parsed_input, indent=6)}\")\n",
+ " if insert_type == 'wcag_user_llm_alttext_assessments':\n",
+ " \n",
+ " user_images_list = []\n",
+ " llm_assessment_list = []\n",
+ " user_assessment_list=[]\n",
+ " user_llm_assessment_list=[]\n",
+ " original_alt_text_list=[]\n",
+ " user_proposed_alt_text_list=[]\n",
+ " llm_proposed_alt_text_list=[]\n",
+ " for image in parsed_input:\n",
+ " image_id=image.get('Image #','N/A')\n",
+ " user_assessment=image.get('User Assessment','N/A')\n",
+ " llm_assessment=image.get('LLM Assessment','N/A')\n",
+ " user_llm_assessment=image.get('User Assessment for LLM Proposal','N/A')\n",
+ " original_alt_text=image.get('Original Alt Text','N/A')\n",
+ " user_proposed_alt_text=image.get('User Proposed Alt Text','N/A')\n",
+ " llm_proposed_alt_text=image.get('LLM Proposed Alt Text','N/A')\n",
+ " \n",
+ " user_images_list.append(image_id)\n",
+ " \n",
+ " if llm_assessment==None or llm_assessment=='N/A':\n",
+ " print(f\" Record ID {row['id']}: Missing LLM Assessment for Image {image_id}, skipping this image.\")\n",
+ " continue\n",
+ " user_assessment_list.append(int(user_assessment)) \n",
+ " llm_assessment_list.append(int(llm_assessment))\n",
+ " user_llm_assessment_list.append(int(user_llm_assessment))\n",
+ " original_alt_text_list.append(original_alt_text)\n",
+ " user_proposed_alt_text_list.append(user_proposed_alt_text)\n",
+ " llm_proposed_alt_text_list.append(llm_proposed_alt_text)\n",
+ " user_url_list.append({\"page_url\": row['page_url'], \"images\": user_images_list, \"user_assessments\": user_assessment_list, \"llm_assessments\": llm_assessment_list, \"user_llm_assessments\": user_llm_assessment_list, \"original_alt_texts\": original_alt_text_list, \"user_proposed_alt_texts\": user_proposed_alt_text_list, \"llm_proposed_alt_texts\": llm_proposed_alt_text_list})\n",
+ " \n",
+ " \n",
+ " except json.JSONDecodeError as e:\n",
+ " print(f\" Record ID {row['id']}: Could not parse JSON\")\n",
+ " print(f\" Raw: {input_data[:100]}...\")\n",
+ " else:\n",
+ " print(f\" Record ID {row['id']}: No input data\")\n",
+ " \n",
+ " # 3. JSON Output Data Info\n",
+ " print(f\"\\n📤 JSON OUTPUT DATA INFO:\")\n",
+ " for idx, row in group.iterrows():\n",
+ " output_data = row['json_output_data']\n",
+ " if output_data=='done via UI':\n",
+ " continue\n",
+ " if pd.notna(output_data) and output_data.strip():\n",
+ " try:\n",
+ " print (f\" Page URL: {row['page_url']}\")\n",
+ " parsed_output = json.loads(output_data)\n",
+ " print(f\" Record ID {row['id']}:\")\n",
+ " print(f\" {json.dumps(parsed_output, indent=6)}\")\n",
+ " \n",
+ "\n",
+ " except json.JSONDecodeError:\n",
+ " print(f\" Record ID {row['id']}: Could not parse JSON\")\n",
+ " print(f\" Raw: {output_data[:100]}...\")\n",
+ " else:\n",
+ " print(f\" Record ID {row['id']}: No output data\")\n",
+ " \n",
+ " print(f\"\\n{'=' * 80}\\n\")\n",
+ " if insert_type == 'wcag_user_llm_alttext_assessments':\n",
+ " \n",
+ " user_list[user]=user_url_list\n",
+ " \n",
+ "\n",
+ "# Summary statistics\n",
+ "print(\"\\n\" + \"=\" * 80)\n",
+ "print(\"OVERALL SUMMARY\")\n",
+ "print(\"=\" * 80)\n",
+ "print(f\"\\nTotal records: {len(df)}\")\n",
+ "print(f\"Unique users: {df['username'].nunique()}\")\n",
+ "print(f\"Unique insert types: {df['insert_type'].nunique()}\")\n",
+ "print(f\"\\nInsert type distribution:\")\n",
+ "print(df['insert_type'].value_counts().to_string())\n",
+ "print(\"\\n\" + \"=\" * 80 + \"\\n\")\n",
+ "\n",
+ "#print(\"USER LIST FOR ALT TEXT ASSESSMENTS\")\n",
+ "#print(json.dumps(user_list, indent=4))\n",
+ "\n",
+ "\n",
+ "print(\"\\n\" + \"=\" * 80)\n",
+ "print(\"OVERALL USER STATISTICS FOR ALT TEXT ASSESSMENTS\")\n",
+ "user_assessment=[]\n",
+ "llm_assessment=[]\n",
+ "user_llm_assessment=[]\n",
+ "original_alt_text=[]\n",
+ "user_alt_text=[]\n",
+ "llm_alt_text=[]\n",
+ "url_full_list=[]\n",
+ "user_full_list=[]\n",
+ "\n",
+ "strange_negative_big_mismatches=0\n",
+ "strange_negative_mismatches=0\n",
+ "strange_mismatches_with_same_text_positive=0\n",
+ "strange_mismatches_with_same_text_negative=0\n",
+ "for user, data in user_list.items():\n",
+ " url_list={}\n",
+ " image_list=[]\n",
+ " print(f\"\\nUser: {user}\")\n",
+ " for entry in data:\n",
+ " \n",
+ " #print(f\" Page URL: {entry['page_url']}\")\n",
+ " #print(f\" Images: {entry['images']}\")\n",
+ " if entry['page_url'] not in url_list:\n",
+ " url_list[entry['page_url']] = entry['images']\n",
+ " else:\n",
+ " #print(f\" (Duplicate URL, images not listed again)\")\n",
+ " url_list[entry['page_url']].extend(entry['images'])\n",
+ " image_list.extend(entry['images'])\n",
+ " user_assessment.extend(entry['user_assessments'])\n",
+ " llm_assessment.extend(entry['llm_assessments'])\n",
+ " user_llm_assessment.extend(entry['user_llm_assessments'])\n",
+ " user_alt_text.extend(entry['user_proposed_alt_texts'])\n",
+ " llm_alt_text.extend(entry['llm_proposed_alt_texts'])\n",
+ " original_alt_text.extend(entry['original_alt_texts'])\n",
+ " \n",
+ " if 1:#entry['user_assessments'] != entry['user_llm_assessments']:#the entire lists are different\n",
+ "\n",
+ " for img, ua, la,oat,lat in zip(entry['images'], entry['user_assessments'], entry['user_llm_assessments'],entry['original_alt_texts'], entry['llm_proposed_alt_texts']):\n",
+ " url_full_list.append(entry['page_url'])\n",
+ " user_full_list.append(user)\n",
+ " \n",
+ " if ua > la :\n",
+ " if ua - la >1:\n",
+ " print(f\" Strange NEGATIVE BIG MISMATCH in assessments for URL {entry['page_url']}:\") \n",
+ " print(f\" Image {img}: User Initial Assessment {ua} > user LLM Assessment = {la}. Original alt text: '{oat}', LLM proposed alt text: '{lat}'\")\n",
+ " strange_negative_big_mismatches += 1\n",
+ " elif ua - la ==1:\n",
+ " print(f\" Strange NEGATIVE MISMATCH in assessments for URL {entry['page_url']}:\") \n",
+ " print(f\" Image {img}: User Initial Assessment {ua} > user LLM Assessment = {la}. Original alt text: '{oat}', LLM proposed alt text: '{lat}'\")\n",
+ " strange_negative_mismatches += 1\n",
+ " if oat == lat:#if original alt text is the same as llm proposed alt text\n",
+ " if ua < la:\n",
+ " print(f\" Strange POSITIVE MISMATCH WITH SAME TEXT in assessments for URL {entry['page_url']}:\") \n",
+ " print(f\" Image {img}: User Initial Assessment {ua} != user LLM Assessment = {la}. Original alt text: '{oat}', LLM proposed alt text: '{lat}'\")\n",
+ " strange_mismatches_with_same_text_positive += 1\n",
+ " elif ua > la:\n",
+ " print(f\" Strange NEGATIVE MISMATCH WITH SAME TEXT in assessments for URL {entry['page_url']}:\") \n",
+ " print(f\" Image {img}: User Initial Assessment {ua} != user LLM Assessment = {la}. Original alt text: '{oat}', LLM proposed alt text: '{lat}'\")\n",
+ " strange_mismatches_with_same_text_negative += 1 \n",
+ " \n",
+ " print(f\" Total images assessed by {user}: {len(image_list)}\")\n",
+ " print(f\" Total distinct page URLs assessed by {user}: {len(url_list)}, URLs: {url_list}\")\n",
+ "\n",
+ "print(\"\\n\" + \"=\" * 80)\n",
+ "print(\"AGGREGATED STATISTICS ACROSS ALL USERS FOR ALT TEXT ASSESSMENTS\") \n",
+ "print(f\" Total original user assessments: {len(user_assessment)}, assessment sum: {sum(user_assessment)}\")\n",
+ "print(f\" Total LLM assessments: {len(llm_assessment)}, assessment sum: {sum(llm_assessment)}\")\n",
+ "print(f\" Total user-LLM assessments: {len(user_llm_assessment)}, assessment sum: {sum(user_llm_assessment)}\")\n",
+ "print(\"\\nStrange user assessment mismatches detected -original alt-text VS LLM proposed alt-text-:\")\n",
+ "print(f\" Total strange NEGATIVE BIG MISMATCHES found: {strange_negative_big_mismatches}, ={strange_negative_big_mismatches/len(user_assessment)*100:.2f}% of total assessments\")\n",
+ "print(f\" Total strange NEGATIVE MISMATCHES found: {strange_negative_mismatches}, ={strange_negative_mismatches/len(user_assessment)*100:.2f}% of total assessments\")\n",
+ "print(f\" Total strange POSITIVE MISMATCHES WITH SAME TEXT found: {strange_mismatches_with_same_text_positive}, ={strange_mismatches_with_same_text_positive/len(user_assessment)*100:.2f}% of total assessments\")\n",
+ "print(f\" Total strange NEGATIVE MISMATCHES WITH SAME TEXT found: {strange_mismatches_with_same_text_negative}, ={strange_mismatches_with_same_text_negative/len(user_assessment)*100:.2f}% of total assessments\")\n",
+ "print(\"=\" * 80 + \"\\n\")\n",
+ "\n",
+ "list_of_user_alt_text_lengths=[]\n",
+ "list_of_llm_alt_text_lengths=[]\n",
+ "list_of_original_alt_text_lengths=[]\n",
+ "\n",
+ "list_of_semantic_representations=[]\n",
+ "list_of_semantic_similarities=[]\n",
+ "list_of_lexical_similarities=[]\n",
+ "list_of_bert_score_similarities=[]\n",
+ "\n",
+ "for ele_u, ele_l, ele_o in zip(user_alt_text,llm_alt_text,original_alt_text):\n",
+ " len_u=len(ele_u)\n",
+ " len_l=len(ele_l)\n",
+ " len_o=len(ele_o)\n",
+ " list_of_user_alt_text_lengths.append(len_u)\n",
+ " list_of_llm_alt_text_lengths.append(len_l)\n",
+ " list_of_original_alt_text_lengths.append(len_o)\n",
+ " \n",
+ " semantic_representation=extract_semantic_representation(ele_l)\n",
+ " sem_sim=semantic_similarity_sentence_transformer(ele_u,ele_l)\n",
+ " lex_sim=lexical_similarity(ele_u,ele_l)\n",
+ " bert_sim=bert_score_similarity([ele_u],[ele_l],batch=False)\n",
+ "\n",
+ " list_of_semantic_representations.append(semantic_representation)\n",
+ " list_of_semantic_similarities.append(sem_sim)\n",
+ " list_of_lexical_similarities.append(lex_sim)\n",
+ " list_of_bert_score_similarities.append(bert_sim)\n",
+ "\n",
+ "print(\"\\nALT TEXT LENGTH STATISTICS\") \n",
+ "print(\"original alt text length:\",\"mean:\", round(sum(list_of_original_alt_text_lengths)/len(list_of_original_alt_text_lengths),2),\"median:\", sorted(list_of_original_alt_text_lengths)[len(list_of_original_alt_text_lengths)//2],\"min:\", min(list_of_original_alt_text_lengths),\"max:\", max(list_of_original_alt_text_lengths))\n",
+ "print(\"user alt text length:\",\"mean:\", round(sum(list_of_user_alt_text_lengths)/len(list_of_user_alt_text_lengths),2),\"median:\", sorted(list_of_user_alt_text_lengths)[len(list_of_user_alt_text_lengths)//2],\"min:\", min(list_of_user_alt_text_lengths),\"max:\", max(list_of_user_alt_text_lengths))\n",
+ "print(\"llm alt text length:\",\"mean:\", round(sum(list_of_llm_alt_text_lengths)/len(list_of_llm_alt_text_lengths),2),\"median:\", sorted(list_of_llm_alt_text_lengths)[len(list_of_llm_alt_text_lengths)//2],\"min:\", min(list_of_llm_alt_text_lengths),\"max:\", max(list_of_llm_alt_text_lengths))\n",
+ "print(\"\\nALT TEXT SIMILARITY STATISTICS (USER VS LLM PROPOSED)\")\n",
+ "print(\"semantic similarity:\",\"mean:\", round(sum(list_of_semantic_similarities)/len(list_of_semantic_similarities),4),\"median:\", round(sorted(list_of_semantic_similarities)[len(list_of_semantic_similarities)//2],4),\"min:\", round(min(list_of_semantic_similarities),4),\"max:\", round(max(list_of_semantic_similarities),4))\n",
+ "print(\"lexical similarity:\",\"mean:\", round(sum(list_of_lexical_similarities)/len(list_of_lexical_similarities),4),\"median:\", round(sorted(list_of_lexical_similarities)[len(list_of_lexical_similarities)//2],4),\"min:\", round(min(list_of_lexical_similarities),4),\"max:\", round(max(list_of_lexical_similarities),4))\n",
+ "print(\"bert score similarity:\",\"mean:\", round(sum(list_of_bert_score_similarities)/len(list_of_bert_score_similarities),4),\"median:\", round(sorted(list_of_bert_score_similarities)[len(list_of_bert_score_similarities)//2],4),\"min:\", round(min(list_of_bert_score_similarities),4),\"max:\", round(max(list_of_bert_score_similarities),4))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "id": "5b08ee10",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | id | \n", + "insertion_time | \n", + "insert_type | \n", + "page_url | \n", + "user | \n", + "llm_model | \n", + "json_input_data | \n", + "json_output_data | \n", + "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1 | \n", + "2025-12-02 15:15:13 | \n", + "wcag_user_alttext_assessments | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "{\"username\": \"nicola\"} | \n", + "NaN | \n", + "{\"images_urls\": [\"https://giove.isti.cnr.it/us... | \n", + "{\"user_assessments\": [3], \"user_new_alt_texts\"... | \n", + "
| 1 | \n", + "2 | \n", + "2025-12-02 15:22:19 | \n", + "wcag_user_alttext_assessments | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "{\"username\": \"nicola\"} | \n", + "NaN | \n", + "{\"images_urls\": [\"https://giove.isti.cnr.it/us... | \n", + "{\"user_assessments\": [3], \"user_new_alt_texts\"... | \n", + "
| 2 | \n", + "3 | \n", + "2025-12-02 15:25:25 | \n", + "wcag_user_alttext_assessments | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "{\"username\": \"nicola\"} | \n", + "NaN | \n", + "{\"images_urls\": [\"https://giove.isti.cnr.it/us... | \n", + "{\"user_assessments\": [3], \"user_new_alt_texts\"... | \n", + "
| 3 | \n", + "4 | \n", + "2025-12-02 15:28:05 | \n", + "wcag_user_alttext_assessments | \n", + "http://www.amazon.it | \n", + "{\"username\": \"nicola\"} | \n", + "NaN | \n", + "{\"images_urls\": [\"https://m.media-amazon.com/i... | \n", + "{\"user_assessments\": [3, 3, 3], \"user_new_alt_... | \n", + "
| 4 | \n", + "5 | \n", + "2025-12-02 16:28:51 | \n", + "wcag_user_alttext_assessments | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "{\"username\": \"nicola\"} | \n", + "NaN | \n", + "{\"images_urls\": [\"https://giove.isti.cnr.it/us... | \n", + "{\"user_assessments\": [3], \"user_new_alt_texts\"... | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 512 | \n", + "513 | \n", + "2025-12-22 14:23:05 | \n", + "wcag_user_alttext_assessments | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "{\"username\": \"r.dipiazza\"} | \n", + "NaN | \n", + "{\"images_urls\": [\"https://giove.isti.cnr.it/us... | \n", + "{\"user_assessments\": [3, 2, 2], \"user_new_alt_... | \n", + "
| 513 | \n", + "514 | \n", + "2025-12-22 14:23:42 | \n", + "wcag_user_llm_alttext_assessments | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "{\"username\": \"r.dipiazza\"} | \n", + "NaN | \n", + "[{\"Image #\":10,\"Original Alt Text\":\"Nike Strid... | \n", + "done via UI | \n", + "
| 514 | \n", + "515 | \n", + "2025-12-22 14:23:45 | \n", + "wcag_user_llm_alttext_assessments | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "{\"username\": \"r.dipiazza\"} | \n", + "NaN | \n", + "[{\"Image #\":10,\"Original Alt Text\":\"Nike Strid... | \n", + "done via UI | \n", + "
| 515 | \n", + "516 | \n", + "2025-12-22 14:23:47 | \n", + "wcag_user_llm_alttext_assessments | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "{\"username\": \"r.dipiazza\"} | \n", + "NaN | \n", + "[{\"Image #\":10,\"Original Alt Text\":\"Nike Strid... | \n", + "done via UI | \n", + "
| 516 | \n", + "517 | \n", + "2025-12-22 14:23:56 | \n", + "wcag_user_llm_alttext_assessments | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "{\"username\": \"r.dipiazza\"} | \n", + "NaN | \n", + "[{\"Image #\":10,\"Original Alt Text\":\"Nike Strid... | \n", + "done via UI | \n", + "
517 rows × 8 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ "652 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "653 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "654 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "655 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "656 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",
+ "652 Nike Club Felpa con cappuccio e zip a tutta lu... \n",
+ "653 Nike Tech Pantaloni in fleece a blocchi di col... \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \n",
+ "655 Gli otto migliori regali Nike per lo yoga \n",
+ "656 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",
+ "652 Felpa con cappuccio e zip a tutta lunghezza in... \n",
+ "653 Pantaloni in fleece a blocchi di colore con or... \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \n",
+ "655 Guida agli acquisti:\\ntrova le idee giuste con... \n",
+ "656 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",
+ "652 Nike Club full-zip fleece hoodie for men in gr... 4 \n",
+ "653 Nike Tech fleece pants with color blocks and o... 3 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \n",
+ "655 Gli otto migliori regali Nike per lo yoga 3 \n",
+ "656 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",
+ "652 5 3 70 \n",
+ "653 5 3 72 \n",
+ "654 5 4 56 \n",
+ "655 4 3 41 \n",
+ "656 4 5 67 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length semantic_representation \\\n",
+ "0 19 67 0 \n",
+ "1 58 66 0 \n",
+ "2 32 82 0 \n",
+ "3 58 51 0 \n",
+ "4 49 57 0 \n",
+ ".. ... ... ... \n",
+ "652 72 74 0 \n",
+ "653 63 59 0 \n",
+ "654 52 56 0 \n",
+ "655 74 41 0 \n",
+ "656 67 67 0 \n",
+ "\n",
+ " semantic_similarity lexical_similarity bert_score_similarity \n",
+ "0 0 0 0 \n",
+ "1 0 0 0 \n",
+ "2 0 0 0 \n",
+ "3 0 0 0 \n",
+ "4 0 0 0 \n",
+ ".. ... ... ... \n",
+ "652 0 0 0 \n",
+ "653 0 0 0 \n",
+ "654 0 0 0 \n",
+ "655 0 0 0 \n",
+ "656 0 0 0 \n",
+ "\n",
+ "[657 rows x 15 columns]"
+ ]
+ },
+ "execution_count": 75,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "aggregated_statistic_pd=pd.DataFrame({\"page_url\":url_full_list,\"user\":user_full_list,\"original_alt_text\": original_alt_text,'user_alt_text': user_alt_text, 'llm_alt_text': llm_alt_text, 'user_assessment': user_assessment, 'llm_assessment': llm_assessment, 'user_llm_assessment': user_llm_assessment, 'original_alt_text_length': list_of_original_alt_text_lengths, 'user_alt_text_length': list_of_user_alt_text_lengths, 'llm_alt_text_length': list_of_llm_alt_text_lengths,'semantic_representation':list_of_semantic_representations ,'semantic_similarity': list_of_semantic_similarities, 'lexical_similarity': list_of_lexical_similarities, 'bert_score_similarity': list_of_bert_score_similarities})\n",
+ "aggregated_statistic_pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "id": "8cc34f5e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#salvo\n",
+ "aggregated_statistic_pd.to_csv(\"aggregated_statistics_alt_text_assessments_def.csv\", sep=';', index=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
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+ },
+ "execution_count": 77,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#leggo\n",
+ "aggregated_statistic_pd=pd.read_csv(\"aggregated_statistics_alt_text_assessments_def.csv\", sep=';')\n",
+ "aggregated_statistic_pd"
+ ]
+ },
+ {
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+ "id": "527faf19",
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+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
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+ ]
+ },
+ {
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+ "execution_count": 5,
+ "id": "7c1c93ce",
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+ "536 https://giove.isti.cnr.it/users/manca/eBay.html m.natale8 \n",
+ "\n",
+ " original_alt_text \\\n",
+ "2 {*unspecified-8553119*} \n",
+ "19 NaN \n",
+ "29 Cinque regali Nike per triatleti \n",
+ "30 {*ultra-black-8542384*} \n",
+ "65 Stampa artistica personalizzata del luogo pref... \n",
+ ".. ... \n",
+ "524 NaN \n",
+ "527 NaN \n",
+ "530 NaN \n",
+ "533 NaN \n",
+ "536 NaN \n",
+ "\n",
+ " user_alt_text \\\n",
+ "2 Scarponcino da trekking nero/blu \n",
+ "19 Categoria Orologi da polso in offerta \n",
+ "29 Guida agli acquisti: Cinque regali Nike per tr... \n",
+ "30 Pantalonicni a compressione uomo colore Nero \n",
+ "65 quadretto con Stampa artistica tris Francoboll... \n",
+ ".. ... \n",
+ "524 Accedi alla sezione auto e moto \n",
+ "527 Accedi alla sezione auto e moto \n",
+ "530 Accedi alla sezione auto e moto \n",
+ "533 Accedi alla sezione auto e moto \n",
+ "536 Accedi alla sezione auto e moto \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "2 Quechua Men's MH100 Waterproof Mid Hiking Boot... 1 \n",
+ "19 Luxury watches: Omega, Breitling, and Rolex di... 1 \n",
+ "29 Swimmer representing Nike's gift ideas for tri... 3 \n",
+ "30 Men's black boxer briefs, Simond MT500 merino ... 2 \n",
+ "65 Personalized artistic print featuring favorite... 2 \n",
+ ".. ... ... \n",
+ "524 Icon representing the 'Motori' category, featu... 1 \n",
+ "527 Icon representing the 'Motori' category, featu... 1 \n",
+ "530 Icon representing the 'Motori' category, featu... 1 \n",
+ "533 Icon representing the 'Motori' category, featu... 1 \n",
+ "536 Icon representing the 'Motori' category, featu... 1 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "2 1 5 23 \n",
+ "19 1 5 0 \n",
+ "29 3 2 33 \n",
+ "30 1 3 23 \n",
+ "65 4 3 96 \n",
+ ".. ... ... ... \n",
+ "524 1 3 0 \n",
+ "527 1 3 0 \n",
+ "530 1 3 0 \n",
+ "533 1 3 0 \n",
+ "536 1 3 0 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "2 32 82 \n",
+ "19 38 63 \n",
+ "29 86 55 \n",
+ "30 44 51 \n",
+ "65 84 96 \n",
+ ".. ... ... \n",
+ "524 32 71 \n",
+ "527 32 71 \n",
+ "530 32 71 \n",
+ "533 32 71 \n",
+ "536 32 71 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "2 [[-1.12265915e-01 3.71986143e-02 3.16990539e... 0.155173 \n",
+ "19 [[-1.21863764e-02 1.83361676e-02 4.49541584e... -0.008331 \n",
+ "29 [[-7.99515247e-02 1.04392603e-01 -6.10927911e... 0.313818 \n",
+ "30 [[-2.28073094e-02 8.87301043e-02 -3.54516394e... 0.196394 \n",
+ "65 [[ 9.74924583e-03 6.52627349e-02 6.98552188e... 0.381380 \n",
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+ "524 [[-6.62313849e-02 9.14828703e-02 -5.58150038e... 0.224052 \n",
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+ "533 [[-6.62313849e-02 9.14828703e-02 -5.58150038e... 0.224052 \n",
+ "536 [[-6.62313849e-02 9.14828703e-02 -5.58150038e... 0.224052 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity \n",
+ "2 0.0 0.311027 \n",
+ "19 0.0 0.276672 \n",
+ "29 0.0 0.380493 \n",
+ "30 0.0 0.384151 \n",
+ "65 0.0 0.407915 \n",
+ ".. ... ... \n",
+ "524 0.0 0.377956 \n",
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+ "536 0.0 0.377956 \n",
+ "\n",
+ "[88 rows x 15 columns]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#se lexical similarity 0 non per forza semnatic 0. ok questione multilingua modello \n",
+ "aggregated_statistic_pd[aggregated_statistic_pd['lexical_similarity']==0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "700c7e68",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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| 29 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "Chiara Giordano | \n", + "Cinque regali Nike per triatleti | \n", + "Guida agli acquisti: Cinque regali Nike per tr... | \n", + "Swimmer representing Nike's gift ideas for tri... | \n", + "3 | \n", + "3 | \n", + "2 | \n", + "33 | \n", + "86 | \n", + "55 | \n", + "[[-7.99515247e-02 1.04392603e-01 -6.10927911e... | \n", + "0.313818 | \n", + "0.0 | \n", + "0.380493 | \n", + "
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+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ " page_url \\\n",
+ "19 https://giove.isti.cnr.it/users/manca/eBay.html \n",
+ "101 https://giove.isti.cnr.it/users/leonardi/decat... \n",
+ "109 https://giove.isti.cnr.it/users/manca/amazon_m... \n",
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+ "120 https://giove.isti.cnr.it/users/leonardi/nike.... \n",
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+ "482 https://giove.isti.cnr.it/users/manca/amazon_m... \n",
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+ "101 Galesi \n",
+ "109 Galesi \n",
+ "117 Galesi \n",
+ "120 Galesi \n",
+ "124 Galesi \n",
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+ "\n",
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+ "\n",
+ " user_alt_text \\\n",
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+ "\n",
+ " llm_alt_text user_assessment \\\n",
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+ "315 [[-7.03754947e-02 8.89765844e-02 2.66374685e... 0.055434 \n",
+ "324 [[-4.77926061e-02 2.29691230e-02 -6.35604560e... 0.076270 \n",
+ "326 [[-4.73297806e-03 4.80419258e-03 -2.22472902e... 0.073934 \n",
+ "338 [[-7.44995624e-02 9.29703861e-02 5.55620529e... 0.066426 \n",
+ "437 [[-6.83284551e-02 3.47839892e-02 7.93458149e... 0.088925 \n",
+ "440 [[-6.83284551e-02 3.47839892e-02 7.93458149e... 0.088925 \n",
+ "481 [[-1.12205721e-01 7.66452849e-02 -1.13325997e... 0.092793 \n",
+ "482 [[-8.44018310e-02 3.97722386e-02 -3.78122218e... 0.076911 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity \n",
+ "19 0.0 0.276672 \n",
+ "101 0.0 0.281847 \n",
+ "109 0.0 0.325682 \n",
+ "117 0.0 0.403059 \n",
+ "120 0.0 0.403059 \n",
+ "124 0.0 0.374779 \n",
+ "175 0.0 0.291921 \n",
+ "216 0.0 0.367695 \n",
+ "221 0.0 0.423135 \n",
+ "230 0.0 0.000000 \n",
+ "231 0.0 0.000000 \n",
+ "232 0.0 0.000000 \n",
+ "233 0.0 0.000000 \n",
+ "234 0.0 0.000000 \n",
+ "235 0.0 0.000000 \n",
+ "277 0.0 0.333391 \n",
+ "297 0.0 0.300492 \n",
+ "303 0.0 0.299838 \n",
+ "315 0.0 0.291209 \n",
+ "324 0.0 0.326892 \n",
+ "326 0.0 0.331974 \n",
+ "338 0.0 0.291565 \n",
+ "437 0.0 0.278263 \n",
+ "440 0.0 0.278263 \n",
+ "481 0.0 0.299688 \n",
+ "482 0.0 0.331193 "
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# sia lexical che semnatic prossimi a zero\n",
+ "aggregated_statistic_pd[(aggregated_statistic_pd['lexical_similarity']==0) & (aggregated_statistic_pd['semantic_similarity']<0.1)]\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "95a093e2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Chiara Giordano | \n", + "NaN | \n", + "Categoria Orologi da polso in offerta | \n", + "Luxury watches: Omega, Breitling, and Rolex di... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "0 | \n", + "38 | \n", + "63 | \n", + "[[-1.21863764e-02 1.83361676e-02 4.49541584e... | \n", + "-0.008331 | \n", + "0.0 | \n", + "0.276672 | \n", + "
| 101 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Galesi | \n", + "Van Rysel Men's Ultralight Waterproof Cycling ... | \n", + "ragazzo indossa felpa nera aderente e pantolon... | \n", + "Van Rysel Men's Ultralight Waterproof Cycling ... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "52 | \n", + "94 | \n", + "52 | \n", + "[[-8.01482797e-02 1.39199436e-01 3.50541621e... | \n", + "0.001354 | \n", + "0.0 | \n", + "0.281847 | \n", + "
| 109 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "Galesi | \n", + "Polo Club Maglione a Treccia da Uomo con Logo ... | \n", + "Uomo con le mani in tasca; indossa maglia legg... | \n", + "Men's cable-knit sweater with logo and round n... | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "60 | \n", + "100 | \n", + "62 | \n", + "[[-5.17701469e-02 7.01639876e-02 -4.83945832e... | \n", + "0.045927 | \n", + "0.0 | \n", + "0.325682 | \n", + "
| 117 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "Galesi | \n", + "Nike Solo Swoosh Maglia a girocollo in fleece ... | \n", + "Uomo indossa felpa grigia e berretto giallo | \n", + "Nike Solo Swoosh fleece crewneck for men. | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "52 | \n", + "43 | \n", + "41 | \n", + "[[-4.14938219e-02 5.05351052e-02 -6.78515946e... | \n", + "0.089103 | \n", + "0.0 | \n", + "0.403059 | \n", + "
| 120 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "Galesi | \n", + "Nike Solo Swoosh Maglia a girocollo in fleece ... | \n", + "Uomo indossa felpa grigia e berretto giallo | \n", + "Nike Solo Swoosh fleece crewneck for men. | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "52 | \n", + "43 | \n", + "41 | \n", + "[[-4.14938219e-02 5.05351052e-02 -6.78515946e... | \n", + "0.089103 | \n", + "0.0 | \n", + "0.403059 | \n", + "
| 124 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Galesi | \n", + "AFFILATRICE A UMIDO ACQUA SCHEPPACH TIGER 2500... | \n", + "Mola da banco di colore blu | \n", + "Scheppach Tiger 2500 wet grinder for sharpenin... | \n", + "4 | \n", + "2 | \n", + "3 | \n", + "75 | \n", + "27 | \n", + "68 | \n", + "[[-1.32837802e-01 -3.05618886e-02 -2.41373628e... | \n", + "0.027880 | \n", + "0.0 | \n", + "0.374779 | \n", + "
| 175 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Sara Pagliarecci | \n", + "0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*} | \n", + "giacca impermeabile da uomo leggera da escursi... | \n", + "Quechua Men's MH500 Hiking Lightweight Waterpr... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "49 | \n", + "65 | \n", + "66 | \n", + "[[-6.60021678e-02 9.31137055e-02 1.29688596e... | \n", + "0.056216 | \n", + "0.0 | \n", + "0.291921 | \n", + "
| 216 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "a.caleo5 | \n", + "graziosa sciarpa a forma di papera per bambini... | \n", + "Sciarpa a forma di papera, marrone con dettagl... | \n", + "Knitted children's duck-shaped scarf with red ... | \n", + "2 | \n", + "5 | \n", + "2 | \n", + "121 | \n", + "83 | \n", + "96 | \n", + "[[-5.04112802e-02 -1.38423359e-02 -5.91747537e... | \n", + "0.081170 | \n", + "0.0 | \n", + "0.367695 | \n", + "
| 221 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "a.caleo5 | \n", + "JACK & JONES Knitted Pullover Plain Knitted Pu... | \n", + "Maglione a girocollo nero in cotone. | \n", + "JACK & JONES black plain knitted pullover. | \n", + "1 | \n", + "3 | \n", + "2 | \n", + "52 | \n", + "36 | \n", + "42 | \n", + "[[-1.24683104e-01 -1.83777157e-02 -2.47841123e... | \n", + "0.052879 | \n", + "0.0 | \n", + "0.423135 | \n", + "
| 230 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Apple logo, linking to Apple-related products ... | \n", + "5 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "54 | \n", + "[[-3.56054120e-02 5.04426807e-02 2.56106518e... | \n", + "0.000000 | \n", + "0.0 | \n", + "0.000000 | \n", + "
| 231 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Dyson logo in the Popular Destinations section. | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "47 | \n", + "[[ 5.76271787e-02 2.62631718e-02 2.59347018e... | \n", + "0.000000 | \n", + "0.0 | \n", + "0.000000 | \n", + "
| 232 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Samsung logo representing the brand. | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "36 | \n", + "[[-1.07634209e-01 1.01994224e-01 1.84976950e... | \n", + "0.000000 | \n", + "0.0 | \n", + "0.000000 | \n", + "
| 233 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Nintendo logo in a list of popular destination... | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "56 | \n", + "[[ 2.11131535e-02 2.43850537e-02 3.48974415e... | \n", + "0.000000 | \n", + "0.0 | \n", + "0.000000 | \n", + "
| 234 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Pokémon logo, part of popular destinations on ... | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "51 | \n", + "[[-4.78413701e-02 8.03827867e-02 3.64725362e... | \n", + "0.000000 | \n", + "0.0 | \n", + "0.000000 | \n", + "
| 235 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "PlayStation logo. | \n", + "5 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "17 | \n", + "[[ 4.91158478e-03 6.75104260e-02 -2.52502691e... | \n", + "0.000000 | \n", + "0.0 | \n", + "0.000000 | \n", + "
| 277 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "ginevravassallo | \n", + "{*unspecified-8510030*} | \n", + "pantaloni termici da sci per uomo, neri | \n", + "Wedze Men's BL100 Ski Base Layer Bottoms in bl... | \n", + "1 | \n", + "1 | \n", + "4 | \n", + "23 | \n", + "39 | \n", + "62 | \n", + "[[-1.13523163e-01 3.86889242e-02 2.62453686e... | \n", + "0.046206 | \n", + "0.0 | \n", + "0.333391 | \n", + "
| 297 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "ginevravassallo | \n", + "NaN | \n", + "link che porta alla sezione dello shop \"Ricon... | \n", + "Blue badge with checkmark indicating verified ... | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "106 | \n", + "64 | \n", + "[[-4.72121648e-02 2.02343501e-02 -3.50270644e... | \n", + "0.055961 | \n", + "0.0 | \n", + "0.300492 | \n", + "
| 303 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "ginevravassallo | \n", + "NaN | \n", + "icona con link che porta alla sezione dello sh... | \n", + "Verified badge indicating quality or authentic... | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "116 | \n", + "50 | \n", + "[[-7.58948848e-02 6.15144260e-02 -3.85873318e... | \n", + "0.096851 | \n", + "0.0 | \n", + "0.299838 | \n", + "
| 315 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "gioelepasquini | \n", + "Timbro per libri con fiocco, timbro ex libris,... | \n", + "Timbro nero con il motivo di un fiocco intrecc... | \n", + "Personalized book stamp design: 'from the libr... | \n", + "4 | \n", + "3 | \n", + "2 | \n", + "174 | \n", + "50 | \n", + "71 | \n", + "[[-7.03754947e-02 8.89765844e-02 2.66374685e... | \n", + "0.055434 | \n", + "0.0 | \n", + "0.291209 | \n", + "
| 324 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "gioelepasquini | \n", + "NaN | \n", + "Categoria \"Ricondizionato\" rappresentata da ce... | \n", + "Checkmark icon representing verified or confir... | \n", + "1 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "81 | \n", + "60 | \n", + "[[-4.77926061e-02 2.29691230e-02 -6.35604560e... | \n", + "0.076270 | \n", + "0.0 | \n", + "0.326892 | \n", + "
| 326 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "gioelepasquini | \n", + "NaN | \n", + "Categoria \"Elettrodomestici\" rappresentata da ... | \n", + "Mixer icon representing household appliances c... | \n", + "1 | \n", + "1 | \n", + "4 | \n", + "0 | \n", + "92 | \n", + "53 | \n", + "[[-4.73297806e-03 4.80419258e-03 -2.22472902e... | \n", + "0.073934 | \n", + "0.0 | \n", + "0.331974 | \n", + "
| 338 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "l.novelli2@studenti.unipi.it | \n", + "0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*} | \n", + "Giacca impermeabile leggera verde grigio con c... | \n", + "Quechua Men's MH500 Hiking Lightweight Waterpr... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "49 | \n", + "54 | \n", + "71 | \n", + "[[-7.44995624e-02 9.29703861e-02 5.55620529e... | \n", + "0.066426 | \n", + "0.0 | \n", + "0.291565 | \n", + "
| 437 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "lauracorti | \n", + "Elettrodomestici | \n", + "Sezione Elettrodomestici | \n", + "Discover top appliances to simplify your days,... | \n", + "3 | \n", + "2 | \n", + "4 | \n", + "16 | \n", + "24 | \n", + "111 | \n", + "[[-6.83284551e-02 3.47839892e-02 7.93458149e... | \n", + "0.088925 | \n", + "0.0 | \n", + "0.278263 | \n", + "
| 440 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "lauracorti | \n", + "Elettrodomestici | \n", + "Sezione Elettrodomestici | \n", + "Discover top appliances to simplify your days,... | \n", + "3 | \n", + "2 | \n", + "4 | \n", + "16 | \n", + "24 | \n", + "111 | \n", + "[[-6.83284551e-02 3.47839892e-02 7.93458149e... | \n", + "0.088925 | \n", + "0.0 | \n", + "0.278263 | \n", + "
| 481 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "m.natale8 | \n", + "Genfien Maglione Uomo Invernali Maglia Girocol... | \n", + "Maglione uomo girocollo a manica lunga di colo... | \n", + "Green knit pullover sweater with long sleeves ... | \n", + "2 | \n", + "3 | \n", + "4 | \n", + "121 | \n", + "160 | \n", + "85 | \n", + "[[-1.12205721e-01 7.66452849e-02 -1.13325997e... | \n", + "0.092793 | \n", + "0.0 | \n", + "0.299688 | \n", + "
| 482 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "m.natale8 | \n", + "JACK & JONES Crew Neck Sweatshirt Plain Crew N... | \n", + "Felpa da uomo semplice blu con scollo rotondo. | \n", + "JACK & JONES plain crew neck sweatshirt in nav... | \n", + "1 | \n", + "3 | \n", + "4 | \n", + "60 | \n", + "46 | \n", + "53 | \n", + "[[-8.44018310e-02 3.97722386e-02 -3.78122218e... | \n", + "0.076911 | \n", + "0.0 | \n", + "0.331193 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "230 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "231 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "232 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "233 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "234 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "235 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "\n",
+ " original_alt_text user_alt_text \\\n",
+ "230 NaN NaN \n",
+ "231 NaN NaN \n",
+ "232 NaN NaN \n",
+ "233 NaN NaN \n",
+ "234 NaN NaN \n",
+ "235 NaN NaN \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "230 Apple logo, linking to Apple-related products ... 5 \n",
+ "231 Dyson logo in the Popular Destinations section. 5 \n",
+ "232 Samsung logo representing the brand. 5 \n",
+ "233 Nintendo logo in a list of popular destination... 5 \n",
+ "234 Pokémon logo, part of popular destinations on ... 5 \n",
+ "235 PlayStation logo. 5 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "230 1 2 0 \n",
+ "231 1 1 0 \n",
+ "232 1 1 0 \n",
+ "233 1 1 0 \n",
+ "234 1 1 0 \n",
+ "235 1 2 0 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "230 0 54 \n",
+ "231 0 47 \n",
+ "232 0 36 \n",
+ "233 0 56 \n",
+ "234 0 51 \n",
+ "235 0 17 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "230 [[-3.56054120e-02 5.04426807e-02 2.56106518e... 0.0 \n",
+ "231 [[ 5.76271787e-02 2.62631718e-02 2.59347018e... 0.0 \n",
+ "232 [[-1.07634209e-01 1.01994224e-01 1.84976950e... 0.0 \n",
+ "233 [[ 2.11131535e-02 2.43850537e-02 3.48974415e... 0.0 \n",
+ "234 [[-4.78413701e-02 8.03827867e-02 3.64725362e... 0.0 \n",
+ "235 [[ 4.91158478e-03 6.75104260e-02 -2.52502691e... 0.0 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity \n",
+ "230 0.0 0.0 \n",
+ "231 0.0 0.0 \n",
+ "232 0.0 0.0 \n",
+ "233 0.0 0.0 \n",
+ "234 0.0 0.0 \n",
+ "235 0.0 0.0 "
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# sia lexical che semnatic prossimi a zero ma con lunghezza user_alttext_len=0\n",
+ "aggregated_statistic_pd[(aggregated_statistic_pd['lexical_similarity']==0) & (aggregated_statistic_pd['semantic_similarity']<0.5) & (aggregated_statistic_pd['user_alt_text_length'] == 0)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "4093b173",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "page_url https://giove.isti.cnr.it/users/manca/eBay.html\n",
+ "user a.caleo5\n",
+ "original_alt_text NaN\n",
+ "user_alt_text NaN\n",
+ "llm_alt_text Apple logo, linking to Apple-related products ...\n",
+ "user_assessment 5\n",
+ "llm_assessment 1\n",
+ "user_llm_assessment 2\n",
+ "original_alt_text_length 0\n",
+ "user_alt_text_length 0\n",
+ "llm_alt_text_length 54\n",
+ "semantic_representation [[-3.56054120e-02 5.04426807e-02 2.56106518e...\n",
+ "semantic_similarity 0.0\n",
+ "lexical_similarity 0.0\n",
+ "bert_score_similarity 0.0\n",
+ "Name: 230, dtype: object"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# ho sistemato utils in mnaiera tale che cosine similarity tra stringa vuota e una non sia 0\n",
+ "aggregated_statistic_pd[(aggregated_statistic_pd['lexical_similarity']==0) & (aggregated_statistic_pd['semantic_similarity']<0.5) & (aggregated_statistic_pd['user_alt_text_length'] == 0)].loc[230]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "e846d37d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('', 'Apple logo, linking to Apple-related products on eBay.')"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "text1=aggregated_statistic_pd[(aggregated_statistic_pd['lexical_similarity']==0) & (aggregated_statistic_pd['semantic_similarity']<0.5) & (aggregated_statistic_pd['user_alt_text_length'] == 0)].loc[230][\"user_alt_text\"]\n",
+ "text2=aggregated_statistic_pd[(aggregated_statistic_pd['lexical_similarity']==0) & (aggregated_statistic_pd['semantic_similarity']<0.5) & (aggregated_statistic_pd['user_alt_text_length'] == 0)].loc[230][\"llm_alt_text\"]\n",
+ "text1=\"\"\n",
+ "text1, text2\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "64c8c17f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Warning: Empty candidate sentence detected; setting raw BERTscores to 0.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(0.0, np.float64(0.0), 0.0)"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "sem_sim=semantic_similarity_sentence_transformer(text1,text2)\n",
+ "bert_sim=bert_score_similarity([text1],[text2])\n",
+ "lex_sim=lexical_similarity(text1,text2)\n",
+ "sem_sim,lex_sim,bert_sim"
+ ]
+ },
+ {
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+ "execution_count": 23,
+ "id": "ee351cfa",
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+ "metadata": {},
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+ {
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+ "id": "7653d223",
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| 120 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "Galesi | \n", + "Nike Solo Swoosh Maglia a girocollo in fleece ... | \n", + "Uomo indossa felpa grigia e berretto giallo | \n", + "Nike Solo Swoosh fleece crewneck for men. | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "52 | \n", + "43 | \n", + "41 | \n", + "[[-4.14938219e-02 5.05351052e-02 -6.78515946e... | \n", + "0.089103 | \n", + "0.000000 | \n", + "0.403059 | \n", + "
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| 231 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Dyson logo in the Popular Destinations section. | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "47 | \n", + "[[ 5.76271787e-02 2.62631718e-02 2.59347018e... | \n", + "0.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "
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| 235 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "PlayStation logo. | \n", + "5 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "17 | \n", + "[[ 4.91158478e-03 6.75104260e-02 -2.52502691e... | \n", + "0.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "
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| 303 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "ginevravassallo | \n", + "NaN | \n", + "icona con link che porta alla sezione dello sh... | \n", + "Verified badge indicating quality or authentic... | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "116 | \n", + "50 | \n", + "[[-7.58948848e-02 6.15144260e-02 -3.85873318e... | \n", + "0.096851 | \n", + "0.000000 | \n", + "0.299838 | \n", + "
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| 324 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "gioelepasquini | \n", + "NaN | \n", + "Categoria \"Ricondizionato\" rappresentata da ce... | \n", + "Checkmark icon representing verified or confir... | \n", + "1 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "81 | \n", + "60 | \n", + "[[-4.77926061e-02 2.29691230e-02 -6.35604560e... | \n", + "0.076270 | \n", + "0.000000 | \n", + "0.326892 | \n", + "
| 326 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "gioelepasquini | \n", + "NaN | \n", + "Categoria \"Elettrodomestici\" rappresentata da ... | \n", + "Mixer icon representing household appliances c... | \n", + "1 | \n", + "1 | \n", + "4 | \n", + "0 | \n", + "92 | \n", + "53 | \n", + "[[-4.73297806e-03 4.80419258e-03 -2.22472902e... | \n", + "0.073934 | \n", + "0.000000 | \n", + "0.331974 | \n", + "
| 338 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "l.novelli2@studenti.unipi.it | \n", + "0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*} | \n", + "Giacca impermeabile leggera verde grigio con c... | \n", + "Quechua Men's MH500 Hiking Lightweight Waterpr... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "49 | \n", + "54 | \n", + "71 | \n", + "[[-7.44995624e-02 9.29703861e-02 5.55620529e... | \n", + "0.066426 | \n", + "0.000000 | \n", + "0.291565 | \n", + "
| 437 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "lauracorti | \n", + "Elettrodomestici | \n", + "Sezione Elettrodomestici | \n", + "Discover top appliances to simplify your days,... | \n", + "3 | \n", + "2 | \n", + "4 | \n", + "16 | \n", + "24 | \n", + "111 | \n", + "[[-6.83284551e-02 3.47839892e-02 7.93458149e... | \n", + "0.088925 | \n", + "0.000000 | \n", + "0.278263 | \n", + "
| 440 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "lauracorti | \n", + "Elettrodomestici | \n", + "Sezione Elettrodomestici | \n", + "Discover top appliances to simplify your days,... | \n", + "3 | \n", + "2 | \n", + "4 | \n", + "16 | \n", + "24 | \n", + "111 | \n", + "[[-6.83284551e-02 3.47839892e-02 7.93458149e... | \n", + "0.088925 | \n", + "0.000000 | \n", + "0.278263 | \n", + "
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| 482 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "m.natale8 | \n", + "JACK & JONES Crew Neck Sweatshirt Plain Crew N... | \n", + "Felpa da uomo semplice blu con scollo rotondo. | \n", + "JACK & JONES plain crew neck sweatshirt in nav... | \n", + "1 | \n", + "3 | \n", + "4 | \n", + "60 | \n", + "46 | \n", + "53 | \n", + "[[-8.44018310e-02 3.97722386e-02 -3.78122218e... | \n", + "0.076911 | \n", + "0.000000 | \n", + "0.331193 | \n", + "
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+ " page_url user \\\n",
+ "9 https://giove.isti.cnr.it/users/leonardi/etsy.... Chiara Giordano \n",
+ "68 https://giove.isti.cnr.it/users/leonardi/decat... Enrica Di Rado \n",
+ "71 https://giove.isti.cnr.it/users/leonardi/decat... Enrica Di Rado \n",
+ "636 https://giove.isti.cnr.it/users/leonardi/etsy.... whitewolf \n",
+ "638 https://giove.isti.cnr.it/users/leonardi/etsy.... whitewolf \n",
+ "650 https://giove.isti.cnr.it/users/manca/eBay.html whitewolf \n",
+ "656 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "\n",
+ " original_alt_text \\\n",
+ "9 Carta da regalo natalizia di New York City x 4... \n",
+ "68 Simond Men's MT100 Easyfit 50 L Backpacking Pack \n",
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+ "638 Puzzle in legno personalizzato con fiore di na... \n",
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+ "656 I migliori regali Nike per chi gioca a tennis,... \n",
+ "\n",
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+ "9 Carta da regalo natalizia di New York City x 4... \n",
+ "68 Simond Men's MT100 Easyfit 50 L Backpacking Pack \n",
+ "71 Van Rysel Men's Ultralight Mesh Base Layer \n",
+ "636 Santa Paws: Calendario dell'Avvento personaliz... \n",
+ "638 Puzzle in legno personalizzato con fiore di na... \n",
+ "650 Pialla a filo e spessore combinata per legno 1... \n",
+ "656 I migliori regali Nike per chi gioca a tennis,... \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "9 Carta da regalo natalizia di New York City x 4... 5 \n",
+ "68 Simond Men's MT100 Easyfit 50 L Backpacking Pack 5 \n",
+ "71 Van Rysel Men's Ultralight Mesh Base Layer 5 \n",
+ "636 Santa Paws – Calendario dell'Avvento personali... 4 \n",
+ "638 Puzzle in legno personalizzato con fiore di na... 4 \n",
+ "650 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... 4 \n",
+ "656 I migliori regali Nike per chi gioca a tennis,... 5 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "9 5 5 52 \n",
+ "68 5 3 48 \n",
+ "71 5 3 42 \n",
+ "636 5 4 110 \n",
+ "638 4 4 51 \n",
+ "650 5 3 75 \n",
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+ "71 42 42 \n",
+ "636 106 106 \n",
+ "638 52 51 \n",
+ "650 75 75 \n",
+ "656 67 67 \n",
+ "\n",
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+ "68 [[-1.18939579e-01 5.63375689e-02 -2.27848217e... 1.000000 \n",
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+ "656 [[-7.22139552e-02 6.18477501e-02 -1.44746248e... 1.000000 \n",
+ "\n",
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+ "9 1.0 1.000000 \n",
+ "68 1.0 1.000000 \n",
+ "71 1.0 1.000000 \n",
+ "636 1.0 0.952616 \n",
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| 636 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "whitewolf | \n", + "Santa Paws – Calendario dell'Avvento perso... | \n", + "Santa Paws: Calendario dell'Avvento personaliz... | \n", + "Santa Paws – Calendario dell'Avvento personali... | \n", + "4 | \n", + "5 | \n", + "4 | \n", + "110 | \n", + "106 | \n", + "106 | \n", + "[[-3.20765600e-02 1.17795162e-01 -1.06675858e... | \n", + "0.982137 | \n", + "1.0 | \n", + "0.952616 | \n", + "
| 638 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "whitewolf | \n", + "Puzzle in legno personalizzato con fiore di na... | \n", + "Puzzle in legno personalizzato con fiore di na... | \n", + "Puzzle in legno personalizzato con fiore di na... | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "51 | \n", + "52 | \n", + "51 | \n", + "[[ 7.63007207e-03 8.65527913e-02 -1.79188233e... | \n", + "0.987905 | \n", + "1.0 | \n", + "0.960110 | \n", + "
| 650 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "Pialla a filo e spessore combinata per legno 1... | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "75 | \n", + "75 | \n", + "75 | \n", + "[[-4.77450639e-02 1.10398911e-01 -8.18440393e... | \n", + "1.000000 | \n", + "1.0 | \n", + "1.000000 | \n", + "
| 656 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "5 | \n", + "4 | \n", + "5 | \n", + "67 | \n", + "67 | \n", + "67 | \n", + "[[-7.22139552e-02 6.18477501e-02 -1.44746248e... | \n", + "1.000000 | \n", + "1.0 | \n", + "1.000000 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "230 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "231 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "232 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "233 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "234 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "235 https://giove.isti.cnr.it/users/manca/eBay.html a.caleo5 \n",
+ "\n",
+ " original_alt_text user_alt_text \\\n",
+ "230 NaN NaN \n",
+ "231 NaN NaN \n",
+ "232 NaN NaN \n",
+ "233 NaN NaN \n",
+ "234 NaN NaN \n",
+ "235 NaN NaN \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "230 Apple logo, linking to Apple-related products ... 5 \n",
+ "231 Dyson logo in the Popular Destinations section. 5 \n",
+ "232 Samsung logo representing the brand. 5 \n",
+ "233 Nintendo logo in a list of popular destination... 5 \n",
+ "234 Pokémon logo, part of popular destinations on ... 5 \n",
+ "235 PlayStation logo. 5 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "230 1 2 0 \n",
+ "231 1 1 0 \n",
+ "232 1 1 0 \n",
+ "233 1 1 0 \n",
+ "234 1 1 0 \n",
+ "235 1 2 0 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "230 0 54 \n",
+ "231 0 47 \n",
+ "232 0 36 \n",
+ "233 0 56 \n",
+ "234 0 51 \n",
+ "235 0 17 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "230 [[-3.56054120e-02 5.04426807e-02 2.56106518e... 0.0 \n",
+ "231 [[ 5.76271787e-02 2.62631718e-02 2.59347018e... 0.0 \n",
+ "232 [[-1.07634209e-01 1.01994224e-01 1.84976950e... 0.0 \n",
+ "233 [[ 2.11131535e-02 2.43850537e-02 3.48974415e... 0.0 \n",
+ "234 [[-4.78413701e-02 8.03827867e-02 3.64725362e... 0.0 \n",
+ "235 [[ 4.91158478e-03 6.75104260e-02 -2.52502691e... 0.0 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity \n",
+ "230 0.0 0.0 \n",
+ "231 0.0 0.0 \n",
+ "232 0.0 0.0 \n",
+ "233 0.0 0.0 \n",
+ "234 0.0 0.0 \n",
+ "235 0.0 0.0 "
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#caso di testo descrittivo dove llm genera alt text non vuoto a partire da user alt text vuoto\n",
+ "\n",
+ "aggregated_statistic_pd[(aggregated_statistic_pd['user_alt_text_length'] == 0) & (aggregated_statistic_pd['llm_alt_text_length'] > 0)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "29e5c69b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 230 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Apple logo, linking to Apple-related products ... | \n", + "5 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "54 | \n", + "[[-3.56054120e-02 5.04426807e-02 2.56106518e... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 231 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Dyson logo in the Popular Destinations section. | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "47 | \n", + "[[ 5.76271787e-02 2.62631718e-02 2.59347018e... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 232 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Samsung logo representing the brand. | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "36 | \n", + "[[-1.07634209e-01 1.01994224e-01 1.84976950e... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 233 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Nintendo logo in a list of popular destination... | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "56 | \n", + "[[ 2.11131535e-02 2.43850537e-02 3.48974415e... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 234 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "Pokémon logo, part of popular destinations on ... | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "51 | \n", + "[[-4.78413701e-02 8.03827867e-02 3.64725362e... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 235 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "a.caleo5 | \n", + "NaN | \n", + "NaN | \n", + "PlayStation logo. | \n", + "5 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "17 | \n", + "[[ 4.91158478e-03 6.75104260e-02 -2.52502691e... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "11 https://giove.isti.cnr.it/users/leonardi/etsy.... Chiara Giordano \n",
+ "13 https://giove.isti.cnr.it/users/manca/amazon_m... Chiara Giordano \n",
+ "24 https://giove.isti.cnr.it/users/leonardi/nike.... Chiara Giordano \n",
+ "25 https://giove.isti.cnr.it/users/leonardi/nike.... Chiara Giordano \n",
+ "27 https://giove.isti.cnr.it/users/leonardi/nike.... Chiara Giordano \n",
+ ".. ... ... \n",
+ "646 https://giove.isti.cnr.it/users/manca/eBay.html whitewolf \n",
+ "649 https://giove.isti.cnr.it/users/manca/eBay.html whitewolf \n",
+ "650 https://giove.isti.cnr.it/users/manca/eBay.html whitewolf \n",
+ "651 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "652 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "\n",
+ " original_alt_text \\\n",
+ "11 Stampa artistica personalizzata del luogo pref... \n",
+ "13 Polo Club Maglione a Treccia da Uomo con Logo ... \n",
+ "24 Le 11 migliori idee regalo Nike per la spiaggia \n",
+ "25 Le migliori felpe con cappuccio da basket Nike \n",
+ "27 Migliori giacche e smanicati da running Nike d... \n",
+ ".. ... \n",
+ "646 SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO... \n",
+ "649 BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180... \n",
+ "650 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... \n",
+ "651 Jordan Sport Hoop Fleece Felpa con cappuccio e... \n",
+ "652 Nike Club Felpa con cappuccio e zip a tutta lu... \n",
+ "\n",
+ " user_alt_text \\\n",
+ "11 Stampa artistica personalizzata con timbro di ... \n",
+ "13 Polo Club Maglione a Treccia da Uomo Nero con ... \n",
+ "24 Guida agli acquisti: Le 11 migliori idee regal... \n",
+ "25 Guida agli acquisti: Le migliori felpe con cap... \n",
+ "27 Guida agli acquisti: Migliori giacche e smanic... \n",
+ ".. ... \n",
+ "646 Sega a nastro da banco per legno 350W. Goniome... \n",
+ "649 Betoniera elettrica 180L 800W Scheppach MIX180... \n",
+ "650 Pialla a filo e spessore combinata per legno 1... \n",
+ "651 Felpa con cappuccio e zip a tutta lunghezza Dr... \n",
+ "652 Felpa con cappuccio e zip a tutta lunghezza in... \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "11 Stampa artistica personalizzata del luogo pref... 5 \n",
+ "13 Polo Club Maglione a Treccia da Uomo con Logo ... 4 \n",
+ "24 Nike beach gift ideas: sandcastle and casual o... 4 \n",
+ "25 Le migliori felpe con cappuccio da basket Nike... 4 \n",
+ "27 Migliori giacche e smanicati Nike da running p... 4 \n",
+ ".. ... ... \n",
+ "646 Scheppach HBS30 bandsaw, 350W with miter gauge... 3 \n",
+ "649 Electric cement mixer 180L 800W Scheppach MIX1... 4 \n",
+ "650 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... 4 \n",
+ "651 Jordan Sport Hoop Fleece hoodie with full zip ... 4 \n",
+ "652 Nike Club full-zip fleece hoodie for men in gr... 4 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "11 5 4 96 \n",
+ "13 5 3 60 \n",
+ "24 3 3 47 \n",
+ "25 4 3 46 \n",
+ "27 5 3 75 \n",
+ ".. ... ... ... \n",
+ "646 4 2 79 \n",
+ "649 5 3 79 \n",
+ "650 5 3 75 \n",
+ "651 4 3 83 \n",
+ "652 5 3 70 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "11 73 96 \n",
+ "13 65 60 \n",
+ "24 68 69 \n",
+ "25 67 70 \n",
+ "27 97 63 \n",
+ ".. ... ... \n",
+ "646 82 69 \n",
+ "649 80 67 \n",
+ "650 75 75 \n",
+ "651 82 77 \n",
+ "652 72 74 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "11 [[-6.29436001e-02 9.87617299e-02 2.35087499e... 0.950213 \n",
+ "13 [[ 3.73445638e-02 5.69114313e-02 -5.50873205e... 0.962026 \n",
+ "24 [[-1.76537521e-02 8.92246813e-02 2.31227241e... 0.197167 \n",
+ "25 [[ 1.43446000e-02 3.94953415e-02 -5.70848510e... 0.877610 \n",
+ "27 [[-7.78172687e-02 1.27397552e-01 -6.02752306e... 0.840491 \n",
+ ".. ... ... \n",
+ "646 [[-5.81410266e-02 3.98676358e-02 -5.96914813e... 0.272787 \n",
+ "649 [[-7.10978955e-02 -1.22712785e-02 -7.89465290e... 0.658857 \n",
+ "650 [[-4.77450639e-02 1.10398911e-01 -8.18440393e... 1.000000 \n",
+ "651 [[-4.96951006e-02 1.49007842e-01 -2.94782873e... 0.648578 \n",
+ "652 [[-4.15091664e-02 8.97801593e-02 -3.34872603e... 0.459371 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity \n",
+ "11 0.846647 0.874647 \n",
+ "13 0.913811 0.981457 \n",
+ "24 0.048405 0.382570 \n",
+ "25 0.623734 0.829018 \n",
+ "27 0.463512 0.790780 \n",
+ ".. ... ... \n",
+ "646 0.160440 0.588332 \n",
+ "649 0.241299 0.730138 \n",
+ "650 1.000000 1.000000 \n",
+ "651 0.318916 0.551484 \n",
+ "652 0.237900 0.476374 \n",
+ "\n",
+ "[102 rows x 15 columns]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]==1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "1052e520",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total strange NEGATIVE MISMATCHES found: 102\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch di 1\n",
+ "print(\"Total strange NEGATIVE MISMATCHES found:\",len(aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]==1]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "3ff650c5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Percentage strange NEGATIVE MISMATCHES found:: 15.52511415525114\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Percentage strange NEGATIVE MISMATCHES found::\",len(aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]==1])/len(aggregated_statistic_pd)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "f889e07f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total strange NEGATIVE BIG MISMATCHES found: 27\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch > di 1\n",
+ "print(\"Total strange NEGATIVE BIG MISMATCHES found:\",len(aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]>1]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "ca53af41",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Percentage strange BIG NEGATIVE MISMATCHES found:: 4.10958904109589\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Percentage strange BIG NEGATIVE MISMATCHES found::\",len(aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]>1])/len(aggregated_statistic_pd)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "03ef71cd",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total strange total NEGATIVE MISMATCHES found: 129\n",
+ "Percentage strange total NEGATIVE MISMATCHES found:: 19.63470319634703\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch >= di 1\n",
+ "print(\"Total strange total NEGATIVE MISMATCHES found:\",len(aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]>=1]))\n",
+ "print(\"Percentage strange total NEGATIVE MISMATCHES found::\",len(aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]>=1])/len(aggregated_statistic_pd)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "c67fd0fa",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total NO MISMATCHES found: 250\n",
+ "Percentage NO MISMATCHES found:: 38.051750380517504\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch di 0\n",
+ "print(\"Total NO MISMATCHES found:\",len(aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]==0]))\n",
+ "print(\"Percentage NO MISMATCHES found::\",len(aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]==0])/len(aggregated_statistic_pd)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "9dcd0635",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total POSITIVE MISMATCHES found: 278\n",
+ "Percentage POSITIVE MISMATCHES found:: 42.31354642313546\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch a favore LLM\n",
+ "print(\"Total POSITIVE MISMATCHES found:\",len(aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]<=-1]))\n",
+ "print(\"Percentage POSITIVE MISMATCHES found::\",len(aggregated_statistic_pd[aggregated_statistic_pd[\"user_assessment\"]-aggregated_statistic_pd[\"user_llm_assessment\"]<=-1])/len(aggregated_statistic_pd)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "id": "37cddbdd",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total strange POSITIVE MISMATCHES WITH SAME TEXT found 10\n",
+ "Percentage strange POSITIVE MISMATCHES WITH SAME TEXT found: 2.0242914979757085\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch a favore LLM a parità di testo\n",
+ "\n",
+ "print(\"Total strange POSITIVE MISMATCHES WITH SAME TEXT found\", \n",
+ " len(aggregated_statistic_pd[\n",
+ " (aggregated_statistic_pd[\"user_assessment\"] - aggregated_statistic_pd[\"user_llm_assessment\"] <= -1) & \n",
+ " (aggregated_statistic_pd[\"original_alt_text\"] == aggregated_statistic_pd[\"llm_alt_text\"])\n",
+ " ]))\n",
+ "print(\"Percentage strange POSITIVE MISMATCHES WITH SAME TEXT found:\",len(aggregated_statistic_pd[\n",
+ " (aggregated_statistic_pd[\"user_assessment\"] - aggregated_statistic_pd[\"user_llm_assessment\"] <= -1) & \n",
+ " (aggregated_statistic_pd[\"original_alt_text\"] == aggregated_statistic_pd[\"llm_alt_text\"])\n",
+ " ])/len(aggregated_statistic_pd)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "724afdf5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total strange NEGATIVE MISMATCHES WITH SAME TEXT found 22\n",
+ "Percentage strange NEGATIVE MISMATCHES WITH SAME TEXT found: 4.4534412955465585\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch a discapitp LLM a parità di testo\n",
+ "\n",
+ "print(\"Total strange NEGATIVE MISMATCHES WITH SAME TEXT found\", \n",
+ " len(aggregated_statistic_pd[\n",
+ " (aggregated_statistic_pd[\"user_assessment\"] - aggregated_statistic_pd[\"user_llm_assessment\"] >=1) & \n",
+ " (aggregated_statistic_pd[\"original_alt_text\"] == aggregated_statistic_pd[\"llm_alt_text\"])\n",
+ " ]))\n",
+ "print(\"Percentage strange NEGATIVE MISMATCHES WITH SAME TEXT found:\",len(aggregated_statistic_pd[\n",
+ " (aggregated_statistic_pd[\"user_assessment\"] - aggregated_statistic_pd[\"user_llm_assessment\"] >=1) & \n",
+ " (aggregated_statistic_pd[\"original_alt_text\"] == aggregated_statistic_pd[\"llm_alt_text\"])\n",
+ " ])/len(aggregated_statistic_pd)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "718072e4",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total original user assessments sum: 1818\n",
+ "Total LLM assessments sum: 2241\n",
+ "Total user LLM-assessments sum: 2200\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Total original user assessments sum:\",aggregated_statistic_pd[\"user_assessment\"].sum())\n",
+ "print(\"Total LLM assessments sum:\",aggregated_statistic_pd[\"llm_assessment\"].sum())\n",
+ "print(\"Total user LLM-assessments sum:\",aggregated_statistic_pd[\"user_llm_assessment\"].sum())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2ca437ca",
+ "metadata": {},
+ "source": [
+ "# elimino duplicati (errori di salvataggio da parte utenti)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "e08e6f1b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "Stampa artistica personalizzata con timbro di ... | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "5 | \n", + "5 | \n", + "4 | \n", + "96 | \n", + "73 | \n", + "96 | \n", + "[[-6.29436001e-02 9.87617299e-02 2.35087499e... | \n", + "0.950213 | \n", + "0.846647 | \n", + "0.874647 | \n", + "
| 13 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "Chiara Giordano | \n", + "Polo Club Maglione a Treccia da Uomo con Logo ... | \n", + "Polo Club Maglione a Treccia da Uomo Nero con ... | \n", + "Polo Club Maglione a Treccia da Uomo con Logo ... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "60 | \n", + "65 | \n", + "60 | \n", + "[[ 3.73445638e-02 5.69114313e-02 -5.50873205e... | \n", + "0.962026 | \n", + "0.913811 | \n", + "0.981457 | \n", + "
| 24 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "Chiara Giordano | \n", + "Le 11 migliori idee regalo Nike per la spiaggia | \n", + "Guida agli acquisti: Le 11 migliori idee regal... | \n", + "Nike beach gift ideas: sandcastle and casual o... | \n", + "4 | \n", + "3 | \n", + "3 | \n", + "47 | \n", + "68 | \n", + "69 | \n", + "[[-1.76537521e-02 8.92246813e-02 2.31227241e... | \n", + "0.197167 | \n", + "0.048405 | \n", + "0.382570 | \n", + "
| 25 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "Chiara Giordano | \n", + "Le migliori felpe con cappuccio da basket Nike | \n", + "Guida agli acquisti: Le migliori felpe con cap... | \n", + "Le migliori felpe con cappuccio da basket Nike... | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "46 | \n", + "67 | \n", + "70 | \n", + "[[ 1.43446000e-02 3.94953415e-02 -5.70848510e... | \n", + "0.877610 | \n", + "0.623734 | \n", + "0.829018 | \n", + "
| 27 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "Chiara Giordano | \n", + "Migliori giacche e smanicati da running Nike d... | \n", + "Guida agli acquisti: Migliori giacche e smanic... | \n", + "Migliori giacche e smanicati Nike da running p... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "75 | \n", + "97 | \n", + "63 | \n", + "[[-7.78172687e-02 1.27397552e-01 -6.02752306e... | \n", + "0.840491 | \n", + "0.463512 | \n", + "0.790780 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 646 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO... | \n", + "Sega a nastro da banco per legno 350W. Goniome... | \n", + "Scheppach HBS30 bandsaw, 350W with miter gauge... | \n", + "3 | \n", + "4 | \n", + "2 | \n", + "79 | \n", + "82 | \n", + "69 | \n", + "[[-5.81410266e-02 3.98676358e-02 -5.96914813e... | \n", + "0.272787 | \n", + "0.160440 | \n", + "0.588332 | \n", + "
| 649 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180... | \n", + "Betoniera elettrica 180L 800W Scheppach MIX180... | \n", + "Electric cement mixer 180L 800W Scheppach MIX1... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "79 | \n", + "80 | \n", + "67 | \n", + "[[-7.10978955e-02 -1.22712785e-02 -7.89465290e... | \n", + "0.658857 | \n", + "0.241299 | \n", + "0.730138 | \n", + "
| 650 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "Pialla a filo e spessore combinata per legno 1... | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "75 | \n", + "75 | \n", + "75 | \n", + "[[-4.77450639e-02 1.10398911e-01 -8.18440393e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "
| 651 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Jordan Sport Hoop Fleece Felpa con cappuccio e... | \n", + "Felpa con cappuccio e zip a tutta lunghezza Dr... | \n", + "Jordan Sport Hoop Fleece hoodie with full zip ... | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "83 | \n", + "82 | \n", + "77 | \n", + "[[-4.96951006e-02 1.49007842e-01 -2.94782873e... | \n", + "0.648578 | \n", + "0.318916 | \n", + "0.551484 | \n", + "
| 652 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Club Felpa con cappuccio e zip a tutta lu... | \n", + "Felpa con cappuccio e zip a tutta lunghezza in... | \n", + "Nike Club full-zip fleece hoodie for men in gr... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "70 | \n", + "72 | \n", + "74 | \n", + "[[-4.15091664e-02 8.97801593e-02 -3.34872603e... | \n", + "0.459371 | \n", + "0.237900 | \n", + "0.476374 | \n", + "
102 rows × 15 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "77 https://giove.isti.cnr.it/users/leonardi/etsy.... Enrica Di Rado \n",
+ "86 https://giove.isti.cnr.it/users/manca/eBay.html Enrica Di Rado \n",
+ "178 https://giove.isti.cnr.it/users/leonardi/etsy.... Sara Pagliarecci \n",
+ "181 https://giove.isti.cnr.it/users/leonardi/etsy.... Sara Pagliarecci \n",
+ "184 https://giove.isti.cnr.it/users/manca/amazon_m... Sara Pagliarecci \n",
+ "387 https://giove.isti.cnr.it/users/leonardi/nike.... l.pecorella \n",
+ "479 https://giove.isti.cnr.it/users/manca/amazon_m... m.natale8 \n",
+ "488 https://giove.isti.cnr.it/users/manca/amazon_m... m.natale8 \n",
+ "632 https://giove.isti.cnr.it/users/leonardi/decat... whitewolf \n",
+ "654 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "\n",
+ " original_alt_text \\\n",
+ "77 Puzzle in legno personalizzato con fiore di na... \n",
+ "86 SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO... \n",
+ "178 Organic Cotton Kids Play Rug: Montessori Road ... \n",
+ "181 Ciondolo con ritratto di animale domestico in ... \n",
+ "184 Amazon Essentials Uomo Maglione da Pescatore G... \n",
+ "387 Gli otto migliori regali Nike per lo yoga \n",
+ "479 Amazon Essentials Uomo Maglione da Pescatore G... \n",
+ "488 Amazon Essentials Uomo Maglione da Pescatore G... \n",
+ "632 Van Rysel Men's Ultralight Mesh Base Layer \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \n",
+ "\n",
+ " user_alt_text \\\n",
+ "77 Puzzle in legno personalizzato raffigurante un... \n",
+ "86 Sega a nastro da banco per legno, da 350W con ... \n",
+ "178 tappeto con mappa stradale per bambini in coto... \n",
+ "181 Ciondoli/etichette in pelle per borsa con ritr... \n",
+ "184 maglione da pescatore verde scuro, lavorato a ... \n",
+ "387 Accessori Nike per lo yoga, i migliori regali \n",
+ "479 Maglione leggero verde scuro da uomo con giroc... \n",
+ "488 Maglione verde in cotone con lavorazione a tre... \n",
+ "632 Van Rysel Men's ultralight mesh base layer in ... \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "77 Puzzle in legno personalizzato con fiore di na... 2 \n",
+ "86 SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO... 2 \n",
+ "178 Organic Cotton Kids Play Rug: Montessori Road ... 2 \n",
+ "181 Ciondolo con ritratto di animale domestico in ... 3 \n",
+ "184 Amazon Essentials Uomo Maglione da Pescatore G... 3 \n",
+ "387 Gli otto migliori regali Nike per lo yoga 2 \n",
+ "479 Amazon Essentials Uomo Maglione da Pescatore G... 2 \n",
+ "488 Amazon Essentials Uomo Maglione da Pescatore G... 2 \n",
+ "632 Van Rysel Men's Ultralight Mesh Base Layer 1 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "77 4 3 51 \n",
+ "86 4 3 79 \n",
+ "178 5 4 70 \n",
+ "181 5 4 117 \n",
+ "184 4 4 92 \n",
+ "387 5 4 41 \n",
+ "479 5 3 92 \n",
+ "488 5 3 92 \n",
+ "632 5 3 42 \n",
+ "654 5 4 56 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "77 86 51 \n",
+ "86 96 79 \n",
+ "178 58 70 \n",
+ "181 81 117 \n",
+ "184 52 92 \n",
+ "387 45 41 \n",
+ "479 135 92 \n",
+ "488 114 92 \n",
+ "632 64 42 \n",
+ "654 52 56 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "77 [[ 7.63007207e-03 8.65527913e-02 -1.79188233e... 0.817844 \n",
+ "86 [[-1.23494659e-02 2.13317610e-02 -7.92322829e... 0.807436 \n",
+ "178 [[ 7.06797168e-02 -8.27289745e-03 4.63274047e... 0.105063 \n",
+ "181 [[-1.33997677e-02 7.38944262e-02 -3.12279128e... 0.764004 \n",
+ "184 [[ 1.79773960e-02 1.30530149e-01 -4.79518548e... 0.608831 \n",
+ "387 [[-3.91517766e-02 6.30479455e-02 -4.93284650e... 0.916142 \n",
+ "479 [[ 1.79773960e-02 1.30530149e-01 -4.79518548e... 0.685681 \n",
+ "488 [[ 1.79773960e-02 1.30530149e-01 -4.79518548e... 0.563524 \n",
+ "632 [[-6.29605651e-02 5.91232181e-02 4.51525822e... 0.839603 \n",
+ "654 [[-5.39165661e-02 5.89501821e-02 -6.87802508e... 0.975856 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity \n",
+ "77 0.568761 0.830627 \n",
+ "86 0.695284 0.802181 \n",
+ "178 0.000000 0.380012 \n",
+ "181 0.529988 0.848401 \n",
+ "184 0.272060 0.709881 \n",
+ "387 0.673521 0.833773 \n",
+ "479 0.444857 0.752593 \n",
+ "488 0.152346 0.653355 \n",
+ "632 0.685388 0.843582 \n",
+ "654 0.867364 0.936773 "
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[(df[\"user_assessment\"] - df[\"user_llm_assessment\"] <= -1) & \n",
+ " (df[\"original_alt_text\"] == df[\"llm_alt_text\"])]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "a998ed24",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total strange NEGATIVE MISMATCHES WITH SAME TEXT found 22\n",
+ "Percentage strange NEGATIVE MISMATCHES WITH SAME TEXT found: 4.4534412955465585\n"
+ ]
+ }
+ ],
+ "source": [
+ "# il delta mismatch a discapitp LLM a parità di testo\n",
+ "\n",
+ "print(\"Total strange NEGATIVE MISMATCHES WITH SAME TEXT found\", \n",
+ " len(df[\n",
+ " (df[\"user_assessment\"] - df[\"user_llm_assessment\"] >=1) & \n",
+ " (df[\"original_alt_text\"] == df[\"llm_alt_text\"])\n",
+ " ]))\n",
+ "print(\"Percentage strange NEGATIVE MISMATCHES WITH SAME TEXT found:\",len(df[\n",
+ " (df[\"user_assessment\"] - df[\"user_llm_assessment\"] >=1) & \n",
+ " (df[\"original_alt_text\"] == df[\"llm_alt_text\"])\n",
+ " ])/len(df)*100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "1e273375",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 77 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Enrica Di Rado | \n", + "Puzzle in legno personalizzato con fiore di na... | \n", + "Puzzle in legno personalizzato raffigurante un... | \n", + "Puzzle in legno personalizzato con fiore di na... | \n", + "2 | \n", + "4 | \n", + "3 | \n", + "51 | \n", + "86 | \n", + "51 | \n", + "[[ 7.63007207e-03 8.65527913e-02 -1.79188233e... | \n", + "0.817844 | \n", + "0.568761 | \n", + "0.830627 | \n", + "
| 86 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Enrica Di Rado | \n", + "SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO... | \n", + "Sega a nastro da banco per legno, da 350W con ... | \n", + "SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO... | \n", + "2 | \n", + "4 | \n", + "3 | \n", + "79 | \n", + "96 | \n", + "79 | \n", + "[[-1.23494659e-02 2.13317610e-02 -7.92322829e... | \n", + "0.807436 | \n", + "0.695284 | \n", + "0.802181 | \n", + "
| 178 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Sara Pagliarecci | \n", + "Organic Cotton Kids Play Rug: Montessori Road ... | \n", + "tappeto con mappa stradale per bambini in coto... | \n", + "Organic Cotton Kids Play Rug: Montessori Road ... | \n", + "2 | \n", + "5 | \n", + "4 | \n", + "70 | \n", + "58 | \n", + "70 | \n", + "[[ 7.06797168e-02 -8.27289745e-03 4.63274047e... | \n", + "0.105063 | \n", + "0.000000 | \n", + "0.380012 | \n", + "
| 181 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Sara Pagliarecci | \n", + "Ciondolo con ritratto di animale domestico in ... | \n", + "Ciondoli/etichette in pelle per borsa con ritr... | \n", + "Ciondolo con ritratto di animale domestico in ... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "117 | \n", + "81 | \n", + "117 | \n", + "[[-1.33997677e-02 7.38944262e-02 -3.12279128e... | \n", + "0.764004 | \n", + "0.529988 | \n", + "0.848401 | \n", + "
| 184 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "Sara Pagliarecci | \n", + "Amazon Essentials Uomo Maglione da Pescatore G... | \n", + "maglione da pescatore verde scuro, lavorato a ... | \n", + "Amazon Essentials Uomo Maglione da Pescatore G... | \n", + "3 | \n", + "4 | \n", + "4 | \n", + "92 | \n", + "52 | \n", + "92 | \n", + "[[ 1.79773960e-02 1.30530149e-01 -4.79518548e... | \n", + "0.608831 | \n", + "0.272060 | \n", + "0.709881 | \n", + "
| 387 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "l.pecorella | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "Accessori Nike per lo yoga, i migliori regali | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "2 | \n", + "5 | \n", + "4 | \n", + "41 | \n", + "45 | \n", + "41 | \n", + "[[-3.91517766e-02 6.30479455e-02 -4.93284650e... | \n", + "0.916142 | \n", + "0.673521 | \n", + "0.833773 | \n", + "
| 479 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "m.natale8 | \n", + "Amazon Essentials Uomo Maglione da Pescatore G... | \n", + "Maglione leggero verde scuro da uomo con giroc... | \n", + "Amazon Essentials Uomo Maglione da Pescatore G... | \n", + "2 | \n", + "5 | \n", + "3 | \n", + "92 | \n", + "135 | \n", + "92 | \n", + "[[ 1.79773960e-02 1.30530149e-01 -4.79518548e... | \n", + "0.685681 | \n", + "0.444857 | \n", + "0.752593 | \n", + "
| 488 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "m.natale8 | \n", + "Amazon Essentials Uomo Maglione da Pescatore G... | \n", + "Maglione verde in cotone con lavorazione a tre... | \n", + "Amazon Essentials Uomo Maglione da Pescatore G... | \n", + "2 | \n", + "5 | \n", + "3 | \n", + "92 | \n", + "114 | \n", + "92 | \n", + "[[ 1.79773960e-02 1.30530149e-01 -4.79518548e... | \n", + "0.563524 | \n", + "0.152346 | \n", + "0.653355 | \n", + "
| 632 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "whitewolf | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "Van Rysel Men's ultralight mesh base layer in ... | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "1 | \n", + "5 | \n", + "3 | \n", + "42 | \n", + "64 | \n", + "42 | \n", + "[[-6.29605651e-02 5.91232181e-02 4.51525822e... | \n", + "0.839603 | \n", + "0.685388 | \n", + "0.843582 | \n", + "
| 654 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "[[-5.39165661e-02 5.89501821e-02 -6.87802508e... | \n", + "0.975856 | \n", + "0.867364 | \n", + "0.936773 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url \\\n",
+ "11 https://giove.isti.cnr.it/users/leonardi/etsy.... \n",
+ "13 https://giove.isti.cnr.it/users/manca/amazon_m... \n",
+ "68 https://giove.isti.cnr.it/users/leonardi/decat... \n",
+ "71 https://giove.isti.cnr.it/users/leonardi/decat... \n",
+ "73 https://giove.isti.cnr.it/users/leonardi/etsy.... \n",
+ "87 https://giove.isti.cnr.it/users/manca/eBay.html \n",
+ "136 https://giove.isti.cnr.it/users/leonardi/nike.... \n",
+ "142 https://giove.isti.cnr.it/users/manca/eBay.html \n",
+ "143 https://giove.isti.cnr.it/users/manca/eBay.html \n",
+ "253 https://giove.isti.cnr.it/users/manca/amazon_m... \n",
+ "281 https://giove.isti.cnr.it/users/leonardi/etsy.... \n",
+ "342 https://giove.isti.cnr.it/users/leonardi/etsy.... \n",
+ "349 https://giove.isti.cnr.it/users/manca/amazon_m... \n",
+ "360 https://giove.isti.cnr.it/users/manca/eBay.html \n",
+ "362 https://giove.isti.cnr.it/users/leonardi/nike.... \n",
+ "424 https://giove.isti.cnr.it/users/manca/amazon_m... \n",
+ "425 https://giove.isti.cnr.it/users/manca/amazon_m... \n",
+ "434 https://giove.isti.cnr.it/users/manca/amazon_m... \n",
+ "442 https://giove.isti.cnr.it/users/leonardi/nike.... \n",
+ "629 https://giove.isti.cnr.it/users/leonardi/decat... \n",
+ "639 https://giove.isti.cnr.it/users/manca/amazon_m... \n",
+ "650 https://giove.isti.cnr.it/users/manca/eBay.html \n",
+ "\n",
+ " user \\\n",
+ "11 Chiara Giordano \n",
+ "13 Chiara Giordano \n",
+ "68 Enrica Di Rado \n",
+ "71 Enrica Di Rado \n",
+ "73 Enrica Di Rado \n",
+ "87 Enrica Di Rado \n",
+ "136 Giorgia \n",
+ "142 Giorgia \n",
+ "143 Giorgia \n",
+ "253 e.covitti \n",
+ "281 ginevravassallo \n",
+ "342 l.novelli2@studenti.unipi.it \n",
+ "349 l.novelli2@studenti.unipi.it \n",
+ "360 l.novelli2@studenti.unipi.it \n",
+ "362 l.novelli2@studenti.unipi.it \n",
+ "424 lauracorti \n",
+ "425 lauracorti \n",
+ "434 lauracorti \n",
+ "442 lauracorti \n",
+ "629 whitewolf \n",
+ "639 whitewolf \n",
+ "650 whitewolf \n",
+ "\n",
+ " original_alt_text \\\n",
+ "11 Stampa artistica personalizzata del luogo pref... \n",
+ "13 Polo Club Maglione a Treccia da Uomo con Logo ... \n",
+ "68 Simond Men's MT100 Easyfit 50 L Backpacking Pack \n",
+ "71 Van Rysel Men's Ultralight Mesh Base Layer \n",
+ "73 Anello con ciondolo Kizzi \n",
+ "87 TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER... \n",
+ "136 Nike Tech Pantaloni jogger in fleece – Uomo \n",
+ "142 BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180... \n",
+ "143 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... \n",
+ "253 Annuncio sponsorizzato – Diana Studio - Maglia... \n",
+ "281 Cappellino snapback Blowfish Designs in vellut... \n",
+ "342 Organic Cotton Kids Play Rug: Montessori Road ... \n",
+ "349 Amazon Essentials Uomo Maglione da Pescatore G... \n",
+ "360 CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG... \n",
+ "362 Jordan Flight Giacca puffer in piumino – Uomo \n",
+ "424 Annuncio sponsorizzato – Polo Club Maglione Uo... \n",
+ "425 Annuncio sponsorizzato – Diana Studio - Maglia... \n",
+ "434 Amazon Essentials Uomo Maglione Pullover con S... \n",
+ "442 Nike Therma Maglia fitness con zip a tutta lun... \n",
+ "629 Simond Men's MT100 Easyfit 50 L Backpacking Pack \n",
+ "639 AC Milan Teddy Bear Peluche, Orsacchiotto, Pro... \n",
+ "650 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... \n",
+ "\n",
+ " user_alt_text \\\n",
+ "11 Stampa artistica personalizzata con timbro di ... \n",
+ "13 Polo Club Maglione a Treccia da Uomo Nero con ... \n",
+ "68 Simond Men's MT100 Easyfit 50 L Backpacking Pack \n",
+ "71 Van Rysel Men's Ultralight Mesh Base Layer \n",
+ "73 Anello con ciondolo Kizzi della marca GemBlue \n",
+ "87 Trapano a colonna da banco con puntatore laser... \n",
+ "136 Nike Tech Pantaloni jogger in fleece – Uomo, c... \n",
+ "142 BETONIERA ELETTRICA 180L 800W 230V SCHEPPACH M... \n",
+ "143 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... \n",
+ "253 Annuncio sponsorizzato – Diana Studio - Maglia... \n",
+ "281 Cappello da pescatore in velluto a coste blu \n",
+ "342 Tappeto gioco bambini in cotone con motivo str... \n",
+ "349 Maglione uomo girocollo a coste con motivi geo... \n",
+ "360 CONSOLE SONY PLAYSTATION 1 CON UN CONTROLLER E... \n",
+ "362 Jordan Flight Giaccone velluto in piumino nero... \n",
+ "424 Polo Club Maglione Uomo Maniche Lunghe Maglion... \n",
+ "425 Diana Studio - Maglia a Collo Alto Basico in 1... \n",
+ "434 Amazon Essentials Uomo Maglione Pullover Blu c... \n",
+ "442 Nike Therma Maglia fitness con zip a manica lu... \n",
+ "629 Technical Men's Easyfit Backpacking Pack. Idea... \n",
+ "639 AC Milan Orsacchiotto Teddy Peluche. Prodotto ... \n",
+ "650 Pialla a filo e spessore combinata per legno 1... \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "11 Stampa artistica personalizzata del luogo pref... 5 \n",
+ "13 Polo Club Maglione a Treccia da Uomo con Logo ... 4 \n",
+ "68 Simond Men's MT100 Easyfit 50 L Backpacking Pack 5 \n",
+ "71 Van Rysel Men's Ultralight Mesh Base Layer 5 \n",
+ "73 Anello con ciondolo Kizzi 4 \n",
+ "87 TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER... 4 \n",
+ "136 Nike Tech Pantaloni jogger in fleece – Uomo 3 \n",
+ "142 BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180... 4 \n",
+ "143 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... 4 \n",
+ "253 Annuncio sponsorizzato – Diana Studio - Maglia... 5 \n",
+ "281 Cappellino snapback Blowfish Designs in vellut... 3 \n",
+ "342 Organic Cotton Kids Play Rug: Montessori Road ... 4 \n",
+ "349 Amazon Essentials Uomo Maglione da Pescatore G... 3 \n",
+ "360 CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG... 4 \n",
+ "362 Jordan Flight Giacca puffer in piumino – Uomo 3 \n",
+ "424 Annuncio sponsorizzato – Polo Club Maglione Uo... 4 \n",
+ "425 Annuncio sponsorizzato – Diana Studio - Maglia... 4 \n",
+ "434 Amazon Essentials Uomo Maglione Pullover con S... 4 \n",
+ "442 Nike Therma Maglia fitness con zip a tutta lun... 4 \n",
+ "629 Simond Men's MT100 Easyfit 50 L Backpacking Pack 3 \n",
+ "639 AC Milan Teddy Bear Peluche, Orsacchiotto, Pro... 4 \n",
+ "650 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... 4 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "11 5 4 96 \n",
+ "13 5 3 60 \n",
+ "68 5 3 48 \n",
+ "71 5 3 42 \n",
+ "73 4 3 25 \n",
+ "87 5 3 74 \n",
+ "136 4 2 43 \n",
+ "142 4 3 79 \n",
+ "143 4 3 75 \n",
+ "253 5 4 120 \n",
+ "281 5 2 89 \n",
+ "342 5 3 70 \n",
+ "349 4 2 92 \n",
+ "360 5 2 73 \n",
+ "362 5 1 45 \n",
+ "424 5 3 116 \n",
+ "425 4 3 120 \n",
+ "434 5 3 90 \n",
+ "442 5 3 70 \n",
+ "629 5 1 48 \n",
+ "639 5 3 61 \n",
+ "650 5 3 75 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "11 73 96 \n",
+ "13 65 60 \n",
+ "68 48 48 \n",
+ "71 42 42 \n",
+ "73 45 25 \n",
+ "87 85 74 \n",
+ "136 130 43 \n",
+ "142 96 79 \n",
+ "143 143 75 \n",
+ "253 137 120 \n",
+ "281 45 89 \n",
+ "342 51 70 \n",
+ "349 68 92 \n",
+ "360 61 73 \n",
+ "362 70 45 \n",
+ "424 91 116 \n",
+ "425 95 120 \n",
+ "434 94 90 \n",
+ "442 67 70 \n",
+ "629 132 48 \n",
+ "639 55 61 \n",
+ "650 75 75 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "11 [[-6.29436001e-02 9.87617299e-02 2.35087499e... 0.950213 \n",
+ "13 [[ 3.73445638e-02 5.69114313e-02 -5.50873205e... 0.962026 \n",
+ "68 [[-1.18939579e-01 5.63375689e-02 -2.27848217e... 1.000000 \n",
+ "71 [[-6.29605651e-02 5.91232181e-02 4.51525822e... 1.000000 \n",
+ "73 [[-5.46028316e-02 2.89234631e-02 -7.66109675e... 0.748528 \n",
+ "87 [[-4.91424501e-02 5.51697053e-02 -6.93852231e... 0.863464 \n",
+ "136 [[-4.17713746e-02 1.11522868e-01 -2.02740189e... 0.869357 \n",
+ "142 [[-1.24496974e-01 6.22929223e-02 -2.54647732e... 0.854015 \n",
+ "143 [[-4.77450639e-02 1.10398911e-01 -8.18440393e... 0.841784 \n",
+ "253 [[ 3.13325264e-02 6.23273663e-02 -1.78178996e... 0.938156 \n",
+ "281 [[-4.89244051e-02 7.76301101e-02 -2.50047650e... 0.437744 \n",
+ "342 [[ 7.06797168e-02 -8.27289745e-03 4.63274047e... 0.148706 \n",
+ "349 [[ 1.79773960e-02 1.30530149e-01 -4.79518548e... 0.490440 \n",
+ "360 [[ 1.15948245e-02 -6.06988519e-02 -1.03745677e... 0.794031 \n",
+ "362 [[ 1.64460402e-03 6.36196807e-02 -6.25837818e... 0.634341 \n",
+ "424 [[-3.20988409e-02 9.14940089e-02 -2.65119802e... 0.920410 \n",
+ "425 [[ 3.13325264e-02 6.23273663e-02 -1.78178996e... 0.891388 \n",
+ "434 [[-1.41888401e-02 7.06369244e-03 -2.18987036e... 0.960270 \n",
+ "442 [[-4.29261252e-02 4.55501191e-02 -1.12040281e... 0.939630 \n",
+ "629 [[-1.18939579e-01 5.63375689e-02 -2.27848217e... 0.781990 \n",
+ "639 [[-8.46764818e-02 1.03905529e-01 -1.62011925e... 0.902465 \n",
+ "650 [[-4.77450639e-02 1.10398911e-01 -8.18440393e... 1.000000 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity \n",
+ "11 0.846647 0.874647 \n",
+ "13 0.913811 0.981457 \n",
+ "68 1.000000 1.000000 \n",
+ "71 1.000000 1.000000 \n",
+ "73 0.634809 0.836793 \n",
+ "87 0.656315 0.843117 \n",
+ "136 0.477476 0.662143 \n",
+ "142 0.776515 0.908846 \n",
+ "143 0.641832 0.783575 \n",
+ "253 0.900794 0.942922 \n",
+ "281 0.199333 0.700723 \n",
+ "342 0.000000 0.390849 \n",
+ "349 0.230096 0.700329 \n",
+ "360 0.392181 0.755549 \n",
+ "362 0.318883 0.664316 \n",
+ "424 0.883128 0.871113 \n",
+ "425 0.889679 0.915606 \n",
+ "434 0.926637 0.983464 \n",
+ "442 0.669419 0.913858 \n",
+ "629 0.377476 0.650826 \n",
+ "639 0.883128 0.907914 \n",
+ "650 1.000000 1.000000 "
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[(df[\"user_assessment\"] - df[\"user_llm_assessment\"] >=1) & \n",
+ " (df[\"original_alt_text\"] == df[\"llm_alt_text\"])\n",
+ " ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "9deb2ed4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "Stampa artistica personalizzata con timbro di ... | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "5 | \n", + "5 | \n", + "4 | \n", + "96 | \n", + "73 | \n", + "96 | \n", + "[[-6.29436001e-02 9.87617299e-02 2.35087499e... | \n", + "0.950213 | \n", + "0.846647 | \n", + "0.874647 | \n", + "
| 13 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "Chiara Giordano | \n", + "Polo Club Maglione a Treccia da Uomo con Logo ... | \n", + "Polo Club Maglione a Treccia da Uomo Nero con ... | \n", + "Polo Club Maglione a Treccia da Uomo con Logo ... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "60 | \n", + "65 | \n", + "60 | \n", + "[[ 3.73445638e-02 5.69114313e-02 -5.50873205e... | \n", + "0.962026 | \n", + "0.913811 | \n", + "0.981457 | \n", + "
| 68 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Enrica Di Rado | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "5 | \n", + "5 | \n", + "3 | \n", + "48 | \n", + "48 | \n", + "48 | \n", + "[[-1.18939579e-01 5.63375689e-02 -2.27848217e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "
| 71 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Enrica Di Rado | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "5 | \n", + "5 | \n", + "3 | \n", + "42 | \n", + "42 | \n", + "42 | \n", + "[[-6.29605651e-02 5.91232181e-02 4.51525822e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "
| 73 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Enrica Di Rado | \n", + "Anello con ciondolo Kizzi | \n", + "Anello con ciondolo Kizzi della marca GemBlue | \n", + "Anello con ciondolo Kizzi | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "25 | \n", + "45 | \n", + "25 | \n", + "[[-5.46028316e-02 2.89234631e-02 -7.66109675e... | \n", + "0.748528 | \n", + "0.634809 | \n", + "0.836793 | \n", + "
| 87 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Enrica Di Rado | \n", + "TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER... | \n", + "Trapano a colonna da banco con puntatore laser... | \n", + "TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "74 | \n", + "85 | \n", + "74 | \n", + "[[-4.91424501e-02 5.51697053e-02 -6.93852231e... | \n", + "0.863464 | \n", + "0.656315 | \n", + "0.843117 | \n", + "
| 136 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "Giorgia | \n", + "Nike Tech Pantaloni jogger in fleece – Uomo | \n", + "Nike Tech Pantaloni jogger in fleece – Uomo, c... | \n", + "Nike Tech Pantaloni jogger in fleece – Uomo | \n", + "3 | \n", + "4 | \n", + "2 | \n", + "43 | \n", + "130 | \n", + "43 | \n", + "[[-4.17713746e-02 1.11522868e-01 -2.02740189e... | \n", + "0.869357 | \n", + "0.477476 | \n", + "0.662143 | \n", + "
| 142 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Giorgia | \n", + "BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180... | \n", + "BETONIERA ELETTRICA 180L 800W 230V SCHEPPACH M... | \n", + "BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180... | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "79 | \n", + "96 | \n", + "79 | \n", + "[[-1.24496974e-01 6.22929223e-02 -2.54647732e... | \n", + "0.854015 | \n", + "0.776515 | \n", + "0.908846 | \n", + "
| 143 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Giorgia | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "75 | \n", + "143 | \n", + "75 | \n", + "[[-4.77450639e-02 1.10398911e-01 -8.18440393e... | \n", + "0.841784 | \n", + "0.641832 | \n", + "0.783575 | \n", + "
| 253 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "e.covitti | \n", + "Annuncio sponsorizzato – Diana Studio - Maglia... | \n", + "Annuncio sponsorizzato – Diana Studio - Maglia... | \n", + "Annuncio sponsorizzato – Diana Studio - Maglia... | \n", + "5 | \n", + "5 | \n", + "4 | \n", + "120 | \n", + "137 | \n", + "120 | \n", + "[[ 3.13325264e-02 6.23273663e-02 -1.78178996e... | \n", + "0.938156 | \n", + "0.900794 | \n", + "0.942922 | \n", + "
| 281 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "ginevravassallo | \n", + "Cappellino snapback Blowfish Designs in vellut... | \n", + "Cappello da pescatore in velluto a coste blu | \n", + "Cappellino snapback Blowfish Designs in vellut... | \n", + "3 | \n", + "5 | \n", + "2 | \n", + "89 | \n", + "45 | \n", + "89 | \n", + "[[-4.89244051e-02 7.76301101e-02 -2.50047650e... | \n", + "0.437744 | \n", + "0.199333 | \n", + "0.700723 | \n", + "
| 342 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "l.novelli2@studenti.unipi.it | \n", + "Organic Cotton Kids Play Rug: Montessori Road ... | \n", + "Tappeto gioco bambini in cotone con motivo str... | \n", + "Organic Cotton Kids Play Rug: Montessori Road ... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "70 | \n", + "51 | \n", + "70 | \n", + "[[ 7.06797168e-02 -8.27289745e-03 4.63274047e... | \n", + "0.148706 | \n", + "0.000000 | \n", + "0.390849 | \n", + "
| 349 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "l.novelli2@studenti.unipi.it | \n", + "Amazon Essentials Uomo Maglione da Pescatore G... | \n", + "Maglione uomo girocollo a coste con motivi geo... | \n", + "Amazon Essentials Uomo Maglione da Pescatore G... | \n", + "3 | \n", + "4 | \n", + "2 | \n", + "92 | \n", + "68 | \n", + "92 | \n", + "[[ 1.79773960e-02 1.30530149e-01 -4.79518548e... | \n", + "0.490440 | \n", + "0.230096 | \n", + "0.700329 | \n", + "
| 360 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "l.novelli2@studenti.unipi.it | \n", + "CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG... | \n", + "CONSOLE SONY PLAYSTATION 1 CON UN CONTROLLER E... | \n", + "CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGG... | \n", + "4 | \n", + "5 | \n", + "2 | \n", + "73 | \n", + "61 | \n", + "73 | \n", + "[[ 1.15948245e-02 -6.06988519e-02 -1.03745677e... | \n", + "0.794031 | \n", + "0.392181 | \n", + "0.755549 | \n", + "
| 362 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "l.novelli2@studenti.unipi.it | \n", + "Jordan Flight Giacca puffer in piumino – Uomo | \n", + "Jordan Flight Giaccone velluto in piumino nero... | \n", + "Jordan Flight Giacca puffer in piumino – Uomo | \n", + "3 | \n", + "5 | \n", + "1 | \n", + "45 | \n", + "70 | \n", + "45 | \n", + "[[ 1.64460402e-03 6.36196807e-02 -6.25837818e... | \n", + "0.634341 | \n", + "0.318883 | \n", + "0.664316 | \n", + "
| 424 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "lauracorti | \n", + "Annuncio sponsorizzato – Polo Club Maglione Uo... | \n", + "Polo Club Maglione Uomo Maniche Lunghe Maglion... | \n", + "Annuncio sponsorizzato – Polo Club Maglione Uo... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "116 | \n", + "91 | \n", + "116 | \n", + "[[-3.20988409e-02 9.14940089e-02 -2.65119802e... | \n", + "0.920410 | \n", + "0.883128 | \n", + "0.871113 | \n", + "
| 425 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "lauracorti | \n", + "Annuncio sponsorizzato – Diana Studio - Maglia... | \n", + "Diana Studio - Maglia a Collo Alto Basico in 1... | \n", + "Annuncio sponsorizzato – Diana Studio - Maglia... | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "120 | \n", + "95 | \n", + "120 | \n", + "[[ 3.13325264e-02 6.23273663e-02 -1.78178996e... | \n", + "0.891388 | \n", + "0.889679 | \n", + "0.915606 | \n", + "
| 434 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "lauracorti | \n", + "Amazon Essentials Uomo Maglione Pullover con S... | \n", + "Amazon Essentials Uomo Maglione Pullover Blu c... | \n", + "Amazon Essentials Uomo Maglione Pullover con S... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "90 | \n", + "94 | \n", + "90 | \n", + "[[-1.41888401e-02 7.06369244e-03 -2.18987036e... | \n", + "0.960270 | \n", + "0.926637 | \n", + "0.983464 | \n", + "
| 442 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "lauracorti | \n", + "Nike Therma Maglia fitness con zip a tutta lun... | \n", + "Nike Therma Maglia fitness con zip a manica lu... | \n", + "Nike Therma Maglia fitness con zip a tutta lun... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "70 | \n", + "67 | \n", + "70 | \n", + "[[-4.29261252e-02 4.55501191e-02 -1.12040281e... | \n", + "0.939630 | \n", + "0.669419 | \n", + "0.913858 | \n", + "
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\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ " 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",
+ " semantic_similarity lexical_similarity bert_score_similarity \n",
+ "count 494.000000 494.000000 494.000000 \n",
+ "mean 0.556332 0.295450 0.593496 \n",
+ "std 0.267621 0.262848 0.198987 \n",
+ "min -0.008331 0.000000 0.000000 \n",
+ "25% 0.341318 0.074988 0.427887 \n",
+ "50% 0.574563 0.226206 0.592976 \n",
+ "75% 0.774341 0.453825 0.756463 \n",
+ "max 1.000000 1.000000 1.000000 "
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "35959b5c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ "text/plain": [
+ "| \n", + " | user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "494.000000 | \n", + "494.000000 | \n", + "494.000000 | \n", + "494.000000 | \n", + "494.000000 | \n", + "494.000000 | \n", + "494.000000 | \n", + "494.000000 | \n", + "494.000000 | \n", + "
| mean | \n", + "2.655870 | \n", + "3.311741 | \n", + "3.277328 | \n", + "68.504049 | \n", + "78.020243 | \n", + "74.759109 | \n", + "0.556332 | \n", + "0.295450 | \n", + "0.593496 | \n", + "
| std | \n", + "1.242828 | \n", + "1.481455 | \n", + "0.967008 | \n", + "53.707485 | \n", + "42.498963 | \n", + "26.817705 | \n", + "0.267621 | \n", + "0.262848 | \n", + "0.198987 | \n", + "
| min | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "11.000000 | \n", + "-0.008331 | \n", + "0.000000 | \n", + "0.000000 | \n", + "
| 25% | \n", + "2.000000 | \n", + "2.000000 | \n", + "3.000000 | \n", + "24.000000 | \n", + "51.000000 | \n", + "57.000000 | \n", + "0.341318 | \n", + "0.074988 | \n", + "0.427887 | \n", + "
| 50% | \n", + "3.000000 | \n", + "4.000000 | \n", + "3.000000 | \n", + "56.000000 | \n", + "72.000000 | \n", + "71.000000 | \n", + "0.574563 | \n", + "0.226206 | \n", + "0.592976 | \n", + "
| 75% | \n", + "4.000000 | \n", + "4.000000 | \n", + "4.000000 | \n", + "94.000000 | \n", + "96.750000 | \n", + "89.000000 | \n", + "0.774341 | \n", + "0.453825 | \n", + "0.756463 | \n", + "
| max | \n", + "5.000000 | \n", + "5.000000 | \n", + "5.000000 | \n", + "257.000000 | \n", + "401.000000 | \n", + "188.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "
"
+ ]
+ },
+ "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",
+ "\n",
+ "\n",
+ "\n",
+ "# 1. Box and Whisker Plots\n",
+ "fig, axes = plt.subplots(3, 3, figsize=(18, 10))\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": 45,
+ "id": "0a653955",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "
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+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 3. Distribution Plots (Histogram + KDE)\n",
+ "fig, axes = plt.subplots(3, 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": 46,
+ "id": "b603b6bf",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'Chiara Giordano': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [29, 30, 31, 32, 33, 34],\n",
+ " 'user_assessments': [2, 3, 1],\n",
+ " 'llm_assessments': [2, 4, 1],\n",
+ " 'user_llm_assessments': [4, 4, 5],\n",
+ " 'original_alt_texts': ['{*ultra-black-8542384*}',\n",
+ " 'Forclaz MT500 Lightweight Packable Hiking Sandals',\n",
+ " '{*unspecified-8553119*}'],\n",
+ " 'user_proposed_alt_texts': ['Boxer da uomo neri.',\n",
+ " 'Sandali da trekking grigi con cinturini (modello Forclaz).',\n",
+ " 'Scarponcino da trekking nero/blu'],\n",
+ " 'llm_proposed_alt_texts': [\"Simond MT500 black merino wool men's boxer briefs shown front view.\",\n",
+ " 'Forclaz MT500 lightweight packable hiking sandals for outdoor use.',\n",
+ " \"Quechua Men's MH100 Waterproof Mid Hiking Boots, black and blue, waterproof design\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [32, 33, 34],\n",
+ " 'user_assessments': [1, 1, 5],\n",
+ " 'llm_assessments': [2, 1, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['{*carbon-gray-8572546*}',\n",
+ " '{*laurel-green-8749613*}',\n",
+ " \"Van Rysel Men's Ultralight Waterproof Cycling Jacket\"],\n",
+ " 'user_proposed_alt_texts': ['Pantaloni cargo Forclaz Travel 100 da uomo grigio carbonio',\n",
+ " 'Giacca in pile Quechua MH120 da uomo verde alloro',\n",
+ " 'Giacca da ciclismo Van Rysel Ultralight impermeabile da uomo'],\n",
+ " 'llm_proposed_alt_texts': [\"Forclaz Men's Travel 100 Cargo Pants in carbon gray\",\n",
+ " \"Quechua Men's MH120 Fleece Hiking Jacket in laurel green.\",\n",
+ " \"Van Rysel Men's Ultralight Waterproof Cycling Jacket for men.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [13, 14, 15, 16, 17, 18],\n",
+ " 'user_assessments': [3, 3, 4],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [3, 5, 4],\n",
+ " 'original_alt_texts': ['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",
+ " '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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Ciondolo con pietra di smeraldo in argento sterling placcato oro 18 carati',\n",
+ " 'Bandiera da campeggio in feltro con la scritta: Non posso lavorare oggi, sono in sciopero',\n",
+ " 'Mobile da culla con sistema solare, pianeti in feltro e astronauta'],\n",
+ " 'llm_proposed_alt_texts': ['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",
+ " \"Bandiera da campeggio in feltro con scritta divertente 'Non posso lavorare oggi, sono in sciopero', regalo per amanti della vita all'aria aperta.\",\n",
+ " 'Decorative solar system mobile for nursery with felt planets, astronaut, and galaxy theme by WoolDreamland']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [16, 17, 18],\n",
+ " 'user_assessments': [5, 4, 5],\n",
+ " 'llm_assessments': [5, 5, 5],\n",
+ " 'user_llm_assessments': [5, 5, 4],\n",
+ " 'original_alt_texts': ['Carta da regalo natalizia di New York City x 4 fogli',\n",
+ " 'Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork',\n",
+ " 'Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato'],\n",
+ " 'user_proposed_alt_texts': ['Carta da regalo natalizia di New York City x 4 fogli',\n",
+ " 'Gilet trapuntato patchwork in lino artigianale con stelle per bambini',\n",
+ " 'Stampa artistica personalizzata con timbro di viaggio del luogo preferito'],\n",
+ " 'llm_proposed_alt_texts': ['Carta da regalo natalizia di New York City x 4 fogli',\n",
+ " 'Gilet trapuntato artigianale per bambini con stella patchwork in lino.',\n",
+ " 'Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [18, 19, 20, 21, 22, 23],\n",
+ " 'user_assessments': [3, 4, 4],\n",
+ " 'llm_assessments': [3, 5, 4],\n",
+ " 'user_llm_assessments': [4, 3, 4],\n",
+ " 'original_alt_texts': ['Inter Maglione Natalizio, Adulto, Unisex',\n",
+ " 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilità regolare'],\n",
+ " 'user_proposed_alt_texts': ['Inter Maglione Natalizio blu e bianco con pattern a renne, Adulto, Unisex',\n",
+ " 'Polo Club Maglione a Treccia da Uomo Nero con Logo e Scollo tondo',\n",
+ " 'Runcati Maglione invernale da uomo bordeaux in maglia fine con collo a scialle'],\n",
+ " 'llm_proposed_alt_texts': ['Blue Inter Christmas sweater for adults, unisex, featuring festive and team-themed designs.',\n",
+ " 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Runcati Maglione da uomo con collo a scialle, maglia fine, elegante e invernale, vestibilità regolare']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [21, 22, 23],\n",
+ " 'user_assessments': [1, 3, 2],\n",
+ " 'llm_assessments': [2, 4, 4],\n",
+ " 'user_llm_assessments': [4, 3, 3],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...',\n",
+ " 'Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235',\n",
+ " 'Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...'],\n",
+ " 'user_proposed_alt_texts': ['COOFANDY Maglione invernale da uomo beige a collo alto con mezza zip',\n",
+ " 'Leif Nelson Maglione da uomo nero a maglia con collo a scialle',\n",
+ " 'KTWOLEN Maglione da uomo beige in maglia con collo alto e cerniera'],\n",
+ " 'llm_proposed_alt_texts': ['COOFANDY Maglione Uomo Invernale con zip, morbido pullover beige.',\n",
+ " 'Annuncio sponsorizzato: Leif Nelson Maglione Uomo LN-5235, felpa a maglia collo a scialle',\n",
+ " \"Annuncio sponsorizzato – Maglione da uomo con collo alto e cerniera, ideale per l'inverno, casual.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [13, 14, 15, 16, 17, 18],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [4, 5, 5],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Link: Ricondizionato eBay',\n",
+ " 'Categoria Orologi da polso in offerta',\n",
+ " 'Pagina Brand Apple'],\n",
+ " 'llm_proposed_alt_texts': ['Categories and discounts for refurbished products on eBay: Gaming, Smartphones, Appliances, Computers.',\n",
+ " 'Luxury watches: Omega, Breitling, and Rolex displayed for sale.',\n",
+ " 'Apple logo representing popular destinations on eBay.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [16, 17, 18],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Logo del marchio Dyson, scritto in minuscolo e colore nero, che funge da link alla pagina dei prodotti Dyson.',\n",
+ " 'Logo del marchio Samsung, scritto in maiuscolo e colore blu, che funge da link alla pagina dei prodotti Samsung.',\n",
+ " 'Logo del marchio Nintendo, rosso e bianco con bordo rosso, che funge da link alla pagina dei prodotti Nintendo.'],\n",
+ " 'llm_proposed_alt_texts': ['Dyson brand logo',\n",
+ " 'Logo of Samsung, click to explore Samsung products.',\n",
+ " 'Nintendo logo, link to Nintendo products and offers on eBay']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [27, 28, 29, 30, 31, 32],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [3, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 4],\n",
+ " 'original_alt_texts': ['Le 11 migliori idee regalo Nike per la spiaggia',\n",
+ " 'Le migliori felpe con cappuccio da basket Nike',\n",
+ " 'Gli 11 migliori regali Nike per ciclisti'],\n",
+ " 'user_proposed_alt_texts': ['Guida agli acquisti: Le 11 migliori idee regalo Nike per la spiaggia',\n",
+ " 'Guida agli acquisti: Le migliori felpe con cappuccio da basket Nike',\n",
+ " 'Guida agli acquisti: Gli 11 migliori regali Nike per ciclisti'],\n",
+ " 'llm_proposed_alt_texts': ['Nike beach gift ideas: sandcastle and casual outfits for inspiration.',\n",
+ " 'Le migliori felpe con cappuccio da basket Nike, evidenziate con stile.',\n",
+ " 'Guida ai migliori regali Nike per ciclisti, con abbigliamento e accessori per indoor cycling.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [30, 31, 32],\n",
+ " 'user_assessments': [4, 3, 3],\n",
+ " 'llm_assessments': [5, 4, 3],\n",
+ " 'user_llm_assessments': [3, 4, 2],\n",
+ " 'original_alt_texts': ['Migliori giacche e smanicati da running Nike da indossare tutta la stagione',\n",
+ " 'I migliori articoli da running invernali Nike tutti da scoprire',\n",
+ " 'Cinque regali Nike per triatleti '],\n",
+ " 'user_proposed_alt_texts': ['Guida agli acquisti: Migliori giacche e smanicati da running Nike (per tutte le condizioni meteo)',\n",
+ " 'Guida agli acquisti: I migliori articoli da running invernali Nike (maglie isolanti e scarpe da neve)',\n",
+ " 'Guida agli acquisti: Cinque regali Nike per triatleti (maglie, occhialini e accessori)'],\n",
+ " 'llm_proposed_alt_texts': ['Migliori giacche e smanicati Nike da running per ogni stagione.',\n",
+ " 'I migliori articoli da running invernali Nike per correre sulla neve',\n",
+ " \"Swimmer representing Nike's gift ideas for triathletes.\"]}],\n",
+ " 'Elia Grassini': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [29, 30, 31, 32, 33, 34],\n",
+ " 'user_assessments': [2, 4, 1],\n",
+ " 'llm_assessments': [1, 4, 1],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['{*ultra-black-8542384*}',\n",
+ " 'Forclaz MT500 Lightweight Packable Hiking Sandals',\n",
+ " '{*unspecified-8553119*}'],\n",
+ " 'user_proposed_alt_texts': ['Pantalonicni a compressione uomo colore Nero',\n",
+ " 'Forclaz MT500 leggeri e portatili sandali da trekking marroni e grigi',\n",
+ " 'Scarpa da trekking Quechua Nero e Blu modello Alto'],\n",
+ " 'llm_proposed_alt_texts': [\"Men's black boxer briefs, Simond MT500 merino wool.\",\n",
+ " 'Forclaz MT500 Lightweight Packable Hiking Sandals for men.',\n",
+ " \"Quechua Men's MH100 Waterproof Mid Hiking Boots, black, rugged design for hiking.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [32, 33],\n",
+ " 'user_assessments': [2, 2],\n",
+ " 'llm_assessments': [1, 2],\n",
+ " 'user_llm_assessments': [3, 3],\n",
+ " 'original_alt_texts': ['{*carbon-gray-8572546*}',\n",
+ " '{*laurel-green-8749613*}'],\n",
+ " 'user_proposed_alt_texts': ['Pantalone da trekking cargo Quechua colore Carbon Gray da Uomo',\n",
+ " 'Pile termico Quechua verde da Uomo'],\n",
+ " 'llm_proposed_alt_texts': [\"Men's Travel 100 Cargo Pants by Forclaz, shown in carbon gray.\",\n",
+ " \"Quechua Men's MH120 green fleece hiking jacket.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [13, 14, 15, 16, 17, 18],\n",
+ " 'user_assessments': [3, 3, 3],\n",
+ " 'llm_assessments': [5, 5, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['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",
+ " '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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Collana con ciondolo e pietre di smeraldo in argento sterling placcato oro 18 carati',\n",
+ " 'Bandiera da campeggio in feltro raffigurante un pesce che salta dall\\'acqua con la scritta \"Non posso lavorare oggi, sono in sciopero\"',\n",
+ " 'Giostrina mobile per culla con sistema solare e astronauta in feltro da appendere '],\n",
+ " 'llm_proposed_alt_texts': ['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",
+ " \"Bandiera da campeggio in feltro con la scritta 'Non posso lavorare oggi, sono in sciopero', vintage, regalo di pesca divertente, stampa artistica per amanti della vita all'aria aperta.\",\n",
+ " 'Culla mobile con sistema solare, decorazione per cameretta con pianeti e astronauta in feltro, neonato, mobile spazio, mobile galassia, decorazione appendibile.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [16, 17],\n",
+ " 'user_assessments': [3, 3],\n",
+ " 'llm_assessments': [5, 5],\n",
+ " 'user_llm_assessments': [3, 3],\n",
+ " 'original_alt_texts': ['Carta da regalo natalizia di New York City x 4 fogli',\n",
+ " 'Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork'],\n",
+ " 'user_proposed_alt_texts': ['Carta da regalo natalizia raffigurante Edificio di New York City x 4 fogli',\n",
+ " 'Gilet beige trapuntato in lino per bambini con stella patchwork verde e bianca'],\n",
+ " 'llm_proposed_alt_texts': ['Carta da regalo natalizia di New York City x 4 fogli',\n",
+ " 'Gilet trapuntato artigianale in lino per bambini con stella patchwork, disponibile su NinisAndFamily.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [18, 19, 20, 18, 19, 20, 21, 22, 23],\n",
+ " 'user_assessments': [4, 4, 3],\n",
+ " 'llm_assessments': [3, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Inter Maglione Natalizio, Adulto, Unisex',\n",
+ " 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilità regolare'],\n",
+ " 'user_proposed_alt_texts': ['Maglione natalizio Inter nero azzurro bianco da adulti, Unisex',\n",
+ " 'Polo Club Maglione Verde Scuro a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Runcati Maglione elegante Bordeaux da uomo con collo a scialle vestibilità regolare'],\n",
+ " 'llm_proposed_alt_texts': ['Blue Christmas sweater with Inter logo, adult unisex.',\n",
+ " \"Polo Club black sweater with logo and round neckline, men's wear.\",\n",
+ " 'Runcati Maglione da uomo elegante con collo a scialle, vestibilità regolare']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [18, 19, 20],\n",
+ " 'user_assessments': [4, 4, 3],\n",
+ " 'llm_assessments': [3, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Inter Maglione Natalizio, Adulto, Unisex',\n",
+ " 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilità regolare'],\n",
+ " 'user_proposed_alt_texts': ['Maglione natalizio Inter nero azzurro bianco da adulti, Unisex',\n",
+ " 'Polo Club Maglione Verde Scuro a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Runcati Maglione elegante Bordeaux da uomo con collo a scialle vestibilità regolare'],\n",
+ " 'llm_proposed_alt_texts': ['Blue Christmas sweater with Inter logo, adult unisex.',\n",
+ " \"Polo Club black sweater with logo and round neckline, men's wear.\",\n",
+ " 'Runcati Maglione da uomo elegante con collo a scialle, vestibilità regolare']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [21, 22, 23],\n",
+ " 'user_assessments': [2, 3, 3],\n",
+ " 'llm_assessments': [2, 4, 3],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...',\n",
+ " 'Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235',\n",
+ " 'Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...'],\n",
+ " 'user_proposed_alt_texts': ['COOFANDY Maglione Beige Uomo Invernale con Zip 1/4 Scollo a V Morbido ',\n",
+ " 'Leif Nelson Felpa a Maglia Uomo Nera con Collo a Scialle ',\n",
+ " 'KTWOLEN Maglione Bianco da Uomo con Collo Alto e cerniera zip 1/4 e scollo a V'],\n",
+ " 'llm_proposed_alt_texts': ['COOFANDY Maglione Uomo Invernale con Zip, maglione morbido a maglia beige modello 1/4 zip.',\n",
+ " 'Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235',\n",
+ " 'Maglione da uomo invernale con collo alto e cerniera, casual e maniche lunghe.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [13, 14, 15, 16, 17, 18],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Pubblicità sconti Informatica Elettrodomestici Telefonia',\n",
+ " 'Orologi Breitilng quadrante nero cinturino in pelle nero, rolex submarine oro e argento quadrante nero e oro, Omega subzero in argento con quadrante blu ',\n",
+ " 'logo apple mela nera con morso '],\n",
+ " 'llm_proposed_alt_texts': ['Ricondizionato eBay: Gaming, Smartphone, Elettrodomestici e Informatica con sconti fino al 40%.',\n",
+ " 'Three luxury watches: Omega, Breitling, and Rolex, available for purchase on eBay.',\n",
+ " 'Apple logo representing a popular destination for electronics and accessories.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [16, 17, 18],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Logo scritta Dyson',\n",
+ " 'Logo Scritta Samsung',\n",
+ " 'Logo Scritta Nintendo '],\n",
+ " 'llm_proposed_alt_texts': ['Dyson logo, popular destination on eBay',\n",
+ " 'Samsung brand logo, link to Samsung products',\n",
+ " 'Nintendo logo in popular brands section']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [27, 28, 29, 27, 28, 29, 30, 31, 32],\n",
+ " 'user_assessments': [3, 3, 3],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Le 11 migliori idee regalo Nike per la spiaggia',\n",
+ " 'Le migliori felpe con cappuccio da basket Nike',\n",
+ " 'Gli 11 migliori regali Nike per ciclisti'],\n",
+ " 'user_proposed_alt_texts': ['Le 11 migliori idee regalo Nike per la spiaggia, abbigliamento e accessori da spiaggia Unisex',\n",
+ " 'Le migliori felpe con cappuccio da basket Nike, abbigliamento sportivo pallacanestro Unisex',\n",
+ " 'Gli 11 migliori regali Nike per ciclisti, abbigliamento sportivo ciclista Unisex'],\n",
+ " 'llm_proposed_alt_texts': ['Le 11 migliori idee regalo Nike per la spiaggia',\n",
+ " 'Nike basketball hoodies showcased with modern styling and branding.',\n",
+ " 'Nike cycling gift guide: top 11 picks for cyclists.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [27, 28, 29],\n",
+ " 'user_assessments': [3, 3, 3],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Le 11 migliori idee regalo Nike per la spiaggia',\n",
+ " 'Le migliori felpe con cappuccio da basket Nike',\n",
+ " 'Gli 11 migliori regali Nike per ciclisti'],\n",
+ " 'user_proposed_alt_texts': ['Le 11 migliori idee regalo Nike per la spiaggia, abbigliamento e accessori da spiaggia Unisex',\n",
+ " 'Le migliori felpe con cappuccio da basket Nike, abbigliamento sportivo pallacanestro Unisex',\n",
+ " 'Gli 11 migliori regali Nike per ciclisti, abbigliamento sportivo ciclista Unisex'],\n",
+ " 'llm_proposed_alt_texts': ['Le 11 migliori idee regalo Nike per la spiaggia',\n",
+ " 'Nike basketball hoodies showcased with modern styling and branding.',\n",
+ " 'Nike cycling gift guide: top 11 picks for cyclists.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [30, 31, 32],\n",
+ " 'user_assessments': [4, 4, 3],\n",
+ " 'llm_assessments': [4, 4, 3],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Migliori giacche e smanicati da running Nike da indossare tutta la stagione',\n",
+ " 'I migliori articoli da running invernali Nike tutti da scoprire',\n",
+ " 'Cinque regali Nike per triatleti '],\n",
+ " 'user_proposed_alt_texts': ['Migliori giacche e smanicati da running Nike da indossare tutta la stagione, abbigliamento sportivo da running Unisex',\n",
+ " 'I migliori articoli da running invernali Nike tutti da scoprire, attrezzatura e abbigliamento sportivo invernale running Unisex',\n",
+ " 'Cinque regali Nike per triatleti , attrezzatura e abbigliamento triathlon Unisex '],\n",
+ " 'llm_proposed_alt_texts': ['Migliori giacche e smanicati da running Nike per tutte le stagioni.',\n",
+ " 'I migliori articoli da running invernali Nike per affrontare il freddo',\n",
+ " 'Swimmer representing Nike gifts for triathletes.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [34],\n",
+ " 'user_assessments': [3],\n",
+ " 'llm_assessments': [5],\n",
+ " 'user_llm_assessments': [3],\n",
+ " 'original_alt_texts': [\"Van Rysel Men's Ultralight Waterproof Cycling Jacket\"],\n",
+ " 'user_proposed_alt_texts': ['Van Rysel giacca da uomo bicicletta superleggera grigia Slim a maniche lunghe'],\n",
+ " 'llm_proposed_alt_texts': [\"Van Rysel Men's Ultralight Waterproof Cycling Jacket\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [18],\n",
+ " 'user_assessments': [2],\n",
+ " 'llm_assessments': [4],\n",
+ " 'user_llm_assessments': [3],\n",
+ " 'original_alt_texts': ['Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato'],\n",
+ " 'user_proposed_alt_texts': ['quadretto con Stampa artistica tris Francobolli personalizzabile con città preferite'],\n",
+ " 'llm_proposed_alt_texts': ['Personalized artistic print featuring favorite locations as custom travel-themed postage stamps.']}],\n",
+ " 'Enrica Di Rado': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [23, 24, 25, 26, 27, 28],\n",
+ " 'user_assessments': [2, 2, 5],\n",
+ " 'llm_assessments': [1, 1, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['{*slate-blue-8618759*}',\n",
+ " '{*black-8317909*}',\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"],\n",
+ " 'user_proposed_alt_texts': [\"Quechua Men's MH500 Waterproof Hiking Shoes\",\n",
+ " \"Simond Men's MT500 Down Puffer Jacket\",\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH500 Waterproof Hiking Shoes in blue color.\",\n",
+ " \"Simond Men's MT500 black down puffer jacket for outdoor use.\",\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [26, 27, 28],\n",
+ " 'user_assessments': [1, 1, 5],\n",
+ " 'llm_assessments': [2, 1, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['{*dark-petrol-blue-8619766*}',\n",
+ " '{*carbon-gray-8666242*}',\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer\"],\n",
+ " 'user_proposed_alt_texts': [\"Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark-petrol-blue.\",\n",
+ " \"Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pants in carbon-gray.\",\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer\"],\n",
+ " 'llm_proposed_alt_texts': [\"Men's dark petrol blue hooded down puffer jacket, Simond Forclaz MT500.\",\n",
+ " \"Forclaz Men's MT100 2-in-1 zip-off hiking pants in carbon gray.\",\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [7, 8, 9, 10, 11, 12],\n",
+ " 'user_assessments': [2, 4, 3],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata',\n",
+ " 'Anello con ciondolo Kizzi',\n",
+ " 'Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'],\n",
+ " 'user_proposed_alt_texts': ['Stampa ad acquerello personalizzata del campo da golf Old Head Golf Links di Cork, Irlanda.',\n",
+ " 'Anello con ciondolo Kizzi della marca GemBlue',\n",
+ " 'Giocattolo fatto a mano a forma di mortadella con fetta.'],\n",
+ " 'llm_proposed_alt_texts': ['Old Head Golf Links map watercolor print, personalized art gift, wall decor, ClaireNilanArt store.',\n",
+ " 'Anello con ciondolo Kizzi',\n",
+ " 'Giocattolo di mortadella fatto a mano in tessuto per cucina di fantasia e gioco di ruolo Montessori']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [10, 11, 12],\n",
+ " 'user_assessments': [4, 3, 2],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani',\n",
+ " 'Fortezza per gatto. Cat House in cartone con balconi',\n",
+ " 'Puzzle in legno personalizzato con fiore di nascita'],\n",
+ " 'user_proposed_alt_texts': [\"Santa Paws – Calendario dell'Avvento personalizzato con dolcetti per cani\",\n",
+ " 'Casa in cartone per gatti a forma di fortezza ',\n",
+ " 'Puzzle in legno personalizzato raffigurante un fiore corrispondente al mese di nascita'],\n",
+ " 'llm_proposed_alt_texts': [\"Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\",\n",
+ " 'Fortezza per gatto. Casa per gatti in cartone con balconi',\n",
+ " 'Puzzle in legno personalizzato con fiore di nascita']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [12, 13, 14, 15, 16, 17],\n",
+ " 'user_assessments': [3, 4, 4],\n",
+ " 'llm_assessments': [4, 5, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'],\n",
+ " 'user_proposed_alt_texts': ['Orsetto Peluche ufficiale della squadra di calcio AC Milan',\n",
+ " 'Borraccia Termica o Sportiva, per Bevande Calde o Fredde ufficiale della squadra di calcio AC Milan',\n",
+ " 'Porta pranzo rosso con 2 compartimenti interni fatto di Plastica organica della squadra di calcio AC Milan'],\n",
+ " 'llm_proposed_alt_texts': ['AC Milan Teddy Bear Peluche, official product, Orsacchiotto',\n",
+ " 'A.C. Milan official thermal/sports bottle for hot or cold drinks, available in various colors and capacities.',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica, Prodotto Ufficiale, Rosso']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [15, 16, 17],\n",
+ " 'user_assessments': [4, 2, 3],\n",
+ " 'llm_assessments': [3, 4, 3],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare',\n",
+ " 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)',\n",
+ " 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'],\n",
+ " 'user_proposed_alt_texts': ['Maglione da uomo invernale della marca Runcati a girocollo a tinta unita, vintage e con vestibilità regolare ',\n",
+ " 'Maglione da uomo grigio della marca Schott NYC',\n",
+ " 'Maglione da uomo nero della marca Calvin Klein Jeans '],\n",
+ " 'llm_proposed_alt_texts': ['Maglione da uomo, invernale, tinta unita, lavorato a cavo, girocollo, maniche lunghe, vestibilità regolare.',\n",
+ " 'Schott NYC Plecorage1 Pullover Uomo (Pacco da 1)',\n",
+ " 'Calvin Klein Jeans Badge Waffle LS Tee for men, long-sleeve top.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [21, 22, 23, 24, 25, 26],\n",
+ " 'user_assessments': [1, 2, 2],\n",
+ " 'llm_assessments': [1, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['',\n",
+ " 'Sega a nastro taglio legno 550W Scheppach hbs261',\n",
+ " 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'],\n",
+ " 'user_proposed_alt_texts': ['Logo del brand Lego',\n",
+ " 'Sega a nastro per il taglio del legno, da 550W della marca Scheppach',\n",
+ " 'Sega a nastro da banco per legno, da 350W con goniometro e 3 lame incluse, della marca Scheppach'],\n",
+ " 'llm_proposed_alt_texts': ['LEGO logo linking to LEGO products.',\n",
+ " 'Sega a nastro per taglio legno Scheppach hbs261, potenza 550W',\n",
+ " 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [24, 25, 26],\n",
+ " 'user_assessments': [4, 3, 4],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS',\n",
+ " 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'],\n",
+ " 'user_proposed_alt_texts': ['Trapano a colonna da banco con puntatore laser, da 500wW e 230V della marca Scheppach',\n",
+ " 'Betoniera elettrica per miscelare cemento da 180L e 800W della marca Sheppach',\n",
+ " 'Pialla a filo e spessore combinata per legno da 1250W e 204mm, della marca Scheppach'],\n",
+ " 'llm_proposed_alt_texts': ['TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS',\n",
+ " 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 - impastatrice per cemento',\n",
+ " 'Scheppach HMS850 combined planer and thicknesser, 1250 W, 204 mm for woodworking.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [7, 8, 9, 10, 11, 12],\n",
+ " 'user_assessments': [3, 3, 3],\n",
+ " 'llm_assessments': [5, 5, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT'],\n",
+ " 'user_proposed_alt_texts': [\" Zip da uomo a metà lunghezza per l'inverno della marca Nike, a quadri bianchi e grigi\",\n",
+ " 'Pantaloni da uomo in tessuto da basket neri della marca NIke',\n",
+ " 'Pantaloni da uomo in tessuto da basket Therma-FIT, di colore rosa e della marca Nike'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Club Half-Zip Winter Sweater for Men',\n",
+ " \"Nike Icon men's basketball fabric pants with matching jacket.\",\n",
+ " 'Pantaloni da basket Kobe Therma-FIT Nike per uomo.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [10, 11, 12],\n",
+ " 'user_assessments': [2, 2, 2],\n",
+ " 'llm_assessments': [5, 5, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Nike Stride Giacca da running Repel UV – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece – Uomo',\n",
+ " 'Nike Windrunner Piumino - Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Giacca da uomo da running Repel UV nera, della marca Nike Stride',\n",
+ " 'Pantaloni jogger da uomo in fleece bianchi e verdi, della marca Nike Tech',\n",
+ " 'Piumino da uomo nero, della marca Nike Windrunner'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Stride Giacca da running Repel UV per uomo in nero.',\n",
+ " 'Nike Tech Pantaloni jogger in fleece per uomo, parte di abbigliamento sportivo Nike.',\n",
+ " 'Nike Windrunner jacket for men']}],\n",
+ " 'Galesi': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [29, 30, 31, 32, 33, 34],\n",
+ " 'user_assessments': [1, 4, 1],\n",
+ " 'llm_assessments': [1, 4, 1],\n",
+ " 'user_llm_assessments': [3, 4, 3],\n",
+ " 'original_alt_texts': ['{*ultra-black-8542384*}',\n",
+ " 'Forclaz MT500 Lightweight Packable Hiking Sandals',\n",
+ " '{*unspecified-8553119*}'],\n",
+ " 'user_proposed_alt_texts': ['Mutanda lunga aderente di colore nero (indossata da ragazzo di cui si vedono solo braccia, mani, addome inferiore e cosce)',\n",
+ " 'Sandalo grigio con suola bassa (modello Forclaz MT500 Lightweight Packable Hiking Sandals)',\n",
+ " 'Scarpa da trekking di colore grigio scuro'],\n",
+ " 'llm_proposed_alt_texts': [\"Simond Men's MT500 Merino Wool Boxer Briefs in black.\",\n",
+ " 'Forclaz MT500 Lightweight Packable Hiking Sandals for outdoor adventures.',\n",
+ " \"Quechua Men's MH100 Waterproof Mid Hiking Boots in black and gray\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [32, 33, 34],\n",
+ " 'user_assessments': [1, 1, 3],\n",
+ " 'llm_assessments': [1, 1, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['{*carbon-gray-8572546*}',\n",
+ " '{*laurel-green-8749613*}',\n",
+ " \"Van Rysel Men's Ultralight Waterproof Cycling Jacket\"],\n",
+ " 'user_proposed_alt_texts': ['pantaloni grigio scuri con cintura scura. Sono indossati da un uomo che porta delle scarpe da trekking di colore ocra e nero',\n",
+ " 'ragazzo in tuta sportiva, indossa felpa verde militare con la zip e tiene le braccia arcuate e le mani sui fianchi',\n",
+ " 'ragazzo indossa felpa nera aderente e pantoloni neri, tiene le braccia cadenti lungo i fianchi'],\n",
+ " 'llm_proposed_alt_texts': [\"Men's Travel 100 Cargo Pants in carbon gray by Forclaz.\",\n",
+ " \"Quechua Men's MH120 green fleece hiking jacket.\",\n",
+ " \"Van Rysel Men's Ultralight Waterproof Cycling Jacket\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [13, 14, 15, 16, 17, 18],\n",
+ " 'user_assessments': [3, 2, 3],\n",
+ " 'llm_assessments': [5, 3, 3],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['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",
+ " '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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Ciondolo a forma di disco dorato con 4 piccoli smeraldi e catena dorato, adagiato su vello ondulato in seta rosa',\n",
+ " 'Al centro dell\\'immagine è evidente uno stendardo a forma pentagonale con un pesce che salta fuori dall\\'acqua e la scritta \"can\\'t work today! Strike!\" (ci troviamo in uno studio buio ma illuminato dalla luce del sole che filtra dalla finestra; risalta il paralume rosso della lampada da tavolo posizionata sulla scrivania. Sono presenti molti quadretti appesi alla parete e una libreria colma di libri)',\n",
+ " 'Decorazione da appendere alla culla con 11 fili a cui sono attaccati un astronauta, il sole e 9 pianeti del sistema solare'],\n",
+ " 'llm_proposed_alt_texts': ['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",
+ " \"Bandiera da campeggio in feltro con scritta 'Non posso lavorare oggi, sono in sciopero'.\",\n",
+ " 'Culla mobile con sistema solare e pianeti in feltro per decorazione cameretta.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [16, 17, 18],\n",
+ " 'user_assessments': [3, 3, 2],\n",
+ " 'llm_assessments': [5, 4, 5],\n",
+ " 'user_llm_assessments': [3, 3, 2],\n",
+ " 'original_alt_texts': ['Carta da regalo natalizia di New York City x 4 fogli',\n",
+ " 'Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork',\n",
+ " 'Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato'],\n",
+ " 'user_proposed_alt_texts': [\"in un soggiorno su un tavolo in legno sono poggiati due candelabri, un nastro rosso e un fiocco dorato da regalo; al centro dell'immagine un pacco rivestito da carta che lo rende simile a una piccola palazzina in stile newyorkese\",\n",
+ " 'Bambino di spalle cerca di aprire una porta in legno grezzo; indossa un gilet di colore beige con sulla schiena trapuntata una stella a 8 punte verde e azzurra.',\n",
+ " 'Cornicetta rettangolare da muro contenente tre francobolli allineati al centro'],\n",
+ " 'llm_proposed_alt_texts': ['Carta da regalo natalizia di New York City in 4 fogli',\n",
+ " 'Gilet trapuntato patchwork in lino per bambini con stella artigianale.',\n",
+ " 'Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [18, 19, 20, 21, 22, 23],\n",
+ " 'user_assessments': [4, 3, 2],\n",
+ " 'llm_assessments': [3, 4, 5],\n",
+ " 'user_llm_assessments': [4, 3, 2],\n",
+ " 'original_alt_texts': ['Inter Maglione Natalizio, Adulto, Unisex',\n",
+ " 'Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilità regolare'],\n",
+ " 'user_proposed_alt_texts': [\"Maglione con logo dell'Inter al centro e vari elementi natalizi tra cui abeti e cervi stilizzati (colori bianco, nero e blu).\",\n",
+ " 'Uomo con le mani in tasca; indossa maglia leggera di colore nero, pantalone marrone chiaro e cintura',\n",
+ " 'ragazzo in piedi con i pollici posizionati sulle tasche posteriori dei jeans. Indossa una maglia scollata di colore bordeaux'],\n",
+ " 'llm_proposed_alt_texts': ['Inter Maglione Natalizio blu con motivo natalizio e logo Inter, per adulti, unisex.',\n",
+ " \"Men's cable-knit sweater with logo and round neck by Polo Club\",\n",
+ " 'Runcati Maglione da uomo con collo a scialle, maglia fine, maglione invernale elegante, vestibilità regolare']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [21, 22, 23],\n",
+ " 'user_assessments': [2, 2, 3],\n",
+ " 'llm_assessments': [3, 4, 4],\n",
+ " 'user_llm_assessments': [3, 2, 3],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...',\n",
+ " 'Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235',\n",
+ " 'Annuncio sponsorizzato – KTWOLEN Maglione da Uomo con Collo Alto Invernali Maglioni con Cerniera Maniche Lunghe Casual Uom...'],\n",
+ " 'user_proposed_alt_texts': ['Maglione leggero colore sabbia indossato da un ragazzo che tiene la mano destra nella tasca del jeans',\n",
+ " 'Maglione di colore nero indossato da uomo che tiene le braccia distanti dai fianchi',\n",
+ " 'Maglia colore grigio chiaro a collo alto'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip, Maglione a maglia morbido beige.',\n",
+ " 'Annuncio sponsorizzato – Leif Nelson Maglione Uomo Felpa a Maglia Collo a Scialle LN-5235',\n",
+ " 'KTWOLEN maglione da uomo invernale con collo alto e cerniera, maniche lunghe, casual.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [13, 14, 15, 16, 17, 18, 16, 17, 18],\n",
+ " 'user_assessments': [2, 3, 3],\n",
+ " 'llm_assessments': [4, 5, 5],\n",
+ " 'user_llm_assessments': [2, 3, 3],\n",
+ " 'original_alt_texts': ['Nike Form Pantaloni versatili con bordo aperto Dri-FIT – Uomo',\n",
+ " 'Nike Tech Giacca con zip a tutta lunghezza in fleece Windrunner – Uomo',\n",
+ " 'Nike Solo Swoosh Felpa pullover con cappuccio – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Modello con mano sinistra nella tasca. Indossa una tuta nera con grande logo Nike bianco sul petto e sulla gamba sinistra. Porta delle scarpe arancioni.',\n",
+ " 'Felpa grigia con zip Nike (ha un grande rombo nero sul torace)',\n",
+ " 'felpa grigia con cappuccio; il ragazzo tiene le mani nella tasca frontale a marsupio senza zip'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Form Pantaloni versatili Dri-FIT con bordo aperto per uomo',\n",
+ " 'Nike Tech Giacca con zip a tutta lunghezza in fleece Windrunner per uomo',\n",
+ " 'Nike Solo Swoosh Felpa con cappuccio per uomo.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [16, 17, 18],\n",
+ " 'user_assessments': [3, 2, 3],\n",
+ " 'llm_assessments': [5, 4, 5],\n",
+ " 'user_llm_assessments': [3, 2, 3],\n",
+ " 'original_alt_texts': ['Nike Solo Swoosh Maglia a girocollo in fleece – Uomo',\n",
+ " 'Nike Solo Swoosh Pantaloni in fleece con bordo aperto – Uomo',\n",
+ " 'Nike Club Felpa pullover in fleece con cappuccio – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Uomo indossa felpa grigia e berretto giallo',\n",
+ " 'Uomo in piedi indossa completo di colore scuro',\n",
+ " 'ragazzo indossa una felpa nera Nike con cappuccio'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Solo Swoosh fleece crewneck for men.',\n",
+ " \"Nike Solo Swoosh fleece pants with open hem – Men's clothing\",\n",
+ " 'Nike Club Felpa pullover in fleece con cappuccio, abbigliamento da uomo.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [16, 17, 18],\n",
+ " 'user_assessments': [3, 2, 3],\n",
+ " 'llm_assessments': [5, 4, 5],\n",
+ " 'user_llm_assessments': [3, 2, 3],\n",
+ " 'original_alt_texts': ['Nike Solo Swoosh Maglia a girocollo in fleece – Uomo',\n",
+ " 'Nike Solo Swoosh Pantaloni in fleece con bordo aperto – Uomo',\n",
+ " 'Nike Club Felpa pullover in fleece con cappuccio – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Uomo indossa felpa grigia e berretto giallo',\n",
+ " 'Uomo in piedi indossa completo di colore scuro',\n",
+ " 'ragazzo indossa una felpa nera Nike con cappuccio'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Solo Swoosh fleece crewneck for men.',\n",
+ " \"Nike Solo Swoosh fleece pants with open hem – Men's clothing\",\n",
+ " 'Nike Club Felpa pullover in fleece con cappuccio, abbigliamento da uomo.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [27, 28, 29, 30, 31, 32],\n",
+ " 'user_assessments': [3, 4, 4],\n",
+ " 'llm_assessments': [4, 2, 4],\n",
+ " 'user_llm_assessments': [3, 3, 4],\n",
+ " 'original_alt_texts': ['BETONIERA ELETTRICA 160L 650W SCHEPPACH MIX160 IMPASTATRICE MISCELATORE CEMENTO',\n",
+ " 'AFFILATRICE A UMIDO ACQUA SCHEPPACH TIGER 2500 AFFILA COLTELLI FORBICI MOLA',\n",
+ " 'Kit trapano avvitatore 20v ixes C-BSB74/1BE-X scheppach black'],\n",
+ " 'user_proposed_alt_texts': ['Betoniera blu con miscelazione elettrica, dotata di due ruote',\n",
+ " 'Mola da banco di colore blu',\n",
+ " 'trapano avvitatore a batteria nero con caricabatteria e valigetta contenitrice nera con maniglia'],\n",
+ " 'llm_proposed_alt_texts': ['BETONIERA ELETTRICA 160L 650W SCHEPPACH MIX160 IMPASTATRICE MISCELATORE CEMENTO',\n",
+ " 'Scheppach Tiger 2500 wet grinder for sharpening knives and scissors.',\n",
+ " 'Kit trapano avvitatore 20V Scheppach C-BSB74/1BE-X con accessori in custodia nera']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [30, 31, 32],\n",
+ " 'user_assessments': [4, 3, 3],\n",
+ " 'llm_assessments': [4, 3, 4],\n",
+ " 'user_llm_assessments': [4, 3, 3],\n",
+ " 'original_alt_texts': ['Console NEW NINTENDO 3DS XL SNES EDITION COMPLETA OTTIME CONDIZIONI ORIGINALE',\n",
+ " 'VORWERK BIMBY TM6 RICONDIZIONATO CON GARANZIA 24 Mesi TM 6 COMPLETO DI TUTTO',\n",
+ " 'Rare Nintendo 3DS Club Nintendo EUR Princess Peach Edition CIB Limited Edition'],\n",
+ " 'user_proposed_alt_texts': ['Console portatile Nintendo 3DS XL di colore grigio, con confezione, istruzioni e caricabatteria. Dispone di pennino nero ',\n",
+ " 'Robot da cucina Bimby TM6 bianco completo di accessori neri, \"offerta natalizia, idea regalo\"',\n",
+ " 'Su foglio pluriball è posizionata una console portatile di colore rosa circondata da accessori, istruzioni e scatola.'],\n",
+ " 'llm_proposed_alt_texts': ['New Nintendo 3DS XL SNES Edition console with accessories and manuals in excellent condition',\n",
+ " 'Vorwerk TM6 ricondizionato con garanzia, offerta natalizia e idea regalo.',\n",
+ " 'Rare Nintendo 3DS Princess Peach Edition Limited with box and accessories']}],\n",
+ " 'Giorgia': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [7, 8, 9, 7, 8, 9, 10, 11, 12],\n",
+ " 'user_assessments': [2, 3, 3],\n",
+ " 'llm_assessments': [4, 4, 3],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT'],\n",
+ " 'user_proposed_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo, colore: Nero/Bianco/Smoke Grey/Bianco, taglia da XS a 3XL, 100% poliestere\\n\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo, taglia da XXS a 4XL Tall, colore Nero/Bianco, 100% poliestere',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT, taglia da XS a 4XL, 100% poliestere, colore Washed Coral/Bianco, Fascia elastica in vita'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Club half-length zip winter top for men',\n",
+ " 'Nike Icon basketball pants and jacket for men, black with white accents.',\n",
+ " 'Therma-FIT Kobe pants and hoodie in peach color for basketball or leisure.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [7, 8, 9],\n",
+ " 'user_assessments': [2, 3, 3],\n",
+ " 'llm_assessments': [4, 4, 3],\n",
+ " 'user_llm_assessments': [2, 3, 3],\n",
+ " 'original_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT'],\n",
+ " 'user_proposed_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo, colore: Nero/Bianco/Smoke Grey/Bianco, taglia da XS a 3XL, 100% poliestere\\n\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo, taglia da XXS a 4XL Tall, colore Nero/Bianco, 100% poliestere',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT, taglia da XS a 4XL, 100% poliestere, colore Washed Coral/Bianco, Fascia elastica in vita'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Club half-length zip winter top for men',\n",
+ " 'Nike Icon basketball pants and jacket for men, black with white accents.',\n",
+ " 'Therma-FIT Kobe pants and hoodie in peach color for basketball or leisure.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [10, 11, 12],\n",
+ " 'user_assessments': [3, 3, 3],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [3, 2, 4],\n",
+ " 'original_alt_texts': ['Nike Stride Giacca da running Repel UV – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece – Uomo',\n",
+ " 'Nike Windrunner Piumino - Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Nike Stride Giacca da running Repel UV – Uomo, colore Nero, 100% nylon. Mesh: 100% poliestere, Inserti rifrangenti sul retro, taglie da XS a XXL',\n",
+ " 'Nike Tech Pantaloni jogger in fleece – Uomo, colore: Clay Green-Lt Smoke Grey-Black, taglia da XS a XL, 53% cotone/47% poliestere',\n",
+ " 'Nike Windrunner Piumino - Uomo, colore nero, taglie da XS a 3XXL, 100% poliestere, Zip a due vie'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Stride Giacca da running Repel UV per uomo, abbigliamento sportivo.',\n",
+ " 'Nike Tech Pantaloni jogger in fleece – Uomo',\n",
+ " 'Nike Windrunner Piumino - Uomo in nero, abbigliamento sportivo e casual.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [21, 22, 23, 24, 25, 26],\n",
+ " 'user_assessments': [1, 3, 3],\n",
+ " 'llm_assessments': [1, 5, 3],\n",
+ " 'user_llm_assessments': [3, 3, 4],\n",
+ " 'original_alt_texts': ['',\n",
+ " 'Sega a nastro taglio legno 550W Scheppach hbs261',\n",
+ " 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'],\n",
+ " 'user_proposed_alt_texts': ['Account Ufficiale Lego (azienda di giocattoli: mattoncini assemblabili) su Ebay',\n",
+ " 'Sega a nastro taglio legno 550W Scheppach hbs261(nuovo), colore blu, voltaggio: 230 V, Batteria non inclusa',\n",
+ " 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME, INCLUSE SCHEPPACH HBS30, Adatto a\\nLegno, Peso 17 kg, Fonte di alimentazione\\nA filo'],\n",
+ " 'llm_proposed_alt_texts': ['LEGO logo representing a popular destination on eBay.',\n",
+ " 'Sega a nastro taglio legno 550W Scheppach hbs261',\n",
+ " 'Scheppach HBS30 band saw, 350W, includes goniometer and 3 blades for woodworking.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [24, 25, 26],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS',\n",
+ " 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'],\n",
+ " 'user_proposed_alt_texts': ['TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS, colore nero, Fonte di alimentazione\\na filo',\n",
+ " 'BETONIERA ELETTRICA 180L 800W 230V SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO, colore blu',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM, Motore: 230 V / 50 Hz, SCHEPPACH HMS850, colore blu, Fonte di alimentazione a filo '],\n",
+ " 'llm_proposed_alt_texts': ['Trapano a colonna da banco con puntatore laser Scheppach DP16VLS 500W 230V',\n",
+ " 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [23, 24, 25, 26, 27, 28, 26, 27, 28],\n",
+ " 'user_assessments': [1, 1, 4],\n",
+ " 'llm_assessments': [1, 1, 4],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['{*slate-blue-8618759*}',\n",
+ " '{*black-8317909*}',\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"],\n",
+ " 'user_proposed_alt_texts': [\"Quechua Men's MH500\\nWaterproof Hiking Shoes, color: slate blue\",\n",
+ " \"{*Simond Men's MT500\\nDown Puffer Jacket, color black*}\",\n",
+ " \"Simond Men's MT100\\nEasyfit 50 L\\nBackpacking Pack, color: grey/ black\"],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH500 Waterproof Hiking Shoes in blue, designed for outdoor activities.\",\n",
+ " \"Simond Men's MT500 Down Puffer Jacket in black, displayed on a model.\",\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack for outdoor adventures.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [26, 27, 28],\n",
+ " 'user_assessments': [2, 2, 4],\n",
+ " 'llm_assessments': [2, 1, 4],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['{*dark-petrol-blue-8619766*}',\n",
+ " '{*carbon-gray-8666242*}',\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer\"],\n",
+ " 'user_proposed_alt_texts': [\"{*Simond Forclaz Men's\\nMT500 Hooded Down\\nPuffer Jacket. color:\\nDark Petrol Blue*}\",\n",
+ " \"{*Forclaz Men's MT100\\n2-in-1 Zip-Off Hiking Pants. color: carbon gray*}\",\n",
+ " \"{*Van Rysel Men's\\nUltralight Mesh Base\\nLayer. color: white*}\"],\n",
+ " 'llm_proposed_alt_texts': [\"Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue.\",\n",
+ " \"Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pants in carbon gray, suitable for hiking.\",\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer, white sleeveless shirt for outdoor activities.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [26, 27, 28],\n",
+ " 'user_assessments': [2, 2, 4],\n",
+ " 'llm_assessments': [2, 1, 4],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['{*dark-petrol-blue-8619766*}',\n",
+ " '{*carbon-gray-8666242*}',\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer\"],\n",
+ " 'user_proposed_alt_texts': [\"{*Simond Forclaz Men's\\nMT500 Hooded Down\\nPuffer Jacket. color:\\nDark Petrol Blue*}\",\n",
+ " \"{*Forclaz Men's MT100\\n2-in-1 Zip-Off Hiking Pants. color: carbon gray*}\",\n",
+ " \"{*Van Rysel Men's\\nUltralight Mesh Base\\nLayer. color: white*}\"],\n",
+ " 'llm_proposed_alt_texts': [\"Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue.\",\n",
+ " \"Forclaz Men's MT100 2-in-1 Zip-Off Hiking Pants in carbon gray, suitable for hiking.\",\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer, white sleeveless shirt for outdoor activities.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [7, 8, 9, 7, 8, 9, 10, 11, 12],\n",
+ " 'user_assessments': [4, 3, 4],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [3, 4, 4],\n",
+ " 'original_alt_texts': ['Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata',\n",
+ " 'Anello con ciondolo Kizzi',\n",
+ " 'Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'],\n",
+ " 'user_proposed_alt_texts': ['Old Head Golf Links / Cork, Irlanda / Picture frame/ Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata con cornice',\n",
+ " 'Anello e componenti in argento sterling con massiccio ciondolo Kizzi. gemma in quarzo o coffe cat eye.',\n",
+ " 'Giocattolo di mortadella, fatto a mano in tela di cotone con fetta - Gioco di ruolo in gastronomia'],\n",
+ " 'llm_proposed_alt_texts': ['Old Head Golf Links map, Cork, Ireland - Personalized watercolor print for decoration or gifts.',\n",
+ " 'Anello con ciondolo Kizzi, prodotto in vendita su GemBlue.',\n",
+ " 'Giocattolo di mortadella in tessuto con fetta – Per cucina Montessori e gioco di ruolo gastronomico.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [7, 8, 9],\n",
+ " 'user_assessments': [4, 3, 4],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [3, 4, 4],\n",
+ " 'original_alt_texts': ['Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata',\n",
+ " 'Anello con ciondolo Kizzi',\n",
+ " 'Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'],\n",
+ " 'user_proposed_alt_texts': ['Old Head Golf Links / Cork, Irlanda / Picture frame/ Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata con cornice',\n",
+ " 'Anello e componenti in argento sterling con massiccio ciondolo Kizzi. gemma in quarzo o coffe cat eye.',\n",
+ " 'Giocattolo di mortadella, fatto a mano in tela di cotone con fetta - Gioco di ruolo in gastronomia'],\n",
+ " 'llm_proposed_alt_texts': ['Old Head Golf Links map, Cork, Ireland - Personalized watercolor print for decoration or gifts.',\n",
+ " 'Anello con ciondolo Kizzi, prodotto in vendita su GemBlue.',\n",
+ " 'Giocattolo di mortadella in tessuto con fetta – Per cucina Montessori e gioco di ruolo gastronomico.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [10, 11, 12],\n",
+ " 'user_assessments': [4, 3, 3],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani',\n",
+ " 'Fortezza per gatto. Cat House in cartone con balconi',\n",
+ " 'Puzzle in legno personalizzato con fiore di nascita'],\n",
+ " 'user_proposed_alt_texts': [\"Santa Paws – Calendario dell' Avvento\\npersonalizzato per cani, regali di Natale per cani, dolcetti per\\n4\\ncani al gusto: pollo e zucca, Banana, miele e avena, verdure dell'orto e agnello, piselli e menta\",\n",
+ " 'Fortezza per gatto.\\nCat House (Cardboard)\\ncon balconi. Eco-\\nfriendly, no glue,\\n100% recyclable',\n",
+ " 'Puzzle da 96 pezzi in legno personalizzato\\ncon fiore di nascita.\\n(gioco 3+)'],\n",
+ " 'llm_proposed_alt_texts': ['Santa Paws – Personalized advent calendar for dogs, Christmas gifts for dogs, dog treats.',\n",
+ " \"Cardboard cat house with balconies, named 'Fortezza per gatto'.\",\n",
+ " \"Personalized wooden puzzle with birth flower design and 'Carnation' text.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [12, 13, 14, 15, 16, 17, 15, 16, 17],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [5, 4, 5],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'],\n",
+ " 'user_proposed_alt_texts': ['AC Milan (rosso/ nero)\\nTeddy Bear Peluche, Orsacchiotto in poliestere, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia\\nTermica/Sportiva, per\\nBevande Calde o Fredde, Prodotto Ufficiale, Diversi\\nColori e Capacità. In Acciaio inossidabile',\n",
+ " 'AC Milan Porta pranzo rettangolare con 2\\ncompartimenti interni,\\nPlastica\\norganica, Prodotto Ufficiale, Rosso'],\n",
+ " 'llm_proposed_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan official thermal/sports bottle for hot or cold drinks, available in various colors and capacities.',\n",
+ " 'AC Milan lunchbox with 2 compartments, organic plastic, official product, red.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [15, 16, 17],\n",
+ " 'user_assessments': [4, 2, 4],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [4, 3, 3],\n",
+ " 'original_alt_texts': ['Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare',\n",
+ " 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)',\n",
+ " 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'],\n",
+ " 'user_proposed_alt_texts': ['Runcati Maglione da uomo in filo intrecciato con ricamo (90% Poliestere, 10% Poliammide), invernale, girocollo, a maniche lunghe, caldo, tinta unita (nero, blu, grigio o bianco), vintage, vestibilità regolare (da M a',\n",
+ " 'Schott NYC Plecorage, Maglione Pullover Uomo (Pacco da 1) con\\ncerniera, 50% cotone;\\n50% poliestere, diverse colorazioni, da S a 3XL',\n",
+ " 'Calvin Klein Jeans\\nBadge Waffle LS Tee\\nJ30j323485 Top in\\nMaglia a Maniche\\nLunghe Uomo (Pacco da 1), Cotone di transizione/conversion\\ne (51%), cotone (49%),\\nChiusura Pull on,\\nColletto girocollo.\\ndiverse colorazioni,\\nlogo Calvin Klein\\nsulla manica.'],\n",
+ " 'llm_proposed_alt_texts': [\"Runcati men's winter cable knit sweater, crew neck, long sleeves, warm, solid color, vintage style, regular fit.\",\n",
+ " \"Schott NYC Plecorage1 men's pullover sweater in a single pack.\",\n",
+ " \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485, long-sleeve men's top, pack of 1.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [15, 16, 17],\n",
+ " 'user_assessments': [4, 2, 4],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [4, 3, 3],\n",
+ " 'original_alt_texts': ['Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare',\n",
+ " 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)',\n",
+ " 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'],\n",
+ " 'user_proposed_alt_texts': ['Runcati Maglione da uomo in filo intrecciato con ricamo (90% Poliestere, 10% Poliammide), invernale, girocollo, a maniche lunghe, caldo, tinta unita (nero, blu, grigio o bianco), vintage, vestibilità regolare (da M a',\n",
+ " 'Schott NYC Plecorage, Maglione Pullover Uomo (Pacco da 1) con\\ncerniera, 50% cotone;\\n50% poliestere, diverse colorazioni, da S a 3XL',\n",
+ " 'Calvin Klein Jeans\\nBadge Waffle LS Tee\\nJ30j323485 Top in\\nMaglia a Maniche\\nLunghe Uomo (Pacco da 1), Cotone di transizione/conversion\\ne (51%), cotone (49%),\\nChiusura Pull on,\\nColletto girocollo.\\ndiverse colorazioni,\\nlogo Calvin Klein\\nsulla manica.'],\n",
+ " 'llm_proposed_alt_texts': [\"Runcati men's winter cable knit sweater, crew neck, long sleeves, warm, solid color, vintage style, regular fit.\",\n",
+ " \"Schott NYC Plecorage1 men's pullover sweater in a single pack.\",\n",
+ " \"Calvin Klein Jeans Badge Waffle LS Tee J30j323485, long-sleeve men's top, pack of 1.\"]}],\n",
+ " 'Sara Pagliarecci': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [35, 36, 39, 37, 38, 40],\n",
+ " 'user_assessments': [2, 2, 2],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [5, 5, 5],\n",
+ " 'original_alt_texts': ['{*carbon-gray-8526272*}',\n",
+ " '{*dark-petrol-blue-8581388*}',\n",
+ " '{*carbon-gray-8572550*}'],\n",
+ " 'user_proposed_alt_texts': ['cappello da trekking impermeabile grigio',\n",
+ " 'zaino da trekking blu petrolio',\n",
+ " 'pantaloncini cargo da viaggio color grigio'],\n",
+ " 'llm_proposed_alt_texts': ['Forclaz Trek 900 Waterproof Backpacking Hat in carbon gray color',\n",
+ " \"Simond Men's MT500 Air 50+10 L backpack in dark petrol blue, designed for backpacking.\",\n",
+ " \"Forclaz Men's Travel 100 Cargo Shorts in carbon gray, with multiple pockets and belt.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [37, 38, 40],\n",
+ " 'user_assessments': [2, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [5, 5, 5],\n",
+ " 'original_alt_texts': ['{*carbon-gray-8555093*}',\n",
+ " '0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}',\n",
+ " '{*unspecified-8501932*}'],\n",
+ " 'user_proposed_alt_texts': ['scarpe da trekking mh100 da uomo grigio carbone',\n",
+ " 'giacca impermeabile da uomo leggera da escursionismo verde/grigio',\n",
+ " 'collant in lana merino nere'],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH100 carbon gray hiking shoes for outdoor activities\",\n",
+ " \"Quechua Men's MH500 Hiking Lightweight Waterproof Jacket in green.\",\n",
+ " \"Forclaz Men's MT500 Merino Wool Base Layer Tights in black, shown on a model.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [19, 20, 21, 22, 23, 24],\n",
+ " 'user_assessments': [2, 2, 2],\n",
+ " 'llm_assessments': [4, 5, 4],\n",
+ " 'user_llm_assessments': [4, 4, 3],\n",
+ " 'original_alt_texts': ['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",
+ " 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet',\n",
+ " '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",
+ " 'user_proposed_alt_texts': ['Borsa in pelle personalizzabile per vino color verde bottiglia ',\n",
+ " 'tappeto con mappa stradale per bambini in cotone biologico',\n",
+ " 'candela a forma di baguette con 4 stoppini'],\n",
+ " 'llm_proposed_alt_texts': ['Borsa in pelle per vino personalizzata, regalo perfetto per festa del papà, pensione, aziende, e occasioni speciali.',\n",
+ " 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet',\n",
+ " \"Candela Baguette: Candela profumata al pane in cera d'api a 4 stoppini, decorazione artigianale e realistica, regali fatti a mano.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [22, 23, 24],\n",
+ " 'user_assessments': [3, 3, 3],\n",
+ " 'llm_assessments': [4, 5, 5],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['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",
+ " 'Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto',\n",
+ " 'Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie'],\n",
+ " 'user_proposed_alt_texts': ['lampada notturna in legno a forma di robot per bambini',\n",
+ " 'Ciondoli/etichette in pelle per borsa con ritratto di cane e gatto dipinto a mano',\n",
+ " 'Piatto in ceramica dipinto a mano con ricami verdi e blu'],\n",
+ " 'llm_proposed_alt_texts': ['Luce notturna personalizzata a forma di robot in legno per bambini, regalo di compleanno o decorazione per camera da letto.',\n",
+ " 'Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto',\n",
+ " 'Piatto in ceramica dipinto a mano personalizzato con nomi e date per sposi e famiglie.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [24, 25, 26, 27, 28, 29],\n",
+ " 'user_assessments': [4, 3],\n",
+ " 'llm_assessments': [4, 4],\n",
+ " 'user_llm_assessments': [5, 4],\n",
+ " 'original_alt_texts': ['Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater',\n",
+ " 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'],\n",
+ " 'user_proposed_alt_texts': ['Maglione fine a giro collo, maniche lunghe color bordeaux',\n",
+ " 'maglione da pescatore verde scuro, lavorato a coste '],\n",
+ " 'llm_proposed_alt_texts': [\"Men's crewneck long-sleeve winter sweater by Cegerne, fine knit.\",\n",
+ " 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [27, 28, 29],\n",
+ " 'user_assessments': [2, 2, 3],\n",
+ " 'llm_assessments': [4, 4, 2],\n",
+ " 'user_llm_assessments': [2, 2, 4],\n",
+ " 'original_alt_texts': ['ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)',\n",
+ " 'Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo',\n",
+ " 'JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt'],\n",
+ " 'user_proposed_alt_texts': ['maglione a girocollo blu scuro',\n",
+ " 'maglione a girocollo verde militare con righe e lavorazioni bianche',\n",
+ " 'felpa semplice a girocollo color blu di Jack & Jones'],\n",
+ " 'llm_proposed_alt_texts': ['ARMANI EXCHANGE Crew Neck Sweater for Men (Pack of 1)',\n",
+ " 'Genfien Maglione Uomo Invernale Pullover a Manica Lunga Tenere Caldo',\n",
+ " 'JACK & JONES navy crew neck sweatshirt, plain design, product display.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [19, 20, 21, 19, 20, 21, 22, 23, 24, 22, 23, 24],\n",
+ " 'user_assessments': [5, 5, 5],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [3, 4, 4],\n",
+ " 'original_alt_texts': ['Jordan Brooklyn Giacca puffer Therma-FIT – Uomo',\n",
+ " 'Jordan Flight Giacca puffer in piumino – Uomo',\n",
+ " 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Giacca puffer Jordan Brooklyn Therma-FIT nera da uomo',\n",
+ " 'Jordan Flight Giacca puffer in piumino nera da uomo',\n",
+ " 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT nera da uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Jordan Brooklyn Giacca puffer Therma-FIT per uomo, abbigliamento Nike.',\n",
+ " \"Jordan Flight puffer jacket in down – Men's\",\n",
+ " 'Jordan Sport Hoop Fleece hoodie with full-zip Dri-FIT for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [19, 20, 21],\n",
+ " 'user_assessments': [5, 5, 5],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [3, 4, 4],\n",
+ " 'original_alt_texts': ['Jordan Brooklyn Giacca puffer Therma-FIT – Uomo',\n",
+ " 'Jordan Flight Giacca puffer in piumino – Uomo',\n",
+ " 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Giacca puffer Jordan Brooklyn Therma-FIT nera da uomo',\n",
+ " 'Jordan Flight Giacca puffer in piumino nera da uomo',\n",
+ " 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT nera da uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Jordan Brooklyn Giacca puffer Therma-FIT per uomo, abbigliamento Nike.',\n",
+ " \"Jordan Flight puffer jacket in down – Men's\",\n",
+ " 'Jordan Sport Hoop Fleece hoodie with full-zip Dri-FIT for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [22, 23, 24],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [5, 4, 5],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo',\n",
+ " 'Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in pile grigia da uomo',\n",
+ " 'Nike Tech Pantaloni da uomo in pile a blocchi di colore neri e grigi con orlo aperto',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT nero da uomo '],\n",
+ " 'llm_proposed_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece per uomo.',\n",
+ " 'Nike Tech pantaloni in fleece a blocchi di colore con orlo aperto per uomo.',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT per uomo']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [22, 23, 24],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [5, 4, 5],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo',\n",
+ " 'Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in pile grigia da uomo',\n",
+ " 'Nike Tech Pantaloni da uomo in pile a blocchi di colore neri e grigi con orlo aperto',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT nero da uomo '],\n",
+ " 'llm_proposed_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece per uomo.',\n",
+ " 'Nike Tech pantaloni in fleece a blocchi di colore con orlo aperto per uomo.',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT per uomo']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [33, 34, 35, 36, 37, 38],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [4, 3, 4],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA',\n",
+ " 'Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA',\n",
+ " 'Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'],\n",
+ " 'user_proposed_alt_texts': ['Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE',\n",
+ " 'Console Nintendo Switch Mario Red e Blue Limited Edition ',\n",
+ " 'Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB con caricatore e pennino'],\n",
+ " 'llm_proposed_alt_texts': ['Nintendo GameCube console with Viper Cobra reader and original controller, excellent condition.',\n",
+ " 'Nintendo Switch Mario Red & Blue Edition complete in perfect condition with all accessories.',\n",
+ " 'Console Nintendo NEW 3DS XL with charger, 4GB SD card, stylus, and top IPS display in excellent condition.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [36, 37, 38],\n",
+ " 'user_assessments': [5, 3, 2],\n",
+ " 'llm_assessments': [4, 4, 1],\n",
+ " 'user_llm_assessments': [5, 4, 5],\n",
+ " 'original_alt_texts': ['Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB',\n",
+ " 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI',\n",
+ " ''],\n",
+ " 'user_proposed_alt_texts': ['Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO, BATTERIA e SD 32GB',\n",
+ " 'CONSOLE SONY PLAYSTATION 1 FAT PS1 grigia con controller e cavi',\n",
+ " 'Icona del marketplace dei Motori'],\n",
+ " 'llm_proposed_alt_texts': ['Fotocamera digitale Nikon Coolpix S6600 nera con cavo, batteria e scheda SD 32GB',\n",
+ " 'Console Sony PlayStation 1 FAT PS1 with controller and cables, reads all formats.',\n",
+ " 'Categoria Motori su eBay']}],\n",
+ " 'a.caleo5': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [17, 18, 19, 20, 21, 22],\n",
+ " 'user_assessments': [2, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [3, 2, 3],\n",
+ " 'original_alt_texts': ['{*asphalt-blue-8858286*}',\n",
+ " '{*unspecified-8573829*}',\n",
+ " '{*unspecified-8916867*}'],\n",
+ " 'user_proposed_alt_texts': ['Asphalt blue hooded puffer jacket.',\n",
+ " 'Black hooded synthetic jacket.',\n",
+ " 'Sandy brown beanie in Merino sheep wool.'],\n",
+ " 'llm_proposed_alt_texts': [\"Simond Men's MT100 Hooded Down Puffer Jacket in navy blue.\",\n",
+ " \"Forclaz Men's MT100 Hooded Synthetic Jacket in black, displayed front view.\",\n",
+ " 'Simond Adult MT500 merino wool beanie, green']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [20, 21, 22],\n",
+ " 'user_assessments': [2, 2, 4],\n",
+ " 'llm_assessments': [1, 1, 2],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['{*whale-gray-8670150*}',\n",
+ " '{*slate-blue-8493310*}',\n",
+ " 'Red and gray backpack on a white background'],\n",
+ " 'user_proposed_alt_texts': ['Blue hiking fleece.',\n",
+ " 'Slate blue t-shirt in Merino sheep wool.',\n",
+ " 'Black and dark red hiking backpack.'],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH100 Hiking Fleece in blue being worn.\",\n",
+ " \"Simond Men's Travel 500 Merino Wool T-Shirt in blue color.\",\n",
+ " \"Simond Men's MT100 Easyfit 70L Backpacking Pack, red and gray design.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [1, 2, 3, 4, 5, 6],\n",
+ " 'user_assessments': [2, 1, 1],\n",
+ " 'llm_assessments': [4, 3, 5],\n",
+ " 'user_llm_assessments': [2, 1, 1],\n",
+ " 'original_alt_texts': ['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",
+ " '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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Sciarpa in seta con mappa illustrata personabile.',\n",
+ " \"Palla di Natale con fantasia a fiori d'arancio e scritta personalizzabile.\",\n",
+ " 'Felpa nera con la scritta \"Cannoli\" sul petto.'],\n",
+ " 'llm_proposed_alt_texts': ['Personalized silk scarf with illustrated map, customizable with special locations. Unique keepsake gift for housewarming, weddings, or holidays.',\n",
+ " \"Christmas ornament reading 'First Christmas as The Blooms 2023' with floral decorations, ideal for newlyweds.\",\n",
+ " \"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",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [1, 2, 2],\n",
+ " 'llm_assessments': [5, 5, 5],\n",
+ " 'user_llm_assessments': [1, 2, 3],\n",
+ " 'original_alt_texts': ['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",
+ " 'graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello',\n",
+ " 'Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'],\n",
+ " 'user_proposed_alt_texts': ['Ornamento per bambini in legno con unicorno dipinto e scritta personalizzabile.',\n",
+ " \"Sciarpa a forma di papera, marrone con dettagli bianchi e rossi, in lana d'agnello.\",\n",
+ " 'Maglione per bambini, ricamato a scacchi con una lettera o un numero a scelta.'],\n",
+ " 'llm_proposed_alt_texts': ['Il primo Natale del bambino, ornamento in legno dipinto personalizzato con nome e unicorno, regalo di Natale per neonato.',\n",
+ " \"Knitted children's duck-shaped scarf with red stripes, made of soft lambswool, from NINAFUEHRER.\",\n",
+ " 'Maglione personalizzato ricamato con lettere grandi e a scacchi, disponibile per personalizzazione cliente.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [4, 5, 6, 7, 8, 10],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [1, 1, 1],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'],\n",
+ " 'user_proposed_alt_texts': ['Maglione a girocollo da uomo in blu con il logo di Rigby Go (un giocatore di polo) ricamato in piccole dimensioni in rosso sul petto a sinistra.',\n",
+ " 'Maglione da uomo con collo con cerniera in blu con il logo di Rigby Go (un giocatore di polo) ricamato in piccole dimensioni in rosso sul petto a sinistra.',\n",
+ " 'Maglia a collo alto da donna in lana merino beige.'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato – Polo Club Maglione da Uomo con Logo e Scollo Tondo.',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe con Cerniera sul Collo, Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [7, 8, 10],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [3, 5, 4],\n",
+ " 'user_llm_assessments': [2, 1, 1],\n",
+ " 'original_alt_texts': ['JACK & JONES Knitted Pullover Plain Knitted Pullover',\n",
+ " 'Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall',\n",
+ " 'Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'],\n",
+ " 'user_proposed_alt_texts': ['Maglione a girocollo nero in cotone.',\n",
+ " 'Maglione a girocollo nero in cotone.',\n",
+ " 'Maglione blu in cotone con scollo a v.'],\n",
+ " 'llm_proposed_alt_texts': ['JACK & JONES black plain knitted pullover.',\n",
+ " 'Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall',\n",
+ " 'Amazon Essentials Uomo Maglione Pullover con Scollo a V, disponibile in Taglie Big & Tall.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [1, 2, 3, 4, 5, 6],\n",
+ " 'user_assessments': [3, 2, 4],\n",
+ " 'llm_assessments': [4, 5, 4],\n",
+ " 'user_llm_assessments': [2, 2, 4],\n",
+ " 'original_alt_texts': ['Nike Sportswear Club T-shirt – Uomo',\n",
+ " 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['T-shirt nera sportiva con logo Nike sul petto in bianco in piccole dimensioni.',\n",
+ " 'Maglia in fleece con cappuccio e cerniera per attività sportive.',\n",
+ " 'Pantaloni da jogging neri in fleece con dettagli bianchi rifrangenti.'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Sportswear Club T-shirt for men in black, showcased with gray Nike pants.',\n",
+ " \"Nike Therma full-zip fitness sweatshirt Therma-FIT – Men's\",\n",
+ " 'Nike Tech jogger pants in fleece with reflective design details for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [3, 3, 3],\n",
+ " 'llm_assessments': [5, 5, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Nike Tech Pantaloni jogger in fleece – Uomo',\n",
+ " 'Nike Club Pantaloni in fleece spazzolato con bordi – Uomo',\n",
+ " 'NikeCourt Heritage Pantaloni da tennis – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Pantaloni da jogging grigi, da uomo, in fleece, con bordi alle caviglie.',\n",
+ " 'Pantaloni da uomo in fleece spazzolato con bordi alle caviglie.',\n",
+ " 'Pantaloni da tennis verdi, da uomo, in tessuto manopesca.'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Tech jogger pants in fleece – Men',\n",
+ " 'Nike Club fleece pants with brushed edges for men.',\n",
+ " \"NikeCourt Heritage men's tennis pants in green.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [15, 16, 17, 18, 19, 20],\n",
+ " 'user_assessments': [5, 5, 5],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [2, 1, 1],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['', '', ''],\n",
+ " 'llm_proposed_alt_texts': ['Apple logo, linking to Apple-related products on eBay.',\n",
+ " 'Dyson logo in the Popular Destinations section.',\n",
+ " 'Samsung logo representing the brand.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [18, 19, 20],\n",
+ " 'user_assessments': [5, 5, 5],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [1, 1, 2],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['', '', ''],\n",
+ " 'llm_proposed_alt_texts': ['Nintendo logo in a list of popular destinations on eBay.',\n",
+ " 'Pokémon logo, part of popular destinations on eBay.',\n",
+ " 'PlayStation logo.']}],\n",
+ " 'e.covitti': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [17, 18, 19, 20, 21, 22],\n",
+ " 'user_assessments': [2, 1, 1],\n",
+ " 'llm_assessments': [2, 1, 1],\n",
+ " 'user_llm_assessments': [4, 5, 4],\n",
+ " 'original_alt_texts': ['{*asphalt-blue-8858286*}',\n",
+ " '{*unspecified-8573829*}',\n",
+ " '{*unspecified-8916867*}'],\n",
+ " 'user_proposed_alt_texts': ['{*giacca imbottita con cappuccio MT100 da uomo Simond - colore: blu scuro*}',\n",
+ " '{*giacca sintetica con cappuccio MT100 da uomo - colore: nero*}',\n",
+ " '{*cappello da adulto in lana merino MT500 Simond - colore: verde oliva - dorato*}'],\n",
+ " 'llm_proposed_alt_texts': [\"Simond Men's MT100 Hooded Down Puffer Jacket in blue color.\",\n",
+ " \"Forclaz Men's MT100 Hooded Synthetic Jacket in black displayed for outdoor apparel promotion.\",\n",
+ " 'Simond Adult MT500 Merino Wool Beanie, olive green color']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [20, 21, 22],\n",
+ " 'user_assessments': [2, 2, 3],\n",
+ " 'llm_assessments': [2, 2, 4],\n",
+ " 'user_llm_assessments': [4, 5, 5],\n",
+ " 'original_alt_texts': ['{*whale-gray-8670150*}',\n",
+ " '{*slate-blue-8493310*}',\n",
+ " 'Red and gray backpack on a white background'],\n",
+ " 'user_proposed_alt_texts': ['{*pile da trekking MH100 da uomo Quechua - colore: blu ardesia*}',\n",
+ " '{*maglietta a maniche corte da uomo in lana merino al 70% Simond - colore: blu ardesia*}',\n",
+ " '{*zaino da trekking 70L da uomo Simond - colore: rosso e nero*}'],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH100 Hiking Fleece in blue for outdoor activities.\",\n",
+ " \"Simond Men's Travel 500 Merino Wool T-Shirt in slate blue.\",\n",
+ " \"Simond Men's MT100 Easyfit 70L red and gray backpack shown on a white background\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [1, 2, 3, 1, 2, 3, 4, 5, 6],\n",
+ " 'user_assessments': [3, 4, 3],\n",
+ " 'llm_assessments': [4, 3, 4],\n",
+ " 'user_llm_assessments': [4, 4, 3],\n",
+ " 'original_alt_texts': ['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",
+ " '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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Sciarpa in seta con mappa con mappa illustrata da personalizzare con i tuoi luoghi speciali.',\n",
+ " 'Decorazione natalizia \"Primo matrimonio\", palla per l\\'albero di natale a sfondo bianco panna con forme di fiore d\\'arancio, regalo natalizio per una coppia di novelli sposi',\n",
+ " 'Felpa con scritta \"Cannoli\" su sfondo nero - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. '],\n",
+ " 'llm_proposed_alt_texts': ['Sciarpa in seta con mappa illustrata personalizzata, regalo ricordo unico per casa, matrimonio o festività',\n",
+ " 'Decorazione natalizia \"Primo matrimonio\" per sposi novelli, decorazione regalo con fiore d\\'arancio e testo \\'First Christmas as The Blooms\\'.',\n",
+ " \"Felpa Cannoli - Maglione per amanti della cucina italiana e trendsetter. Indossa il tuo amore per l'Italia.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [1, 2, 3],\n",
+ " 'user_assessments': [3, 4, 3],\n",
+ " 'llm_assessments': [4, 3, 4],\n",
+ " 'user_llm_assessments': [4, 4, 3],\n",
+ " 'original_alt_texts': ['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",
+ " '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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Sciarpa in seta con mappa con mappa illustrata da personalizzare con i tuoi luoghi speciali.',\n",
+ " 'Decorazione natalizia \"Primo matrimonio\", palla per l\\'albero di natale a sfondo bianco panna con forme di fiore d\\'arancio e testo \"First Christmas as The Blooms\"; regalo natalizio per una coppia di novelli sposi.',\n",
+ " 'Felpa con scritta \"Cannoli\" su sfondo nero - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. '],\n",
+ " 'llm_proposed_alt_texts': ['Sciarpa in seta con mappa illustrata personalizzata, regalo ricordo unico per casa, matrimonio o festività',\n",
+ " 'Decorazione natalizia \"Primo matrimonio\" per sposi novelli, decorazione regalo con fiore d\\'arancio e testo \\'First Christmas as The Blooms\\'.',\n",
+ " \"Felpa Cannoli - Maglione per amanti della cucina italiana e trendsetter. Indossa il tuo amore per l'Italia.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [3, 4, 3],\n",
+ " 'llm_assessments': [5, 4, 5],\n",
+ " 'user_llm_assessments': [3, 3, 2],\n",
+ " 'original_alt_texts': ['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",
+ " 'graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello',\n",
+ " 'Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'],\n",
+ " 'user_proposed_alt_texts': ['Regalo di Natale per neonato, ornamento in legno dipinto personalizzabile con il nome del bambino, per indicare il suo primo Natale. ',\n",
+ " \"graziosa sciarpa per bambini a forma di papera, marrone con strisce rosse e bianche, lavorata a maglia in morbida lana d'agnello\",\n",
+ " 'Maglione personalizzato ricamato, di colore beige, con lettera della persona ricamata grande e ricamata a scacchi, verdi e gialli.'],\n",
+ " 'llm_proposed_alt_texts': ['Ornamento personalizzato di Natale per bambino, unicorno dipinto, regalo unico per neonato.',\n",
+ " \"Sciarpa per bambini a forma di papera con strisce rosse, in morbida lana d'agnello lavorata a maglia.\",\n",
+ " 'Maglione personalizzato ricamato con lettere grandi e scacchi, maglione con nome del cliente.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [4, 5, 6, 4, 5, 6, 7, 8, 10],\n",
+ " 'user_assessments': [4, 3, 5],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [3, 4, 4],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'],\n",
+ " 'user_proposed_alt_texts': ['Annuncio sponsorizzato – Polo Club - Maglione a Treccia da Uomo con Logo e Scollo Tondo - colore: blu',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe con Cerniera sul Collo. Pullover 100% Cotone - colore: blu.',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit - colore: beige.'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato – Maglione Polo Club da uomo con logo, treccia e scollo tondo.',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [4, 3, 5],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [3, 4, 4],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'],\n",
+ " 'user_proposed_alt_texts': ['Annuncio sponsorizzato – Polo Club - Maglione a Treccia da Uomo con Logo e Scollo Tondo - colore: blu',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe con Cerniera sul Collo. Pullover 100% Cotone - colore: blu.',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit - colore: beige.'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato – Maglione Polo Club da uomo con logo, treccia e scollo tondo.',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [7, 8, 10],\n",
+ " 'user_assessments': [2, 3, 3],\n",
+ " 'llm_assessments': [3, 4, 5],\n",
+ " 'user_llm_assessments': [2, 3, 3],\n",
+ " 'original_alt_texts': ['JACK & JONES Knitted Pullover Plain Knitted Pullover',\n",
+ " 'Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall',\n",
+ " 'Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'],\n",
+ " 'user_proposed_alt_texts': ['JACK & JONES Knitted Pullover, collo dolcevita, 100% cotone, colore nero.',\n",
+ " 'Amazon Essentials Uomo. Maglione Girocollo a Maniche Lunghe, 100% Cotone, colore nero.',\n",
+ " 'Amazon Essentials Uomo. Maglione Pullover con Scollo a V, 100% cotone, colore blu. '],\n",
+ " 'llm_proposed_alt_texts': ['JACK & JONES Plain Knitted Pullover available on Amazon.it',\n",
+ " 'Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall',\n",
+ " 'Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [1, 2, 3, 4, 5, 6],\n",
+ " 'user_assessments': [2, 4, 5],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['Nike Sportswear Club T-shirt – Uomo',\n",
+ " 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Nike Sportswear Club \\nT-shirt nera da uomo, con logo Nike bianco. ',\n",
+ " 'Nike Therma \\nMaglia fitness termica con zip a tutta lunghezza, colore nero, con logo Nike nero da uomo.',\n",
+ " 'Nike Tech \\nPantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Sportswear Club T-shirt for men in black with logo detail.',\n",
+ " 'Nike Therma full-zip fitness hoodie for men with Therma-FIT technology',\n",
+ " \"Nike Tech jogger fleece pants with reflective design details – Men's\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [3, 3, 2],\n",
+ " 'llm_assessments': [4, 5, 4],\n",
+ " 'user_llm_assessments': [3, 3, 4],\n",
+ " 'original_alt_texts': ['Nike Tech Pantaloni jogger in fleece – Uomo',\n",
+ " 'Nike Club Pantaloni in fleece spazzolato con bordi – Uomo',\n",
+ " 'NikeCourt Heritage Pantaloni da tennis – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Nike Tech \\nPantaloni grigi jogger in fleece con logo nike giallo – Uomo',\n",
+ " 'Nike Club \\nPantaloni in fleece spazzolato con bordi, colore nero con logo bianco – Uomo',\n",
+ " 'NikeCourt Heritage Pantaloni da tennis verdi con logo nike inquadrato da un contorno giallo e bilocore rosso e blu – Uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Tech jogger pants and hoodie in fleece for men.',\n",
+ " \"Nike Club fleece brushed pants with edges – Men's\",\n",
+ " \"NikeCourt Heritage Men's Tennis Pants, green with logo detailing.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [15, 16, 17, 18, 19, 20],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [4, 3, 4],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Logo Apple: immagine di una mela nera, su sfondo chiaro, morsa a destra e una foglia sopra leggermente staccata. Link da premere per andare alla sezione prodotti Apple.',\n",
+ " 'Logo dyson: scritta nera dyson con lettere minuscole su sfondo chiaro. Link da premere per andare alla sezione prodotti Dyson.',\n",
+ " 'Logo Samsung: scritta Samsung blu con lettere maiuscole su sfondo chiaro. Link da premere per andare alla sezione prodotti Samsung.'],\n",
+ " 'llm_proposed_alt_texts': ['Apple logo - explore Apple products and categories',\n",
+ " 'Dyson logo representing a popular destination on eBay',\n",
+ " 'Samsung logo linking to Samsung products']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [18, 19, 20],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [2, 4, 2],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Logo Nintendo, scritta rossa in ovale rosso, su sfondo bianco, da selezionare per acquistare i prodotti Nintendo.',\n",
+ " 'Logo Pokemon, scritta gialla con contorno blu, su sfondo bianco, da selezionare per acquistare giochi a marchio Pokemon.',\n",
+ " 'Logo Playstation, lettere simbolo del marchio blu, su sfondo bianco, da selezionare per acquistare i prodotti Playstation.'],\n",
+ " 'llm_proposed_alt_texts': ['Nintendo logo',\n",
+ " \"Logo of Pokémon, a popular franchise featured in eBay's popular destinations.\",\n",
+ " 'PlayStation logo.']}],\n",
+ " 'ginevravassallo': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [41, 42, 43, 44, 45, 46],\n",
+ " 'user_assessments': [1, 3, 1],\n",
+ " 'llm_assessments': [1, 4, 1],\n",
+ " 'user_llm_assessments': [2, 3, 2],\n",
+ " 'original_alt_texts': ['{*unspecified-8597105*}',\n",
+ " \"Kiprun Men's Run 100 Dry Running T-Shirt\",\n",
+ " '{*black-8606098*}'],\n",
+ " 'user_proposed_alt_texts': ['Cappello da montagna di colore beige 100% anti raggi UV con laccetto regolabile',\n",
+ " 'Maglietta da running nera marca \"Kiprun\", da uomo, traspirante e leggera',\n",
+ " 'pile da trekking da uomo nero con cerniera. Marca \"Quechua\", isolante dal freddo, a collo alto, leggero ed elasticizzato'],\n",
+ " 'llm_proposed_alt_texts': ['Forclaz MT500 UPF 50+ hiking hat, save 33%.',\n",
+ " \"Kiprun Men's Run 100 Dry Running T-Shirt\",\n",
+ " \"Quechua Men's MH120 Hiking Fleece jacket in black, showcased for outdoor apparel.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [44, 45, 46],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [2, 2, 1],\n",
+ " 'user_llm_assessments': [3, 5, 4],\n",
+ " 'original_alt_texts': ['{*cinnamon-8493046*}',\n",
+ " '{*smoked-black-8796550*}',\n",
+ " '{*unspecified-8510030*}'],\n",
+ " 'user_proposed_alt_texts': ['Giacca da montagna per uomo 3 in 1, con guscio impermeabile e piumino interno rimovibile. Adatta alle diverse condizioni climatiche. Colore beige ocra',\n",
+ " 'sovrapantaloni impermeabili NH500 da montagna per uomo neri',\n",
+ " 'pantaloni termici da sci per uomo, neri'],\n",
+ " 'llm_proposed_alt_texts': [\"Forclaz Men's Travel 500 3-in-1 Waterproof Jacket in brown color.\",\n",
+ " \"Quechua Men's NH500 Imper Waterproof Over Pants for outdoor activities.\",\n",
+ " \"Wedze Men's BL100 Ski Base Layer Bottoms in black, front view.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [25, 26, 27, 28, 29, 30],\n",
+ " 'user_assessments': [3, 3, 4],\n",
+ " 'llm_assessments': [5, 5, 5],\n",
+ " 'user_llm_assessments': [2, 4, 4],\n",
+ " 'original_alt_texts': ['Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici',\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",
+ " 'Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini'],\n",
+ " 'user_proposed_alt_texts': ['Carte francesi da gioco con foto personalizzabili, ideali come regalo',\n",
+ " 'Kit di pittura su ceramica con pennelli inclusi e portaoggetti. ',\n",
+ " 'Morbido Peluche Yeti della Terra con pelliccia, fatto a mano. Ideale per bambini'],\n",
+ " 'llm_proposed_alt_texts': ['Carte da gioco personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici.',\n",
+ " 'Kit di pittura su ceramica personalizzato per idee regalo di addio al nubilato, incluso pennelli e portaoggetti.',\n",
+ " 'Handmade Yeti plush toy - soft, cuddly woodland creature - unique gift for kids']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [28, 29, 30],\n",
+ " 'user_assessments': [3, 1, 1],\n",
+ " 'llm_assessments': [5, 3, 4],\n",
+ " 'user_llm_assessments': [2, 2, 3],\n",
+ " 'original_alt_texts': ['Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne',\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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Cappello da pescatore in velluto a coste blu ',\n",
+ " 'Timbro per libri con design fiocco personalizzabile. Scritta : \"Dalla libreria di: *nome personalizzabile*\". Anche il colore è personalizzabile',\n",
+ " 'Calzini color senape con due strisce alla caviglia e tallone di colore nero. Tra le due strisce è presente la scritta \"NACHOS\" '],\n",
+ " 'llm_proposed_alt_texts': ['Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne',\n",
+ " \"Personalized book stamp with bow design, reads 'from the library of Abigail Rainsong'.\",\n",
+ " 'Calzini unisex Nachos a righe, divertenti e alla moda, ideali come regalo per buongustai.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [30, 31, 32, 33, 34, 35],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [3, 4, 2],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...',\n",
+ " 'Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione',\n",
+ " 'Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'],\n",
+ " 'user_proposed_alt_texts': ['Maglione slim da uomo a collo alto con cerniera ad un quarto. Colore grigio scuro.',\n",
+ " 'Maglione oversize da uomo con scollo a V. Colore verde bosco.',\n",
+ " 'Maglione slim da uomo a collo alto con cerniera ad un quarto. Colore grigio chiaro.'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato – Maglione da uomo Coofandy, slim fit, leggero, collo a lupetto, pullover casual con zip.',\n",
+ " 'Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione',\n",
+ " 'COOFANDY Maglione Uomo Invernale con Zip Pullover Dolce a Maglia Morbido.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [33, 34, 35],\n",
+ " 'user_assessments': [2, 2, 2],\n",
+ " 'llm_assessments': [3, 3, 4],\n",
+ " 'user_llm_assessments': [4, 5, 3],\n",
+ " 'original_alt_texts': ['iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...',\n",
+ " 'COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...',\n",
+ " 'Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone'],\n",
+ " 'user_proposed_alt_texts': [\"Maglione girocollo da uomo con righe di diverse dimensioni. La base è di colore nero e le righe partono da mezzo busto. Procedendo dal basso verso l'alto abbiamo una sezione media che a sua volta contiene righe piccole in bianco e nero, sopra una riga sottile grigio chiaro e il girocollo è di colore bianco \",\n",
+ " 'Maglione casual girocollo da uomo blu navy.',\n",
+ " 'Maglione casual puro cotone Tommy Hilfiger da uomo. Colore nero con logo ricamato in alto a sinistra'],\n",
+ " 'llm_proposed_alt_texts': [\"Men's striped cotton pullover, crew neck design, long-sleeved, classic style.\",\n",
+ " 'COOFANDY Maglione uomo, maglia a maniche lunghe, pullover elegante blu navy.',\n",
+ " 'Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in cotone, product display.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [25, 26, 27, 28, 29, 30],\n",
+ " 'user_assessments': [2, 2, 2],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [2, 2, 2],\n",
+ " 'original_alt_texts': ['Gli otto migliori regali Nike per lo yoga',\n",
+ " \"I migliori regali Nike per chi gioca a tennis, approvati dall'élite\",\n",
+ " 'Le 11 migliori idee regalo Nike per la spiaggia'],\n",
+ " 'user_proposed_alt_texts': [\"link all'elenco degli otto migliori regali Nike per lo yoga\",\n",
+ " \"link all'elenco dei migliori regali Nike per chi gioca a tennis, approvati dall'élite\",\n",
+ " 'link per la lista delle 11 migliori idee regalo Nike per la spiaggia'],\n",
+ " 'llm_proposed_alt_texts': ['Gli otto migliori regali Nike per lo yoga',\n",
+ " 'I migliori regali Nike per chi gioca a tennis, scelti dai migliori atleti',\n",
+ " 'Idee regalo Nike per la spiaggia: stile e accessori.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [28, 29, 30],\n",
+ " 'user_assessments': [2, 2, 2],\n",
+ " 'llm_assessments': [3, 4, 4],\n",
+ " 'user_llm_assessments': [2, 2, 2],\n",
+ " 'original_alt_texts': ['Le migliori felpe con cappuccio da basket Nike',\n",
+ " 'Gli 11 migliori regali Nike per ciclisti',\n",
+ " 'Migliori giacche e smanicati da running Nike da indossare tutta la stagione'],\n",
+ " 'user_proposed_alt_texts': [\"Link all'elenco delle migliori felpe con cappuccio da basket Nike\",\n",
+ " \"Link all'elenco degli 11 migliori regali Nike per ciclisti\",\n",
+ " \"link all'elenco delle Migliori giacche e smanicati da running Nike \"],\n",
+ " 'llm_proposed_alt_texts': ['Nike hoodie and pink sneakers featured in basketball clothing guide.',\n",
+ " 'Gli 11 migliori regali Nike per ciclisti: abbigliamento sportivo per allenamenti indoor.',\n",
+ " 'Migliori giacche e smanicati da running Nike per tutte le stagioni']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [39, 40, 41, 42, 43, 44, 39, 40, 41],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [4, 1, 3],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['link che porta alla sezione \"collezionismo e passioni\" dello shop ',\n",
+ " 'link che porta alla sezione dello shop \"Ricondizionato\", un elenco di prodotti tecnologici ricondizionati',\n",
+ " 'link che porta alla sezione \"elettronica\" dello shop'],\n",
+ " 'llm_proposed_alt_texts': [\"Icon depicting a robot, representing 'Collezionismo e passioni'.\",\n",
+ " 'Blue badge with checkmark indicating verified or quality status.',\n",
+ " 'Link to electronics section featuring tablet and smartwatch icons.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [42, 43, 44],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [2, 5, 3],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['icona con link che porta alla sezione dello shop \"elettrodomestici\"',\n",
+ " 'icona con link che porta alla sezione dello shop \"casa e giardino\"',\n",
+ " 'icona con link che porta alla sezione dello shop \"moda e bellezza\"'],\n",
+ " 'llm_proposed_alt_texts': [\"Stand mixer icon under 'Elettrodomestici' category.\",\n",
+ " 'Link to Casa e giardino category.',\n",
+ " 'Outline of a sneaker representing Moda e bellezza category.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [39, 40, 41],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [4, 1, 2],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['icona con link che porta alla sezione \"collezionismo e passioni\" dello shop ',\n",
+ " 'icona con link che porta alla sezione dello shop \"Ricondizionato\", un elenco di prodotti tecnologici ricondizionati',\n",
+ " 'icona con link che porta alla sezione \"elettronica\" dello shop'],\n",
+ " 'llm_proposed_alt_texts': ['Icon of a robot representing collectibles and hobbies category.',\n",
+ " 'Verified badge indicating quality or authenticity.',\n",
+ " 'Icon representing electronics, including a tablet and smartwatch.']}],\n",
+ " 'gioelepasquini': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [41, 42, 43, 44, 45, 46],\n",
+ " 'user_assessments': [1, 4, 2],\n",
+ " 'llm_assessments': [1, 4, 2],\n",
+ " 'user_llm_assessments': [4, 4, 5],\n",
+ " 'original_alt_texts': ['{*unspecified-8597105*}',\n",
+ " \"Kiprun Men's Run 100 Dry Running T-Shirt\",\n",
+ " '{*black-8606098*}'],\n",
+ " 'user_proposed_alt_texts': ['A man wearing a white hiking hat',\n",
+ " 'An athletic man with a running black t-shirt',\n",
+ " 'A man zipping a black hiking fleece'],\n",
+ " 'llm_proposed_alt_texts': ['Forclaz MT500 UPF 50+ hiking hat showcasing design and features.',\n",
+ " \"Kiprun Men's Run 100 Dry Running T-Shirt for outdoor activities.\",\n",
+ " \"Quechua Men's MH120 black hiking fleece jacket displayed.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [44, 45],\n",
+ " 'user_assessments': [3, 3],\n",
+ " 'llm_assessments': [2, 2],\n",
+ " 'user_llm_assessments': [4, 3],\n",
+ " 'original_alt_texts': ['{*cinnamon-8493046*}', '{*smoked-black-8796550*}'],\n",
+ " 'user_proposed_alt_texts': ['A man putting on the hood of his cinnamon waterproof jacket',\n",
+ " 'A pair of dark grey hiking pants'],\n",
+ " 'llm_proposed_alt_texts': [\"Forclaz Men's Travel 500 3-in-1 Waterproof Jacket in brown.\",\n",
+ " \"Quechua Men's NH500 waterproof black over pants\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [46],\n",
+ " 'user_assessments': [1],\n",
+ " 'llm_assessments': [1],\n",
+ " 'user_llm_assessments': [5],\n",
+ " 'original_alt_texts': ['{*unspecified-8510030*}'],\n",
+ " 'user_proposed_alt_texts': ['A man wearing a black ski base layer bottoms'],\n",
+ " 'llm_proposed_alt_texts': [\"Wedze Men's BL100 Ski Base Layer Bottoms in black, full-length view.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [25, 26, 27, 28, 29, 30],\n",
+ " 'user_assessments': [4, 4, 3],\n",
+ " 'llm_assessments': [5, 5, 4],\n",
+ " 'user_llm_assessments': [4, 4, 3],\n",
+ " 'original_alt_texts': ['Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici',\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",
+ " 'Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini'],\n",
+ " 'user_proposed_alt_texts': ['Carte da gioco con foto personalizzate',\n",
+ " 'Kit di pittura su ceramica contenente un portaoggetti, i pennelli e i colori',\n",
+ " 'Peluche yeti della terra bianco'],\n",
+ " 'llm_proposed_alt_texts': ['Carte da gioco con foto personalizzate, alternativa unica per matrimoni e regalo per familiari, coppie e amici',\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",
+ " 'Handmade soft toy Yeti with full fur, cuddly woodland creature, unique gift for children']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [28, 29, 30],\n",
+ " 'user_assessments': [5, 4, 3],\n",
+ " 'llm_assessments': [5, 3, 4],\n",
+ " 'user_llm_assessments': [5, 2, 3],\n",
+ " 'original_alt_texts': ['Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne',\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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Cappellino snapback Blowfish Designs in velluto color oceano',\n",
+ " 'Timbro nero con il motivo di un fiocco intrecciato',\n",
+ " 'Calzini color cannella con due righe nere ad altezza caviglia che stanno sopra e sotto la scritta NACHOS bianca'],\n",
+ " 'llm_proposed_alt_texts': ['Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne',\n",
+ " \"Personalized book stamp design: 'from the library of Abigail Rainsong'.\",\n",
+ " 'Calzini a righe Nachos unisex, divertenti e alla moda, regali stravaganti per buongustai']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [30, 31, 32, 33, 34, 35],\n",
+ " 'user_assessments': [3, 3, 3],\n",
+ " 'llm_assessments': [3, 4, 3],\n",
+ " 'user_llm_assessments': [4, 3, 3],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Coofandy Maglioni da Uomo con Zip a Quarto Slim Fit Leggero Collo a Lupetto Pullover Casual Polo ...',\n",
+ " 'Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione',\n",
+ " 'Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'],\n",
+ " 'user_proposed_alt_texts': ['Maglione COOFANDY grigio scuro con zip e collo a lupetto, leggero e con vestibilità slim fit',\n",
+ " 'Maglia Krumba verde con collo a V, in cotone e con vestibilità oversize',\n",
+ " 'Maglione COOFANDY grigio chiaro con zip e collo a lupetto, leggero e con vestibilità slim fit'],\n",
+ " 'llm_proposed_alt_texts': ['Maglione da uomo con zip, slim fit, collo a lupetto.',\n",
+ " 'Annuncio sponsorizzato – Maglione Krumba Uomo in Cotone Oversize con Scollo a V. Classico Pull-On',\n",
+ " 'COOFANDY Maglione Uomo Invernale con Zip, Maglione a Maglia con Zip 1/4.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [33, 34, 35],\n",
+ " 'user_assessments': [3, 3, 4],\n",
+ " 'llm_assessments': [4, 3, 4],\n",
+ " 'user_llm_assessments': [4, 4, 5],\n",
+ " 'original_alt_texts': ['iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...',\n",
+ " 'COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...',\n",
+ " 'Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone'],\n",
+ " 'user_proposed_alt_texts': ['Maglione iClosam a righe (bianco, grigio, nero) con girocollo e in cotone',\n",
+ " 'Maglione COOFANDY blu con girocollo e in poliestere',\n",
+ " 'Pullover Tommy Hilfiger nero con girocollo e in cotone'],\n",
+ " 'llm_proposed_alt_texts': ['iClosam maglione girocollo a righe da uomo in maglia di cotone.',\n",
+ " 'COOFANDY maglione uomo blu a maniche lunghe, stile casual adatto per lavoro e tempo libero.',\n",
+ " 'Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone, black sweater with white shirt underneath']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [39, 40, 41, 42, 43, 44],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [4, 2, 4],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Categoria \"Collezionismo e passioni\" rappresentata da cerchio giallo con al centro un\\'armatura giocattolo',\n",
+ " 'Categoria \"Ricondizionato\" rappresentata da cerchio celeste con al centro un tick',\n",
+ " 'Categoria \"Elettronica\" rappresentata da cerchio viola con al centro un tablet e uno smartwatch'],\n",
+ " 'llm_proposed_alt_texts': ['Icon of a robot symbolizing collectibles and passions on eBay.',\n",
+ " 'Checkmark icon representing verified or confirmation status.',\n",
+ " \"Icon representing electronics, including a tablet and smartwatch, for the 'Elettronica' section.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [42, 43, 44],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Categoria \"Elettrodomestici\" rappresentata da cerchio arancione con al centro una planetaria',\n",
+ " 'Categoria \"Casa e giardino\" rappresentata da cerchio verde con al centro una poltrona',\n",
+ " 'Categoria \"Moda e bellezza\" rappresentata da cerchio turchese con al centro una scarpa'],\n",
+ " 'llm_proposed_alt_texts': ['Mixer icon representing household appliances category',\n",
+ " 'Casa e giardino category on eBay',\n",
+ " 'Icon of a sneaker representing fashion and beauty category.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [25, 26, 27, 28, 29, 30],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['Gli otto migliori regali Nike per lo yoga',\n",
+ " \"I migliori regali Nike per chi gioca a tennis, approvati dall'élite\",\n",
+ " 'Le 11 migliori idee regalo Nike per la spiaggia'],\n",
+ " 'user_proposed_alt_texts': ['Una ragazza che pratica yoga per accedere ai consigli per i migliori otto regali Nike per lo yoga',\n",
+ " 'Un ragazzo che gioca a tennis per accedere ai consigli per i migliori regali Nike per il tennis',\n",
+ " 'Un ragazzo e una ragazza seduti su un castello di sabbia al mare per accedere ai consigli per le migliori undici idee regalo Nike per la spiaggia'],\n",
+ " 'llm_proposed_alt_texts': ['Gli otto migliori regali Nike per lo yoga: guida agli acquisti.',\n",
+ " \"I migliori regali Nike per giocatori di tennis, scelti dall'élite sportiva.\",\n",
+ " 'Guida agli acquisti: Le 11 migliori idee regalo Nike per la spiaggia.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [28, 29, 30],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['Le migliori felpe con cappuccio da basket Nike',\n",
+ " 'Gli 11 migliori regali Nike per ciclisti',\n",
+ " 'Migliori giacche e smanicati da running Nike da indossare tutta la stagione'],\n",
+ " 'user_proposed_alt_texts': ['Una ragazza con una felpa sportiva per accedere ai consigli per le migliori felpe con cappuccio da basket Nike',\n",
+ " 'Un ragazzo su una cyclette per accedere ai consigli per i migliori regali Nike per ciclisti',\n",
+ " 'Un ragazza vestita tutta di rosa che corre per accedere ai consigli per le migliori giacche e smanicati da corsa Nike da indossare tutta la stagione'],\n",
+ " 'llm_proposed_alt_texts': ['Le migliori felpe da basket Nike con cappuccio in un contesto stiloso.',\n",
+ " 'Gli 11 migliori regali Nike per ciclisti, guida agli acquisti per abbigliamento sportivo.',\n",
+ " 'Nike running jackets and vests for all-season wear during outdoor activities.']}],\n",
+ " 'l.novelli2@studenti.unipi.it': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [35, 36, 37, 38, 39, 40],\n",
+ " 'user_assessments': [1, 2, 1],\n",
+ " 'llm_assessments': [2, 2, 1],\n",
+ " 'user_llm_assessments': [4, 4, 3],\n",
+ " 'original_alt_texts': ['{*carbon-gray-8526272*}',\n",
+ " '{*dark-petrol-blue-8581388*}',\n",
+ " '{*carbon-gray-8555093*}'],\n",
+ " 'user_proposed_alt_texts': ['Cappello grigio con cordino',\n",
+ " 'Zaino espandibile dark-petrol-blue',\n",
+ " 'Scarpe basse da trekking grigie'],\n",
+ " 'llm_proposed_alt_texts': ['Forclaz Trek 900 Waterproof Backpacking Hat in carbon gray',\n",
+ " \"Simond Men's MT500 Air 50+10 L Backpacking Backpack in dark petrol blue\",\n",
+ " \"Quechua Men's MH100 Hiking Shoes in gray with blue accents.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [38, 39, 40],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 2, 1],\n",
+ " 'user_llm_assessments': [3, 3, 5],\n",
+ " 'original_alt_texts': ['0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}',\n",
+ " '{*carbon-gray-8572550*}',\n",
+ " '{*unspecified-8501932*}'],\n",
+ " 'user_proposed_alt_texts': ['Giacca impermeabile leggera verde grigio con cappuccio',\n",
+ " 'Pantoloncini cargo grigi con cintura',\n",
+ " 'Leggins sportivi lunghi neri'],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH500 Hiking Lightweight Waterproof Jacket in dark green.\",\n",
+ " \"Forclaz Men's Travel 100 Cargo Shorts in gray, outdoor wear for men.\",\n",
+ " \"Forclaz Men's MT500 Merino Wool Base Layer Tights in black, worn by model.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [19, 20, 21, 22, 23, 24],\n",
+ " 'user_assessments': [3, 4, 3],\n",
+ " 'llm_assessments': [3, 5, 5],\n",
+ " 'user_llm_assessments': [4, 3, 3],\n",
+ " 'original_alt_texts': ['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",
+ " 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet',\n",
+ " '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",
+ " 'user_proposed_alt_texts': ['Portabottiglia personalizzabile in pelle effetto vintage verde ideale per la festa del papà',\n",
+ " 'Tappeto gioco bambini in cotone con motivo stradale',\n",
+ " 'Candela realistica a forma di baguette con 4 stoppini'],\n",
+ " 'llm_proposed_alt_texts': [\"Green leather wine bag with 'COGNAC' text, personalized gift for Father's Day, retirement, or corporate events.\",\n",
+ " 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet',\n",
+ " \"Candela artigianale al pane francese in cera d'api con 4 stoppini, decorazione realistica e regalo fatto a mano.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [22, 23, 24],\n",
+ " 'user_assessments': [3, 4, 4],\n",
+ " 'llm_assessments': [4, 5, 5],\n",
+ " 'user_llm_assessments': [2, 3, 2],\n",
+ " 'original_alt_texts': ['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",
+ " 'Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto',\n",
+ " 'Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie'],\n",
+ " 'user_proposed_alt_texts': ['Luce notturna in legno lavorato a mano a forma di robot con effetti modificabili e dettagli rossi',\n",
+ " 'Ciondolo in pelle marrone con ritratto di animale domestico dipinto a mano ideale per borse',\n",
+ " 'Piatto ovale in ceramica con personalizzazione dipinta a mano ideale per regali cerimonie o inaugurazioni'],\n",
+ " 'llm_proposed_alt_texts': ['Luce notturna in legno a forma di robot, lampada personalizzata per bambini, regalo di compleanno, camera a tema robot, con contatore, lampada robot.',\n",
+ " 'Hand-painted leather pet portrait tag for bags featuring personalized dog/cat designs.',\n",
+ " 'Piatto in ceramica dipinto a mano personalizzato per sposi e famiglie.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [24, 25, 26, 27, 28, 29, 27, 28, 29],\n",
+ " 'user_assessments': [1, 2, 3],\n",
+ " 'llm_assessments': [3, 4, 4],\n",
+ " 'user_llm_assessments': [4, 2, 2],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...',\n",
+ " 'Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater',\n",
+ " 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'],\n",
+ " 'user_proposed_alt_texts': ['Maglione uomo collo alto con zip a metà foderato in pile, colore blu-rosso-grigio',\n",
+ " 'Maglioncino elegante uomo girocollo con vestibilità aderente e colore rosso',\n",
+ " 'Maglione uomo girocollo a coste con motivi geometrici e colore verde'],\n",
+ " 'llm_proposed_alt_texts': ['Harbrosrce Maglioni Uomo Invernali Collo Alto con Zip 1/4, Foderato in Pile, Pullover.',\n",
+ " 'Maglione uomo girocollo manica lunga invernale rosso.',\n",
+ " 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [27, 28, 29],\n",
+ " 'user_assessments': [3, 2, 3],\n",
+ " 'llm_assessments': [4, 4, 3],\n",
+ " 'user_llm_assessments': [1, 3, 3],\n",
+ " 'original_alt_texts': ['ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)',\n",
+ " 'Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo',\n",
+ " 'JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt'],\n",
+ " 'user_proposed_alt_texts': ['Maglioncino uomo blu elegante girocollo con logo ARMANI EXCHANGE inciso e rifiniture grigie',\n",
+ " 'Maglione uomo girocollo con fantasia geometrica verde oliva e bianca e vestibilità aderente',\n",
+ " 'Maglioncino JACK & JONES uomo in misto cotone colore jeans con rifiniture e vestibilità ampia'],\n",
+ " 'llm_proposed_alt_texts': ['ARMANI EXCHANGE Crew Neck Maglione Uomo (Pack of 1)',\n",
+ " 'Genfien Maglione Uomo Invernale, maglia girocollo a manica lunga per tenere caldo.',\n",
+ " 'JACK & JONES navy crew neck sweatshirt for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [27, 28, 29],\n",
+ " 'user_assessments': [3, 2, 3],\n",
+ " 'llm_assessments': [4, 4, 3],\n",
+ " 'user_llm_assessments': [1, 3, 3],\n",
+ " 'original_alt_texts': ['ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)',\n",
+ " 'Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo',\n",
+ " 'JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt'],\n",
+ " 'user_proposed_alt_texts': ['Maglioncino uomo blu elegante girocollo con logo ARMANI EXCHANGE inciso e rifiniture grigie',\n",
+ " 'Maglione uomo girocollo con fantasia geometrica verde oliva e bianca e vestibilità aderente',\n",
+ " 'Maglioncino JACK & JONES uomo in misto cotone colore jeans con rifiniture e vestibilità ampia'],\n",
+ " 'llm_proposed_alt_texts': ['ARMANI EXCHANGE Crew Neck Maglione Uomo (Pack of 1)',\n",
+ " 'Genfien Maglione Uomo Invernale, maglia girocollo a manica lunga per tenere caldo.',\n",
+ " 'JACK & JONES navy crew neck sweatshirt for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [33, 34, 35, 36, 37, 38],\n",
+ " 'user_assessments': [5, 5, 4],\n",
+ " 'llm_assessments': [4, 2, 4],\n",
+ " 'user_llm_assessments': [5, 2, 5],\n",
+ " 'original_alt_texts': ['Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA',\n",
+ " 'Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA',\n",
+ " 'Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'],\n",
+ " 'user_proposed_alt_texts': ['Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMO STATO FUNZIONANTE',\n",
+ " 'Console Nintendo Switch Mario Red e Blue Limited Edition Ricondizionata COMPLETAMENTE ACCESSORIATA E FUNZIONANTE',\n",
+ " 'Console Nintendo NEW 3DS XL BLU CARICATORE e PENNINO OTTIMO INCLUSI'],\n",
+ " 'llm_proposed_alt_texts': ['Nintendo GameCube console with Viper Cobra reader and original controller in excellent condition',\n",
+ " 'Nintendo Switch Mario Red & Blue Limited Edition with accessories',\n",
+ " 'Console Nintendo NEW 3DS XL with IPS screen, 4GB SD card, charger, and stylus.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [36, 37, 38],\n",
+ " 'user_assessments': [4, 4, 1],\n",
+ " 'llm_assessments': [4, 5, 1],\n",
+ " 'user_llm_assessments': [5, 2, 4],\n",
+ " 'original_alt_texts': ['Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB',\n",
+ " 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI',\n",
+ " ''],\n",
+ " 'user_proposed_alt_texts': ['Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO USB, BATTERIA ORIGINALE E SD 32GB',\n",
+ " 'CONSOLE SONY PLAYSTATION 1 CON UN CONTROLLER E CAVI ORIGINALI',\n",
+ " 'ICONA SEZIONE MOTORI'],\n",
+ " 'llm_proposed_alt_texts': ['Fotocamera NIKON COOLPIX S6600 digitale compatta con cavo, batteria e SD 32GB.',\n",
+ " 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI',\n",
+ " \"Icon representing the 'Motori' section on eBay\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [19, 20, 21, 22, 23, 24],\n",
+ " 'user_assessments': [3, 3],\n",
+ " 'llm_assessments': [5, 4],\n",
+ " 'user_llm_assessments': [1, 1],\n",
+ " 'original_alt_texts': ['Jordan Flight Giacca puffer in piumino – Uomo',\n",
+ " 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Jordan Flight Giaccone velluto in piumino nero a coste senza cappuccio',\n",
+ " 'Jordan Sport Felpa con cappuccio e zip nera e vestibilità aderente'],\n",
+ " 'llm_proposed_alt_texts': ['Jordan Flight Giacca puffer in piumino – Uomo',\n",
+ " 'Jordan Sport Hoop Fleece, Dri-FIT hoodie with full zip closure for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [22, 23, 24],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo',\n",
+ " 'Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Nike Club Felpa con cappuccio e zip grigia e vestibilità comoda',\n",
+ " 'Nike Tech Pantaloni lunghi neri e grigi con vestibilità comoda e orlo regolabile',\n",
+ " 'Nike Sportswear Club Piumino smanicato termico nero'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece per uomo.',\n",
+ " 'Nike Tech pantaloni in fleece a blocchi di colore con orlo aperto per uomo.',\n",
+ " 'Nike Sportswear Club Therma-FIT sleeveless jacket for men']}],\n",
+ " 'l.pecorella': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [41, 42, 43, 41, 42, 43, 44, 45, 46],\n",
+ " 'user_assessments': [1, 4, 2],\n",
+ " 'llm_assessments': [3, 5, 2],\n",
+ " 'user_llm_assessments': [5, 3, 4],\n",
+ " 'original_alt_texts': ['{*unspecified-8597105*}',\n",
+ " \"Kiprun Men's Run 100 Dry Running T-Shirt\",\n",
+ " '{*black-8606098*}'],\n",
+ " 'user_proposed_alt_texts': ['Cappello da trekking traspirante bianco con cordino',\n",
+ " 'Kiprun Maglietta Nera da Uomo per Running - Run 100 Dry',\n",
+ " 'Quechua Giacca Nera da Hiking con cerniera'],\n",
+ " 'llm_proposed_alt_texts': ['Forclaz MT500 UPF 50+ hiking hat with adjustable cord for outdoor activities.',\n",
+ " \"Kiprun Men's Run 100 Dry Running T-Shirt shown in black.\",\n",
+ " \"Quechua Men's MH120 Hiking Fleece, black color, front view.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [41, 42, 43],\n",
+ " 'user_assessments': [1, 4, 2],\n",
+ " 'llm_assessments': [1, 5, 1],\n",
+ " 'user_llm_assessments': [5, 3, 4],\n",
+ " 'original_alt_texts': ['{*unspecified-8597105*}',\n",
+ " \"Kiprun Men's Run 100 Dry Running T-Shirt\",\n",
+ " '{*black-8606098*}'],\n",
+ " 'user_proposed_alt_texts': ['Cappello da trekking traspirante bianco con cordino',\n",
+ " 'Kiprun Maglietta Nera da Uomo per Running - Run 100 Dry',\n",
+ " 'Quechua Giacca Nera da Hiking con cerniera'],\n",
+ " 'llm_proposed_alt_texts': ['Forclaz MT500 UPF 50+ hiking hat with adjustable cord for outdoor activities.',\n",
+ " \"Kiprun Men's Run 100 Dry Running T-Shirt shown in black.\",\n",
+ " \"Quechua Men's MH120 Hiking Fleece, black color, front view.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [44, 45, 46],\n",
+ " 'user_assessments': [2, 2, 1],\n",
+ " 'llm_assessments': [2, 2, 1],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['{*cinnamon-8493046*}',\n",
+ " '{*smoked-black-8796550*}',\n",
+ " '{*unspecified-8510030*}'],\n",
+ " 'user_proposed_alt_texts': ['Giacca a vento Cinnamon waterproof con cappuccio',\n",
+ " 'Pantaloni Quechua Neri Waterproof',\n",
+ " 'Pantaloni Neri Attillati da Ski termici'],\n",
+ " 'llm_proposed_alt_texts': [\"Forclaz Men's Travel 500 3-in-1 Waterproof Jacket\",\n",
+ " \"Quechua Men's NH500 Waterproof Over Pants in smoked black color\",\n",
+ " \"Wedze Men's BL100 Ski Base Layer Bottoms displayed on a model\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [25, 26, 27, 28, 29, 30],\n",
+ " 'user_assessments': [4, 3, 4],\n",
+ " 'llm_assessments': [4, 5, 5],\n",
+ " 'user_llm_assessments': [2, 2, 4],\n",
+ " 'original_alt_texts': ['Carte da gioco con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici',\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",
+ " 'Peluche Yeti della Terra - Peluche fatto a mano con pelliccia intera - Creatura del bosco morbida e coccolabile - Regalo unico per bambini'],\n",
+ " 'user_proposed_alt_texts': ['Carte da gioco da Poker con foto personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici',\n",
+ " \"Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato, con pennelli inclusi + sei colori + portaoggetti per set da damigella d'onore\",\n",
+ " 'Peluche Yeti della Terra fatto a mano con pelliccia intera bianca - Creatura del bosco morbida e coccolabile - Regalo unico per bambini'],\n",
+ " 'llm_proposed_alt_texts': ['Carte da gioco personalizzate per matrimoni e regali ad amici e familiari',\n",
+ " 'Kit di pittura su ceramica personalizzato per idee regalo per attività di addio al nubilato.',\n",
+ " 'Peluche Yeti della Terra - Creatura morbida e coccolabile, peluche fatto a mano con pelliccia intera, ideale come regalo unico per bambini']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [28, 29, 30],\n",
+ " 'user_assessments': [2, 2, 2],\n",
+ " 'llm_assessments': [5, 3, 3],\n",
+ " 'user_llm_assessments': [2, 3, 2],\n",
+ " 'original_alt_texts': ['Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne',\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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Cappellino con visiera in velluto a coste color oceano e con rifiniture marrone',\n",
+ " 'Timbro per libri con fiocco e scritta \"Questo libro appartiene a\" - regalo personalizzato per gli amanti dei libri',\n",
+ " 'Calzini arancioni divertenti con righe nere e scritta Nachos bianca, unisex,'],\n",
+ " 'llm_proposed_alt_texts': ['Cappellino snapback Blowfish Designs in velluto a coste color oceano con toppa o montagne',\n",
+ " \"Personalized book stamp with bow, 'from the library of Abigail Rainsong', ideal gift for book lovers.\",\n",
+ " 'Calzini a righe Nachos, unisex, divertenti e alla moda, regalo ideale per buongustai.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [30, 31, 32, 33, 34, 35],\n",
+ " 'user_assessments': [1, 2],\n",
+ " 'llm_assessments': [4, 3],\n",
+ " 'user_llm_assessments': [2, 2],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Krumba Uomo Cotone Oversize Scollo a V. Classico Pull-On Maglione',\n",
+ " 'Annuncio sponsorizzato – COOFANDY Maglione Uomo Invernale con Zip Maglione Uomo a Maglia con Zip 1/4 Morbido Pullover Dolc...'],\n",
+ " 'user_proposed_alt_texts': ['KRUMBA Maglione Verde Bosco Classico da Uomo in Cotone, Oversize con scollo a V',\n",
+ " 'COOFANDY Maglione Grigio Chiaro morbido da Uomo con Zip 1/4 e Collo a Lupetto'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato: Maglione Krumba Uomo, oversize, scollo a V, classico pull-on in cotone.',\n",
+ " \"Annuncio sponsorizzato – COOFANDY Maglione uomo con zip grigio, pullover morbido ideale per l'inverno.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [33, 34, 35],\n",
+ " 'user_assessments': [2, 2, 2],\n",
+ " 'llm_assessments': [3, 3, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['iClosam Maglione Girocollo a Righe da Uomo, Maglioni in Maglia di Cotone a Maniche Lunghe, Classico Uomo Pullover Girocoll...',\n",
+ " 'COOFANDY Maglioni per Uomo Pullover a Maglia Maglione da Lavoro Felpa Uomo Firmata Maglioncino a Maniche Lunghe Pullover G...',\n",
+ " 'Tommy Hilfiger Uomo Pullover Essential Cotton Crew Neck in Cotone'],\n",
+ " 'user_proposed_alt_texts': ['iClosam Maglione Girocollo a Righe da Uomo, in Maglia di Cotone a Maniche Lunghe, bianco, grigio e nero',\n",
+ " 'COOFANDY Maglione per Uomo Blu Navy girocollo, Pullover a Maglia a Maniche Lunghe ',\n",
+ " 'Tommy Hilfiger - Pullover Uomo Nero a girocollo, in cotone'],\n",
+ " 'llm_proposed_alt_texts': ['Maglione girocollo a righe da uomo in maglia di cotone, pullover classico.',\n",
+ " 'COOFANDY maglione uomo, pullover a maglia maniche lunghe, colore blu navy.',\n",
+ " 'Tommy Hilfiger Uomo Pullover in cotone con girocollo, nero.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [25, 26, 27, 28, 29, 30],\n",
+ " 'user_assessments': [2, 2, 2],\n",
+ " 'llm_assessments': [5, 4, 3],\n",
+ " 'user_llm_assessments': [4, 5, 3],\n",
+ " 'original_alt_texts': ['Gli otto migliori regali Nike per lo yoga',\n",
+ " \"I migliori regali Nike per chi gioca a tennis, approvati dall'élite\",\n",
+ " 'Le 11 migliori idee regalo Nike per la spiaggia'],\n",
+ " 'user_proposed_alt_texts': ['Accessori Nike per lo yoga, i migliori regali',\n",
+ " 'Accessori Nike per chi gioca a tennis, i migliori regali',\n",
+ " 'Idee regalo Nike per la spiaggia, 11 idee regalo'],\n",
+ " 'llm_proposed_alt_texts': ['Gli otto migliori regali Nike per lo yoga',\n",
+ " 'Migliori regali Nike per giocatori di tennis, consigliati per prestazioni elevate',\n",
+ " 'Sandcastle and people wearing Nike beachwear showcasing gift ideas for the beach.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [28, 29, 30],\n",
+ " 'user_assessments': [2, 2, 2],\n",
+ " 'llm_assessments': [4, 3, 4],\n",
+ " 'user_llm_assessments': [3, 5, 4],\n",
+ " 'original_alt_texts': ['Le migliori felpe con cappuccio da basket Nike',\n",
+ " 'Gli 11 migliori regali Nike per ciclisti',\n",
+ " 'Migliori giacche e smanicati da running Nike da indossare tutta la stagione'],\n",
+ " 'user_proposed_alt_texts': ['Donna con felpa completa beige, felpe con cappuccio da basket Nike',\n",
+ " 'Ciclista su cyclette in casa, 11 idee regalo Nike per ciclisti',\n",
+ " 'Runner con completo rosa, idee per giacche e smanicati da running Nike per tutta la stagione'],\n",
+ " 'llm_proposed_alt_texts': ['Le migliori felpe con cappuccio da basket Nike, Guida agli acquisti.',\n",
+ " 'Ciclista su bici indoor con abbigliamento Nike, guida ai migliori regali per ciclisti.',\n",
+ " 'Nike running jackets and vests for the season.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [39, 40, 41, 42, 43, 44],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [4, 1, 2],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Icona per la sezione Collezionismo e Passioni',\n",
+ " 'Icona per la sezione Ricondizionato',\n",
+ " 'Icona per la sezione Elettronica'],\n",
+ " 'llm_proposed_alt_texts': ['Robot icon representing collectibles and passions.',\n",
+ " 'Checkmark icon representing verified or trusted content.',\n",
+ " 'Icon representing electronics devices such as tablets and smartwatches.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [42, 43, 44],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [4, 2, 4],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Icona con planetaria per la sezione Elettrodomestici',\n",
+ " 'Icona con poltrona per la sezione Casa e Giardino',\n",
+ " 'Icona con scarpa per la sezione Moda e Bellezza'],\n",
+ " 'llm_proposed_alt_texts': ['Icon of a kitchen mixer, representing household appliances category.',\n",
+ " 'Casa e giardino - scopri offerte su arredamento e giardino',\n",
+ " 'Sneaker icon representing the Moda e bellezza category']}],\n",
+ " 'lauracorti': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [17, 18, 19, 17, 18, 19, 20, 21, 22],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['{*asphalt-blue-8858286*}',\n",
+ " '{*unspecified-8573829*}',\n",
+ " '{*unspecified-8916867*}'],\n",
+ " 'user_proposed_alt_texts': ['Giacca piumino blu uomo',\n",
+ " 'Giacca piumino nero uomo',\n",
+ " 'Berretto verde'],\n",
+ " 'llm_proposed_alt_texts': [\"Simond Men's MT100 Hooded Down Puffer Jacket in dark blue.\",\n",
+ " \"Forclaz Men's MT100 Hooded Synthetic Jacket in black, displayed on a model.\",\n",
+ " 'Simond Adult MT500 Merino Wool Beanie in olive green color.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [17, 18, 19],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['{*asphalt-blue-8858286*}',\n",
+ " '{*unspecified-8573829*}',\n",
+ " '{*unspecified-8916867*}'],\n",
+ " 'user_proposed_alt_texts': ['Giacca piumino blu uomo',\n",
+ " 'Giacca piumino nero uomo',\n",
+ " 'Berretto verde'],\n",
+ " 'llm_proposed_alt_texts': [\"Simond Men's MT100 Hooded Down Puffer Jacket in dark blue.\",\n",
+ " \"Forclaz Men's MT100 Hooded Synthetic Jacket in black, displayed on a model.\",\n",
+ " 'Simond Adult MT500 Merino Wool Beanie in olive green color.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [20, 21, 22],\n",
+ " 'user_assessments': [1, 1, 4],\n",
+ " 'llm_assessments': [1, 1, 3],\n",
+ " 'user_llm_assessments': [2, 3, 2],\n",
+ " 'original_alt_texts': ['{*whale-gray-8670150*}',\n",
+ " '{*slate-blue-8493310*}',\n",
+ " 'Red and gray backpack on a white background'],\n",
+ " 'user_proposed_alt_texts': ['Pile montagna uomo blu',\n",
+ " 'T-shirt uomo blu',\n",
+ " 'Red and gray backpack'],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH100 hiking fleece in blue, shown being worn.\",\n",
+ " \"Simond Men's Travel 500 Merino Wool T-Shirt in slate blue, short sleeves.\",\n",
+ " \"Simond Men's MT100 Easyfit 70L red and gray backpack on a white background.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [1, 2, 3, 1, 2, 3, 4, 5, 6, 4, 5, 6, 4, 5, 6],\n",
+ " 'user_assessments': [2, 2, 3],\n",
+ " 'llm_assessments': [4, 3, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['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",
+ " '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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Sciarpa con mappa illustrata personalizzata con i tuoi luoghi speciali. Un regalo ricordo unico.',\n",
+ " 'Decorazione natalizia \"First Christmas as The Blooms\" decorazione per sposi novelli, la nostra prima decorazione natalizia',\n",
+ " 'Felpa Cannoli - Regalo per gli amanti della cucina italiana.'],\n",
+ " 'llm_proposed_alt_texts': ['Personalized silk scarf with illustrated map, customizable with special places, unique keepsake gift for housewarming, weddings, or holidays.',\n",
+ " \"Christmas ornament reading 'First Christmas as The Blooms 2023,' surrounded by dried orange slices.\",\n",
+ " 'Felpa Cannoli - gift for Italian cuisine lovers, trendsetters, and fun-loving foodies. Show your love for Italy.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [1, 2, 3],\n",
+ " 'user_assessments': [2, 2, 3],\n",
+ " 'llm_assessments': [4, 3, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['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",
+ " '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",
+ " '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",
+ " 'user_proposed_alt_texts': ['Sciarpa con mappa illustrata personalizzata con i tuoi luoghi speciali. Un regalo ricordo unico.',\n",
+ " 'Decorazione natalizia \"First Christmas as The Blooms\" decorazione per sposi novelli, la nostra prima decorazione natalizia',\n",
+ " 'Felpa Cannoli - Regalo per gli amanti della cucina italiana.'],\n",
+ " 'llm_proposed_alt_texts': ['Personalized silk scarf with illustrated map, customizable with special places, unique keepsake gift for housewarming, weddings, or holidays.',\n",
+ " \"Christmas ornament reading 'First Christmas as The Blooms 2023,' surrounded by dried orange slices.\",\n",
+ " 'Felpa Cannoli - gift for Italian cuisine lovers, trendsetters, and fun-loving foodies. Show your love for Italy.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [3, 4, 3],\n",
+ " 'llm_assessments': [4, 5, 5],\n",
+ " 'user_llm_assessments': [3, 3, 2],\n",
+ " 'original_alt_texts': ['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",
+ " 'graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello',\n",
+ " 'Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'],\n",
+ " 'user_proposed_alt_texts': ['Il primo Natale del bambino, ornamento in legno dipinto con il nome del bambino e con ornamento di un unicorno, regalo personalizzato per neonato',\n",
+ " \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " 'Maglione personalizzato con lettera ricamata a scacchi '],\n",
+ " 'llm_proposed_alt_texts': ['Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato.',\n",
+ " \"Graziosa sciarpa a forma di papera per bambini, con strisce rosse, lavorata a maglia in morbida lana d'agnello.\",\n",
+ " 'Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [3, 4, 3],\n",
+ " 'llm_assessments': [4, 5, 5],\n",
+ " 'user_llm_assessments': [2, 3, 2],\n",
+ " 'original_alt_texts': ['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",
+ " 'graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello',\n",
+ " 'Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'],\n",
+ " 'user_proposed_alt_texts': ['Il primo Natale del bambino, ornamento in legno dipinto con il nome del bambino e con ornamento di un unicorno, regalo personalizzato per neonato',\n",
+ " \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " 'Maglione personalizzato con lettera ricamata a scacchi '],\n",
+ " 'llm_proposed_alt_texts': ['Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato.',\n",
+ " \"Graziosa sciarpa a forma di papera per bambini, con strisce rosse, lavorata a maglia in morbida lana d'agnello.\",\n",
+ " 'Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [3, 4, 3],\n",
+ " 'llm_assessments': [4, 5, 5],\n",
+ " 'user_llm_assessments': [2, 3, 2],\n",
+ " 'original_alt_texts': ['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",
+ " 'graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello',\n",
+ " 'Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente'],\n",
+ " 'user_proposed_alt_texts': ['Il primo Natale del bambino, ornamento in legno dipinto con il nome del bambino e con ornamento di un unicorno, regalo personalizzato per neonato',\n",
+ " \"graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello\",\n",
+ " 'Maglione personalizzato con lettera ricamata a scacchi '],\n",
+ " 'llm_proposed_alt_texts': ['Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato.',\n",
+ " \"Graziosa sciarpa a forma di papera per bambini, con strisce rosse, lavorata a maglia in morbida lana d'agnello.\",\n",
+ " 'Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [4, 5, 6, 4, 5, 6, 4, 5, 6, 7, 8, 10],\n",
+ " 'user_assessments': [2, 4, 4],\n",
+ " 'llm_assessments': [4, 5, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'],\n",
+ " 'user_proposed_alt_texts': ['Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato – Polo Club maglione uomo con logo e scollo tondo, colore blu scuro.',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [2, 4, 4],\n",
+ " 'llm_assessments': [4, 5, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'],\n",
+ " 'user_proposed_alt_texts': ['Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato – Polo Club maglione uomo con logo e scollo tondo, colore blu scuro.',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [2, 4, 4],\n",
+ " 'llm_assessments': [4, 5, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'],\n",
+ " 'user_proposed_alt_texts': ['Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo',\n",
+ " 'Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato – Polo Club maglione uomo con logo e scollo tondo, colore blu scuro.',\n",
+ " 'Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone',\n",
+ " 'Annuncio sponsorizzato – Diana Studio - Maglia a Collo Alto Basico in 100% Lana Merino, Uomo, Maniche Lunghe, Casual Fit']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [7, 8, 10],\n",
+ " 'user_assessments': [4, 5, 4],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['JACK & JONES Knitted Pullover Plain Knitted Pullover',\n",
+ " 'Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall',\n",
+ " 'Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)'],\n",
+ " 'user_proposed_alt_texts': ['JACK & JONES Knitted Pullover Plain Knitted Black',\n",
+ " 'Amazon Essentials Uomo Maglione Girocollo a Maniche Lunghe, 100% Cotone, Disponibile Anche in Taglie Big & Tall',\n",
+ " 'Amazon Essentials Uomo Maglione Pullover Blu con Scollo a V (Disponibile in Taglie Big & Tall)'],\n",
+ " 'llm_proposed_alt_texts': ['JACK & JONES Plain Knitted Pullover',\n",
+ " \"Amazon Essentials Men's Long-Sleeve Crewneck Sweater, 100% Cotton, Available in Big & Tall Sizes.\",\n",
+ " 'Amazon Essentials Uomo Maglione Pullover con Scollo a V (Disponibile in Taglie Big & Tall)']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [1, 2, 3, 1, 2, 3, 15, 16, 17, 15, 16, 17, 18, 19, 20],\n",
+ " 'user_assessments': [2, 3, 3],\n",
+ " 'llm_assessments': [2, 2, 2],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['Elettronica', 'Gaming', 'Elettrodomestici'],\n",
+ " 'user_proposed_alt_texts': ['Sezione Elettronica',\n",
+ " 'Sezione Gaming',\n",
+ " 'Sezione Elettrodomestici'],\n",
+ " 'llm_proposed_alt_texts': ['Scopri e acquista elettronica come TV, smartwatch e tablet su eBay.',\n",
+ " \"Gaming products including a console, monitor, and game box with text 'Tutto il divertimento che cerchi lo trovi qui!'\",\n",
+ " 'Discover top appliances to simplify your days, such as a washing machine, vacuum, and kitchen device. Shop now.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [1, 2, 3],\n",
+ " 'user_assessments': [2, 3, 3],\n",
+ " 'llm_assessments': [2, 2, 2],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['Elettronica', 'Gaming', 'Elettrodomestici'],\n",
+ " 'user_proposed_alt_texts': ['Sezione Elettronica',\n",
+ " 'Sezione Gaming',\n",
+ " 'Sezione Elettrodomestici'],\n",
+ " 'llm_proposed_alt_texts': ['Scopri e acquista elettronica come TV, smartwatch e tablet su eBay.',\n",
+ " \"Gaming products including a console, monitor, and game box with text 'Tutto il divertimento che cerchi lo trovi qui!'\",\n",
+ " 'Discover top appliances to simplify your days, such as a washing machine, vacuum, and kitchen device. Shop now.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [1, 2, 3, 1, 2, 3, 1, 2, 3, 4, 5, 6],\n",
+ " 'user_assessments': [4, 4, 3],\n",
+ " 'llm_assessments': [4, 5, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Nike Sportswear Club T-shirt – Uomo',\n",
+ " 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Nike Sportswear Club T-shirt Nera– Uomo',\n",
+ " 'Nike Therma Maglia fitness con zip a manica lunga Therma-FIT – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece neri con dettagli dal design rifrangente – Uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Sportswear Club T-shirt for men.',\n",
+ " 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo',\n",
+ " 'Nike Tech jogger pants with reflective design details for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [1, 2, 3],\n",
+ " 'user_assessments': [4, 4, 3],\n",
+ " 'llm_assessments': [4, 5, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Nike Sportswear Club T-shirt – Uomo',\n",
+ " 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Nike Sportswear Club T-shirt Nera– Uomo',\n",
+ " 'Nike Therma Maglia fitness con zip a manica lunga Therma-FIT – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece neri con dettagli dal design rifrangente – Uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Sportswear Club T-shirt for men.',\n",
+ " 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo',\n",
+ " 'Nike Tech jogger pants with reflective design details for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [1, 2, 3],\n",
+ " 'user_assessments': [4, 4, 3],\n",
+ " 'llm_assessments': [4, 5, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Nike Sportswear Club T-shirt – Uomo',\n",
+ " 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece con dettagli dal design rifrangente – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Nike Sportswear Club T-shirt Nera– Uomo',\n",
+ " 'Nike Therma Maglia fitness con zip a manica lunga Therma-FIT – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece neri con dettagli dal design rifrangente – Uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Sportswear Club T-shirt for men.',\n",
+ " 'Nike Therma Maglia fitness con zip a tutta lunghezza Therma-FIT – Uomo',\n",
+ " 'Nike Tech jogger pants with reflective design details for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [4, 5, 6],\n",
+ " 'user_assessments': [3, 3, 3],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [4, 3, 4],\n",
+ " 'original_alt_texts': ['Nike Tech Pantaloni jogger in fleece – Uomo',\n",
+ " 'Nike Club Pantaloni in fleece spazzolato con bordi – Uomo',\n",
+ " 'NikeCourt Heritage Pantaloni da tennis – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Nike Tech Pantaloni jogger in fleece grigi – Uomo',\n",
+ " 'Nike Club Pantaloni in fleece nero – Uomo',\n",
+ " 'NikeCourt Heritage Pantaloni verdi da tennis – Uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Tech jogger fleece pants for men, shown in gray with neon Nike logo.',\n",
+ " 'Nike Club fleece sweatpants with brushed finish and cuffs – Men',\n",
+ " 'NikeCourt Heritage tennis pants for men in green, shown with matching jacket.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [15, 16, 17],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [5, 4, 4],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Logo Apple', 'Logo Dyson', 'Logo Samsung'],\n",
+ " 'llm_proposed_alt_texts': ['Apple logo representing the Apple brand.',\n",
+ " 'Link to Dyson products or page on eBay.',\n",
+ " 'Samsung logo linking to the Samsung section.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [15, 16, 17],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [5, 4, 4],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Logo Apple', 'Logo Dyson', 'Logo Samsung'],\n",
+ " 'llm_proposed_alt_texts': ['Apple logo representing the Apple brand.',\n",
+ " 'Link to Dyson products or page on eBay.',\n",
+ " 'Samsung logo linking to the Samsung section.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [18, 19, 20],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['', '', ''],\n",
+ " 'user_proposed_alt_texts': ['Logo Nintendo',\n",
+ " 'Logo Pokemon',\n",
+ " 'Logo PlayStation'],\n",
+ " 'llm_proposed_alt_texts': ['Nintendo logo, a featured popular brand on eBay.',\n",
+ " 'Pokémon logo representing a category on eBay.',\n",
+ " 'PlayStation logo for the PlayStation category.']}],\n",
+ " 'm.natale8': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [38, 39, 40, 38, 39, 40, 35, 36, 37],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [3, 5, 3],\n",
+ " 'original_alt_texts': ['0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}',\n",
+ " '{*carbon-gray-8572550*}',\n",
+ " '{*unspecified-8501932*}'],\n",
+ " 'user_proposed_alt_texts': ['Giacca leggera antivento e impermeabile di color verde scuro. Ideale per le tue escursioni in montagna!',\n",
+ " 'Pantaloncini cargo, da uomo, color grigio scuro. Sono presenti 6 tasche che li rendono perfetti per ogni tipo di escursione.',\n",
+ " 'Collant da uomo in lana merino. Ottime per mantenere la giusta temperatura grazie alle sue eccellenti proprietà di termoregolazione.'],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH500 Lightweight Waterproof Hiking Jacket in dark green.\",\n",
+ " \"Forclaz Men's Travel 100 Cargo Shorts in carbon gray color, featuring multiple pockets and a belt.\",\n",
+ " \"Forclaz Men's MT500 Merino Wool Base Layer Tights in black.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [38, 39, 40],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [3, 5, 3],\n",
+ " 'original_alt_texts': ['0%%SPACER%%1%%SPACER%%{*dark-green-gray-8785247*}',\n",
+ " '{*carbon-gray-8572550*}',\n",
+ " '{*unspecified-8501932*}'],\n",
+ " 'user_proposed_alt_texts': ['Giacca leggera antivento e impermeabile di color verde scuro. Ideale per le tue escursioni in montagna!',\n",
+ " 'Pantaloncini cargo, da uomo, color grigio scuro. Sono presenti 6 tasche che li rendono perfetti per ogni tipo di escursione.',\n",
+ " 'Collant da uomo in lana merino. Ottime per mantenere la giusta temperatura grazie alle sue eccellenti proprietà di termoregolazione.'],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH500 Lightweight Waterproof Hiking Jacket in dark green.\",\n",
+ " \"Forclaz Men's Travel 100 Cargo Shorts in carbon gray color, featuring multiple pockets and a belt.\",\n",
+ " \"Forclaz Men's MT500 Merino Wool Base Layer Tights in black.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [19, 20, 21, 19, 20, 21, 22, 23, 24],\n",
+ " 'user_assessments': [3, 2, 2],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['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",
+ " 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet',\n",
+ " '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",
+ " 'user_proposed_alt_texts': ['Borsa in pelle porta vino color verde smeraldo. Essendo possibile personalizzarla, è un regalo perfetto!',\n",
+ " 'Tappeto da gioco per bambini in cotone biologico ipoallergenico. Decorato con il disegno di una strada stilizzata, è pensato per il gioco.',\n",
+ " 'Candela a forma di baguette in cera d’api, profumata al pane, con quattro stoppini e aspetto realistico.'],\n",
+ " 'llm_proposed_alt_texts': [\"Borsa in pelle per vino personalizzata, ideale per regali come la festa del papà, pensioni, regali aziendali. Mostrato il modello verde con 'COGNAC'.\",\n",
+ " 'Organic cotton play rug featuring a Montessori road map design with toy blocks and cars.',\n",
+ " 'Handmade baguette-shaped candle with four wicks made of beeswax, realistic food decor, French bread-scented, perfect as a unique gift or decoration.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [19, 20, 21],\n",
+ " 'user_assessments': [3, 2, 2],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['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",
+ " 'Organic Cotton Kids Play Rug: Montessori Road Map, Playroom Car Carpet',\n",
+ " '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",
+ " 'user_proposed_alt_texts': ['Borsa in pelle porta vino color verde smeraldo. Essendo possibile personalizzarla, è un regalo perfetto!',\n",
+ " 'Tappeto da gioco per bambini in cotone biologico ipoallergenico. Decorato con il disegno di una strada stilizzata, è pensato per il gioco.',\n",
+ " 'Candela a forma di baguette in cera d’api, profumata al pane, con quattro stoppini e aspetto realistico.'],\n",
+ " 'llm_proposed_alt_texts': [\"Borsa in pelle per vino personalizzata, ideale per regali come la festa del papà, pensioni, regali aziendali. Mostrato il modello verde con 'COGNAC'.\",\n",
+ " 'Organic cotton play rug featuring a Montessori road map design with toy blocks and cars.',\n",
+ " 'Handmade baguette-shaped candle with four wicks made of beeswax, realistic food decor, French bread-scented, perfect as a unique gift or decoration.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [22, 23, 24],\n",
+ " 'user_assessments': [2, 2, 3],\n",
+ " 'llm_assessments': [4, 5, 4],\n",
+ " 'user_llm_assessments': [3, 2, 3],\n",
+ " 'original_alt_texts': ['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",
+ " 'Ciondolo con ritratto di animale domestico in pelle dipinto a mano: etichetta per borsa personalizzata per cane/gatto',\n",
+ " 'Piatto in ceramica dipinto a mano: regalo personalizzato per sposi e famiglie'],\n",
+ " 'user_proposed_alt_texts': ['Lampada per bambini in legno a forma di Robot. Sono presenti 2 modalità di illuminazione (fissa/sfarfallio) e luminosità regolabile. Ottima da tenere come luce notturna. Sono presenti anche due fori sul retro per appenderla alla parete.',\n",
+ " 'Due ciondoli in pelle per borsa, raffiguranti i ritratti realistici di un cane e di un gatto realizzati a mano. ',\n",
+ " 'Due piatti in ceramica dipinti amano. Il primo è bianco con decorazioni in verse e la scritta \"Mr+Mrs Comas always + forever, circa 2007\". Il secondo piatto è bianco con decorazioni blu e la scritta \"MR+MRS Huntoon, July 4, 2025\"'],\n",
+ " 'llm_proposed_alt_texts': ['Luce notturna in legno a forma di robot, regalo personalizzato per bambini e neonati, lampada a tema robot per la camera da letto.',\n",
+ " 'Ciondolo in pelle dipinto a mano con ritratto di animale domestico: etichetta per borsa personalizzata per cane/gatto.',\n",
+ " 'Hand-painted ceramic plates with personalized inscriptions, ideal as wedding or family gifts.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [24, 25, 26, 27, 28, 29, 24, 25, 26, 24, 25, 26],\n",
+ " 'user_assessments': [1, 1, 2],\n",
+ " 'llm_assessments': [2, 4, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...',\n",
+ " 'Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater',\n",
+ " 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'],\n",
+ " 'user_proposed_alt_texts': ['Pullover a righe multicolore a manica lunga, con zip a un quarto, collo a lupetto stile polo e vestibilità slim.',\n",
+ " 'Maglione bordeaux da uomo leggero con vestibilità slim, scollatura rotonda, maniche lunghe. Collo a coste, orlo e polsini per un aspetto elegante e moderno.',\n",
+ " \"Maglione leggero verde scuro da uomo con girocollo a coste, a manica lunga, in Cotone 100%. C'è un motivo a treccia su corpo e maniche.\"],\n",
+ " 'llm_proposed_alt_texts': ['Maglione uomo invernale a strisce, collo alto con zip 1/4, foderato in pile, disponibile su Amazon.',\n",
+ " \"Cegerne long-sleeve crewneck men's winter sweater in fine knit.\",\n",
+ " 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [27, 28, 29],\n",
+ " 'user_assessments': [3, 2, 1],\n",
+ " 'llm_assessments': [3, 3, 3],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['ARMANI EXCHANGE Crew Neck Maglione Uomo (Pacco da 1)',\n",
+ " 'Genfien Maglione Uomo Invernali Maglia Girocollo Knit Crew Maglia Maglione Pullover a Manica Lunga Invernale Tenere Caldo',\n",
+ " 'JACK & JONES Crew Neck Sweatshirt Plain Crew Neck Sweatshirt'],\n",
+ " 'user_proposed_alt_texts': ['Maglione blu semplice girocollo da uomo con logo Armani Exchange sul petto, a destra.',\n",
+ " 'Maglione uomo girocollo a manica lunga di colore grigio con due strisce bianche sul petto e una striscia più sottile bianca su maniche e vita. Vestibilità slim.',\n",
+ " 'Felpa da uomo semplice blu con scollo rotondo.'],\n",
+ " 'llm_proposed_alt_texts': ['ARMANI EXCHANGE crew neck sweater for men in navy blue (single pack).',\n",
+ " 'Green knit pullover sweater with long sleeves and white stripes, designed for warmth.',\n",
+ " 'JACK & JONES plain crew neck sweatshirt in navy blue.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [35, 36, 37],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [1, 1, 1],\n",
+ " 'user_llm_assessments': [5, 4, 4],\n",
+ " 'original_alt_texts': ['{*carbon-gray-8526272*}',\n",
+ " '{*dark-petrol-blue-8581388*}',\n",
+ " '{*carbon-gray-8555093*}'],\n",
+ " 'user_proposed_alt_texts': ['Cappello grigio scuro da trekking waterproof con laccio. è largo 56-58 centimetri.',\n",
+ " 'Zaino da trekking blu petrolio scuro da 50+10 litri, con numerose tasche e schienale in rete per una migliore traspirazione',\n",
+ " 'Scarpe da montagna grigio carbone con supporto impermeabile a mezza altezza'],\n",
+ " 'llm_proposed_alt_texts': ['Forclaz Trek 900 waterproof backpacking hat in carbon gray with adjustable chin strap.',\n",
+ " \"Simond Men's MT500 Air 50+10 L backpack in dark petrol blue for backpacking.\",\n",
+ " \"Quechua Men's MH100 Hiking Shoes in carbon gray color\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [24, 25, 26],\n",
+ " 'user_assessments': [3, 2, 2],\n",
+ " 'llm_assessments': [3, 4, 5],\n",
+ " 'user_llm_assessments': [3, 2, 3],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...',\n",
+ " 'Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater',\n",
+ " 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'],\n",
+ " 'user_proposed_alt_texts': ['Pullover a righe multicolore, manica lunga, zip a un quarto, collo a lupetto, vestibilità slim, ideale per climi freddi',\n",
+ " 'Maglione leggero da uomo color bordeaux, dalla vestibilità slim e dal design semplice',\n",
+ " 'Maglione verde in cotone con lavorazione a treccia su corpo e maniche, e finiture a coste su collo, polsini e orlo'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato – Maglione uomo invernale Harbrosrce con collo alto, zip 1/4, foderato in pile.',\n",
+ " \"Cegerne men's crewneck long-sleeve winter sweater.\",\n",
+ " 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [24, 25, 26],\n",
+ " 'user_assessments': [3, 2, 2],\n",
+ " 'llm_assessments': [3, 4, 5],\n",
+ " 'user_llm_assessments': [3, 2, 3],\n",
+ " 'original_alt_texts': ['Annuncio sponsorizzato – Harbrosrce Maglioni Uomo Invernali Striscia Collo Alto con Zip 1/4 Pullover Foderato in Pile Giac...',\n",
+ " 'Cegerne Maglione Uomo Girocollo Manica Lunga Maglia Invernale Fine Maglia Sweater',\n",
+ " 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%'],\n",
+ " 'user_proposed_alt_texts': ['Pullover a righe multicolore, manica lunga, zip a un quarto, collo a lupetto, vestibilità slim, ideale per climi freddi',\n",
+ " 'Maglione leggero da uomo color bordeaux, dalla vestibilità slim e dal design semplice',\n",
+ " 'Maglione verde in cotone con lavorazione a treccia su corpo e maniche, e finiture a coste su collo, polsini e orlo'],\n",
+ " 'llm_proposed_alt_texts': ['Annuncio sponsorizzato – Maglione uomo invernale Harbrosrce con collo alto, zip 1/4, foderato in pile.',\n",
+ " \"Cegerne men's crewneck long-sleeve winter sweater.\",\n",
+ " 'Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100%']}],\n",
+ " 'm.natale8 ': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [19,\n",
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+ " 'user_llm_assessments': [4, 3, 4],\n",
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+ " 'Jordan Flight Giacca puffer in piumino – Uomo',\n",
+ " 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Giacca puffer Jordan Brooklyn Therma-FIT da uomo, nera, in tessuto idrorepellente ',\n",
+ " 'Giacca puffer Jordan Flight da uomo, nera, in piumino con lavorazione in velluto a coste',\n",
+ " 'Felpa Jordan Sport Hoop Fleece da uomo, nera, con cappuccio e zip a tutta lunghezza, tecnologia Dri-FIT'],\n",
+ " 'llm_proposed_alt_texts': ['Jordan Brooklyn Therma-FIT puffer jacket for men.',\n",
+ " 'Jordan Flight puffer jacket for men in black.',\n",
+ " 'Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
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+ " 'user_llm_assessments': [4, 3, 4],\n",
+ " 'original_alt_texts': ['Jordan Brooklyn Giacca puffer Therma-FIT – Uomo',\n",
+ " 'Jordan Flight Giacca puffer in piumino – Uomo',\n",
+ " 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Giacca puffer Jordan Brooklyn Therma-FIT da uomo, nera, in tessuto idrorepellente ',\n",
+ " 'Giacca puffer Jordan Flight da uomo, nera, in piumino con lavorazione in velluto a coste',\n",
+ " 'Felpa Jordan Sport Hoop Fleece da uomo, nera, con cappuccio e zip a tutta lunghezza, tecnologia Dri-FIT'],\n",
+ " 'llm_proposed_alt_texts': ['Jordan Brooklyn Therma-FIT puffer jacket for men.',\n",
+ " 'Jordan Flight puffer jacket for men in black.',\n",
+ " 'Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [19, 20, 21],\n",
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+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [4, 3, 4],\n",
+ " 'original_alt_texts': ['Jordan Brooklyn Giacca puffer Therma-FIT – Uomo',\n",
+ " 'Jordan Flight Giacca puffer in piumino – Uomo',\n",
+ " 'Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Giacca puffer Jordan Brooklyn Therma-FIT da uomo, nera, in tessuto idrorepellente ',\n",
+ " 'Giacca puffer Jordan Flight da uomo, nera, in piumino con lavorazione in velluto a coste',\n",
+ " 'Felpa Jordan Sport Hoop Fleece da uomo, nera, con cappuccio e zip a tutta lunghezza, tecnologia Dri-FIT'],\n",
+ " 'llm_proposed_alt_texts': ['Jordan Brooklyn Therma-FIT puffer jacket for men.',\n",
+ " 'Jordan Flight puffer jacket for men in black.',\n",
+ " 'Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [22, 23, 24],\n",
+ " 'user_assessments': [4, 3, 4],\n",
+ " 'llm_assessments': [5, 5, 4],\n",
+ " 'user_llm_assessments': [4, 3, 4],\n",
+ " 'original_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo',\n",
+ " 'Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Felpa Nike Club grigia da uomo con cappuccio e cerniera ',\n",
+ " 'Pantaloni da uomo Nike in tessuto Tech fleece a blocchi di colore nero e nero antracite, con fit morbido e superficie liscia',\n",
+ " 'Piumino Nike Sportswear Club smanicato nero da uomo, modello Therma-FIT – Uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Club full-zip fleece hoodie for men, displayed in light gray.',\n",
+ " \"Nike Tech fleece pants with color blocking and open hem – Men's\",\n",
+ " 'Nike Sportswear Club Therma-FIT sleeveless jacket for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [22, 23, 24],\n",
+ " 'user_assessments': [4, 3, 4],\n",
+ " 'llm_assessments': [5, 5, 4],\n",
+ " 'user_llm_assessments': [4, 3, 4],\n",
+ " 'original_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo',\n",
+ " 'Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Felpa Nike Club grigia da uomo con cappuccio e cerniera ',\n",
+ " 'Pantaloni da uomo Nike in tessuto Tech fleece a blocchi di colore nero e nero antracite, con fit morbido e superficie liscia',\n",
+ " 'Piumino Nike Sportswear Club smanicato nero da uomo, modello Therma-FIT – Uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Club full-zip fleece hoodie for men, displayed in light gray.',\n",
+ " \"Nike Tech fleece pants with color blocking and open hem – Men's\",\n",
+ " 'Nike Sportswear Club Therma-FIT sleeveless jacket for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [22, 23, 24],\n",
+ " 'user_assessments': [4, 3, 4],\n",
+ " 'llm_assessments': [5, 5, 4],\n",
+ " 'user_llm_assessments': [4, 3, 4],\n",
+ " 'original_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo',\n",
+ " 'Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Felpa Nike Club grigia da uomo con cappuccio e cerniera ',\n",
+ " 'Pantaloni da uomo Nike in tessuto Tech fleece a blocchi di colore nero e nero antracite, con fit morbido e superficie liscia',\n",
+ " 'Piumino Nike Sportswear Club smanicato nero da uomo, modello Therma-FIT – Uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Club full-zip fleece hoodie for men, displayed in light gray.',\n",
+ " \"Nike Tech fleece pants with color blocking and open hem – Men's\",\n",
+ " 'Nike Sportswear Club Therma-FIT sleeveless jacket for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
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+ " 'llm_assessments': [5, 5, 4],\n",
+ " 'user_llm_assessments': [4, 3, 4],\n",
+ " 'original_alt_texts': ['Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo',\n",
+ " 'Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo',\n",
+ " 'Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Felpa Nike Club grigia da uomo con cappuccio e cerniera ',\n",
+ " 'Pantaloni da uomo Nike in tessuto Tech fleece a blocchi di colore nero e nero antracite, con fit morbido e superficie liscia',\n",
+ " 'Piumino Nike Sportswear Club smanicato nero da uomo, modello Therma-FIT – Uomo'],\n",
+ " 'llm_proposed_alt_texts': ['Nike Club full-zip fleece hoodie for men, displayed in light gray.',\n",
+ " \"Nike Tech fleece pants with color blocking and open hem – Men's\",\n",
+ " 'Nike Sportswear Club Therma-FIT sleeveless jacket for men.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
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+ " 'original_alt_texts': ['Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA',\n",
+ " 'Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA',\n",
+ " 'Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'],\n",
+ " 'user_proposed_alt_texts': ['Console Nintendo GameCube con lettore Viper Cobra e controller originale ',\n",
+ " 'Console Nintendo Switch Mario Red e Blue Limited Edition',\n",
+ " 'Console Nintendo new 3DS XL blu con schermo superiore IPS, scheda SD da 4 GB, con caricatore e pennino'],\n",
+ " 'llm_proposed_alt_texts': ['Nintendo GameCube console with VIPER COBRA reader and original controller in excellent condition.',\n",
+ " 'Nintendo Switch Mario Red and Blue Limited Edition, complete and in perfect condition.',\n",
+ " 'Nintendo NEW 3DS XL console with 4GB SD card, charger, and stylus in excellent condition.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
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+ " 'original_alt_texts': ['Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA',\n",
+ " 'Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA',\n",
+ " 'Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'],\n",
+ " 'user_proposed_alt_texts': ['Console Nintendo GameCube con lettore Viper Cobra e controller originale ',\n",
+ " 'Console Nintendo Switch Mario Red e Blue Limited Edition',\n",
+ " 'Console Nintendo new 3DS XL blu con schermo superiore IPS, scheda SD da 4 GB, con caricatore e pennino'],\n",
+ " 'llm_proposed_alt_texts': ['Nintendo GameCube console with VIPER COBRA reader and original controller in excellent condition.',\n",
+ " 'Nintendo Switch Mario Red and Blue Limited Edition, complete and in perfect condition.',\n",
+ " 'Nintendo NEW 3DS XL console with 4GB SD card, charger, and stylus in excellent condition.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [33, 34, 35],\n",
+ " 'user_assessments': [3, 4, 3],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Console NINTENDO GAMECUBE LETTORE VIPER COBRA + CONTROLLER ORIGINALE OTTIMA',\n",
+ " 'Console Nintendo Switch Mario Red e Blue Limited Edition COMPLETA PERFETTA',\n",
+ " 'Console Nintendo NEW 3DS XL TOP IPS BLU SD 4GB CARICATORE e PENNINO OTTIMO'],\n",
+ " 'user_proposed_alt_texts': ['Console Nintendo GameCube con lettore Viper Cobra e controller originale ',\n",
+ " 'Console Nintendo Switch Mario Red e Blue Limited Edition',\n",
+ " 'Console Nintendo new 3DS XL blu con schermo superiore IPS, scheda SD da 4 GB, con caricatore e pennino'],\n",
+ " 'llm_proposed_alt_texts': ['Nintendo GameCube console with VIPER COBRA reader and original controller in excellent condition.',\n",
+ " 'Nintendo Switch Mario Red and Blue Limited Edition, complete and in perfect condition.',\n",
+ " 'Nintendo NEW 3DS XL console with 4GB SD card, charger, and stylus in excellent condition.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [36, 37, 38],\n",
+ " 'user_assessments': [3, 3, 1],\n",
+ " 'llm_assessments': [4, 4, 1],\n",
+ " 'user_llm_assessments': [3, 4, 3],\n",
+ " 'original_alt_texts': ['Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB',\n",
+ " 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI',\n",
+ " ''],\n",
+ " 'user_proposed_alt_texts': ['Fotocamera digitale compatta Nikon Coolpix S6600 nera con batteria, cavo e scheda SD da 32 GB',\n",
+ " 'Console Sony PlayStation 1 modello Fat con controller e cavi inclusi',\n",
+ " 'Accedi alla sezione auto e moto '],\n",
+ " 'llm_proposed_alt_texts': ['Nikon Coolpix S6600 black digital compact camera with cable, battery, and 32GB SD card.',\n",
+ " 'Sony PlayStation 1 console with controller and cables.',\n",
+ " \"Icon representing the 'Motori' category, featuring a tire illustration.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [36, 37, 38],\n",
+ " 'user_assessments': [3, 3, 1],\n",
+ " 'llm_assessments': [4, 4, 1],\n",
+ " 'user_llm_assessments': [3, 4, 3],\n",
+ " 'original_alt_texts': ['Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB',\n",
+ " 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI',\n",
+ " ''],\n",
+ " 'user_proposed_alt_texts': ['Fotocamera digitale compatta Nikon Coolpix S6600 nera con batteria, cavo e scheda SD da 32 GB',\n",
+ " 'Console Sony PlayStation 1 modello Fat con controller e cavi inclusi',\n",
+ " 'Accedi alla sezione auto e moto '],\n",
+ " 'llm_proposed_alt_texts': ['Nikon Coolpix S6600 black digital compact camera with cable, battery, and 32GB SD card.',\n",
+ " 'Sony PlayStation 1 console with controller and cables.',\n",
+ " \"Icon representing the 'Motori' category, featuring a tire illustration.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [36, 37, 38],\n",
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+ " 'llm_assessments': [4, 4, 1],\n",
+ " 'user_llm_assessments': [3, 4, 3],\n",
+ " 'original_alt_texts': ['Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB',\n",
+ " 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI',\n",
+ " ''],\n",
+ " 'user_proposed_alt_texts': ['Fotocamera digitale compatta Nikon Coolpix S6600 nera con batteria, cavo e scheda SD da 32 GB',\n",
+ " 'Console Sony PlayStation 1 modello Fat con controller e cavi inclusi',\n",
+ " 'Accedi alla sezione auto e moto '],\n",
+ " 'llm_proposed_alt_texts': ['Nikon Coolpix S6600 black digital compact camera with cable, battery, and 32GB SD card.',\n",
+ " 'Sony PlayStation 1 console with controller and cables.',\n",
+ " \"Icon representing the 'Motori' category, featuring a tire illustration.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [36, 37, 38],\n",
+ " 'user_assessments': [3, 3, 1],\n",
+ " 'llm_assessments': [4, 4, 1],\n",
+ " 'user_llm_assessments': [3, 4, 3],\n",
+ " 'original_alt_texts': ['Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB',\n",
+ " 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI',\n",
+ " ''],\n",
+ " 'user_proposed_alt_texts': ['Fotocamera digitale compatta Nikon Coolpix S6600 nera con batteria, cavo e scheda SD da 32 GB',\n",
+ " 'Console Sony PlayStation 1 modello Fat con controller e cavi inclusi',\n",
+ " 'Accedi alla sezione auto e moto '],\n",
+ " 'llm_proposed_alt_texts': ['Nikon Coolpix S6600 black digital compact camera with cable, battery, and 32GB SD card.',\n",
+ " 'Sony PlayStation 1 console with controller and cables.',\n",
+ " \"Icon representing the 'Motori' category, featuring a tire illustration.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
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+ " 'user_assessments': [3, 3, 1],\n",
+ " 'llm_assessments': [4, 4, 1],\n",
+ " 'user_llm_assessments': [3, 4, 3],\n",
+ " 'original_alt_texts': ['Fotocamera NIKON COOLPIX S6600 NERA digitale compatta con CAVO BATTERIA SD 32GB',\n",
+ " 'CONSOLE SONY PLAYSTATION 1 FAT PS1 MAGICA LEGGE TUTTO + CONTROLLER E CAVI',\n",
+ " ''],\n",
+ " 'user_proposed_alt_texts': ['Fotocamera digitale compatta Nikon Coolpix S6600 nera con batteria, cavo e scheda SD da 32 GB',\n",
+ " 'Console Sony PlayStation 1 modello Fat con controller e cavi inclusi',\n",
+ " 'Accedi alla sezione auto e moto '],\n",
+ " 'llm_proposed_alt_texts': ['Nikon Coolpix S6600 black digital compact camera with cable, battery, and 32GB SD card.',\n",
+ " 'Sony PlayStation 1 console with controller and cables.',\n",
+ " \"Icon representing the 'Motori' category, featuring a tire illustration.\"]}],\n",
+ " 'r.dipiazza': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [23, 24, 25, 23, 24, 25, 26, 27, 28],\n",
+ " 'user_assessments': [1, 1, 4],\n",
+ " 'llm_assessments': [1, 1, 4],\n",
+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['{*slate-blue-8618759*}',\n",
+ " '{*black-8317909*}',\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"],\n",
+ " 'user_proposed_alt_texts': ['Blue Quechua outdoor hiking shoes ',\n",
+ " 'Black outdoor puffer jacket ',\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH500 Waterproof Hiking Shoes in slate blue.\",\n",
+ " \"Simond Men's MT500 Down Puffer Jacket, black color.\",\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack for outdoor adventures.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [23, 24, 25],\n",
+ " 'user_assessments': [1, 1, 4],\n",
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+ " 'user_llm_assessments': [4, 4, 4],\n",
+ " 'original_alt_texts': ['{*slate-blue-8618759*}',\n",
+ " '{*black-8317909*}',\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"],\n",
+ " 'user_proposed_alt_texts': ['Blue Quechua outdoor hiking shoes ',\n",
+ " 'Black outdoor puffer jacket ',\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH500 Waterproof Hiking Shoes in slate blue.\",\n",
+ " \"Simond Men's MT500 Down Puffer Jacket, black color.\",\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack for outdoor adventures.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [26, 27, 28],\n",
+ " 'user_assessments': [1, 1, 3],\n",
+ " 'llm_assessments': [2, 1, 5],\n",
+ " 'user_llm_assessments': [4, 5, 3],\n",
+ " 'original_alt_texts': ['{*dark-petrol-blue-8619766*}',\n",
+ " '{*carbon-gray-8666242*}',\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer\"],\n",
+ " 'user_proposed_alt_texts': [\"Petrol blue men's hooded puffer jacket.\",\n",
+ " \"Black men's zip-off outdoor waterproof hiking pants.\",\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer in white color\"],\n",
+ " 'llm_proposed_alt_texts': [\"Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue.\",\n",
+ " \"Forclaz Men's MT100 2-in-1 zip-off hiking pants in carbon gray, shown with detachable lower legs.\",\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
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+ " 'user_llm_assessments': [3, 2, 5],\n",
+ " 'original_alt_texts': ['Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata',\n",
+ " 'Anello con ciondolo Kizzi',\n",
+ " 'Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'],\n",
+ " 'user_proposed_alt_texts': ['Quadro decorativo mappa del campo da golf Old Head di Cork, Irlanda, stampa acquerello',\n",
+ " 'Anello con pietra pendente occhio di tigre e quarzo',\n",
+ " 'Giocattolo morbido a forma di mortadella in morbido tessuto, giocattolo di cucina per bambini'],\n",
+ " 'llm_proposed_alt_texts': ['Old Head Golf Links watercolor map, personalized art gift for men, wall decor, Cork, Ireland.',\n",
+ " 'Anello con ciondolo Kizzi, annuncio GemBlue',\n",
+ " 'Handmade mortadella toy with slice for Montessori imaginative play and role-playing in gastronomy.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [7, 8, 9],\n",
+ " 'user_assessments': [2, 4, 3],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [3, 2, 5],\n",
+ " 'original_alt_texts': ['Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata',\n",
+ " 'Anello con ciondolo Kizzi',\n",
+ " 'Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'],\n",
+ " 'user_proposed_alt_texts': ['Quadro decorativo mappa del campo da golf Old Head di Cork, Irlanda, stampa acquerello',\n",
+ " 'Anello con pietra pendente occhio di tigre e quarzo',\n",
+ " 'Giocattolo morbido a forma di mortadella in morbido tessuto, giocattolo di cucina per bambini'],\n",
+ " 'llm_proposed_alt_texts': ['Old Head Golf Links watercolor map, personalized art gift for men, wall decor, Cork, Ireland.',\n",
+ " 'Anello con ciondolo Kizzi, annuncio GemBlue',\n",
+ " 'Handmade mortadella toy with slice for Montessori imaginative play and role-playing in gastronomy.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [10, 11, 12],\n",
+ " 'user_assessments': [4, 2, 2],\n",
+ " 'llm_assessments': [5, 5, 5],\n",
+ " 'user_llm_assessments': [4, 2, 5],\n",
+ " 'original_alt_texts': ['Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani',\n",
+ " 'Fortezza per gatto. Cat House in cartone con balconi',\n",
+ " 'Puzzle in legno personalizzato con fiore di nascita'],\n",
+ " 'user_proposed_alt_texts': [\"Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani con dolcetti per cani\",\n",
+ " 'Cuccia a forma di casa in cartone per gatti.',\n",
+ " 'Puzzle con fiori colorati'],\n",
+ " 'llm_proposed_alt_texts': [\"Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\",\n",
+ " 'Fortezza per gatto. Cat House in cartone con balconi',\n",
+ " 'Personalized wooden puzzle with a birth flower design.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [12,\n",
+ " 13,\n",
+ " 14,\n",
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+ " 13,\n",
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+ " 12,\n",
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+ " 15,\n",
+ " 16,\n",
+ " 17,\n",
+ " 15,\n",
+ " 16,\n",
+ " 17,\n",
+ " 15,\n",
+ " 16,\n",
+ " 17],\n",
+ " 'user_assessments': [5, 5, 5],\n",
+ " 'llm_assessments': [5, 5, 5],\n",
+ " 'user_llm_assessments': [5, 5, 5],\n",
+ " 'original_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'],\n",
+ " 'user_proposed_alt_texts': ['AC Milan Teddy Bear Peluche con maglia di calcio, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, colore Rosso'],\n",
+ " 'llm_proposed_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan thermal/sports bottle, for hot or cold drinks, official product, various colors and capacities',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica, Prodotto Ufficiale, Rosso']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [12, 13, 14],\n",
+ " 'user_assessments': [5, 5, 5],\n",
+ " 'llm_assessments': [5, 5, 5],\n",
+ " 'user_llm_assessments': [5, 5, 5],\n",
+ " 'original_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'],\n",
+ " 'user_proposed_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica, Prodotto Ufficiale, colore Rosso'],\n",
+ " 'llm_proposed_alt_texts': ['AC Milan teddy bear in official team colors, product image.',\n",
+ " 'A.C. Milan official thermal sports bottle for hot or cold drinks, available in various colors and capacities.',\n",
+ " 'AC Milan lunchbox with two internal compartments, organic plastic, official product, red.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [12, 13, 14],\n",
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+ " 'llm_assessments': [5, 5, 5],\n",
+ " 'user_llm_assessments': [5, 5, 5],\n",
+ " 'original_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'],\n",
+ " 'user_proposed_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica, Prodotto Ufficiale, colore Rosso'],\n",
+ " 'llm_proposed_alt_texts': ['AC Milan teddy bear in official team colors, product image.',\n",
+ " 'A.C. Milan official thermal sports bottle for hot or cold drinks, available in various colors and capacities.',\n",
+ " 'AC Milan lunchbox with two internal compartments, organic plastic, official product, red.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [12, 13, 14],\n",
+ " 'user_assessments': [5, 5, 5],\n",
+ " 'llm_assessments': [5, 5, 5],\n",
+ " 'user_llm_assessments': [5, 5, 5],\n",
+ " 'original_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'],\n",
+ " 'user_proposed_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica, Prodotto Ufficiale, colore Rosso'],\n",
+ " 'llm_proposed_alt_texts': ['AC Milan teddy bear in official team colors, product image.',\n",
+ " 'A.C. Milan official thermal sports bottle for hot or cold drinks, available in various colors and capacities.',\n",
+ " 'AC Milan lunchbox with two internal compartments, organic plastic, official product, red.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
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+ " 'original_alt_texts': ['Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare',\n",
+ " 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)',\n",
+ " 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'],\n",
+ " 'user_proposed_alt_texts': ['Runcati Maglione da uomo con intreccio, invernale, girocollo, a maniche lunghe, caldo, tinta unita bianco, vintage, vestibilità regolare',\n",
+ " 'Maglione pullover da uomo con zip, colore bianco ',\n",
+ " 'Top in Maglia a Maniche Lunghe Uomo, Calvin Klein Jeans, colore nero '],\n",
+ " 'llm_proposed_alt_texts': ['White cable-knit sweater with long sleeves, vintage style, regular fit.',\n",
+ " 'Schott NYC Plecorage1 Pullover sweater for men, pack of 1.',\n",
+ " \"Black long-sleeve Calvin Klein tee, product image for men's clothing.\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
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+ " 'original_alt_texts': ['Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare',\n",
+ " 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)',\n",
+ " 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'],\n",
+ " 'user_proposed_alt_texts': ['Runcati Maglione da uomo con intreccio, invernale, girocollo, a maniche lunghe, caldo, tinta unita bianco, vintage, vestibilità regolare',\n",
+ " 'Maglione pullover da uomo con zip, colore bianco ',\n",
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+ " 'Schott NYC Plecorage1 Pullover sweater for men, pack of 1.',\n",
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+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
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+ " 'original_alt_texts': ['Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare',\n",
+ " 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)',\n",
+ " 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'],\n",
+ " 'user_proposed_alt_texts': ['Runcati Maglione da uomo con intreccio, invernale, girocollo, a maniche lunghe, caldo, tinta unita bianco, vintage, vestibilità regolare',\n",
+ " 'Maglione pullover da uomo con zip, colore bianco ',\n",
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+ " 'Schott NYC Plecorage1 Pullover sweater for men, pack of 1.',\n",
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+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
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+ " 'original_alt_texts': ['Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare',\n",
+ " 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)',\n",
+ " 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'],\n",
+ " 'user_proposed_alt_texts': ['Runcati Maglione da uomo con intreccio, invernale, girocollo, a maniche lunghe, caldo, tinta unita bianco, vintage, vestibilità regolare',\n",
+ " 'Maglione pullover da uomo con zip, colore bianco ',\n",
+ " 'Top in Maglia a Maniche Lunghe Uomo, Calvin Klein Jeans, colore nero '],\n",
+ " 'llm_proposed_alt_texts': ['White cable-knit sweater with long sleeves, vintage style, regular fit.',\n",
+ " 'Schott NYC Plecorage1 Pullover sweater for men, pack of 1.',\n",
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+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
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+ " 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'],\n",
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+ " 'SEGA A NASTRO DA BANCO per LEGNO 350W con GONIOMETRO E 3 LAME INCLUSE, marchio SCHEPPACH modello HBS30'],\n",
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+ " 'Scheppach HBS30 band saw, 350W with goniometer and three included blades.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
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+ " 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'],\n",
+ " 'user_proposed_alt_texts': ['Logo Lego brand',\n",
+ " 'Sega a nastro taglio legno 550W, marchio Scheppach, modello hbs261',\n",
+ " 'SEGA A NASTRO DA BANCO per LEGNO 350W con GONIOMETRO E 3 LAME INCLUSE, marchio SCHEPPACH modello HBS30'],\n",
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+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
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+ " 'Scheppach HBS30 band saw, 350W with goniometer and three included blades.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
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+ " 'user_proposed_alt_texts': ['Logo Lego brand',\n",
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+ " 'SEGA A NASTRO DA BANCO per LEGNO 350W con GONIOMETRO E 3 LAME INCLUSE, marchio SCHEPPACH modello HBS30'],\n",
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+ " 'Scheppach HBS30 band saw, 350W with goniometer and three included blades.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
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+ " 'user_llm_assessments': [5, 4, 5],\n",
+ " 'original_alt_texts': ['',\n",
+ " 'Sega a nastro taglio legno 550W Scheppach hbs261',\n",
+ " 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'],\n",
+ " 'user_proposed_alt_texts': ['Logo Lego brand',\n",
+ " 'Sega a nastro taglio legno 550W, marchio Scheppach, modello hbs261',\n",
+ " 'SEGA A NASTRO DA BANCO per LEGNO 350W con GONIOMETRO E 3 LAME INCLUSE, marchio SCHEPPACH modello HBS30'],\n",
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+ " 'Scheppach HBS30 band saw, 350W with goniometer and three included blades.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
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+ " 'original_alt_texts': ['',\n",
+ " 'Sega a nastro taglio legno 550W Scheppach hbs261',\n",
+ " 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30'],\n",
+ " 'user_proposed_alt_texts': ['Logo Lego brand',\n",
+ " 'Sega a nastro taglio legno 550W, marchio Scheppach, modello hbs261',\n",
+ " 'SEGA A NASTRO DA BANCO per LEGNO 350W con GONIOMETRO E 3 LAME INCLUSE, marchio SCHEPPACH modello HBS30'],\n",
+ " 'llm_proposed_alt_texts': ['Lego logo linking to Lego products on eBay.',\n",
+ " 'Sega a nastro per taglio legno 550W Scheppach hbs261.',\n",
+ " 'Scheppach HBS30 band saw, 350W with goniometer and three included blades.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
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+ " 'user_assessments': [5, 5, 5],\n",
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+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'],\n",
+ " 'user_proposed_alt_texts': ['TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V, marchio SCHEPPACH, modello DP16VLS',\n",
+ " 'BETONIERA ELETTRICA 180 litri 800W SCHEPPACH, miscelatore cemento',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 millimetri, marchio SCHEPPACH, modello HMS850'],\n",
+ " 'llm_proposed_alt_texts': ['Scheppach DP16VLS bench drill press with laser pointer, 500W 230V, suitable for precise drilling tasks.',\n",
+ " 'Electric concrete mixer 180L 800W Scheppach MIX180 for cement mixing.',\n",
+ " 'Scheppach HMS850 combined planer and thicknesser, 1250 W, 204 mm for woodworking.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [24, 25, 26],\n",
+ " 'user_assessments': [5, 5, 5],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [5, 5, 5],\n",
+ " 'original_alt_texts': ['TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS',\n",
+ " 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'],\n",
+ " 'user_proposed_alt_texts': ['TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V, marchio SCHEPPACH, modello DP16VLS',\n",
+ " 'BETONIERA ELETTRICA 180 litri 800W SCHEPPACH, miscelatore cemento',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 millimetri, marchio SCHEPPACH, modello HMS850'],\n",
+ " 'llm_proposed_alt_texts': ['Scheppach DP16VLS bench drill press with laser pointer, 500W 230V, suitable for precise drilling tasks.',\n",
+ " 'Electric concrete mixer 180L 800W Scheppach MIX180 for cement mixing.',\n",
+ " 'Scheppach HMS850 combined planer and thicknesser, 1250 W, 204 mm for woodworking.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [24, 25, 26],\n",
+ " 'user_assessments': [5, 5, 5],\n",
+ " 'llm_assessments': [4, 4, 5],\n",
+ " 'user_llm_assessments': [5, 5, 5],\n",
+ " 'original_alt_texts': ['TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS',\n",
+ " 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'],\n",
+ " 'user_proposed_alt_texts': ['TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V, marchio SCHEPPACH, modello DP16VLS',\n",
+ " 'BETONIERA ELETTRICA 180 litri 800W SCHEPPACH, miscelatore cemento',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 millimetri, marchio SCHEPPACH, modello HMS850'],\n",
+ " 'llm_proposed_alt_texts': ['Scheppach DP16VLS bench drill press with laser pointer, 500W 230V, suitable for precise drilling tasks.',\n",
+ " 'Electric concrete mixer 180L 800W Scheppach MIX180 for cement mixing.',\n",
+ " 'Scheppach HMS850 combined planer and thicknesser, 1250 W, 204 mm for woodworking.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [7,\n",
+ " 8,\n",
+ " 9,\n",
+ " 7,\n",
+ " 8,\n",
+ " 9,\n",
+ " 7,\n",
+ " 8,\n",
+ " 9,\n",
+ " 10,\n",
+ " 11,\n",
+ " 12,\n",
+ " 10,\n",
+ " 11,\n",
+ " 12,\n",
+ " 10,\n",
+ " 11,\n",
+ " 12,\n",
+ " 10,\n",
+ " 11,\n",
+ " 12],\n",
+ " 'user_assessments': [2, 4, 3],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [2, 4, 3],\n",
+ " 'original_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT'],\n",
+ " 'user_proposed_alt_texts': ['Felpa in pile Nike con zip a metà, fantasia a quadri bianco e nero',\n",
+ " 'Pantaloni in tessuto da basket Nike Icon per Uomo, colore nero',\n",
+ " 'Pantaloni felpati da basket Therma-FIT Kobe, colore rosa chiaro'],\n",
+ " 'llm_proposed_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo, abbigliamento sportivo Nike.',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [7, 8, 9],\n",
+ " 'user_assessments': [2, 4, 3],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [2, 4, 3],\n",
+ " 'original_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT'],\n",
+ " 'user_proposed_alt_texts': ['Felpa in pile Nike con zip a metà, fantasia a quadri bianco e nero',\n",
+ " 'Pantaloni in tessuto da basket Nike Icon per Uomo, colore nero',\n",
+ " 'Pantaloni felpati da basket Therma-FIT Kobe, colore rosa chiaro'],\n",
+ " 'llm_proposed_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo, abbigliamento sportivo Nike.',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [7, 8, 9],\n",
+ " 'user_assessments': [2, 4, 3],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [2, 4, 3],\n",
+ " 'original_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT'],\n",
+ " 'user_proposed_alt_texts': ['Felpa in pile Nike con zip a metà, fantasia a quadri bianco e nero',\n",
+ " 'Pantaloni in tessuto da basket Nike Icon per Uomo, colore nero',\n",
+ " 'Pantaloni felpati da basket Therma-FIT Kobe, colore rosa chiaro'],\n",
+ " 'llm_proposed_alt_texts': [\"Nike Club Zip a metà lunghezza per l'inverno – Uomo\",\n",
+ " 'Nike Icon Pantaloni in tessuto da basket - Uomo, abbigliamento sportivo Nike.',\n",
+ " 'Kobe Pantaloni da basket Therma-FIT']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [10, 11, 12],\n",
+ " 'user_assessments': [3, 2, 2],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [2, 5, 4],\n",
+ " 'original_alt_texts': ['Nike Stride Giacca da running Repel UV – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece – Uomo',\n",
+ " 'Nike Windrunner Piumino - Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Giacca da running nera da uomo Nike Stride, Repel UV ',\n",
+ " 'Pantaloni jogger in pile da uomo Nike Tech, bianco e verde ',\n",
+ " 'Piumino da uomo con cappuccio, Nike, colore nero '],\n",
+ " 'llm_proposed_alt_texts': ['Nike Stride Repel UV running jacket for men available on Nike IT',\n",
+ " 'Nike Tech jogger pants in fleece for men, displayed in green and white.',\n",
+ " 'Nike Windrunner jacket for men, black, with visible logo.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [10, 11, 12],\n",
+ " 'user_assessments': [3, 2, 2],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [2, 5, 4],\n",
+ " 'original_alt_texts': ['Nike Stride Giacca da running Repel UV – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece – Uomo',\n",
+ " 'Nike Windrunner Piumino - Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Giacca da running nera da uomo Nike Stride, Repel UV ',\n",
+ " 'Pantaloni jogger in pile da uomo Nike Tech, bianco e verde ',\n",
+ " 'Piumino da uomo con cappuccio, Nike, colore nero '],\n",
+ " 'llm_proposed_alt_texts': ['Nike Stride Repel UV running jacket for men available on Nike IT',\n",
+ " 'Nike Tech jogger pants in fleece for men, displayed in green and white.',\n",
+ " 'Nike Windrunner jacket for men, black, with visible logo.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [10, 11, 12],\n",
+ " 'user_assessments': [3, 2, 2],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [2, 5, 4],\n",
+ " 'original_alt_texts': ['Nike Stride Giacca da running Repel UV – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece – Uomo',\n",
+ " 'Nike Windrunner Piumino - Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Giacca da running nera da uomo Nike Stride, Repel UV ',\n",
+ " 'Pantaloni jogger in pile da uomo Nike Tech, bianco e verde ',\n",
+ " 'Piumino da uomo con cappuccio, Nike, colore nero '],\n",
+ " 'llm_proposed_alt_texts': ['Nike Stride Repel UV running jacket for men available on Nike IT',\n",
+ " 'Nike Tech jogger pants in fleece for men, displayed in green and white.',\n",
+ " 'Nike Windrunner jacket for men, black, with visible logo.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [10, 11, 12],\n",
+ " 'user_assessments': [3, 2, 2],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [2, 5, 4],\n",
+ " 'original_alt_texts': ['Nike Stride Giacca da running Repel UV – Uomo',\n",
+ " 'Nike Tech Pantaloni jogger in fleece – Uomo',\n",
+ " 'Nike Windrunner Piumino - Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Giacca da running nera da uomo Nike Stride, Repel UV ',\n",
+ " 'Pantaloni jogger in pile da uomo Nike Tech, bianco e verde ',\n",
+ " 'Piumino da uomo con cappuccio, Nike, colore nero '],\n",
+ " 'llm_proposed_alt_texts': ['Nike Stride Repel UV running jacket for men available on Nike IT',\n",
+ " 'Nike Tech jogger pants in fleece for men, displayed in green and white.',\n",
+ " 'Nike Windrunner jacket for men, black, with visible logo.']}],\n",
+ " 'whitewolf': [{'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [23, 24, 25, 26, 27, 28],\n",
+ " 'user_assessments': [1, 1, 3],\n",
+ " 'llm_assessments': [1, 1, 5],\n",
+ " 'user_llm_assessments': [3, 4, 1],\n",
+ " 'original_alt_texts': ['{*slate-blue-8618759*}',\n",
+ " '{*black-8317909*}',\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"],\n",
+ " 'user_proposed_alt_texts': [\"Quechua Men's Waterproof Hiking Shoes. Color: slate-blue - Model: MH500\",\n",
+ " \"Warm Men's Down Puffer Jacket with zipper closure. Color: black - Model: MT500\",\n",
+ " \"Technical Men's Easyfit Backpacking Pack. Ideal for multi-day hikes in the wilderness. Color: Carbon Gray, Size: 50 L, Model: MT100 \"],\n",
+ " 'llm_proposed_alt_texts': [\"Quechua Men's MH500 waterproof hiking shoes, slate blue.\",\n",
+ " \"Simond Men's MT500 Down Puffer Jacket in black, shown with front zipper and pockets.\",\n",
+ " \"Simond Men's MT100 Easyfit 50 L Backpacking Pack\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/decathlon.html',\n",
+ " 'images': [26, 27, 28],\n",
+ " 'user_assessments': [1, 1, 1],\n",
+ " 'llm_assessments': [2, 1, 5],\n",
+ " 'user_llm_assessments': [4, 1, 3],\n",
+ " 'original_alt_texts': ['{*dark-petrol-blue-8619766*}',\n",
+ " '{*carbon-gray-8666242*}',\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer\"],\n",
+ " 'user_proposed_alt_texts': [\"Men's Hooded Down Puffer Jacket MT500, in Dark Petrol Blue color.\",\n",
+ " \"Carbon gray men's 2-in-1 Zip-Off Hiking Pants MT100.\",\n",
+ " \"Van Rysel Men's ultralight mesh base layer in snowy white color.\"],\n",
+ " 'llm_proposed_alt_texts': [\"Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue.\",\n",
+ " \"Forclaz Men's MT100 2-in-1 zip-off hiking pants in carbon gray displayed on a model.\",\n",
+ " \"Van Rysel Men's Ultralight Mesh Base Layer\"]},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [7, 8, 9, 10, 11, 12],\n",
+ " 'user_assessments': [4, 3, 3],\n",
+ " 'llm_assessments': [4, 5, 5],\n",
+ " 'user_llm_assessments': [4, 3, 3],\n",
+ " 'original_alt_texts': ['Old Head Golf Links / Cork, Irlanda / Mappa del campo da golf, Regali artistici personalizzati per uomo, Decorazione murale, Stampa acquerello personalizzata',\n",
+ " 'Anello con ciondolo Kizzi',\n",
+ " 'Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto / Cucina di fantasia Montessori / Gioco di ruolo in gastronomia'],\n",
+ " 'user_proposed_alt_texts': ['Old Head Golf Links - Cork, Irlanda. Mappa del campo da golf. Decorazione murale, stampa acquerello personalizzata.',\n",
+ " 'Anello con ciondolo Kizzi a forma di goccia.',\n",
+ " 'Giocattolo in tessuto di mortadella fatto a mano con fetta. Gioco di ruolo in gastronomia.'],\n",
+ " 'llm_proposed_alt_texts': ['Old Head Golf Links map in Cork, Ireland, personalized watercolor print for artistic gifts or wall decor.',\n",
+ " 'Anello con ciondolo Kizzi',\n",
+ " 'Giocattolo di mortadella fatto a mano con fetta – Cibo giocattolo in tessuto per cucina di fantasia Montessori e gioco di ruolo gastronomico.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/etsy.html',\n",
+ " 'images': [10, 11, 12],\n",
+ " 'user_assessments': [4, 4, 4],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [4, 2, 4],\n",
+ " 'original_alt_texts': ['Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani',\n",
+ " 'Fortezza per gatto. Cat House in cartone con balconi',\n",
+ " 'Puzzle in legno personalizzato con fiore di nascita'],\n",
+ " 'user_proposed_alt_texts': [\"Santa Paws: Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani.\",\n",
+ " 'Fortezza per gatto in cartone con balconi.',\n",
+ " 'Puzzle in legno personalizzato con fiore di nascita.'],\n",
+ " 'llm_proposed_alt_texts': [\"Santa Paws – Calendario dell'Avvento personalizzato per cani, regali di Natale per cani, dolcetti per cani\",\n",
+ " 'Cardboard cat house with balconies, Fortezza per gatto.',\n",
+ " 'Puzzle in legno personalizzato con fiore di nascita']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [12, 13, 14, 15, 16, 17],\n",
+ " 'user_assessments': [4, 3, 4],\n",
+ " 'llm_assessments': [5, 5, 4],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica/Sportiva, per Bevande Calde o Fredde, Prodotto Ufficiale, Diversi Colori e Capacità',\n",
+ " 'AC Milan Porta pranzo con 2 compartimenti interni, Plastica organica,Prodotto Ufficiale, Rosso'],\n",
+ " 'user_proposed_alt_texts': ['AC Milan Orsacchiotto Teddy Peluche. Prodotto ufficiale',\n",
+ " 'A.C. Milan Borraccia Termica sportiva in Acciaio Inox per bevande calde o fredde da 500 ml. Prodotto Ufficiale in diversi colori e capacità.',\n",
+ " 'AC Milan porta pranzo con 2 compartimenti interni. Plastica organica rosso, prodotto ufficiale. '],\n",
+ " 'llm_proposed_alt_texts': ['AC Milan Teddy Bear Peluche, Orsacchiotto, Prodotto ufficiale',\n",
+ " 'A.C. Milan thermal/sports bottle for hot or cold drinks, official product, various colors and capacities.',\n",
+ " 'AC Milan lunch box with 2 internal compartments, organic plastic, official product, red.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/amazon_maglioni.html',\n",
+ " 'images': [15, 16, 17],\n",
+ " 'user_assessments': [4, 3, 3],\n",
+ " 'llm_assessments': [4, 3, 3],\n",
+ " 'user_llm_assessments': [3, 2, 3],\n",
+ " 'original_alt_texts': ['Runcati Maglione da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare',\n",
+ " 'Schott NYC Plecorage1 Maglione Pullover Uomo (Pacco da 1)',\n",
+ " 'Calvin Klein Jeans Badge Waffle LS Tee J30j323485 Top in Maglia a Maniche Lunghe Uomo (Pacco da 1)'],\n",
+ " 'user_proposed_alt_texts': ['Maglione Runcati da uomo con cavo, invernale, girocollo, a maniche lunghe, caldo, tinta unita, vintage, vestibilità regolare.',\n",
+ " 'Maglione Pullover Uomo (Schott NYC Plecorage)',\n",
+ " 'Maglietta Maniche Lunghe Uomo Calvin Klein Jeans.'],\n",
+ " 'llm_proposed_alt_texts': [\"Runcati men's winter cable-knit sweater, crewneck, long-sleeved, warm, solid color, vintage style, regular fit.\",\n",
+ " 'Model wearing a Schott NYC Plecorage1 zip-up ribbed pullover sweater for men.',\n",
+ " 'Calvin Klein Jeans long-sleeve waffle tee for men, black.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [22, 23, 24, 16, 25, 26],\n",
+ " 'user_assessments': [4, 3, 3],\n",
+ " 'llm_assessments': [4, 4, 4],\n",
+ " 'user_llm_assessments': [4, 2, 3],\n",
+ " 'original_alt_texts': ['Sega a nastro taglio legno 550W Scheppach hbs261',\n",
+ " 'SEGA A NASTRO DA BANCO X LEGNO 350W GONIOMETRO E 3 LAME INCLUSE SCHEPPACH HBS30',\n",
+ " 'TRAPANO A COLONNA DA BANCO CON PUNTATORE LASER 500W 230V SCHEPPACH DP16VLS'],\n",
+ " 'user_proposed_alt_texts': ['Sega a nastro taglio legno 550W Scheppach hbs261',\n",
+ " 'Sega a nastro da banco per legno 350W. Goniometro e 3 lame incluse Scheppach HBS30',\n",
+ " 'Trapano a colonna da banco con puntatore laser 500W 230V Scheppach DP16VLS'],\n",
+ " 'llm_proposed_alt_texts': ['Sega a nastro per taglio legno Scheppach hbs261 550W.',\n",
+ " 'Scheppach HBS30 bandsaw, 350W with miter gauge and 3 blades included.',\n",
+ " 'Bench drill with laser pointer, 500W, 230V, Scheppach DP16VLS.']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/manca/eBay.html',\n",
+ " 'images': [16, 25, 26],\n",
+ " 'user_assessments': [1, 4, 4],\n",
+ " 'llm_assessments': [1, 5, 5],\n",
+ " 'user_llm_assessments': [1, 3, 3],\n",
+ " 'original_alt_texts': ['',\n",
+ " 'BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850'],\n",
+ " 'user_proposed_alt_texts': ['Prodotti marca dyson',\n",
+ " 'Betoniera elettrica 180L 800W Scheppach MIX180 impastatrice miscelatore cemento.',\n",
+ " 'Pialla a filo e spessore combinata per legno 1250 W 204 MM Scheppach HMS850'],\n",
+ " 'llm_proposed_alt_texts': ['Dyson logo.',\n",
+ " 'Electric cement mixer 180L 800W Scheppach MIX180 for mixing cement.',\n",
+ " 'PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [21, 22, 23, 24, 25, 26],\n",
+ " 'user_assessments': [4, 4, 3],\n",
+ " 'llm_assessments': [4, 5, 5],\n",
+ " 'user_llm_assessments': [3, 3, 3],\n",
+ " 'original_alt_texts': ['Jordan Sport Hoop Fleece Felpa con cappuccio e zip a tutta lunghezza Dri-FIT – Uomo',\n",
+ " 'Nike Club Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo',\n",
+ " 'Nike Tech Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo'],\n",
+ " 'user_proposed_alt_texts': ['Felpa con cappuccio e zip a tutta lunghezza Dri-FIT Uomo. Jordan Sport Hoop Fleece',\n",
+ " 'Felpa con cappuccio e zip a tutta lunghezza in fleece - Uomo. Nike Club ',\n",
+ " 'Pantaloni in fleece a blocchi di colore con orlo aperto – Uomo.'],\n",
+ " 'llm_proposed_alt_texts': ['Jordan Sport Hoop Fleece hoodie with full zip and Dri-FIT technology for men.',\n",
+ " 'Nike Club full-zip fleece hoodie for men in grey, with Nike logo on chest.',\n",
+ " 'Nike Tech fleece pants with color blocks and open hem – Men']},\n",
+ " {'page_url': 'https://giove.isti.cnr.it/users/leonardi/nike.html',\n",
+ " 'images': [24, 25, 26],\n",
+ " 'user_assessments': [3, 3, 5],\n",
+ " 'llm_assessments': [5, 4, 4],\n",
+ " 'user_llm_assessments': [4, 3, 5],\n",
+ " 'original_alt_texts': ['Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo',\n",
+ " 'Gli otto migliori regali Nike per lo yoga',\n",
+ " \"I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"],\n",
+ " 'user_proposed_alt_texts': ['Nike Sportswear: Piumino smanicato Therma-FIT – Uomo',\n",
+ " 'Guida agli acquisti:\\ntrova le idee giuste con questa guida ai regali Nike.',\n",
+ " \"I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"],\n",
+ " 'llm_proposed_alt_texts': ['Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo',\n",
+ " 'Gli otto migliori regali Nike per lo yoga',\n",
+ " \"I migliori regali Nike per chi gioca a tennis, approvati dall'élite\"]}]}"
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "user_list"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e804c326",
+ "metadata": {},
+ "source": [
+ "# anomaly detection"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "3e4931e2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ ""
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_anomalies.loc[103].info"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "f14a0835",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_anomalies.to_csv(\"anomalies_detected_esercitazione_12_2025.csv\", sep=\";\", index=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "id": "3cc5c189",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Counter({3: 180, 4: 162, 1: 141, 2: 127, 5: 47})\n",
+ "Counter({4: 265, 5: 155, 1: 135, 3: 67, 2: 35})\n",
+ "Counter({3: 282, 4: 193, 5: 80, 2: 80, 1: 22})\n"
+ ]
+ }
+ ],
+ "source": [
+ "from collections import Counter\n",
+ "\n",
+ "user_assessment_counts = Counter(user_assessment)\n",
+ "llm_assessment_counts = Counter(llm_assessment)\n",
+ "user_llm_assessment_counts = Counter(user_llm_assessment)\n",
+ "print(user_assessment_counts)\n",
+ "print(llm_assessment_counts)\n",
+ "print(user_llm_assessment_counts)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cc829091",
+ "metadata": {},
+ "source": [
+ "# Correlation analysis between User and LLM assessment"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "e390d8f2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "45356cc7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "user_assessment=df[\"user_assessment\"]\n",
+ "llm_assessment=df[\"llm_assessment\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "id": "d14753ad",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "
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+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " user_assessment llm_assessment user_llm_assessment \\\n",
+ "0 2 2 4 \n",
+ "1 3 4 4 \n",
+ "2 1 1 5 \n",
+ "3 1 2 3 \n",
+ "4 1 1 3 \n",
+ ".. ... ... ... \n",
+ "652 4 5 3 \n",
+ "653 3 5 3 \n",
+ "654 3 5 4 \n",
+ "655 3 4 3 \n",
+ "656 5 4 5 \n",
+ "\n",
+ " original_alt_text_length user_alt_text_length llm_alt_text_length \\\n",
+ "0 23 19 67 \n",
+ "1 49 58 66 \n",
+ "2 23 32 82 \n",
+ "3 23 58 51 \n",
+ "4 24 49 57 \n",
+ ".. ... ... ... \n",
+ "652 70 72 74 \n",
+ "653 72 63 59 \n",
+ "654 56 52 56 \n",
+ "655 41 74 41 \n",
+ "656 67 67 67 \n",
+ "\n",
+ " semantic_similarity lexical_similarity bert_score_similarity \n",
+ "0 0.283133 0.083409 0.416152 \n",
+ "1 0.283294 0.063355 0.471250 \n",
+ "2 0.155173 0.000000 0.311027 \n",
+ "3 0.551771 0.288254 0.545059 \n",
+ "4 0.335090 0.201993 0.514356 \n",
+ ".. ... ... ... \n",
+ "652 0.459371 0.237900 0.476374 \n",
+ "653 0.388492 0.050656 0.388927 \n",
+ "654 0.975856 0.867364 0.936773 \n",
+ "655 0.646167 0.102140 0.665948 \n",
+ "656 1.000000 1.000000 1.000000 \n",
+ "\n",
+ "[494 rows x 9 columns]"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "X=df[['user_assessment', 'llm_assessment','user_llm_assessment','original_alt_text_length', 'user_alt_text_length', 'llm_alt_text_length', 'semantic_similarity', 'lexical_similarity', 'bert_score_similarity']]\n",
+ "X"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "444806a4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.cluster import DBSCAN\n",
+ "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
+ "# Standardize features (important for DBSCAN)\n",
+ "scaler = MinMaxScaler()\n",
+ "X_scaled = scaler.fit_transform(X)\n",
+ "# Set up DBSCAN model\n",
+ "# eps: maximum distance between two samples to be considered neighbors\n",
+ "# min_samples: minimum number of samples in a neighborhood for a core point\n",
+ "dbscan = DBSCAN(eps=0.4, min_samples=3)\n",
+ "\n",
+ "# Fit the model and predict labels\n",
+ "labels = dbscan.fit_predict(X_scaled)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "b1c915e5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Number of clusters found: 2\n",
+ "Number of anomalies detected: 9\n",
+ "Percentage of anomalies: 1.82%\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Identify anomalies (labeled as -1 by DBSCAN)\n",
+ "anomaly_mask = labels == -1\n",
+ "normal_mask = labels != -1\n",
+ "\n",
+ "# Count clusters and anomalies\n",
+ "n_clusters = len(set(labels)) - (1 if -1 in labels else 0)\n",
+ "n_anomalies = np.sum(anomaly_mask)\n",
+ "\n",
+ "print(f\"Number of clusters found: {n_clusters}\")\n",
+ "print(f\"Number of anomalies detected: {n_anomalies}\")\n",
+ "print(f\"Percentage of anomalies: {n_anomalies/len(X)*100:.2f}%\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "30b58575",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Add labels to the DataFrame\n",
+ "df['cluster_label'] = labels\n",
+ "df['is_anomaly'] = labels == -1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "1891a161",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ "0 {*ultra-black-8542384*} \n",
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+ "655 Gli otto migliori regali Nike per lo yoga \n",
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+ "id": "41b9b667",
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+ "357 Console Nintendo Switch Mario Red e Blue Limit... \n",
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+ "631 Carbon gray men's 2-in-1 Zip-Off Hiking Pants ... \n",
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+ "102 0.193268 0.678675 -1 True \n",
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+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
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+ "source": [
+ "df_anomalies = df[df['is_anomaly']]\n",
+ "df_anomalies"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "49c48f31",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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| 102 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Galesi | \n", + "Ciondolo con pietra portafortuna di smeraldo i... | \n", + "Ciondolo a forma di disco dorato con 4 piccoli... | \n", + "Ciondolo con pietra portafortuna di smeraldo i... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "188 | \n", + "112 | \n", + "188 | \n", + "[[ 5.96365295e-02 -2.88218819e-02 -4.36413754e... | \n", + "0.534100 | \n", + "0.193268 | \n", + "0.678675 | \n", + "-1 | \n", + "True | \n", + "
| 103 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Galesi | \n", + "Bandiera da campeggio in feltro con la scritta... | \n", + "Al centro dell'immagine è evidente uno stendar... | \n", + "Bandiera da campeggio in feltro con scritta 'N... | \n", + "2 | \n", + "3 | \n", + "3 | \n", + "257 | \n", + "401 | \n", + "88 | \n", + "[[ 3.53771113e-02 6.18151315e-02 -1.21624500e... | \n", + "0.389226 | \n", + "0.109780 | \n", + "0.622370 | \n", + "-1 | \n", + "True | \n", + "
| 243 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "e.covitti | \n", + "Decorazione natalizia "Primo matrimonio&q... | \n", + "Decorazione natalizia \"Primo matrimonio\", pall... | \n", + "Decorazione natalizia \"Primo matrimonio\" per s... | \n", + "4 | \n", + "3 | \n", + "4 | \n", + "221 | \n", + "171 | \n", + "139 | \n", + "[[-5.73603529e-03 1.34920090e-01 -7.31386468e... | \n", + "0.764595 | \n", + "0.356173 | \n", + "0.777561 | \n", + "-1 | \n", + "True | \n", + "
| 246 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "e.covitti | \n", + "Decorazione natalizia "Primo matrimonio&q... | \n", + "Decorazione natalizia \"Primo matrimonio\", pall... | \n", + "Decorazione natalizia \"Primo matrimonio\" per s... | \n", + "4 | \n", + "3 | \n", + "4 | \n", + "221 | \n", + "212 | \n", + "139 | \n", + "[[-5.73603529e-03 1.34920090e-01 -7.31386468e... | \n", + "0.938111 | \n", + "0.560127 | \n", + "0.850475 | \n", + "-1 | \n", + "True | \n", + "
| 315 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "gioelepasquini | \n", + "Timbro per libri con fiocco, timbro ex libris,... | \n", + "Timbro nero con il motivo di un fiocco intrecc... | \n", + "Personalized book stamp design: 'from the libr... | \n", + "4 | \n", + "3 | \n", + "2 | \n", + "174 | \n", + "50 | \n", + "71 | \n", + "[[-7.03754947e-02 8.89765844e-02 2.66374685e... | \n", + "0.055434 | \n", + "0.000000 | \n", + "0.291209 | \n", + "-1 | \n", + "True | \n", + "
| 357 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "l.novelli2@studenti.unipi.it | \n", + "Console Nintendo Switch Mario Red e Blue Limit... | \n", + "Console Nintendo Switch Mario Red e Blue Limit... | \n", + "Nintendo Switch Mario Red & Blue Limited Editi... | \n", + "5 | \n", + "2 | \n", + "2 | \n", + "74 | \n", + "112 | \n", + "65 | \n", + "[[-5.70703559e-02 -1.16933044e-02 4.04469296e... | \n", + "0.699593 | \n", + "0.514914 | \n", + "0.603516 | \n", + "-1 | \n", + "True | \n", + "
| 437 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "lauracorti | \n", + "Elettrodomestici | \n", + "Sezione Elettrodomestici | \n", + "Discover top appliances to simplify your days,... | \n", + "3 | \n", + "2 | \n", + "4 | \n", + "16 | \n", + "24 | \n", + "111 | \n", + "[[-6.83284551e-02 3.47839892e-02 7.93458149e... | \n", + "0.088925 | \n", + "0.000000 | \n", + "0.278263 | \n", + "-1 | \n", + "True | \n", + "
| 474 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "m.natale8 | \n", + "Luce notturna in legno a forma di robot, lampa... | \n", + "Lampada per bambini in legno a forma di Robot.... | \n", + "Luce notturna in legno a forma di robot, regal... | \n", + "2 | \n", + "4 | \n", + "3 | \n", + "211 | \n", + "236 | \n", + "130 | \n", + "[[-6.47403896e-02 5.83069772e-02 -5.42259961e... | \n", + "0.766393 | \n", + "0.359073 | \n", + "0.731136 | \n", + "-1 | \n", + "True | \n", + "
| 631 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "whitewolf | \n", + "{*carbon-gray-8666242*} | \n", + "Carbon gray men's 2-in-1 Zip-Off Hiking Pants ... | \n", + "Forclaz Men's MT100 2-in-1 zip-off hiking pant... | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "23 | \n", + "52 | \n", + "84 | \n", + "[[-1.20869935e-01 9.69323143e-02 -1.57243107e... | \n", + "0.892583 | \n", + "0.668963 | \n", + "0.813082 | \n", + "-1 | \n", + "True | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_assessment, llm_assessment, gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+ "plt.colorbar(label='Count')\n",
+ "plt.plot(\n",
+ " np.unique(user_assessment),\n",
+ " np.poly1d(np.polyfit(user_assessment, llm_assessment, 1))(np.unique(user_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_assessment\")\n",
+ "plt.ylabel(\"llm_assessment\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "id": "67e27e87",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User-LLM Pearson User-LLM Spearman User-LLM Kendall Tau\n",
+ "Results 0.624645 0.593628 0.509181"
+ ]
+ },
+ "execution_count": 59,
+ "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_assessment, llm_assessment)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_assessment, llm_assessment)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_assessment, llm_assessment)\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": "code",
+ "execution_count": 60,
+ "id": "a2745ede",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User-LLM Pearson | \n", + "User-LLM Spearman | \n", + "User-LLM Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.624645 | \n", + "0.593628 | \n", + "0.509181 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User-User LLM Pearson User-User LLM Spearman \\\n",
+ "Results 0.101512 0.09006 \n",
+ "\n",
+ " User-User LLM Kendall Tau \n",
+ "Results 0.084182 "
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# ok no correlation because user llm assessment is indipendent from initial user assessment\n",
+ "user_llm_assessment=df[\"user_llm_assessment\"]\n",
+ "pearson_correlation = np.corrcoef(user_assessment, user_llm_assessment)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_assessment, user_llm_assessment)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_assessment, user_llm_assessment)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User-User LLM Pearson\": [pearson_correlation],\n",
+ " \"User-User LLM Spearman\": [spearman_correlation],\n",
+ " \"User-User LLM Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d0a72d27",
+ "metadata": {},
+ "source": [
+ "# commenti LLM (chatGPT)\n",
+ "."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d88734b8",
+ "metadata": {},
+ "source": [
+ "# Claude\n",
+ "With 476 samples, these correlation coefficients are quite strong and statistically highly significant. Here's my interpretation:\n",
+ "Pearson correlation of 0.62 indicates a moderate-to-strong linear relationship. In the context of human ratings on a 1-5 scale, this is actually quite good - you're capturing about 39% of the variance (r² ≈ 0.39). Human-to-human agreement on subjective ratings often falls in this range too.\n",
+ "Spearman correlation of 0.60 being very close to Pearson suggests the relationship is reasonably linear without major rank-order distortions. The slight drop indicates some non-linearity or outliers, but nothing dramatic.\n",
+ "Kendall's Tau of 0.51 is notably lower, which is expected since it's more conservative and focuses on concordant/discordant pairs. A rule of thumb is that Tau ≈ 0.7 × Spearman, and yours is closer to 0.85 × Spearman, which suggests relatively good consistency in pairwise rankings.\n",
+ "Context matters: For user-LLM agreement on a 1-5 scale:\n",
+ "\n",
+ "These numbers suggest the LLM is capturing the general direction and magnitude of user preferences well\n",
+ "There's still meaningful disagreement (you're not overfitting to users)\n",
+ "The discrete 1-5 scale naturally limits how high correlations can go\n",
+ "With 476 samples, all three correlations are far beyond statistical significance (p < 0.001)\n",
+ "\n",
+ "Bottom line: This represents solid alignment between user and LLM judgments - good enough for practical applications, but with room for improvement if you're aiming for near-perfect agreement."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4fb3a807",
+ "metadata": {},
+ "source": [
+ "# altre correlazioni"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "35463c8e",
+ "metadata": {},
+ "source": [
+ "### lunghezze fra alttext generato da utente e alt-text generato da llm"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "id": "f1e7c2be",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 19\n",
+ "1 58\n",
+ "2 32\n",
+ "3 58\n",
+ "4 49\n",
+ " ..\n",
+ "652 72\n",
+ "653 63\n",
+ "654 52\n",
+ "655 74\n",
+ "656 67\n",
+ "Name: user_alt_text_length, Length: 494, dtype: int64"
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "user_alt_text_length=df[\"user_alt_text_length\"]\n",
+ "llm_alt_text_length=df[\"llm_alt_text_length\"]\n",
+ "\n",
+ "user_alt_text_length"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "id": "ee331d2b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | User-User LLM Pearson | \n", + "User-User LLM Spearman | \n", + "User-User LLM Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.101512 | \n", + "0.09006 | \n", + "0.084182 | \n", + "
"
+ ]
+ },
+ "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": 63,
+ "id": "de0caa18",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User- LLM lengths Pearson User- LLM lengths Spearman \\\n",
+ "Results 0.288167 0.32843 \n",
+ "\n",
+ " User- LLM lengths Kendall Tau \n",
+ "Results 0.227258 "
+ ]
+ },
+ "execution_count": 63,
+ "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"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "420341e6",
+ "metadata": {},
+ "source": [
+ "# fra user llm assessment alt-text e similarità lessicale altext utente e llm "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "id": "4d8a9268",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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YGSHsFOS2lex/GjZ9iXD6kTD3PEOPEiAA2oBWEhF6Rg07pQw9kqSJMfBIkqSisPML6N/K6GGnVC707HsK9j2RCz3nE0xbXsVppbEoDT2bgf21u/shYacfsv1j/MTi0LMKUosMPZKkMTHwSJI0hUVh53F4/ufQN56wU6o49FxPOP2oXOhZVsFppXLUOPSUHXZK9UNmHWQ2GHok1SW3aNWegUeSpCnoQNj5BfRtofywUyofep6EfesNPUqQKoeeioWdUvnQ80xu65ahR5I0MgOPJElTSBR21uVW7FQy7JQaIfTMO5+gxdCjuBWHni6iY/RMIPRULeyU6jP0SJIOysAjSdIUEIYh7FsXHWOnbzPVCzulikLPxvWE04/OhZ7Dqny/0qEEQDtR7Ckj9NQs7JQqDj2rILXQ0CMpkdyiVXsGHkmSJrEo7KyPzopV07BTKh96noCN6ww9SpBxhp7Ywk6pPsg8XnSMHkOPJE11Bh5JkiahA2HnF9D3HPGFnVKloecYmHeeoUcJUBp6NgO9B96dmLBTytAjSYoYeCRJmoz2PgZbvkVywk6pfOhZH4Welf+boGl+vCNJwLDQE26GoJco7PQlKOyUyoWesBcaVsU9jCQBB56FqDbM+5IkTUaDXbk/JC3slMoCIQx2xz2IVCIfeo6CgR4Y2JPguJMXAH1xDyFJiomBR5IkSRpVAGE27iEkSTokt2hJkiRJkqSK8ixatTcVvkZJkiRJkqRJzcAjSZIkSZJU59yiJUmSJEmSKsotWrU3Fb5GSZIkSZKkSc3AI0mSJEmSVOfcoiVJkiRJkirKLVq1NxW+RkmSJEmSpEnNwCNJkiRJklTn3KIlSZIkSZIqKgCCIO4pDgjCuCeoPlfwSJIkSZIk1TkDjyRJkiRJUp1zi5YkSZIkSaqoVBCSStC+qBQhJGecqnAFjyRJkiRJUp0z8EiSJEmSJNU5t2hJkiRJkqSKCoKEnUUL3KIlSZIkSZKkZDPwSJIkSZIk1TkDjyRJk03YB40DsOgMmLEo7mnGKEFruKWCENgNDdMh3Uzy/51O8r0HkupKkMDLZOcxeCRJmizCPshshOxmaAyhoZ2gZTZh+17oeAL2bYt7whIpIIRZp8K0FXEPIxUJgeeBLRAMAA0QpCHVBNl+yPSTzJgyA1KHxT2EJCkmBh5JkupdcdjJvegM4MCRDRumEyw4hXAgKaEnH3ZOhrnnEjTNi3keKS8fdrYC/QeuDgr/E0WeQujpq/mEI5sBDasgmJesI5pKkmrKwCNJUr0aIeyMJBgx9KyHfdtrM2dBcdh5JUHT/BrfvzSa3FYstjAk7IwkSFLomQ4Nqw07khIpOotWclY7ToXvkgYeSZLqTdifCzvPMZ5tIkNDzxrC/r3QWYvQkw87J+VW7Bh2lBTjCDulYg09hh1J0nAGHkmS6kWZYadUIfQ05kNPD3Q+UYXQkwKyubDzSoKmBRW+falcEwg7pWoaeqbntmLNN+xIkoYx8EiSlHQVCjulDoSeGRUOPfmwc2JuxY5hR0lRwbBTqqqhx7Ajqf5EW7TinuKABI1SNQYeSZKSqhB2NgPZqt1N5UJPLuzMPDFasdO8sNKjSmWqYtgpVdHQY9iRJI2dgUeSpKQJ+yGzKbdip3php9Tw0LMnF3p2HOIz82HnhGjFjmFHiZEPO1uBGh8IeUKhx7AjSRo/A48kSUkRU9gpdSD0zCRYcOpBQk8+7BwPc88z7ChBQqCDaMVOzKcyLw09mb4o9oxoGqRXQ8qwI6n+uUWr9gw8kiTFLRyEzLOxh51SI4aejnWwfzcHws65BM2LYp1TGqoD2EzsYadU/vGUbo4uQ0LPNEivgtSCZL0akiTVFQOPJElxy26C7Ma4pxhVcehhwWmwexvMeYVhRwnUBzwd9xAHVxx6aIRghWFHklQRBh5JkuIWZogWDlfuDFnVUAg9i14HQUu8w0gjysQ9wDgEkF4GgVsbJU1OqSAkFSTnuU0q4c+zKsHAI0mSJNWaC3YkSRWWinsASZIkSZIkTYwreCRJkiRJUkUFJGuxYpJmqRZX8EiSJEmSJNU5A48kSZIkSVKdc4uWJEmSJEmqrACCqbAvKkFcwSNJkiRJklTnDDySJEmSJEl1zi1akiRJkiSpooKEbdFK0ChV4woeSZIkSZKkOmfgkSRJkiRJqnNu0ZIkSZIkSRUVBCFBEMY9RkFAcmapFlfwSJIkSZIk1TkDjyRJkiRJUp1zi5YkSZIkSaqoVBBdkmIqrG6ZCl+jJEmSJEnSpGbgkSRJkiRJqnNu0ZIkSZIkSRUVBNElKRI0StW4gkeSJEmSJKnOuYJH0iQWAruBrUAWWAzMxbat5EkR/XtNuDD3P32PQtMxkJoe90RSiTr6/h6GMPA0pNKQnp+sX3NL9SAMIbMN+h+DbC80HQmNqyDwJa6mLv/1S5qEisNOX9H1G3PXGXqUMOllQD9kt5HI0BOSW9echUwvZPfA4CZoWAFNRxl6lCAtwHJgCzAY8yyjCHOP8YEe6O8GdkJqNjQda+iRxmJI2Ok+cH3/n6B/ffRzydCTCAEhQYKe1yRplmrxX72kSSQEOoie2PeN8jEDGHqUOEEjNBwD4UrIPAPZrXFPFCkOO4O9kB0Y+v7BZ6NLw8roN6eGHiXCfKLv7buIvtcnJPQUh52BbgizB96X7YTe3xl6pIMZLewMMWDo0ZTmv3ZJk8BYwk4pQ48SKGjJhZ4VUTgJYwo9hwo7Qz4QGHwmujSuhMajIDWtBkNKB5MCFgDziD30HCzsHPig6M2Q0HMcpOcZeqRhYWcsj4ni0HN09PPJ0KMpwH/lkupYOWGnlKFHCRRMg8bS0BNQ9e1b+WPsEB4i7Iz4iTDwTHQx9CgxYgw9Ywo7wz4pepPthN47ITUnt6LH0KMpKAwhsx36Hy1ZsTOen4UD0P9I0YqelYaeGvIsWrXnv25JdagSYadUaeiZx9T4MaBEGxJ6noFwG1UJPcVhJzOesDPiDRl6lEA1DD1Dws4eCDPl3Ej0Jtth6NHUUwg7j0G2q0I32l8SelZBkK7QbUvJYeCRVEeqEXZKFYeeJUQrenwyrZgF06Dx2OgYPYXQUwEVCzsj3nBR6FkFjUcaepQAVQw9FQk7w240elMaehrmV+C2pYSpStgpVRx68lu3DD2aPAw8kupACHQCm6le2Ck1ADxLFJMMPUqIEUNPGSt6qhZ2RrwjGNgQXQw9Sozi0LMT2EbZoacqYWfYnURvikNPc+4YPVK9C0PI7MhtxapW2CnVD/0Pw8A6aDT0VItbtGrPwCMpwfJhZwvQG9MMhh4lULmhp2ZhZ8Q7Lgk9R0GqpUb3L40mBSwkOvPWTqIVPWMMNDUJO8PuNHqT7YD9v4XUXGg+1tCj+lQIO49Fx52KZQZDjyYXA4+kBEpC2Cll6FECFUJP/hg92xkx9AwJO32Q7a/1pMWDFIWe1bkVPYYexW0coScfdgb3Qn93jcLOsCGiN9ndhh7VnySEnVKF0LM+F3pWGHpUlww8khKmhyikJCXslMqHnq3AMqA91mkkAILp0Hhc0Yqe7dH1iQk7pfKh5+no0ng4NB2frHXcmqJGCT2FxxIxh51SI4SeljWQmhnvWNJoMl3Q90Bywk6psA/6H4pW9DSdAI3L4p6orqWCkFRQ5TOAjkOq2mcjTQDPBSwpYZ4juXGnWD/RwZilBMmHnsYzgBnRC9BMb7R9JDFxp1guPg08Gb1AlRIjH3pOgnAJhANR2Nm3Ffo6EhJ3iuVDz/PQ/2S8o0gH078uuXGnWNgXhSipzhh4JCVMPZX1eppVU0owHYJ5MNiT0LAzgjAb9wTSCFLAfNi3LaFhp1QA+FhSktXTc6d6mlWKuEVLkiRJkiRVlGfRqj1X8EiSJEmSJNU5A48kSZIkSVKdM/BIkiRJkqSKChJ4GY+rr76aF7zgBcyaNYsFCxZwySWXsG7duiEf09vby+WXX87cuXOZOXMmr3/969m+ffs476lyDDySJEmSJElFbrvtNi6//HLuvvtufvnLXzIwMMD555/P3r17Cx/z0Y9+lP/+7//mP//zP7ntttvYsmULr3vd62Kb2YMsS5IkSZIkFbn55puH/P3GG29kwYIF3HfffbzsZS+jq6uLr3/963znO9/hFa94BQDf/OY3OfbYY7n77rt50YteVPOZDTySJEmSJKmigiAkCJJzuvmAaJbu7u4h1zc3N9Pc3HzIz+/q6gJgzpw5ANx3330MDAxw7rnnFj7mmGOOYfny5dx1112xBB63aEmSJEmSpClh2bJltLW1FS5XX331IT8nm83ykY98hJe85CWccMIJAGzbto2mpiba29uHfOzChQvZtm1bNUY/JFfwSJIkSZKkKWHTpk20trYW/j6W1TuXX345jzzyCL/97W+rOdqEGXgkSZIkSVJFBUF0SYr8KK2trUMCz6F84AMf4Cc/+Qm33347hx12WOH6RYsW0d/fT2dn55BVPNu3b2fRokUVmnp83KIlSZIkSZJUJAxDPvCBD/Bf//Vf/PrXv2bVqlVD3n/aaafR2NjILbfcUrhu3bp1bNy4kTPPPLPW4wKu4JEkSZIkSRri8ssv5zvf+Q4/+tGPmDVrVuG4Om1tbUybNo22tjbe/e53s3btWubMmUNraysf/OAHOfPMM2M5wDIYeCRJkiRJUoWlgFSCtmilxnlCry9/+csAnH322UOu/+Y3v8k73/lOAK699lpSqRSvf/3r6evr44ILLuBLX/pSBaYtj4FHkiRJkiSpSBgeugi1tLRw/fXXc/3119dgokPzGDySJEmSJEl1zhU8kiRJkiSpooIgJAjGuS+qipI0S7W4gkeSJEmSJKnOGXgkSZIkSZLqXCICz/XXX8/KlStpaWnhjDPO4N577z3ox1933XUcffTRTJs2jWXLlvHRj36U3t7eGk0rSVIdCEMgQaeukOqajyVJKkeQoMtUEHvguemmm1i7di1XXXUV999/PyeffDIXXHABO3bsGPHjv/Od7/Dxj3+cq666iscee4yvf/3r3HTTTfzd3/1djSeXVB2NcQ8wDvU0q6aMMAOZ54DN0NQKDdMhSMc91UHknnIFzfGOIY0k2wmDD0WPpcZZkEr69/0Qgpa4h5BGVzff6wMImuIeQhq32APPNddcw3ve8x7e9a53cdxxx3HDDTcwffp0vvGNb4z48b/73e94yUtewlvf+lZWrlzJ+eefz1ve8pZDrvqRVC9WAgtJfmefDxwR9xDSAfmwM3AXZJ4AMtH1QQM0zkxg6Mk9xlPt0PISSLfGOo00RLYTBh6AwQcg7MpdmYoeR4kNPY3QdAI0HR33INLomo+HpmNJ7rl+cj+bGg6DaS+NdxSpDLE+svr7+7nvvvv4xCc+UbgulUpx7rnnctddd434OS9+8Yv59re/zb333ssLX/hCnn76aX72s5/x9re/fcSP7+vro6+vr/D37u7uyn4RkiqsATiMKPJsB3YASTri/XxgEeBvdZQQYQayWyHzDDAw/P1BfoVMAzQ2QnYAMn3R58UiAEJItUHTcZCef2BGKW7ZTshsgLBz+PsK/0xzoSfMQqY3ekzFqhGajoLGVdHjXEqyoDGKkI2rYeAp6H8SGIx7Kgo/mxqWQtMxkJoZ90CTQhAk60d8kmapllh/CuzatYtMJsPChQuHXL9w4UIef/zxET/nrW99K7t27eKss84iDEMGBwd5//vfP+oWrauvvppPf/rTFZ9dUrU1kqzQMw9YjGFHiRFmIbtl9LBTasTQ0xvdTk0YdpRgBws7pRITegw7qmNBYxRSGg/PhZ6ilae1HQQIIb0Umg07qn+xb9Ear1tvvZXPfe5zfOlLX+L+++/nBz/4AT/96U/5h3/4hxE//hOf+ARdXV2Fy6ZNm2o8saSJyYeeE4ln69Y84ARgBcYdJUKYhczmoq1Y43xROST0zMpt3arB04FUG7ScCdNeDg0LjDtKhmxX0VaszvF9bmnoqdnWrUZoOh5mXABNRxp3VN/yoWfGBdFbarWVOPcATi+F6a+EaacbdzQpxPoTYd68eaTTabZv3z7k+u3bt7No0aIRP+eKK67g7W9/O3/1V38FwIknnsjevXt573vfy9///d+TSg19ktrc3Exzc70czEvS6Gq9omce0VYsv38oIcJs0Vas/onfXmnoqdaKnlR7dLyFtFFHCZLtgszT4486I6nZih5X7GgSC5pyK3pWw8DTVVzRU7xi52hIzarCfSgvCEKCIDmHWkjSLNUS60+HpqYmTjvtNG655RYuueQSALLZLLfccgsf+MAHRvycffv2DYs46XRUesNw8v8fJqnaoWcu0VYsw44SotJhp1S1Qk9hK5ZhRwmS7cptxeqg4itCqxZ6GnJhZ7VhR5NfcejpfwoGnqQyocewo6kh9p8Sa9eu5bLLLuP000/nhS98Iddddx179+7lXe96FwDveMc7WLp0KVdffTUAF198Mddccw1r1qzhjDPO4Mknn+SKK67g4osvLoQeSVNBcejZBuxkYqHHsKOEqXbYKVWp0GPYURKNGHaq9IvBioUew46msKAJmo+FpsMnGHryYWdJ7hg7hh1NbrH/tHjTm97Ezp07ufLKK9m2bRunnHIKN998c+HAyxs3bhyyYueTn/wkQRDwyU9+ks2bNzN//nwuvvhi/vEf/zGuL0FSrBqBZUTbqcoJPYYdJUyYhey26MVoLcJOqXJDT6ottxVroWFHyVHLsFOq7NDTULQVK4mnY5dqqOzQUxx2joZUa5UH1UhSQXRJiiTNUi1BOMX2NXV3d9PW1kZXVxetrT7QpclngLGFHsOOEibusDOaMIyCzWihx7CjJMp2546x0xH3JAeE5F5zjhZ6DDvSIYX90anVB55i5NBTFHaajoF0cl7vTaXXofmv9aH5S5mVSs55nfZks5y0c/Ok/v8g9hU8klRZh1rRY9hRAmX3wODDQF/ckwxXuqIn0w+Z/dFvQ5uOM+woWcIsDD4C4fNxTzLcsBU9GRjYF/296cjcVizDjnRQQRM0HwdNR5SEnnzYWZy4sCPVkoFH0iSVDz35gzFn8axYSqzsdhIZd4rlI066CRqOhYZlhh0lT7gvmXGnWOFhk4amJdB4smFHGq/S0BP2QuMRhp2ECYJkPVVI0izVYuCRNMk1EYUeKelyv32sBw0eQFmasCCA9DzjjjQR+dAjCYDkbIiTJEmSJElSWVzBI0mSJEmSKsotWrXnCh5JkiRJkqQ6Z+CRJEmSJEmqc27RkiRJkiRJFRUQEiToBBJJmqVaXMEjSZIkSZJU5ww8kiRJkiRJdc4tWpIkSZIkqaI8i1btuYJHkiRJkiSpzhl4JEmSJEmS6pxbtCRJkiRJUkUFqYAglZx9UQHJmaVaXMEjSZIkSZJU5ww8kiRJkiRJdc4tWpIkSZIkqaKCVHRJism/QcsVPJIkSZIkSXXPwCNJkiRJklTn3KIlSZIkSZIqKgiiS1IkaZZqcQWPJEmSJElSnTPwSJoC9gJ7gDDuQaRJIcwOxD2CVP/CELK9cU8h1b9MFwzuiB5T0hTnFi1Jk1gPsIUo7gBMB5YArUyN4+irbgQzqIcAGYYhZAdh+9cIW18Es04jSDXFPZZ0QNAEpIFM3JMcXBhGewW674H0szDzhdAwO+6ppPqS6YL+xyGzNfp7ahY0HQvpxVNjL049SAXRJTGSNEt1GHgkTUKlYSdvH/AkUehZCsxiKnyjVx1IL4ZgGmQ2QNgZ9zTDhGEIYRb2boG9WyEchM5fQ/fvCFtfArNONfQoGYImaDwDMpsg+xyJC6f5sDPQA/t3QKY3+nPvE9ByFMx8gaFHOpQhYafoeVx2D/Tea+jRlGbgkTSJ7AU2MzzslNoHPAHMIFrRY+hRAqTaIbUGsp2JCT1hGAJZ6CkKO8WyvdB5SxR62l4MM08jSDXGMqtUEDRDwxEQLoPMRshuJvbQM1LYOfDO6E3vE9C7HlqOzoWe9jgmlZJrxLAzwmPb0KMpzMAjaRLYS7Rip7uMzzP0KGESEHoKYWfv1ijulIadUtn90HELdP2OsO0lMPNUQ4/iFzRDw5EQLo8v9Bw07Az74OhN73roXWfokfIy3bmws4WDhp1SQ0LPcZBeZOipsSAVXZJiKvy/b+CRVMfKDTsj3Y6hRwlTCD0dudDTVfW7HHfYKZXdDx2/gq47DT1KjjhCz7jCzrBPjt70ri9a0XO6oUdTT7lhp1S2B3rvgVRrbkWPoUeTl4FHUh2qVNgZ6XYNPUqY1OzoUsXQM+GwU2pI6DkLZq4x9Ch+tQg9Q8LOTsjsn8iNRW9615Ws6GmryKhSYmW7oa8CYacgPHC7hh5NcgYeSXWkWmFnpPvJh578wZilmA0JPU9DOPHHwZCws3dLdIasSsruh45fQtdvDT1KjmqEnoqGnWE3Hr0x9Giyy3ZD3zrIbKYyYecg91MIPcdBeqGhp0qCICBI0H/bJM1SLQYeSXWgVmFnpPtdj6FHiZKaDcGp0bF5ygw9UdgJc2Fnc+XDTqlC6Mmv6DnF0KP4DQk9z0J2C+N+MVkIO3tzW7EqGXaG3Vn0phB6jsmFntYq3qdUA9k9uRU7VQ47w+63G3rvhlRbbkWPoUf1z8AjKcH2EYWd6h975ODyoWcmB7ZuSTEKAgjGH3pqHnZKZfdBxy8OrOiZtYYg8KmIYhY0Q8NREK4oCj1w0BeYxWGndwcMVjPsDLvz6E3v49HF0KN6ld2TW7HzHDUNO8Pm6DL0aNLwWZWkBEpK2CnVg6FHiTIk9OSP0TM89AwNO1sgO1D7WYsZepREhdCT37o1woqefNgZzK3YqWnYKVUSeqYdCzNON/Qo+ZISdkoNCT3HQXqBoWeCgiBhZ9FKwD+zavPZlKSE2QJsjXuIQ8iHnrnAynhHkSD3DGpOFHuKQk/iwk6pfOjp/h3h4r8iSM+IeyIJgpbhoSfMJijslMq9Ytn/WHRpOw+mHRXvSNJoBjZA3x9JVNgple2C3ruilTzTzox7GmlcDDySEiZpq3YOpp5m1ZRQFHrCvfdEv9XfvyN5YadUpgcGdoGBR0mSDz2ZxbDnpzC4L7okVggE0L/JwKPkGtyR+0MCw06pzI5Df4yUMAYeSZImmyCAsCE6zo6kiQmaoXdX3FNIUv0JgmRtc0vSLFWSoB1xkiRJkiRJKoeBR5IkSZIkqc65RUuSJEmSJFVUkPIsWrWWoP/ckiRJkiRJKoeBR5IkSZIkqc65RUuSJEmSJFVUkAoIUsk5c1UQJmeWanEFjyRJkiRJUp0z8EiSJEmSJNU5t2hJkiRJkqSKCoLokhRJmqVaXMEjSZIkSZJU5ww8kiRJkiRJdc4tWpIkSZIkqbJSECRpSUkY9wDVl6T/3JIkSZIkSSqDgUeSJEmSJKnOuUVLkiRJkiRVViqILkkRJmiWKnEFjyRJkiRJUp0z8EiSJEmSJNU5t2hJkiRJkqSKCoLokhRJmqVaXMEzpQwC24DdTIlzxEnSVBWGMNgB6WZgCjybkaopuw8aZ+UeT5LKl4V0AA0z8GeTVB2u4JkSBoHtwA4gm7tuC7AEmI3fYJUsbcC+uIcYo/a4B5CGCkPofxb23EMwuJMw3Ry9KM30Q6aPxMb99CxonB/3FNJQ2b3Qvx4GN0JTa/Sr30wf9HfnHk9JE0SXpuVxDyKVyAK7gK3QmAZmQ1MbDHTDwF6S97MpAEJIL4x7EGncDDyT2khhJ68P2IChR8mT//e4BeiMd5RRzSKac2bcg0iRMIT+jbDnbhjcSf77eZBbixymmyDdlLzQk54JbS+FmScTBOm4p5EixWEHgPDAuv5UE0ybD4N90N8F2f7YxjwgN9u042HmaVEwlRKhKOwwGF0V5P8nDU3t0NiaCz09Mc1YLBd2Uu3QdCyk/cXDRAWpgCBBZ9EKpsBZtAw8k9IgUdTZzvCwU8rQoySaBhxOtJJnK8kJPYYdJUwh7NwDgzs48P17aMBJXOhJzYD2fNjxqYgSIrsP+tcNDTul8qEn3QTTF8QcevJh5ziYebphRwkyQtgplajQkw87bdB0XBR2psLBWjQp+axqUhlP2ClVHHqWEm098Rub4jadZIQew44SZoxhp1TsocewoyTK7sut2Hk2d8UYHg+xhh7DjpJqDGGnVKyhx7CjycdnV5PCRMJOqT7gaaCF6AVtO4Yexa849GwBump0v4YdJUwYQv+m3FassYedUjUPPakZ0H4WzDzFsKPkKCfslKpp6CkOO6dBurUK9yGVIws8T/QcbYxhp1Qh9KRqF3pSbbmtWAsMO1USpKJLUgQJ2aFeTT7LqmuVDDulejH0KHmmA0dQ/dAzk+jfvb8VVULkw07PPTCwnXLDTqmqhx7DjpKoEmGnVFVDTz7sHJtbsWPYUVLkw85WYKAyN1kILUWhp78bBisYegrH2DHsaPLx2VZdyhBFnWqEnVKGHiVRtUKPYUcJE4bQ/xz03F3RsFOq4qEnNR3azoJZaww7So7sPuh/AgafyV1RhV/lVjT0FIWdGadDg2FHSVGFsFOqOPQ0t0dnsuvvgsG95d9mYSuWYUeTl8+66kotw04pQ4+SqFKhx7CjhCmEnXtgYBvVCjulJhx6DDtKoux+GFgPA8/krqjBGv1hoac3WoUwptBj2FFS1SDslBoSenKnVx9v6ClsxVpo2KmxIAgKzy2SIEmzVIvPvupChmgr1jZqH3ZKFYeepUAbhh7FLx969hI96Rhr6DHsKGHCEPo351bs1C7slBp36DHsKIniCDulCqGneQyhJ/exLcdEW7Ea2mo2pnRwMYSdUuWEHsOOpiCfhSVaksJOqV7gKQw9SpYZHAg9W4Dug3zcUgw7SoyEhJ1Shww9+bAz8xSCVGN8g0rFkhB2Sh009Bh2lFQhBw6eHFPYKTUs9OSP0VMUegw7msIMPIkVAo8CtTjd5kTkQ89iopUQUhLMAI5keOgx7Cih9j8K3b8hKWGn1NDQ0wiDg7mws8awo2TJ9sG+XxH9YixZjyNgeOjZ/zw0roCZLzDsKIGeBjrjHmJkhXCTjkJPwzTo788dY8ewkxi5E6MlRtLWTFSBgSfRkh53ivXGPYA0gnzo2Uf0HX0GrjRTIg12ED0DSvYzjyj0BISL3kXQODvucaThwl6iFdAJl3/xOet0aDk53lmkUe2Pe4BDK0TTmTDtZMOOpjwDj6QpYHrcA0iTSpDy6YM0cQGkWuIeQpocgjT+Ek8y8EiSJEmSpAoLgmQtqkrSLNWSpB1xkiRJkiRJKoOBR5IkSZIkqc65RUuSJEmSJFVUkIIglZx9UcEUWN4yBb5ESZIkSZKkyc3AI0mSJEmSVOfcoiVJkiRJkioq2qIV9xQHJGmWapkCX6IkSZIkSdLkZuCRJEmSJEmqc27RkiRJkiRJlRUE0SUpkjRLlbiCR5IkSZIkqc4ZeCRJkiRJkuqcW7QkSZIkSVJFeRat2psCX6IkSZIkSdLkZuCRJEmSJEmqc27RkiRJkiRJFRWkAoJUcs5claRZqsUVPJIkSZIkSXXOwCNJkiRJklTnDDySJrl+YCPwDNAb7yjSQYVxDzBm4fY/EIbZuMeQ6lwI2Q4IB+IeRJoEBoF9cQ+hEkGQvMtkZ+BJrABYGPcQY9QAzI97CKlEPuw8DOwEngf+BGzA0KPEmXYMpGfGPcVBhWEYXXY+B/ddA7d+kHDr7ww9SpbULEgvyf0l6c/kUxD0wMBdMLjB0KMEWkz9vFzMAo8BT2Lo0VTmQZYT7TCicLIN2BXzLCNpIPrGP4/6+eavya+f6DGzc5T3785d5hD9+22p0VzSQTTOg3lvh951sOdeyO6Je6KCMMytLNq9DbY8Bb17o7/3PAd/uBpmLSc8+lJYdAZB4M8CxSxIwbQXQqYT+h+HzDai0JOkFXIpaGiBoCH36+QMZJ+B7CZIL4PUYRA0xj2kBMwF2oAdwHaiiJJ0XblLG7AEmB7vOFKNGXgSrxlYASwCthKtQoibYUdJdKiwU8rQo4QJUjDtWGg5Gvavg557INsT2zgHws522PLkgbBTkHuiv+c5+MPnYNYKwqPfBoteRDAV1kAr2dLtMO1FudDzGGS2E3/oSUG6GVKNo+wTyEDmGcjkQ8+yKAJJsWogCiULiCLPDuor9LQTPc8z9MTBs2jVnj816kYzsJLoG1RcocewoyQab9gpZehRwgQpmH4sTDsqF3rurWnoibZcBdCxHTaPFHZK5UPPpgOh55hLYeEZhh7FL90O086MOfQcKuyUMvQoiRqApUSHkNieuyRpZdxoOnOXdgw9mgr8aVF34gg9DUQriOZj2FFy5MPOLirzBMPQo4QJ0jD9OJh2dE1CTxiGUZDp2BFtxdo/3vsqCj2//0eYtTIXel5o6FH8CqGnI7d1qxahZ7xhp1Rx6Fme27rlU3fFbTKEniXAtBhnkarHnxJ1qxahJ527fcOOkqSf6MnETqrzhKI49CwheqxJMapy6DkQdrYTlhV2SuVDz0b4/WehdSXh0W+HhS8w9Ch+6dlFoecxyOyg8qFnomGnVAYyGyCz0dCjBDH0aAwCknW8+yTNUiX+dKh71Qg9hh0l0QAHtmLV4glEPvTMJXo8GHoUsyGh5/Fc6DnU9qnRFa/YCbc8WYGwUyoXero3wu//AVpXRSt6Fhh6lADp2TDtxRUOPZUOO6UMPUoiQ4+UJP5UmDSKQ88Wohem42XYURLVOuyUej53MfQoIYI0TD8+OrV6GaGn+mGnVD70PAv3GnqUMBUJPdUOO6UMPUoiQ4+UBP40mHSagVUcWNEzltCTDzvzcn+WkiDusFPK0KOEGWfoKYSdzh2Em5+C/bU+FXtp6FmdCz2nG3oUv0Lo2Z0LPTs5dOipddgpVRx6VkBqqaFHCZAPPcVn3UrC87hD6cxdZhM9zzP0VEKQii5JkaRZqsWfApNWC4cOPWkOHDzZsKOkSFrYKWXoUcIMCT2PQc/vIbuXkNzL09jDTql86HkG7v0MtB5OeOzbCRacFutUEgDpOTDtJYcIPXGHnVIZyDxdsqLH53WKWyNwGAdW9NRL6OnIXWYTrejxpBuqL1OgYU11+dBzPNFBYyGKOUuBE4kCj08ClCTPUB9PAp4Hnox7COmAIA3TT4D574DWsyHM/Q6ncyfhI7+DJx9MQNwplg89G+CeTxF2PxvvOFKxfOiZ9jJIzctdGUB6GjTOhHRTQuJOscFc6Hkm7kGkIvnQcyJR7KkXHcC6uIeQxs0VPFNGPvQcRtT1jDpKqsG4BxiHeppVU0Y+9Ox4hvDxb8FAb9wTHUIu9PR3xzuGNJL0HJh2BvTfBgQJjDqlAqKVsFLS5EPPfqBevt/7PG+igiAgSCXn++ZU2BJu4JlyGuMeQJJUEwEM9MU9hDQ5TIUDN0g14WNJqiYfYZIkSZIkSXXOFTySJEmSJKmigoTtbE3SLNXiCh5JkiRJkqQ6Z+CRJEmSJEmqc27RkiRJkiRJFRWkEnYWrQTNUi2u4JEkSZIkSapzBh5JkiRJkqQ65xYtSZIkSZJUWSmStaQkSbNUyRT4EiVJkiRJkiY3A48kSZIkSVKdc4uWJEmSJEmqrFQQXZIiSbNUiSt4JEmSJEmS6pyBR5IkSZIkqc65RUuSJEmSJFWWZ9GquSnwJUqSJEmSJE1uBh5JkiRJkqQ65xYtSZIkSZJUWZ5Fq+ZcwSNJkiRJklTnDDySEqaeyno9zaopJdwLs5vhpe+C5WsgVQcLdlPpuCeQhsv2w94HoHM99GyGTH/cEx1CiD+blGz19O+znmaVInXwjE/S1HIYsBHYH/cgh9AELI97CGmocC8MPgPhDpiWhrANjjkbDj8DnroHnnsYsoNxT1kkFYWd1a+B2cfEPYx0QLYf9j0Me++DMBd1+jujS1M7TJsP6aYYBywVACEEsyHtzyYl2WKgH9gb9yCH0Ej0nFQT4lm0as7AIylhZgLHAl3AFpIXepqAJcAc/M2OEqM47OT+XQYAQfTnsHFaFHpWnwFP350LPZmYhoVC2Fl1MRz+WoLm9hhnkYqMFHZKJSr05MNOO6RXQaotxlmksZgGHA3sIXqel7TQ00gUoeYyJWqAJh0Dj6QECoB2oI0o9GwGeuMcCMOOEincB4MbhoSdaIvGUEE+9DRNg2POgdUviin05MPOn8HhrzPsKDmy/bDvkVzY6Rvb5yQh9ARtkF5t2FGdCYBWYBbJCT0NRM/zDDuqbwYeSQmWhNBj2FECjTHslIov9OTCzspXwxGvI2ieXcX7ksYhOwD7H4aecYSdUnGEnsKKnfbq35dUNUkIPYadqvIsWjVn4JFUB4pDTyfRE4Bqhx7DjhIo3JfbirW9+Mpx38zw0HMGPHU3PPcIhBUMPUFu831+xU6LYUcJUYmwU6oWocewo0mpNPRsBvZV+T4biLZizcOwo8nEwCOpjgTAbKLY00l1Qk8TB/ZeG3aUEEPCTuX+XR4IPdPh2FfA4S+qTOgphJ1Xw+GvN+woOcKBaCtWzx8qF3ZKFULPbJg2rzKhx7CjKaEWocewo8nNwCOpDlUj9DRyYImuYUcJMWLYGf+KnUMZOfTcBc/9aXyhJx92Vr4Kjng9Qcucis8qlaUWYadUf0d0aZ4NLWWGHsOOpqTi0NNN9DxvoqHHsBMLt2jVnIFHUh2rROgx7CiBahR2Sg0NPa+MjtHz1N2w+RChJ0hFc658tWFHyRIOwL4/5cJOTAfr7+uILs2zoWU+pBsP/TlBWy7suPpNU1lAtD2/lfJDj2FHU4uBR9IkUBp6NgOH+g2tYUcJFO7PhZ1t1DLslCqEnuYZcNwrD6zo2fwnCLNFH5gPO/kVO3NrPqs0onCwaMVO3GdhzBlL6DHsSCMoJ/QYdjQ1GXgkTSLFoaeD6AlAaegx7CiBwn4YfCoXdgpXxjZO3tDQcy4cfiY8cQdsXUcUdi6CI/7CsKNk2fcw7LknOWGnVHHomb4QgjQErbnTnRt2pNGVhp7NwP6Sj2kAFgHzMewkQECy/m+YAk/9DTySJqGA6OxXs4lCz1Ygw4GzYiXpJ40EZJ4riTvJUhx6ghMvIpx2FKx6LcE0w44SZrADum+Le4qx6euAdCvMPCs61k4wBV55SBUx0oqefgw7UkL+9V9//fWsXLmSlpYWzjjjDO69996DfnxnZyeXX345ixcvprm5maOOOoqf/exnNZpWUv3Ih57jgZNwma6SK0s9/FopH3qCYy817iiZJnL2t5oLILU4WrVj3JHKkA89xwInAwvxeZ6muthX8Nx0002sXbuWG264gTPOOIPrrruOCy64gHXr1rFgwYJhH9/f3895553HggUL+P73v8/SpUt59tlnaW9vr/3wkiRJkiRpOM+iVXOxB55rrrmG97znPbzrXe8C4IYbbuCnP/0p3/jGN/j4xz8+7OO/8Y1vsHv3bn73u9/R2BgdnG7lypW1HFmSJEmSJClRYl3D1t/fz3333ce5555buC6VSnHuuedy1113jfg5P/7xjznzzDO5/PLLWbhwISeccAKf+9znyGRGXpLb19dHd3f3kIskSZIkSdJkEmvg2bVrF5lMhoULFw65fuHChWzbNvLBJp9++mm+//3vk8lk+NnPfsYVV1zBF77wBT772c+O+PFXX301bW1thcuyZcsq/nVIkiRJkqQiqQReJrm6+xKz2SwLFizgK1/5CqeddhpvetOb+Pu//3tuuOGGET/+E5/4BF1dXYXLpk2bajyxJEmSJElSdcUaeObNm0c6nWb79u1Drt++fTuLFi0a8XMWL17MUUcdRTqdLlx37LHHsm3bNvr7+4d9fHNzM62trUMukiRJkiRJo7n99tu5+OKLWbJkCUEQ8MMf/nDI+9/5zncSBMGQy4UXXhjPsDmxBp6mpiZOO+00brnllsJ12WyWW265hTPPPHPEz3nJS17Ck08+STabLVy3fv16Fi9eTFNTU9VnliRJkiRJh5A/i1aSLuOwd+9eTj75ZK6//vpRP+bCCy9k69athct3v/vdif5Xm5DYz6K1du1aLrvsMk4//XRe+MIXct1117F3797CWbXe8Y53sHTpUq6++moA/vqv/5ovfvGLfPjDH+aDH/wgTzzxBJ/73Of40Ic+FOeXIUmSJEmSEq70xEvNzc00NzcP+7iLLrqIiy666KC31dzcPOruozjEHnje9KY3sXPnTq688kq2bdvGKaecws0331w48PLGjRtJpQ4sNFq2bBk///nP+ehHP8pJJ53E0qVL+fCHP8zf/u3fxvUlSJIkSZKkOlB64qWrrrqKT33qU2Xd1q233sqCBQuYPXs2r3jFK/jsZz/L3LlzKzBleWIPPAAf+MAH+MAHPjDi+2699dZh15155pncfffdVZ5KkiRJkiSVJchdkiI3y6ZNm4Ycm3ek1TtjceGFF/K6172OVatW8dRTT/F3f/d3XHTRRdx1111DjhlcS4kIPJIkSZIkSdVWqZMvvfnNby78+cQTT+Skk07i8MMP59Zbb+WVr3zlhG+/HHV3mnRJkiRJkqQkWb16NfPmzePJJ5+MbQZX8EiSJEmSpMoq48xVVVXlWZ577jmef/55Fi9eXNX7OZiKBJ5MJsPDDz/MihUrmD17diVuUpIkSZIkKRY9PT1DVuNs2LCBBx98kDlz5jBnzhw+/elP8/rXv55Fixbx1FNP8bGPfYwjjjiCCy64ILaZy9qi9ZGPfISvf/3rQBR3Xv7yl3PqqaeybNmyEQ+KLEmSJEmSVC/+8Ic/sGbNGtasWQPA2rVrWbNmDVdeeSXpdJqHHnqI17zmNRx11FG8+93v5rTTTuOOO+4o+6DNlVDWCp7vf//7XHrppQD893//Nxs2bODxxx/n3/7t3/j7v/977rzzzooOKUmSJEmS6kidb9E6++yzCcNw1Pf//Oc/n+hEFVfWCp5du3axaNEiAH72s5/xhje8gaOOOoq//Mu/5OGHH67ogJIkSZIkSTq4sgLPwoULefTRR8lkMtx8882cd955AOzbty+2871LkiRJkiRNVWVt0XrXu97FG9/4RhYvXkwQBJx77rkA3HPPPRxzzDEVHVCSJizMAiEEBmhJUjKEuf9N0OYFSaqsFGUuKamSJM1SJWUFnk996lOccMIJbNq0iTe84Q2Fgwil02k+/vGPV3RASSpbmIHsZsg8C2QhtRzSh0HQGPdk0lBBA/mXe0kWhtlozPuvhSPeRNC2Ou6RpKGCpvwfSPxjKsxC1z2ENMOMEwiCKfDKQ5JUVWWfJv0v/uIvAOjt7S1cd9lll018IkmaqCFhZ/DA9dlnILsJUssMPUqW1GEQhpDdCGTjnmaYMMxGLz737IT1d8Du52DL7wgXvhCOfpuhR8nR0Artr4I9d0GmgySGnsIBOzN90eX5/4bOOwjbXwYzjjf0SJLKVlbgyWQyfO5zn+OGG25g+/btrF+/ntWrV3PFFVewcuVK3v3ud1d6Tkk6tNHCzhCZA6EnvSx6YW3oUdyCBmhYBeFhkNkU/ftMQOg5EHZ2ET5xJ+zaMPQDdvwBtt9LuPCMXOhZFc+gUrGW1dC8Cvqegj33JCb0DAs7xTKd8PyPoet2wjZDj6RJos7PolWPyvrJ8Y//+I/ceOONfP7zn6epqalw/QknnMDXvva1ig0nSWMSZqIXxQN3QeYpRo87xTKQeSb3ORsgHMvnSFUWNELDamh8MaRWENdm8TDMxaU9uwjv+y+469vD4w7kjm8F7Pg93P4hwt//I2H3CB8n1VoQQMsRMO+t0H4hpNvy76j5KGEYRnEn0wf93cPjTrHBzij0bPkyYc8jBx6LkiSNQVkreP71X/+Vr3zlK7zyla/k/e9/f+H6k08+mccff7xiw0nSQYUZyG7JrdgZKPNGcqEnswnSy3MresrevSpVRj70hMtquqInDEOCIIjCzpN3ws4xxpr8i9Dt98K2uwkXnQlHv5WgdWXVZpXGJB96mg/Prei5O1otU4MVPQddsXMog53w/I+g6zbC9pfD9ONc0SNJOqSyXsVs3ryZI444Ytj12WyWgYFyX2RJ0hhVJOyUykQreTIbDT1KjhqFnuFh5+kybygfeu6BbXcRLnoxHP0WQ4/iVxx6ep+EnntyoafyJhR2Sg12wq4fQcPtudBzrKFHUt0IAkjSt6xg8u/QKi/wHHfccdxxxx2sWLFiyPXf//73WbNmTUUGk6Rhwgxkt0YrbioWdkoZepRAhdCTP0bPc1Qi9BTCTk/uGDvlhp1hN5wPPXfDtt8RLn4xHPVWgtYVB/88qdqCAKYdCS2HQ+9T0HM3ZLoqctMVDTulBjth1w+h4TZDjyRpVGW9arnyyiu57LLL2Lx5M9lslh/84AesW7eOf/3Xf+UnP/lJpWeUNNXVJOyUMvQogYImaDi8aEVPeaGncPDknudzYeepys8KB0LPtrth6+8IF78kWtEzy9CjmAWpotCTX9FTXuipatg5cC/RG0OPJOkggrDwU2l87rjjDj7zmc/wxz/+kZ6eHk499VSuvPJKzj///ErPWFHd3d20tbXR1dVFa2tr3ONIOphYws5o0oYeJU/YP67Qkw874Z5d8OSdsKNKYWc0QSqKPovPyoWe5bW9f2k0YXbcoac2YWc0uWMINcyBQuiZAnsPpDo2lV6H5r/Wjr9eQ2tzOu5xCrr7Msz+8gOT+v+DsgNPvZpKDyypbiUq7JRKQ3oFpJYaepQchwg9sYedUkE6epwveSkc9WZDj5IjzELvE7nQ0z3yh8QadkrlQ89caH+ZoUdKsKn0OtTAEx9fnUhKluwuGHyc5IWdvAxkns5t3ToS0oviHkgq2bq1EbKbc6dXzh1jZ29HtBVrx5NxTxoJM9HbrXfCljsIl74cTvkIQcqnJYpZkIJpR0PLkUNCTwiQqLCTl9+6tRt2/Vd0MOb5lxA0+bNJkqaiMT+TmjNnDuvXr2fevHnMnj37oL8d2L17d0WGkzQFJXLVzkgGIfOUgUfJEjRBwxEQLoeOW6F/G+GzDyQn7JTKH6Nn822w/AKYd2K880h5RaEn3P8YdP4SsoMJCjulikLPnj/A3D+LdxxJAkjlLkmRpFmqZMyB59prr2XWrFmFP7v8U5Km1A5X1ZOgCboH4OHv479TaQKCVLSaZ+CHcU8yRoEPeUmawsYceC677LLCn9/5zndWYxZJkiRJkiSVoaxFSul0mh07dgy7/vnnnyedTs5BlCRJkiRJUgxSQfIuk1xZgWe0E2/19fXR1NQ0oYEkSZIkSZI0PuM6XcU///M/AxAEAV/72teYOXNm4X2ZTIbbb7+dY445prITSpIkSZIk6aDGFXiuvfZaIFrBc8MNNwzZjtXU1MTKlSu54YYbKjuhJEmSJEmqL0nbFpWkWapkXIFnw4YNAJxzzjn84Ac/YPbs2VUZSpIkSZIkSWM3rsCT95vf/KbSc0iSJEmSJKlMYw48a9eu5R/+4R+YMWMGa9euPejHXnPNNRMeTJIkSZIk1akUZZ7WqUqSNEuVjDnwPPDAAwwMDABw//33EwQj718b7XpJkiRJkiRVx5gDT/G2rFtvvbUas0iSJEmSJKkM416kNDAwQENDA4888kg15pEkSZIkSdI4jfsgy42NjSxfvpxMJlONeSRJkiRJUr1LkaxTk0+BY/CU9SX+/d//PX/3d3/H7t27Kz2PJEmSJEmSxqms06R/8Ytf5Mknn2TJkiWsWLGCGTNmDHn//fffX5HhJEmSJEmSdGhlBZ5LLrmkwmNIkiRJkqRJw9Ok11xZgeeqq66q9BySJEmSJEkq0xRoWJIkSZIkSZNbWSt4MpkM1157Lf/xH//Bxo0b6e/vH/J+D74sSZIkSdIUlgoSdhatBM1SJWWt4Pn0pz/NNddcw5ve9Ca6urpYu3Ytr3vd60ilUnzqU5+q8IiSlEBhFrKDcU8hHcQgTJse9xDSJBBCUzsE6bgHkSTpoMoKPP/+7//OV7/6Vf73//7fNDQ08Ja3vIWvfe1rXHnlldx9992VnlHSlNIS9wAHF2ZhcD8M7IHBTth3OwzujHsqqSDM7CfsuBWCR+HIE6PLrPa4xxpdkAICaJkb9yRSiRDogOAJgsUvgsPOhtbVCQ89WWhoi3sISVJMytqitW3bNk488UQAZs6cSVdXFwB/9md/xhVXXFG56SRNPQ3HQrYNMs8ACVohE2Yh0wfZoVtSyXZA752QmgvNx0J6XjzzacoLM/thzz3QfS+Eg0QvToGW6bDqGNi/F7Ztgj2dcY55QJCKHlcLz4Cj30Iwc0ncE0k5IdAJbAF6CXIr+oNUI2H7kdC2Cro2wJ5nIczEN2aphnZoeznMOC7uSSQpEpCso/5O/h1a5QWeww47jK1bt7J8+XIOP/xwfvGLX3Dqqafy+9//nubm5krPKGkqCdKQXgapJZDdEn/oGS3sHPiA6E12N+z/raFHNReFnXuh+56hYScv/+o0H3r27YXtMYaeQth5IRz1VoK2VfHMIQ0zNOyMJAgCCIpDz9OwZ2O8oaco7ARBkl5JSZJqrazA89rXvpZbbrmFM844gw9+8INceumlfP3rX2fjxo189KMfrfSMkqaiIaFnM2Sepaah55BhZ9gnRG8MPaqRQ4adUvnQMy2m0JMPOwteAEe/zbCjBDl02Cl1IPQcFW3b6o4h9KTbof1lMON4w44kCSgz8PzTP/1T4c9vetObWL58OXfddRdHHnkkF198ccWGk6Qo9CyH1NLahJ5xh51hNxC9GRJ6joO0xxdRZYTZ3mgbVvfdYws7pYaFnp5o61ZPV8Vnje4vH3ZOz4Wd1dW5H2ncxh92SgVBAOkah550G7S/3LAjKfk8i9YhrV69mt///vfMnTv0tUJnZyennnoqTz/99Lhur6zAU+rMM8/kzDPPrMRNSdLIqh16Jhx2ht1g9Ca7G/bfAal5uRU9hh6VZ8Jhp1Qh9MyA1cdWPvQMCTtvJWg7vDK3K03YxMNOqSAICFMNUM3Qk27Lrdg5wbAjSZPEM888QyYz/GdFX18fmzdvHvftjTnw/PjHPx7zjb7mNa8Z9yCSNCaVDj0VDzvD7iB6k33e0KOyVDzslKp06AnS0Yva+adFYaf9iMrNKk1ICHQBm6lU2CkW5B5LQ0PPU7Bn08RCj2FHkiad4r7y85//nLa2A2dAzGQy3HLLLaxcuXLctzvmwHPJJZeM6eOCIBixQElSRRVCT/4YPRsZV+ipetgZdofRG0OPxigKO7/PhZ0BKh52Sk009ORX7MxfE23FMuwoMaobdkoNDT1HF63oGWfoSbfmws6Jhh1J9SlFss6ilaBZ8n0lCAIuu+yyIe9rbGxk5cqVfOELXxj37Y458GSz2XHfuCRVXdAA6RVFK3oOEXpqHnaGDRC9yYee9HxoOhbSc2KaR0kTZvuKVuzUIOyUKg09e3uigzGPFnoKYedUw44SJh92tgD7a37vB0JP44HQ0/U09GyMHjOjKYSdEwiCdI2mlSTVUr6vrFq1it///vfMm1eZE7NU5Bg8khS7Q4WeMAuZfsj2xTbiULkX7ZldsP92Q49yYef30H1XPGGnVD70TM+Hnj250NOde38u7MxbA8e8jaD9yPhmlYaIN+yUGhJ6Zh8NbaOEnnQrtL80t2LHsCNJU8GGDRsqentjDjz//M//zHvf+15aWlr453/+54N+7Ic+9KEJDyZJZRkWep6FbC8M7ot7slGUhp6l0HL6gRfXmhLC3o2w46ZkhJ1ShdAzE1YfB3u6YMNjMO+UXNg5KtbxpKGywDoged/zRww9238fjdz2Mphp2JE0yXgWrTG55ZZbuOWWW9ixY8ewnVPf+MY3xnVbYw481157LW9729toaWnh2muvHfXjgiAw8EiKX3Ho6b2TJD7ZHyofejYDpwHJ/AGkKtm/Pplxp1g+9Mxqgxd/hmDumnjnkUbUS9K/3w8JPXPPgqaTDTuSNEV9+tOf5jOf+Qynn346ixcvLvyMKNeYA0/x0qFKLyOSpKoJGiCYAXTEPYl0CAGJDjzFPOW5NGFBEEDzYsC4I0lT1Q033MCNN97I29/+9orcnsfgkSRJkiRJleUWrUPq7+/nxS9+ccVur6zAE4Yh3//+9/nNb34z4j6xH/zgBxUZTpIkSZIkaTL6q7/6K77zne9wxRVXVOT2ygo8H/nIR/iXf/kXzjnnHBYuXDjhfWKSJEmSJElTSW9vL1/5ylf41a9+xUknnURjY+OQ919zzTXjur2yAs+//du/8YMf/IBXvepV5Xy6JEmSJEmazFK5S1IkaZachx56iFNOOQWARx55ZMj7yllIU1bgaWtrY/Xq1eV8qiRJkiRJ0pT3m9/8pqK3V1bD+tSnPsWnP/1p9u/fX9FhJEmSJEmSNH5lreB54xvfyHe/+10WLFjAypUrh+0Tu//++ysynCRJkiRJqkOeReuQzjnnnINuxfr1r389rtsrK/Bcdtll3HfffVx66aUeZFmSJEmSJGmc8sffyRsYGODBBx/kkUce4bLLLhv37ZUVeH7605/y85//nLPOOqucT5ckSZIkSZrSrr322hGv/9SnPkVPT8+4b6+sY/AsW7aM1tbWcj5VkiRJkiRNdqkEXurEpZdeyje+8Y1xf15ZX+IXvvAFPvaxj/HMM8+U8+mSJEmSJEkawV133UVLS8u4P6+sLVqXXnop+/bt4/DDD2f69OnDDrK8e/fucm5WkiRJkiRpSnjd61435O9hGLJ161b+8Ic/cMUVV4z79soKPNddd105nyZJkiRJkqaCIIguSZGkWXLa2tqG/D2VSnH00Ufzmc98hvPPP3/ct1f2WbQkSZIkSZJUnm9+85sVvb0xB57u7u7CgZW7u7sP+rEegFmSJEmSJOnQ7rvvPh577DEAjj/+eNasWVPW7Yw58MyePZutW7eyYMEC2tvbCUZY3hSGIUEQkMlkyhpGkiRJkiRNAkHukhRJmiVnx44dvPnNb+bWW2+lvb0dgM7OTs455xy+973vMX/+/HHd3pgDz69//WvmzJkDwG9+85tx3YkkSZIkSZIO+OAHP8iePXv405/+xLHHHgvAo48+ymWXXcaHPvQhvvvd747r9sYceF7+8peP+GdJkiRJkiSNz80338yvfvWrQtwBOO6447j++uvLOshyqtwhfvvb3xb+fv3113PKKafw1re+lY6OjnJuUpKqIgxDwsEuwjDuSaRJpMef9dJEhWFIuG9H3GNIdS4EuoHngWzMs2iY/Fm0knRJmGw2S2Nj47DrGxsbyWbH/2+6rMDzf/7P/ykcaPnhhx9m7dq1vOpVr2LDhg2sXbu2nJuUpIoKw5Cw50/w7HXQ+UeCILou8VJtJHKDsKqraSnRE9OyfizXRBiG0aV7H+G1byf7s/+PcM/zcY8llWiizJPE1lSYzUIYwh+/Qfi7vyPc/VjcI0l1Jh921gFPAM8ADwM7MfSonrziFa/gwx/+MFu2bClct3nzZj760Y/yyle+cty3V9ZPwA0bNnDccccB8P/+3//j4osv5nOf+xz3338/r3rVq8q5SUmqiDAMYe+jsOsX0L8NCKA/JBzogZmHwbQ5hQPCJ0owDZqOgYZlifztgqormHEsYdP7oPMO2PcoUeRLRpAshNHefrhvPTz2LGSy8NvvEf7uPwlf/EaCl11KMHNOvINKQPTU9gSiF3nbgGSd+CPM/zZ20wPwxB2wvxOCFNz5McJ5J8HRbyeYc0ysM0rJFgJ7gC3A3pL3DQIbga3AYmAuSf7FiQTwxS9+kde85jWsXLmSZcuWAbBp0yZOOOEEvv3tb4/79soKPE1NTezbtw+AX/3qV7zjHe8AYM6cOYc8hbokVUMUdh6DXT8/EHai90RvBvZCxzrCnhkwcxlMm52M0DMk7PgkZCoLGufB/NcSDrw0EaFn1LBT+IBsLvR8l/CuXOh56dsMPUqANLAImE9SQk+YzUYP500PwpN3wL6O4ndGb59/BO78P4TzToajLzX0SEMcLOyUGsDQkyD+3vKgli1bxv3338+vfvUrHn/8cQCOPfZYzj333LJur6zAc9ZZZ7F27Vpe8pKXcO+993LTTTcBsH79eg477LCyBpGkchwIO7+A/q0MCzulBvZCx+NR6Jm1DFpiCj1BSy7sLDfsaIihoed22PcY0RPT2iw5P2TYGfYJWRjshzu+Q/i7/yB88ZtyoWd2TeaVRhd/6CmEnecejFbs7DvI8asKoefhXOg5BY55G8FsQ4+mshDoATZz6LBTytCj5Pr1r3/NBz7wAe6++25aW1s577zzOO+88wDo6uri+OOP54YbbuClL33puG63rMDzxS9+kf/1v/4X3//+9/nyl7/M0qVLAfif//kfLrzwwnJuUpLGZdxhp9TAXtj9OGFjjUOPYUdjFIWe1xH274SuO3Khp3oreoaEnfvXw6OHCDvDbiAfev6d8Hc3GXqUIMWhZwewnWqHngNh54/wxO0HDzvDPzl6+/xD8NsHCeevgaPfRjD76KrMKiXXHsoLO6UMPUqe6667jve85z20trYOe19bWxvve9/7uOaaa8YdeIKwikcd/ad/+ife//73097eXq27GLfu7m7a2tro6uoa8T+mpGSLws7j8PzPoS8fdirwbSwXeoJqhR7DjiaoWqGn8DSgbyBasfPoM+MLO6MJUpBuhJfkQs+M9onfplQRGaLQs41Kr4w7sBWrjLAzmiAVRZ/5a6KtW7OPmvhtSolWqbAzmkai0DOPWu4fmkqvQ/Nfa8fnX0LrtOQc+L57/yCzP3ZnIv4/WLFiBTfffPOQ06MXe/zxxzn//PPZuHHjuG63qv+1P/e5z/HGN74xUYFHUn06EHZ+AX1bGPeKnUMprOiZCbMOq9yKHsOOKiRomp9b0bMDun474a1bQ8JOfsXOYAVXNYRZGOyD279NeOdNhIYeJUaa6MXdAioVeqKwE8Dmh2D97bBv98THPHDj0dtdf4SdDxDOPzW3osfQo8kmf4ydnirfT/GKniVEK3o8UIxqa/v27SOeHj2voaGBnTt3jvt2qxp46uKUxJISLQo763IrdqoQdkoN9BSFnmXQ0l5e6DHsqEqCpgVFoecO2Pc441nRE/1oDqsXdobdYVHo+d1NhC95M8FZbyOY0Va9+5TGZOKhZ0jYeeJ22FvBsDP8zqK3ux6EnfcTzj8NjnkrQbuhR/WuVmGn1ADwbO6+DT2qraVLl/LII49wxBFHjPj+hx56iMWLF4/7dpOzXkqSioRhCPvWRcfY6dtM1cNOqYEe2P3Y+ENP0JwLOysMO6qqKPS8Pgo9nbfD/nUcLPQMDTtPRFuxqhl2hg2QhYE+uO3fCO/8HuFL3kJw1lsNPUqA8Yeemoad4Xcevd31ANxxH+GC0+HotxK0H1m7GaSKiCvslDL0VE2KZB3uKEGzvOpVr+KKK67gwgsvpKWlZcj79u/fz1VXXcWf/dmfjft2q3oMnlmzZvHHP/6R1atXV+suxm0q7X2U6lEUdtZHpzsvhJ0ErAbMhZ5gtNBTCDvLIUjHM6OmtLB/e3R69f3rKN66NSTsPPAE/OmZ2oad0QQpaGiCs95CcNZbCKYbepQUox+jpxB2nsuHnefjGHCo/DF6Fpwebd1qH/m3wVJy5M+KFXfYGU0j1Qg9U+l1aOEYPP+/BB6D52+ScQye7du3c+qpp5JOp/nABz7A0UdHB9J//PHHuf7668lkMtx///0sXLhwXLebnP/akgSw80fQeRc1X7FzKCOs6AEMO0qMoGkhLPiLXOi5Hfavj97R3x+t2ElK2MkLszDQC7d+i/B3N8FHbyJoWxD3VBIHVvREZ90Kw+0EQTb6BcSWh6Nj7CQh7OTlV/TsvB92/IHwxP9FsPKieGeSRrWVaKVMkuVX9OwERj4ArjRRCxcu5He/+x1//dd/zSc+8YnC4W2CIOCCCy7g+uuvH3fcAQOPpKTZnz9SfELCTqni0NPUTrDkfxl2lChR6HkD4e+/TfinH8JTW5IVdkqFWejbB89vAgOPEqUBWAKZVsJHPg8dm6BnV9xDjS7MRqt5Op8ADDxKqn1xDzAO9TRrQgVBdEmKJM1CdCatn/3sZ3R0dPDkk08ShiFHHnkks2fPLvs2qxp4XvrSlzJt2rRq3oUkxWOgJ1q5b9xRUg22wLrnSGwslepGGjY9EPcQY5SsFy+SpEObPXs2L3jBCypyW2MOPN3d3WO+0fx+tp/97Gfjn0iSJEmSJEnjMubA097efsizx+QPPJrJJHgpuCRJkiRJqq6AZC0sTNIsVTLmwPOb3/ymmnNIkiRJkiSpTGMOPC9/+curOYckSZIkSZLKNKGDLO/bt4+NGzfS398/5PqTTjppQkNJkiRJkqQ65lm0aq6swLNz507e9a538T//8z8jvt9j8EiSJEmSJNVOqpxP+shHPkJnZyf33HMP06ZN4+abb+Zb3/oWRx55JD/+8Y8rPaMkSZIkSZIOoqwVPL/+9a/50Y9+xOmnn04qlWLFihWcd955tLa2cvXVV/PqV7+60nNKkiRJkqR64Vm0aq6sFTx79+5lwYIFAMyePZudO3cCcOKJJ3L//fdXbjpJkiRJkiQdUlmB5+ijj2bdunUAnHzyyfzLv/wLmzdv5oYbbmDx4sUVHVCSJEmSJEkHV9YWrQ9/+MNs3boVgKuuuooLL7yQf//3f6epqYkbb7yxkvNJkiRJkqR641m0aq6swHPppZcW/nzaaafx7LPP8vjjj7N8+XLmzZtXseEkSZIkSZJ0aGUFnlLTp0/n1FNPrcRNSZIkSZIkaZzKOgbP61//ev7v//2/w67//Oc/zxve8IYJDyVJkiRJkupYKoGXSa6sL/H222/nVa961bDrL7roIm6//fYJDyVJkiRJkqSxKyvw9PT00NTUNOz6xsZGuru7JzyUJEmSJEmSxq6swHPiiSdy0003Dbv+e9/7Hscdd9yEh5IkSZIkSXUsfxatJF0mubIOsnzFFVfwute9jqeeeopXvOIVANxyyy1897vf5T//8z8rOqAkSZIkSZIOrqzAc/HFF/PDH/6Qz33uc3z/+99n2rRpnHTSSfzqV7/i5S9/eaVnlCRJ4xCGGUhtgVOWwtO7oLs37pGk+tW/HZashL17oOv5uKc5uDAb9wTSQQwC/jySqqns06S/+tWv5tWvfnUlZ5EkaHsh7PhR7i9JfaKaAkJoOyPuQaQhwjADz98DW34CDR1w+Pzo8lwnPLY1eaEnSEUvSBcfCUuOjnsaaYiwbyt03Q77n4S5i2DeIug7DLY9l9DQE0C6BZa8JO5BpBKDwHZgB8l9bjeSeXEPUP+C3CUpkjRLlZQdeCSpGoL2FxHOOBY6boXOu4Ewd0mCXNiZdTLMPZegyR/8SoYo7NwLW38C/bsL1we5vebh0nY4rD0KPY9uhT0xh5582FmwiuD898GxLyvMKsVtSNjJvxrI//NsaoEVR+ZCzybo2j3azdRQAOlmOOJ1sOo1BI0z4h5IyqnXsNMOLAamxzyHNH5jDjxz5sxh/fr1zJs3j9mzZx/0idju3Un4YSepXgWNbbDgzwlnvxx23wpd9+TeE9eTA8OOkikMM7D73mjFTv/oP3uDVEJCTyHsrCQ47/1wnGFHyRH2b4PO22H/ExwoOiW/YMj/e21qgRVHQe9+2B5X6MmFncNfB6svJmicGcMM0kgGiaLOdgw7Um2NOfBce+21zJo1q/Bnn5BJqragsR0WXkI45+yYQk8+7JyUCzvza3S/0sFFYef3ubDzPGNdczws9GzqiLZu7emr2qy5O47CzvwVBOe/P1qxkyrrRJ5SxY0p7JTKPw9ujiP05MPOa2H1aww7SpB6DTttwBIMO1WQtDNXJWmWKhlz4LnssssKf37nO99ZjVkkaURDQ89voOve3Huq9eTBsKNkisLOH2DLf5eEnfFtYyyEnsNmw7LZUeh5dCv0VDj0FMLO8tyKnZcbdpQYYf/2XNhZT/R9H8a9JXik0LNtE3RXI/Tkw84lsOrPCZoMO0oKw46UFGUdg+fGG28cMfIMDg5yxRVXcPXVV090LkkaJgo9ry0KPb/PvadSTyZS0W3NOjEXdhZU6HaliQnDbNGKnV2UG3ZKDQs9G3MreiYaevJhZ97y6Bg7x51t2FFijBx2JvhzpDj0rDwKevflQk/HxG4XgBSkG2H1JbD6EsOOEsSwIyVNWYHnQx/6ED/96U/5yle+wuzZswFYt24db33rW3n++ecNPJKqKmicDQtfRzjnHHj+N9A90dCTCzszT4S5ryRoXlihSaWJicJOfsVO5cJOqULoWTYblk8g9AQBhCHMW0Zw3vvg+HMMO0qMoWEn/1iq8IvSQuiZBiuPnmDoKQ47f07QNKuSk0oTkCGKOoYdHZw7tGqvrMDzwAMPcOmll3LiiSfyzW9+k/Xr1/Oxj32MSy65hC996UuVnlGSRhQ0zoZFryOcew48/+tc6AkY+5ONfNg5IVqxY9hRQoRhFjr+EK3Y6dtJtcJOqeGhZzc8tu3QoScfdubmVuwYdpQgYf+OXNhZR9lbscZrQqEngFRjtBVr9SWGHSVIhmjFzjbqK+y0EoUdzzCnya+swHP44Ydz55138pGPfIQLL7yQdDrNt771Ld7ylrdUej5JOqQo9Lw+F3p+M4bQkw87x8Pc8ww7Sowo7NwXrdipYdgpdSD0zIHlc+DZ3fD4CKGnEHZyK3ZOeIVhR4kxNOxUacXOoZSGnv37ooMxjxh6UpBqgNV/DodfQtDUWtNRpdEZdqR6UVbgAfjpT3/K9773Pc4880zWr1/P17/+dV7+8pezZMmSSs4nSWMWNM4pCj2/hu4/MDT0FIedcwmaF8U3rFTkQNj5CfTtIK6wU6oQepbPgRW50PPYNtg3EB1jZ85h0YqdE15BkErHOquUF/bvhK7bYd/j1GzFzqHkQ0/LSKHHsKOkMuxogtyjVXNlBZ73ve99fOtb3+If//EfWbt2Ldu3b+cv//IvOfHEE/nyl7/MG9/4xkrPKUljFoWev4iO0bP719B9HxDCzONyK3YMO0qYHbfCc/9JUsJOqSGh57B2+N1ugle8F058pWFHiRIO7oGtXyu6JmEvSktDz3PPwJyzoq1YzW2xjiYN9zTQHfcQ42DYkcoKPHfeeSf33HMPJ598MgCLFi3iZz/7Gddffz1/+Zd/aeCRlAhB01xY9AbCuedCmCFomhf3SNLIBjogSEOYiXuSgwpSAaTS8Nc3ELT4eFICZfeRuKgzkiAAAjjmzQRzXxn3NNIoJnhGxZpqBI6MewgpdmUFnvvuu4/m5uZh119++eWce+65Ex5KkiopaJwd9wjS5OJxdqQKCKChJe4hpEli8m+9qUu5lp0YSZqlSsp6htbc3MxTTz3FJz/5Sd7ylrewY8cOAP7nf/6HwcHBig4oSZIkSZKkgysr8Nx2222ceOKJ3HPPPfzgBz+gp6cHgD/+8Y9cddVVFR1QkiRJkiRJB1dW4Pn4xz/OZz/7WX75y1/S1NRUuP4Vr3gFd999d8WGkyRJkiRJdSgIIJWgyxQ4i1ZZgefhhx/mta997bDrFyxYwK5duyY8lCRJkiRJksaurMDT3t7O1q1bh13/wAMPsHTp0gkPJUmSJEmSpLErK/C8+c1v5m//9m/Ztm0bQRCQzWa58847+Zu/+Rve8Y53VHpGSZIkSZJUT4IEXia5sgLP5z73OY455hiWLVtGT08Pxx13HC996Ut58YtfzCc/+clKzyhJkiRJkqSDaCjnk5qamvjqV7/KlVdeycMPP0xPTw9r1qzhyCOPrPR8kiRJkiRJOoQxB561a9ce9P3FZ8+65ppryp9IkiRJkiTVtyBhZ65K0ixVMubA88ADD4zp44Ip8B9NkiRJkiQpScYceH7zm99Ucw5JkiRJkiSVqayDLFfa9ddfz8qVK2lpaeGMM87g3nvvHdPnfe973yMIAi655JLqDihJkiRJksYu7jNmeRat2rvppptYu3YtV111Fffffz8nn3wyF1xwATt27Djo5z3zzDP8zd/8DS996UtrNKkkSZIkSVIyxR54rrnmGt7znvfwrne9i+OOO44bbriB6dOn841vfGPUz8lkMrztbW/j05/+NKtXr67htJIkSZIkSckTa+Dp7+/nvvvu49xzzy1cl0qlOPfcc7nrrrtG/bzPfOYzLFiwgHe/+92HvI++vj66u7uHXCRJkiRJUhXlz6KVpMskF2vg2bVrF5lMhoULFw65fuHChWzbtm3Ez/ntb3/L17/+db761a+O6T6uvvpq2traCpdly5ZNeG5JkiRJkqQkiX2L1njs2bOHt7/97Xz1q19l3rx5Y/qcT3ziE3R1dRUumzZtqvKUkiRJkiRJtTXm06RXw7x580in02zfvn3I9du3b2fRokXDPv6pp57imWee4eKLLy5cl81mAWhoaGDdunUcfvjhQz6nubmZ5ubmKkwvSZIkSZJGlLQzVyVpliqJdQVPU1MTp512Grfcckvhumw2yy233MKZZ5457OOPOeYYHn74YR588MHC5TWveQ3nnHMODz744OTZfhWGkNkGA/fB4JMQ9sc9kVS/BnZBx//A7h9D/9a4p5FGEUCYjXuIsVv/S8KMP5uURHX07D3MwNa7Cfcd/MyxUnzq5PEUEr1eyj4fvY6SprBYV/AArF27lssuu4zTTz+dF77whVx33XXs3buXd73rXQC84x3vYOnSpVx99dW0tLRwwgknDPn89vZ2gGHX16UwhOx2yGwAenPXdUP2OUgdBunlEDTFOqJUNwZ2Qc890LeBwhOU3Ruh6TCYeQY0LY51PGmIeWfBnnWwbyPR716SF3vCMIyeRG/fDVv+BR74Tzjt7XD0RQRpfzYpIRrnw8zToOf+3BUJfLEXhtGBPvfugU0PwpO3Ey6/AI74C4LpC+KeTiqyFHgWGIx7kJGF+f8JYbAXwocgmAXp1RDMnhIH1JVKxR543vSmN7Fz506uvPJKtm3bximnnMLNN99cOPDyxo0bSaXq6lBB4xeGkN2RCzv7R/oAyG6C7GZILTX0SAczsAt67oW+pznwm6eiJ/j9m2H3/zP0KFGClgWEx3wcuh+FLT/OhZ6AJLw4LYSdnR2wbTcMZqJ37N9N+Nv/D+7/NpyaDz2Nsc4qBUEAcy8kbDsTun4LPX/MvSf+x9KQsLN9U/Q2b+PPYePPo9Bz5BsIps2Pb06poB1oBXYBW0lM6CkOO5k+yA4UvW8PDP4RglZIrzL0xC0FpBL033+SZwWAIAyn1jq27u5u2tra6OrqorW1Nd5hDhl2RpMy9EilBnZBz++h7ynG9sI49zFNy2DmCw09SowwDKH7T7nQs4m4Qs+BsNMJ25+HgczBP2H6XIJT3wFHX2joUWKEg53QeSfsjTH0FIedbZtgb/foHxukgABW5Fb0GHqUGFliDz1Dwk4/ZMewVThBoSdRr0OrLP+1dn7rXFqnJ+c5Qfe+Adov+9Wk/v/AwBOHssNOqVRu69YyQ4+mroHncyt2xhp2ShWHnjOgafgB3qU4FELP5h/D/tqFnkLY2dUJ28YQdgpy802fS3DaZXDUBYYeJUY40AldNQ494wk7pYaEnjcQTBvb2WOl6osh9JQTdkolIPQk4nVojRh44mPgqaWKhZ1Shh5NQRMOO6UMPUqmKPQ8kgs9z1Gt0FN4OrCzM9qKNVDuE/d86JlHcNo7DD1KlHCgIxd6HspfU4U7mUDYKVUIPRfmQs/cio0pTUwNQk8lwk6poDV3jJ72moeeKRl4/jWBgecdBp5JJZYHVtXCTilDj6aAwd2w517oe5LqvNAtDj0vgqaFFb59qTxhGELXI9HWrQqGnsqFnVK5+WbMPxB6UrEf+k8CqhR6Khl2ShVCz0W5rVuGHiVFFUJPNcJOqXzoSc2u/G2PwsATPwPPJFTTB1YYQnYnZJ6mumGnlKFHk1DVw06pfOhZnlvRY+hRMkSh5+Fc6NlMuY+H6oWdUsWh5zI46nxDjxIjCj2/hb0P568p40ZKDp7cU8GwUyofelbmQk+LoUdJkQV2AtsoO/TUIuyUCtqirVs1CD0GnvgZeCahmjywwhDCnTC4AdhXnfsYk1TR6dWT88CSxqXmYadUPvSsgFkvhEZDj5IhCj0PwZb/HlfoqV3YKWXoUXINDT0B0YvVQ31SPuz0wPaN1Q07pQqh51VwxOsNPUqQfOjZCozxGG5xhJ1SNQg9UzLw/Nt5yQs8b//lpP7/wMBTSYkJO6VSkFqWW9GTnAeYdFCDHdExdnqfIBmnizb0KJkKoWfzj6F3C6M9XuILO6WKQ8874ajzDD1KjHBgd0noGeFnTz7s7OuJtmL1dNV6zAOCFJAqCj1z4ptFGmIMoScJYadU0JbbutVe8Zs28MTPwDMJVe2Bld0Fg0+RrLBTKh96lkPgk2kl1GA39NyVoLBTqjj0vBga/a2pkiEKPX/MhZ6t5P+tFn7M7+qCrc/HGHZK5R5LMxcQnP6XBEedH/dAUsGIoSdJYWeYVBR7Vr4KjnozQdOsuAeSckpCT+FpXcLCTqmgDdKHQ6qtYjdp4InfVAg8vsqvhLAPBh8+9MfFLgvZZyFIQ3pF3MNII+v+NfRvzv0laXEHCjP1b4TOTpj/9linkfKCIID2UwjbTopW9Gz4LmGmKwo7256H/qSEnbzcY6lnJ+Gt/wRzVhLMOyrekaScoHEOzHsNYdtZ0HEb7PsT7N+bwLCTl4UwCxt+Ev31hPfEO45UkAIWAvOIDsb8HFHY6Utm2MkLu2DwIWh6adyT1Lcgd0mKJM1SJQaeihjj/tJECCBM2pN8qUi2j2SGnVIhhAl+YqIpKwhSUehpfAb+8MXoRV+i5aNpklfAaqoKGucQzrkQ7r2xDh5LRCuMBmt5Yg9prNLAQhjcDuHzcQ8zRvX0Gk+KpOIeQJIkVUEQRFtKJE1cPcQdqS5MgSUUUoxcwSNJkiRJkiorCKJLUiRplipxBY8kSZIkSVKdM/BIkiRJkiTVObdoSZIkSZKkyvIsWjXnCh5JkiRJkqQ6Z+CRJEmSJEkqcvvtt3PxxRezZMkSgiDghz/84ZD3h2HIlVdeyeLFi5k2bRrnnnsuTzzxRDzD5hh4JEmSJElSZaWC5F3GYe/evZx88slcf/31I77/85//PP/8z//MDTfcwD333MOMGTO44IIL6O3trcR/vbJ4DB5JkiRJkqQiF110ERdddNGI7wvDkOuuu45PfvKT/Pmf/zkA//qv/8rChQv54Q9/yJvf/OZajlrgCh5JkiRJkjQldHd3D7n09fWN+zY2bNjAtm3bOPfccwvXtbW1ccYZZ3DXXXdVctxxMfBIkiRJkqTKCoLkXYBly5bR1tZWuFx99dXj/tK2bdsGwMKFC4dcv3DhwsL74uAWLUmSJEmSNCVs2rSJ1tbWwt+bm5tjnKayXMEjSZIkSZKmhNbW1iGXcgLPokWLANi+ffuQ67dv3154XxwMPJIkSZIkqbLi3o41yhatSli1ahWLFi3illtuKVzX3d3NPffcw5lnnlmx+xkvt2hJkiRJkiQV6enp4cknnyz8fcOGDTz44IPMmTOH5cuX85GPfITPfvazHHnkkaxatYorrriCJUuWcMkll8Q2s4FHkiRJkiSpyB/+8AfOOeecwt/Xrl0LwGWXXcaNN97Ixz72Mfbu3ct73/teOjs7Oeuss7j55ptpaWmJa2QDjyRJkiRJqrAKb4uasHHOcvbZZxOG4UFuLuAzn/kMn/nMZyY6WcV4DB5JkiRJkqQ6Z+CRJEmSJEmqc27Rqog66GRhFgb2QP8eSO2C6U3QeFiylsxJAEEjEACjL4eMXboFmloh1Qj966BxdW5uKSEyu2ARBG94H6z/I+FjD0B/b9xTHVzD+E9RKlVddh/0/hFedAl074KNf4KejrinGl0YQtrHkhIozEJ2O4S7455kHOrgNV7SBanokhRJmqVKDDyVELRA+ljIPAX0xz3NUIWw003hBXN2L/T8GtJzYNoaaFxq6FFytJ0N3XdA/yYSF3ryYSfdFD2JDgLofwz6n4CmIw09il9mF/Q9BtnnoTkgoInw2NMIjj4FHn+Q8PGkhZ4AmmcRnHopzD8m7mGkA7L7Yf/D0LeOgBDSDYTtCwhmLyLcvQ02JSz0BKno59JhZ8ORb4h7GumAfNjJbAD64p5mHGZAwxFxDyGNm4GnUtKLILUAstty38BiDj1hFgZ6oL+LUV8gZzqg5xZDj5KlYQ7M+XPo3wY99yQj9KSboantQNiBksfKYFHoOQoaVxl6VFuZ56Hv0SjsEP3bDHKPmSCVglSK8LjTCI45BR5/IBd64nyiHUDzTII1b4PjXkPQEN/ZJqQhsvth/yPQ9zjRz50DP3uC/G9+Zy8gmLOIcPfWaEXP3s44Js0NlQs7S18OR76ZYOaS+GaRitV12FkFwTxfF6kuGXgqKUhBegmkFsUXesYSdg58cPTG0KMkaloUf+g5ZNgpNQj9j0L/+lzoWQ2B32ZVRZnncyt2dpEPO6M9Rgqh5/jTCY5ZE1PoKQo7x15M0DithvctHUR2P/Q+Ar3Dw06pA6FnIcGcxfGEnnzYWfIyOOrNBDOX1u6+pYMJs5DdkXsdlKQVo4di2KmKIIBUgv57ToH/b33lUQ1DQs9WyDxD1UNPIex0A9nxfnL0phB65uZCz5Ip8SBQwhVCz1boubc2oWfcYaeUoUdVNo6wUyoIUtCQIjzudIKj18Dj9xM+/iAMVDP05MLOKW+NVuwYdpQU4wg7pWIJPUE6es635KVw1FsMO0qOug0706FhtWFHk4avOKopSEF6KaQWVy/0TCjsDLux6E1mN/T8ytCjZGlaXBR67oH+56h46Jlw2CmVDz3FW7f8tqsJyOzObcUaf9gpVVjRc8ILCI45tUqhJ4CmGQRr3grH/blhR8mR3Q+9f4Lexxhv2Ck1LPQ8vwU2PVrZ0FNYsXNWbsXOYZW7bWkiDDtSovhKoxaqEXoqGnaG3Xj0phB65sH0U6DB0KMEaFoMcy6pbOipeNgpNQD9fypa0WPo0ThldkfHecrsZKJhp1QQpKCxNPQ8AAMT+TmVCzunvBWON+woQSoYdkoVQs+cRQRzl+RCz59gb9cEbjQVPedbnAs7s5ZVZlhposKw6Bg79RZ2VkEw39c1tRAEyfrvnKRZqsRXGLU0LPRsAAbGdxtVDTvD7ix6k3ke9uRDzxpoWDwlHhxKuELo2ZILPZsZd+hJN+fOitVcpbBTytCjcapi2Ck1NPQUHaNnXKEngKbpubBziWFHyZHtzYWdR6l02Cl1YEVPPvRsho2Pwr5xhJ4gDWEGFr8k2opl2FFSFMLOM8D+uKcZB8OOpgZfWcShnNBT07Az7M6jN5nnYc8vDT1KlqYlMOe1UejZcw8MjCH01DzslDL06BBqGHZKRaGnqRB6wsfuh3UPHiL05MPOW+C4SwiaptdkVumQCmHnMaLnT7U7UH+Qyq/oWUwwd+nYQk8h7LzYsKNkCcOirVj1FHam5bZiGXY0NfiKIk6F0FN8MOaS0BNr2Cll6FGCNS2BufnQczcMbGFY6Ik97JQqDj1HQ+NKQ89Ul+nIhZ0d1DrslMqHHk58IRx76iihJ4DGXNg53rCjBIkx7JQ6sHXrIKGnsBXrxbmtWMvjGVYqVc9hJ70aUoadWAWp6JIUSZqlSnwlkQRBGtKHlRyjZyAKO32dxB92SpWEnob5MOPFkG6PdSoJyIWe10VbtvbcE4WeoBFa2hMUdkoNQP8j0L8Omo+PQo+mluw+6HswEWGn1LDQ8/A98PiDubDzZjj+tYYdJUcYwv4/RmfGijnslBox9Dz1AAz0wqIXw9FvJpi1It4hpWLZDhhcR/2FnVWQWpCw53pSbRh4kqQ49GS2QN+v457oEHJPmgZ3wv6HYeZL4x1HKta09EDo2X8v5IN9on/YD0Qv8huWT4nfMKjIwIZc3IEkvSAtlg89wakvJWw7FY69hKBpRtxjSUNlOqH3j3FPcVAHQs8SYBYsfA1Bq2FHCTT4BPUTdwJIH2vY0ZRn4EmifOipK0lbZSTlNC2F7DIYfC7uSaSDCJnw2eBqKDjxtZBy1Y6SqD4eQ5ALPYe9HKYZd5RU8T+eMhno6mqgo6OBjs7G3NsGOjoa6cxf39FAR2czb3jTPN7whrgn1hCeRavmDDySJEmSpKoYGAjo7BwaaTpHjDZD/97Z2UBXV+OY7+fIozHwaMoz8EiSJEmSRtXXF9DRcbA401iINNH7D/y9p6c2Lzk7OmpyN1KiGXgkSZIkaRILQ+jtjSLIwS6dnUV/330iHZ1pOjoa2L8/XbNZGxqyzJ49SHvbILNnDzK7fSD3dpDZswdybwdpby9+X5p5S06t2Ywao1QQXZIiSbNUiYFHkiRJkhIuDGHv3jHGmREu/f3jvcfyj7XW1JQdEmOGxZm2oX8v/vOMGZkyDpXSAk1ljytNGgYeSZIkSaqBMITu7vHHmfz7BwdrN+u0aZkRV9AcWFkzcqRpbx9k2rTsVDierZQ4Bh5JkiRJGqPozE5jCzOlH9PZCdkannx25kyYPfvApb196N9HuuQ/pjn4A7CvdsNq8glS0SUpkjRLlRh4JEmSJE0pg4PjjzP5S3d3tBKnVtraxhZnSt/f3g6NYz8J1XDj3tIlKW4GHkmSJEl1p79//HEmf+npqd2cQTD+OJO/tLVBunbHN5ZU5ww8kiRJkmKxf//4j0eT/5h9Ndw9lE6PP87kL7NmQWry7wyRhgsCEnUwpiTNUiUGHkmSJEllKT2z03i3PfX11W7Wpqbxx5n8+2fOnBKvDSXVOQOPJEmSNIXlz+xU7jFpantmp/EfLDh/mTbNSCNpcjPwSJIkSXUumz1wZqfxHo+m1md2mjFj/HEmf2lurt2ckibILVo1Z+CRJEmSEmC0MzuNZWVNrc/s1Npa3vFoJnxmJ0nSqAw8kiRJUoX096fo6GyKLl3NdHY1Hfh7ZzMdXUV/3jOHjq4DAWfPntrNOdKZnca67amtDRp8FSFJieO3ZkmSJKnI/v1pOjqbojjTlYsxRdFm1IDT1cS+fbVbnlJ8ZqfxHpOmtdUzO0mqsiCAIEHfaNyiJUmSJNWXMIR9+xoK0WW0QDMs4OT+3NeXrtmsjY3lH4/GMztJkooZeCRJkpQ4YRhtWRrfQYPb6Nj9Rjq7mhgYqF2kaWkZZHZbP7Pb+5nd3he9bYv+3J6/fqT3Lz6GaXNONNJIkirCwCNJkqSqGO3MTmM9Hff4z+yUBqaVNeuMGQOFKFMcZNrz1x0k4LS0lHMKqgCmhWDckTRZpYLokhRJmqVKDDySJr+whud+laaA0NekU8pIZ3Y6VKDJv7+rq9Zndsoyu21fIcgUVs+09zO7re/An0ve397WT1NTbX9WhADZQR9LUgWEZH0sSRh4EqoH2AxBGsJM3MOMTdAS9wTScNn90PsnGHgGUo11cKCCgOjbctLnVMUFzeRe7iVamM1CNkv49Q/D2e+GI88gSPzjSgD9/eOPM/lLXGd2Gsvptov/3tYGDcF+6PpB7taS+5gKw5AggPCx7xC2PwMrX0XQ4HMpJUzQmOSHUUEYhtC3nfD578Lccwma5sc9khQbA0+i9ABbgD3R67vW1bB/B/R3xTzXQQSN0HIitBwT9yTSAdneKOz0Pkr0zCSMYmk69+Q5cS9IAyCE9BJoPiaB86nqGg+Pon7/Ogj74p5mmDCbJUil4KmnCW+/HbbvJPzmh2HZ8XDe++CIFxp6amD//vHHmfxl377azZlOjz/OVO7MTjNg1oWw/34Y3E7h+2tCRGEngP79hBv/BDs2wtb18OR/Eh75Blhh6FGCNJwAmY2QfY4kPY7ywjD3HK97I3Q/DZlB2PNHwlmnwNxXGnqSIAiS9bw2SbNUSRCGtVw4G7/u7m7a2tro6uqitbU17nFy9gKbgVF+RZbphX07YSBBoac47AS1Ox2odFAjhZ1SqaYEhZ6SsJNKyvckxSbMwMCzMJCM0JMPO+GTTxLefgds3Tb0A4JUtAVy2fEEhp5Dis7sVF6g6eiAvhr+kzjUmZ0OFnASc2ange2w/4FEhJ582An79sHGR2HnsyPsXQugcSYc+QZYcZGhR8kR9uVCz2aSEHoKYWfPRujaAJnSb46p6P2zTsmt6JlX+yFHkMzXodWR/1o7f/4WWmc0xT1OQffeftov+O6k/v/AwBOrvUQrdrrH9uGZXti3AwbG+PHVEDRCywnQcqxhR8lRCDuPAVnG9OQj1Qzp5ujPNX8lUhR2mo6BdNzfi5Q4MYeeA2HnqVzY2XrwTyiEnhMIzn8fHP6CSRt6DnZmp7GsrhkYqN2sLS3jjzP5y7RpCYk0lTCwDfY/GEvoGVvYKZUPPW+EFRcaepQcMYeeQ4edUskKPcl6HVpdBp74GHhiMc6wUyqW0NMI007IrdhJzoNUU1w5YadUTUOPYUfjFGaiY0gNrIOwv/p3lw87+a1YWw4RdkrlQ8/yE6MVPYefnsjQM9KZnca69amzEzI1PDzejBnjjzP5j2mxCww1sC23omcH1Q49B8LOftj0J9gxlrAzgsZZhh4lT41Dz4Gwswm6nh5D2CmVDz1rclu34gk9yXgdWhuFwPOLtyUv8Jz/75P6/wMDT01NMOyUGuyNjtFT1dDTkAs7xxp2lBzZ3mgbVu+jlB12SlU19BSHnaMh3Vbh29eklw89/euAyoeeoWHnDtiyZWI3WBx6zn8/rD6t4qGn+MxOYz3ldv7PtT+z0/jjTP7PTf7orbwqhp7C0+r+3omFnVJNrQdCT/5nlRS3KoeeMH8W1LLDTql86Dk1F3rmTnTEcTHwxM/AMwnF88CqcNgpVZXQkws7zcdGxyyRkqAaYadURUNPPuwszq3YMexogiocegph5+kNhLfdPvGwUyofelacRHDe+wgOP33Iu/NndirnwMFxnNmpnAMHt7VBg6e0SKYKhp6hYedR2PFMdSpiUysc+SZYcYGhR8kR9kHmWchuoRLPzSa+YudQcqGn9VSYU7vQY+CJ31QIPD7lqKoqh528hhaYtbxCocewowTK9hUdPLlKYaf4vrJ9Eww9+bCzyLCjygrS0HQ4NK6EgQ3Qv55yQk/hrFjPPEt2gmGnd7CJjt5ZdPS25t5Gf+7M/bmzdxYdfa10fGEfnaynI7WMjr3TEndmp4O9b+JndlIiNS6ChgthMB96djLe0FOzsJPX3w1/+io8cROhoUdJETRDw1EQrphQ6Kn8ip3R5O6n+wHovp+w9TSY84qar+iZEjyLVs0ZeKpiH9FZsWp8MOQJhR7DjhIo25dbsfMnqh52RrrvcYcew45qJEhD0xG50PPMmENPIew8+yzZ2+6AzZujMzsNtAwLNB29s+jqmzXsus6SmNOXqd2Ly9HO7DSWrU+JObOTkiUIoHExNCwaV+gphJ2B3ujgydUOO6UKoec/CAtbt3z+ppgVQs/y3NatsYWeA2HnuVzY6a3unAX50HM/dN8XhZ65ryRonFOj+5cqz8BTUfuIVux0xTvGuEJPA0w7HpqPM+woOQph51FgMP5ZDhl68mFnYS7stNd4SE1ZQQM0HUHYsJI9u5+lY8ezdHQGdHQ20tHRSGdXIx2dTezuaKCzq4mO5/rZ/cw+OruOoKP3dYVVNgPZ2p0VsaWhl9kte6JLW5b25fOZvbRtTFufpk830qhKSkPPvvshs4vS0DMk7Gx6DLY/E21DjEt/14HQc9SbYPkFhh7FL2gZU+iJL+yUKg09p8PcVxh6VJcMPBURAk8DnTHPUWJI6NkOA8UHLGiAluOhxbCjhOl7GvbeRexhp9TBQo9hRxVQeman8RyXprOzgUzmcODwmsw6o3FfLtJ0097cQ3vuz4Vw09Kdu25P4W3+/S0NRSuNUqnoC199GsFl1xA0eZYgxSwfelpfBYNbYd8DkNmVvLBTqr8LHvkKrL+J8PRPEMw9Pu6JpBFDT+H4OoQJCDul8qHnPuj+A+HsswnmXxjrRHUvFUSXpEjSLFVi4KmIPhIXd4o1tMCsFTC4H3qfh9RsaDkjeqEqJU0SVu0cTHHoSTXCjFcadlSQP7NTOQcNrvmZnZp7aG/eU4gy7SWBZnbLHtqK3p+/rr1lD03pCj1Gs7kn00/fB8/9CVafVpnblSYqCKBxCbQuJux7FjZ+G7p2Ji/slOrvhk23gIFHSVIcerp+AYO7oWtDgsJOqdxjvOM2MPCozhh4ppKGaTBzGbAQMO5IE5LtgzAw7kxCAwPjjzNxndmpre0g25q6H6Ztw8+KVtYceNvWvJeGVKZ2w0r1KgigYSGsuyfuScYm8GjgSrCgBfZ2wt7H4p5EmrQMPJKkSae3t7xAk6QzOx3qwMGHOrNTeNc6wh//FzU9OLkkSVJBKmHhOUmzVIeBR5KUOGEYhZbxxpn8+3truOp7pDM7jeWsTu3tMGuWBw2WJElSZRh4JElVEYbRlqWxxpnSjxkYqN2sLS3jjzP5P3tmJ0mSJCWBgUeSNKr8mZ3GG2fyf8/U8DAvM2aMLdCM9P4WT94kSZJUWUGQrN+CJWmWKjHwSNIkNzg49PTb4zkuTa3P7DRr1vjjTP76pqbazSlJkiQljYFHkurAwc7sdKjVNUk5s9OhVta0tUGDP5UkSZKksvhUWpJqZKQzO41169PevbWbc7QzO41l61Nb28HP7CRJkqQpwi1aNWfgkaQxis7s1EBHZxMdXU10ds+kY3DsW5/iPLPTeA4c7JmdJEmSpPpj4JE0pURndmqMAk1XUxRrOpvpKP5zPuCM8P6BgXTNZs2f2Wm8Z3XyzE6SJEnS1GPgkVR3slno3tN4IMZ0NtHRVfTnzuYozowQaDq7mshkareHaMaM8s7q5JmdJEmSVNfcolVzBh5JschkRjn+zJbldHYsHh5tiv7c1d1EGNbuG/Ssmf3Mbs9f+pjdlv9zhvZFxxw03HhmJ0mSJEm1YOCRVLaRzux0qIMG59/f3T3arZ5U8TmDIKSttSjStPUxu72f9rahfy99/+z2ftpa+2loGOU84UELzD6m4vNKkiRJ0ngZeKQprvjMTmONM/lLbc/slC0KMtFKmtK/jxZw2lr7PbOTJEmSVEupVLJOr5qkWarEwCPVuejMTuOPM3Gf2WnU49I0/5HZrbuHBZxZswamwrZZSZIkSSqLgUdKgDCEnp7xx5n8+/r7azfrWM/sNNL7x3Rmp65NkHm+Bl+JJEmSJE0eBh6pQrLZ6Lgy4z0mTf5jMpnazTp9enlndfLMTpIkSZLGxLNo1ZyBRypSeman8Wx76uqKIk+tzJpVXqDxzE6SJEmSNPkYeDTpDAyMfdVM6XWjn9mp8oIA2trGF2fy729vhwYfvZIkSZKkHF8iTjkhMBD3EIfU11feAYNrf2an4UFmrMemaWubEgdyn7zCDGT7IMxC4P+RSqL9sLgVtnVF3/ollSfMwLwV0L0T+vfFPc0h+GD//7d35/FR1ff+x99nJitkZ0kIBBAQEAUFUQS0oqJoEaW92paroNaq7RU3sFX787r2VttbRau2Wr2Vbha3Yjc3QAEFVGSRVURkJ6xCQvZk5vv748xMkkkCWWbmnElez8djHpDJZPJJDieZefE9c+BySamSr4tUwestdggcohVzBJ6ISJTklRTDF1Fpk0OyZ82XlBqVz2CMVF7e8jgTfH95eVTGalSzzuzUxPvT0zvEz4nY8ma5+0WWjU+qqZJMjf32wb9IaaOklAGEHriCqTwoFb4lJS2TNba/TFmVtKFQ2n7Inc/9PF5738nOd3oSoD7jk6q3SVWbZA0dL+P3SXs+l7avcWfosTz2fzqk93Z6EqARRyXtkdWtn6R+MmUHpEPrpPIDTg/WtKRuTk8AtBiBJyK8kk6RtC9wceMj6HBHApcsNRV6ws/s1NLDntrVmZ0QO53HSIn5UvlqyX/U6WlqhYedIF+RVPSuVPJJndDDPyjEnqk8ZIedQ0slWQr9LkpNkjWyj8yQHu4KPR6v/eeZk2Wde42srFxn5wGCjE+q3i5Vb5JMpYI/0S2PV6bnSVL+YGn359IOl4SeYNjJPFEaPFXqOszpiYA67LAjldS/OrWrrILz3Bl6PJ2kLudJmWc5PQnQYgSeiEmQ1FNSd9mRZ7/c8AjaPrOTV0eOeHX4sFeHDycE/qz79xIdPuzTkSOpgbdrY01NzXE/RcRwZidIsh+oJveTkvpKVducDz1NhZ1wviKp6B2p5GNCD2Kq8bBT+/sn9M/QLaEnGHbOmCxrHGEHLhIWdhpjWR7Jkkyvk6Seg6XdGwOhJ4ZLj0PDBMPOgEDYOVUWv3fgGiWSdqtB2AkI/VtN7VIn9KyVyg/GbMIGPJ2knPOkrLNkeTgjSURYlrtWuHeAn5EEnohLlNRLUq4iFXp8PqmoKDzK1A81DQOO/WdRkVd+f+z+IXNmJ0RMg9CzSvI3/iAhKoxfqqk8ftip/QD7j7qhJ/0sKbl/h/hlgtgzlYekvW9LB5eosbATrtHQs36PtOPr2ISeYNgZeZms866VlZUXg08KNIPxSTXbpaqmw0642tAzROp5UmxDTyjs9A+EndMIO3CRY4edcFbwyX9qF1kF58uU7Q+s6IlV6LEkT0og7Iwm7CDuEXiipm2h57rr+uj999N1+HCCiou90RmxEZZllJnpU3a2UXa2V9nZHs7sBGfVCz1bAyt6ohh6Whx2GtyB/YevSDrytuTNltJHEXoQMabqa3vFzsGlwWvUkt8v9ULPGX1lhuRLG6IYegg7cCvjk2p2SFWfNzvshItt6PFI8ksZ/aXBV0vdhhN24CIlsg/Fat2q69rQ07U29BxcJ1VEK/QQdtA+8XQ86loXeg4cSND27cmt+oxer1FWlk/Z2TXKzrb/tN+ue13j78/M9IWd2Slb9mv0cAwUHGZ57EiSdEJ0Qk+bw06DO7T/8B0h9CAi7LATXLEjSf423V/on2GnKIUej9d+MbfTJ9lhJ7tHBO4UiIAIhJ1wDULPrg126KmuiMC9B8JOZj97xQ5hB67StrATrl7o6R0MPWsjeNatYNgZFwg7rXu+hWbyWPbFLdw0S5QQeGKmZaEnN7dG3btXKzvbp6ysxqNM8Lrw96en+yP4/PFw4JIjqYcIPXBcpENPxMNOg09g/1Ev9Jxlr0riATqawVR9Le19RzrwYeCatoWdcA1DTw9pfaG0s5Whp17YuUYWZ8eCWxh/4FCsyIWdcKHQU3Cy1GtIG0NP3bBztdRtBGEHLhLZsBOufui5QKZsX2BFTxtCT70VO4QdtE8EnpirG3r2Sjqgxh5B/9//bY/tWMf1deBC6IFLNAg9qyR/afM/Puphp8EntP/wHZGOvCUl5NgvxkzoQRNM1WH7NXaiFHbC1YaeZFln9pU5uYWhJxR2Lg2s2CHswCWMv86KnUisqDm+hqFnvbRjbTNDTzDsnCANulrqfjphBy4S3bATrjb0dLNDT+k++zV6mh16LMmTTNhBh0HgcUyipAJJeTpW6HEfQg9cpl7o+SqwoucYoSfmYafBAPYfNYfrhJ6zpOQTCD2QJJmqI4Gw80HgmuiGnXANQk/wrFs7vm78A4JhZ8REWeddJyuHsAOXcCDshKsNPadIPYdIuzccI/QEX2PnBHvFDmEHrlIq+8WTnTmzaSj0dOomq3NzQk8w7IyTssYQdpxiWe56fOumWaKEwOM4Qg8QEZZHSh4gJfVrPPQ4HnbC1Q09bxJ6EAg770gHFgeuiW3YCRf6Z9i5TuhZv0faedi+PhR2vhkIOz0dmxWoxwVhJ5xleSSvpzb07Nog7QyGnmDY6RsIOyMJO3CRUtkrdoqdHkRSY6FnbyD0BP8TgrCDjo3A4xrhoWe/s+M0WzD09JHU1eFZAIWFni1S2WqppkjyueNBfkNhoSexp5QzmcjTwZiitdKW5+xg4nDYCVcv9Iw6QWZQnvT+F9Jp35R1PmEHLmOqpbL3JVPm9CSNCoWe3qfYh2599rZkOgXCzhmEHbjMLtmvHeo+taGnu6zO42UOfyEd2ihlj7PDjpf/fEbHROBxnWDo6S5pncOztESxCDxwFcsjJZ8oJfWXDr8h+fY4PdFxBEJP9W7ZT/C9Tg6DWDv6hSvjTl3B551WVqp0ywuycoc4OxDQGH+Za+NOXZblkfFY0ilTpOzzCTtwqSNOD3BcodCTMUDK+BZhx20sj31xCzfNEiUEHtdKcnoAoH2wPJInTZKl+Dj8ER2WZcXPP9HsPKcnAOKeZXmktF6s2AQiwA47xB2g/ScsAAAAAACAdo4VPAAAAAAAILI4i1bMsYIHAAAAAAAgzhF4AAAAAAAA4hyHaAEAAAAAgMjiEK2YYwUPAAAAAABAnCPwAAAAAAAAxDkO0QIAAAAAAJHl8dgXt3DTLFHS/r9CAAAAAACAdo7AAwAAAAAAEOc4RAsAAAAAAESYFbi4hZtmiQ5W8AAAAAAAAMQ5Ag8AAAAAAECc4xAtAAAAAAAQWZZlX9zCTbNECSt4AAAAAAAA4hyBBwAAAAAAIM5xiBYAAAAAAIgwj2S5aU2Jm2aJjvb/FQIAAAAAALRzBB638pc5PQHQLhjjk6k+LCPj9CjAsZn4+TdatXW70yMAcc8Yv0zRdhnjd3oUoB3wSapxegjAcQQet/GXSRWfSWXzpZpy+7q4eNCf4fQAQD3G+GSOrpR2Py1VbJeMkXH1vhR4Vf+kXuJHcweUPjiwhNm929747f2n4ssiffWN/9Dum25X5ZdfOTwVEMbTWbI6Oz3FcRnjl3w10oq/SG/+UGbnh4QeuFCW0wO0gE/SWkl7ROhxE8uFl/aN1+BxC3+5VP2FVL0tcIWRKg5K3hQpKVPyJtmhx3WndusiqYekZKcHASTZYUcln0lFH0i+ktp3VNVICSkynkRJkuWafcmSZKSELlL6WVJSHxfu54g2K/NkmaE/k/bOkw4sDIR9dzzZM34jy2Opak+ZDr74hY5+sFcyUvHf/qni1/6ujCsnq+udtyh5QD+nRwUkK0HqdIFUs0uq2iiZcqcnqscYv+T3S1s+k75aI1VX2nH3w59JmX1khk6Teo1x0e8odGy9JOXIjiZFDs/SHH5JhZL2ScqV1F083UVHYxl3/5d2xBUXFyszM1NFRUXKyHDBqpPGwk5jXBd6CDtwFzvsrAmEnaPHuKUlJaRIjoeeYNjpKqWdJSUTdmAz1UXS3nelA4scDT3BsFO5q1QHZ3+ho4v3Nv4ryuuV/H5lfOdb6nbnLUrqf0LMZwUaZfxSzU6p6nPHQ08o7Hy1xo471ZUNb2R57Jkz+0r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+ "text/plain": [
+ "| \n", + " | User- LLM lengths Pearson | \n", + "User- LLM lengths Spearman | \n", + "User- LLM lengths Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.288167 | \n", + "0.32843 | \n", + "0.227258 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "lexical_sim=df[\"lexical_similarity\"]\n",
+ "\n",
+ "plt.hexbin(user_llm_assessment, lexical_sim, 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, lexical_sim, 1))(np.unique(user_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"lexical_similarities\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "id": "6b5ff63b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-lexical similarity Pearson \\\n",
+ "Results 0.073253 \n",
+ "\n",
+ " User LLM assessment-lexical similarity Spearman \\\n",
+ "Results 0.054587 \n",
+ "\n",
+ " User LLM assessment-lexical similarity Kendall Tau \n",
+ "Results 0.041318 "
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(user_llm_assessment, lexical_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_llm_assessment, lexical_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, lexical_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-lexical similarity Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-lexical similarity Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-lexical similarity Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a7416163",
+ "metadata": {},
+ "source": [
+ "# fra user llm assessment alt-text e similarità semantica altext utente e llm "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "4c48cd2d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "semantic_sim=df[\"semantic_similarity\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "1f738b65",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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khxSoloLTpcAIf+dEzjKd7TL/fETmyf+VGvfEf/MzYny+yibkq3Frp3a81arWPWFf54wLBqVwWCWHH6pxN31DRTMO8HsiIM60b5bqX5Y6Niv2+MkZWarCy09Q5Nw56vzzMoVf/tCeFUSOI5VVqOCLVyjv7M/7PQ3Qt7z9pXChFN4gyZL7o24cSUYKjJXypvs9DJAxWVcDnn/+ed166636+c9/rnnz5mn16tW67rrr9MMf/lA33nhjj4//7ne/G98LKLkHh5o0aVImR/ZHr0HI++CFQAT7OMESafRpMlXHSbUv+x+InKA0YkI0COV1BaG46FwEIvjEDUJ/k3nyV1Ljnh7vj/2THTEuGoi2dGr7yla1+RWIggEpHFHx7Jkaf+M3NGL+cb3crgB/9BaEYj/nY/9OnZGlKvxaNBA97HMgchxpRLkbhD59oZziEn/mAAbKyXODS3CyFN5oUSBKCELB6VKA21IqOE7X4xAb2DSLbXytAKNHj1YwGNT27du7vX379u0aN25cr59z44036otf/GL8qN+HHnqompubdfnll+vf/u3fFAh03x1XWFiowsLC9HwDNhpQEPKKBaIN0UC0D4EIvnOCpQmB6CWp/tXMBiJPEJK0lyev3kAUe2BRmv5ZkZNMZ0d0hVAsCPX/aMeJ3j2OGJ+vson5atjSqR2ZDETRFULFsw5xg9BJBCHYw7RviQahTdrb46d4IBqVGIiWKvzSR1IkU/dR0SD0hSuUdzZBCFnImkCUGISm8bgNOcvXZ/8FBQWaM2eOFi1apLPPPluSFIlEtGjRIl199dW9fk5LS0uP+BOMHp9gbweGGtYizVJ4nRSp0cCDkFdICq9OWEFEIIL/3EB0ukzlcVJdbAVRRGkLRE4gYcvYQIKQVywQ7XADLYEIKWY6O2ReiW4Za9itwf7MjwWisvH5Kp+Yr4bN0UBUm6YH5LEVQocdrHE3fkNlJx9PEII1BhOEvLoHohMVOSe2giiNgchxpNIy5X/xCuWf/XmCELJfPBBNksKbMhiICEJAIt+f9S9cuFCXXHKJ5s6dq6OOOkp33HGHmpub42cpu/jiizVx4kTddtttkqSzzjpLt99+uw4//PD4VrIbb7xRZ511VjwQ5ZSUBCEvAhHs4+SNSG8gigWhsslSIJkg5EUgQmq5QSi6ZSyJIOQVD0QT8lW+TxoCUTwIzSQIwTqmfavU8LLUvlFDvi3FAtHoESq84sToMYiWKvzP1akLRLEg9IWvuUGohPsSDDNOfoYCEUEokxzHyHHsWbxh0yy28f3Z/uc+9znt3LlTN910k2pqajR79mw99dRT8QNSb9y4sdsKoe9973tyHEff+973tGXLFo0ZM0ZnnXWW/uM//sOvb8EfaQlCXt5ANMndXgP4qHsgim0xG0IgcgLulrGyKSkKQl7eQDSOByIYFBPq7ApC9buU6p/5PQNRh3asbEs+EMWC0KHRFUILPk4QgjVSGYS8ugWiK+crct7coQcix5FKRyj/oq8p/zMXEYQw/HULRBvdS0oCUSwIVfOLOqAXjsmx/VcNDQ2qqKhQfX29ysvL/R5n8CIt0WMIxYJQJv/68twntMF9CESwhgk1uiuI6l6VNIhAlPYg1OcXlvvAhECE/plQp8ySR2We+JVUv1OZ+plvIu7NY9CBKBaEZkVXCJ1yAkEI1nCD0D+l9g3K2G3JGDmOo8iOBvcsZq8MIhDFgtDnL1f+OV8gCCF3mc4hBiLvQaX9uy1l/fPQQYh9rytGT1SZ5zAwfmqMRDR715ac+DsYLMJQtjAtUmidFNmmzAchr/yELWYEItjBhBqjB6l+Tf0GIicglU6QyjMdhHoMIgIReuMGocdknvhlRoNQjzmigah+U4d2rmxTW10fD8ijQajosIM1/sZvqOzUEwlCsIZp3xZdIZS5INRjhlgg2t7griB6ZY3U18Nvx5FKSpV/USwIcYZLQFJCINog93He3nhXCPl/W8ra56FJiH2vK8fYF4YO20kY6g1hyHZWBSEvAhHs02cgsiYIeSUGIk6PmstMOBaEfiXV7ZAtP/MTA9GOlW1qjwWixCD0vYUqO22+JbcpQDId26T6f0rt62XPbcnICfQRiAhCwMDsNRDZF4Risu556BAQhrIPYchmnR9KkdgeeJv/mvKl/EOkwCi/BwHi3ED0ohuICiukUTOkQL4kW4KQV+yBzCQp/0C/h0GGmY3vK3L3QquCkFcsENWu69CWV5pVdOgMNwidfpKltynkImPC0u6/SW1rZe9tqSsQtf/4KZm6kPIv+qryz/minFJ7nsQCVjOdbhwKb5QbiOwNQjFZ9Tx0iAhD2cf3g0+jD8ZEo5Bk44Oa7jql8FbCEKzi5JVJY86UqTpeantVCjiWP3mNHaR6k2T27zoiMHKCeeOp6IGlJVt/5sf+SVZNK1DB5Ter7DPnWH6bQk7q3B2NQpK9t6XoQaqry1Rw5UUKzr2MIAQMlpMv5e0nBSe7ZzEzbVJwipVBKJc5jnuxhU2z2IYwBGBYc/LKpcIJ0QO2AxYLuFuzskHZiccShYAhcpyggofPIwoBQ+EUSHn7+j0FkPX4lTQAAAAAAECOYsUQAAAAAABIKbaSZQ9WDAEAAAAAAOQowhAAAAAAAECOYisZAAAAAABIKUdGjkVniLRpFtuwYggAAAAAACBHEYYAAAAAAAByFFvJAAAAAABASnFWsuzBiiEAAAAAAIAcRRgCAAAAAADIUWwlAwAAAAAAKeUEHDkBe/ZvObJnFtuwYggAAAAAACBHEYYAAAAAAAByFFvJAAAAAABASjkB92ILNpL1zaK/JgAAAAAAAGQSYQgAAAAAACBHsZUMAAAAAACklOO4F1vYNIttWDEEAAAAAACQowhDAIY9E2mV8XsIYG+y6B+paW3xewQg+5mI1FDr9xRA9gvXS6EayWTRHSlgGbaSWa1YUqvfQwyMU+r3BEAPpn2r1PCyFGyTUzpBxhg51q8hLRLnTMhB46dLkZAUCEqRsN/T9MkYI9NpVH/+Z1Ry2ddVfOEX5ZSU+D0W0CU4QnLyJROSzbXVhCNyggFF/vf/SRWLFfjslXImTvN7LCC7hOuk9vek0Fb3z4FyqXCmlDeBPUO2CDjuxRo2zWIXx5jcSqsNDQ2qqKhQfX29ysvL/R6nfyYkhTdL4fWSQn5P0zunTAruKwVG8QMY1nCD0D+l9g1y7wCMlF8mlY6Xk19iaSDKk4JTpeA+kkOzz0Vm9XJFHrtb+nCZdYHIGCNFpLbNbWrb3CYTMpLjyCkrV8nlX1fxBV8gEMEaJtwsNb4uNa2QFJFNgSgWhMw7m2T+vkLatNu9vZuIdPyZCnz2CjkTpvo9JmC3bkEo+jgvkaWBKKuehw5R7HtdNWUflQXs2aTUGInowA2bc+LvYLAIQ9nAxkBEEIKFTPs2d4VQYhDysi4QBaNBaBJBCJIk89FyRR63IxD1GoS8HEdOeUVXICouzvygQC+6AtFyufcH/j3kjQehdzfLPLncDUJe3QLRlXImTMn8oIDNwvXRILRFfT7OS2RZIMrK56FJIgxlH8JQNrEhEBGEYCHTsU2q/6fUvl4DeqAgSQVlUomfgYgghP6Zj95U5LF7pI8yH4gGFIS8YoHoa1ep+HMXEYhgDT8D0YCCkFcsEH38k24gGj85/YMCNhtsEPIKlEuFh0h54319/pLVz0MHKfa9fjjNvjB0wDrCUG8IQ9nIhKTwpmggytATBWdENAiNJgjBGkkFIa+MByKCEAbHfLjMDUSr35QCASkSSd/XigWhLW1q2zTAIOTlOHIqKt1A9NnPE4hgDRNuSthilt5AFA9C722RefJNaeMAgpBXIOgeTPeETypw/hUEIuSeoQahuOjn+hyIhsXz0AEiDGUfwlA2y0QgIgjBQm4QekVqX6ehPVBIUFAulYxLYyAKSsEpUnAyQQhJMR8uVeTRu6U1K1IeiFIShLwcR05lVVcgKioa+nUCKZDOQBQPQu9vkXliubRx19CvNBaITjxLgfO/JmccgQjDXLghGoQ2K2WP8xIFKqJbzDIbiIbV89C9IAxlH8LQcJCOQEQQgoVMR417UOm2FAYhr4Ly6Aqi4hQFIoIQUssNRD+X1rw15C1m3YLQ5jaZzjTcpmKB6IqrVXz+hQQiWCOVgahbEHpyubQhBUHIKx6IPhUNRJNS/zUAP6U7CHllOBANy+ehfYh9rx9Nn2RdGNp/7aac+DsYLMLQcJKKQOSURoPQGIIQrOEGoVektrXKyAMFyQ1EpePl5CUbiAhCSB9jjBQLRGtXDjoQGWMkk3AMoXQEIS/HkVNVpZKvEYhgFxNujAaitzTYQBQPQh9sdYPQ+p1pmzMuFojmf9oNRGP3Sf/XBNIp00HIK1AZDUTj0vr8Z1g/D/UgDGUfwtBwZEJSeKMU3qABByKCECxkOrZHVwhlMAh5DToQxYLQJMnJz8iIyF3GGGnVG+4Ws3Ur97rFLB6EYlvGMhGEvKKBqPSKa1R0/oVyCgszPwPQCxNulBpel5r3Hoh8CUJegaAkI80/W4HzLicQIfuEG6T296XQJvn2OC9RmgNRTjwPjSIMZR/C0HA2kEBEEIKF3CD0itS2RlY8UJAGEIgIQvBPVyD6ubTu7R6ByIog1Atn5CiVXnmNis67gEAEa5hQo9T4mtS8Ut5AFA9Cq6JBaJ0PQcgrFohO+owbiKon+j0R0L9wY3SFkCVByCtNgSiXnofGvtfV+05SWdCiMBSOaL81hKHeEIZygemMbjFLCEQEIVjK1L8iNb4iKx8oSFJBhVQ6LiEQ5bnbxYKTCULwnTFG+uB1NxCtf8faIOQVGFOtqr8+qcDIUX6PAsSZUIO7xax5pYwJy3EcmVXbokFoh9/j9RQNRM51P1Lg+E/4PQ3Qu441UttyWfs4L1HeOKnkuJRdXS49DyUMZR8OfJELnHwpb7q7kiG8TXKKCEKwV9ua6CuWPljoqJc66mUKKqS8UqnqfIIQrOE4jjRjngIHHaX2u/9DnX/7vdpr2q0NQjGRnTsUWv2RCo4iDMEeTl65VLVAJv9Qmd9eL7Nmu7TWwiAUEwm7qwVXLpEIQ7BVaHv0FbvvlyQlzAoMf4ShXOLkS3mc4hRIiY56KdRJFIKVHMeRqZqits3t7kFqASQvWCb9422/pxgYfukHwCaOY9fPJZtmsYw967oAAAAAAACQUYQhAAAAAACAHMVWMgAAAAAAkFJOwL3YwmF3fZ8s+msCAAAAAABAJhGGAAAAAAAAchRbyQAAAAAAQEo5AUdOwJ4zgTnGnllsw4ohAAAAAACAHEUYAgAAAAAAyFFsJQMAAAAAACnlOO7FFjbNYhtWDAEAAAAAAOQowhAAAAAAAECOYisZAAAAAABIrYDk2LQUxfg9gL1s+msCAAAAAABABhGGAAAAAAAAchRbyQAAAAAAQGoFHPdiC2PRLJZhxRAAAAAAAECOIgwBAAAAAADkKLaSAQAAAACAlHIc92ILm2axDSuGckpIUo2kPeJcfUAKmE6ZcIvfUwA9GGMUiGxR8dGVCowI+j0OkN0iTXI+OU86YB+/J9k7w+M7WMyEpUiz31MA6AUrhnJCSNJ2STskRaJv2yppgqQqSaRTWKR4P6lzu9x/l5Y/wDWdUs0vZUbMkUbMlRMs9nsi5DhjjLT1DWnFfSqIrFb+x0ep5LhRalter9YlexRpCvs9YneOIxmjwNhxytv/AL+nAboLN0rNy6X2j+R88mMKOI7MR1sUeXSJ9OFmv6frKRB0b1Ozj/V7EqA7E5Y610nt70um3e9pBiD6GDRvvN+DABlDGBrWegtCMe2S1olABNs45UfLFO8n1b8itX0k6wORCUmNr0tNywhE8E1XELpf2vOR5LgLgh3HkYJS0REVKjq8Qm1v1qllSa1Ms8+BKBaERo9RydevU9FnzpNTUODvTEBMuFFqXiG1fyhJcmS69h/sO17Bb5znBqK/vSJ9tMW/OWMC7qpA55Tz5Jz7FTmjeTILS2RrEApUSUUzpWC13wNlPSfgyLHorGQOZyXrE2FoWArJjUHb1TMIeRGIYB8nf4w0+tMyHTulhn9KbatldyAynkA0VyqbIydAIEJ6uUFoqbTivm5BSKb7z/7Yg7KiOZUqOqLSv0AUC0KjRrtB6Jzz5BQUZnYGoC/hRqllhdT2YfQNPe9znED0NjZ9vILfPF/mw83uCiI/AlE0CGnBuQqc+1U5YwhCsETWBqFKqegQNwhxMBrkGMLQsDKYIOSVGIgmSqoUgQh+cwrGSKPPlunYITW8kkWB6DWpaSmBCGljjJG2LXOD0O4P+wxCXt0C0eHRQPRqBgJRNAg5o0ar9OvXquic8wlCsEe4KRqEVkXfsPf7GCcYvc3tO6ErEP3tFWn11rSNGUcQgq1MWOpcHw1CbX5PMwCJQWimFBxLEELOIgwNC0MJQl7tktZKKpK7gqhSBCL4zSmozuJAFN1iVjZXTqDI78GQ5bqC0P3S7lUDDkJeTsCRAlLR3IQVROkIRLEgNHKUG4TO/SxBCPZIIgh5dQtE3/qszKpNivxtibQmDYEoHoTOUeCcr8qpnpD6rwEkgyCEPjiBrocqNnBsfepgAcJQVktlEPJqE4EItukeiP4pta2R/YGok0CEIXOD0JvRIPRB0kHIq3sgqlDbsno3ELWkJhA5I0ep9MprVHTe5whCsEcKgpBXPBDtN1HBf4kFolekNduGfN1uEDLSyZ9R4NzLCUKwB0EIGDYIQ1kpLDcGpSMIeRGIYB83EH1GpmN7dAVRtgWi2BYzAhH6Z4yRapa7W8Z2pS4IebmByFHRkZUqmlOh1mX1ah1CIHJGjVLpFdeo6LwL5BQShGCJcJPU8pbU9kH0Dam/z+geiD4n80E0EK1NIhDFgtBJZytw3uVyqiemdFYgaSYSDULvZUkQigpUSIUzpbxxBCHAgzCUVTIZhLwIRLCPUzA2IRD9U2pbq+wIRK96jkFEIEJ3bhBaEQ1C76ctCHnFAlHxkZUqnlOh1qX1an1t4IHIGTlKpVdcraLzLyQIwR7h5ugKofQFIa94INp/ooLf/pzM+xvdg1QPJBAlBqFzvypn7D5pnRUYsKwNQpUEIZ84juOeIdUSNs1iG8JQVgjL3TJWo8wHIa/EQDRRUoUIRPCbG4jOkemoia4gyrJAVHakNGKOnABPpHNdPAi9db+0872MBSGveCA6qlLFcyvUurROra/V9R6IHEdOVZW7QoggBJuEm6MrhN6PviHz9wnxQHTAPnsPRIGgZIw0/9NuEBo3KbPDAn0hCAHDHmHIajYFIa82SWtEIIJNnIJx2RmIGpZIjUtlyuYSiHKULUHIqysQVal4bqVa34gGotawG4Qqq1RyxdUqPv9COUWsfIMlLAhCXj0C0Xsb3EC0rqYrCJ34KXfLGEEItjARqXNDNAi1+j3NwBGEgEEjDFnLSHpPUoffg+xFLBCNl7vFDPBf90D0T6ltnd8j7YWRTIcbs5rfkRn3VZa65prVT0mv/tSaIOQVD0TzqlQ0u0K1v69TyVcIQrBQpFXa8ye5v1zzPwh5xQPRgZMU/M4UhX/xhFQxU4Hzv0YQgn1aX5VCaTjDXrrEjyE0niBkC0eSRWcls26thUUIQ1azPQolyqJlpcgZbiA6V2bnw1K77XEoKtwg914r6PckyKSGTZITdM/wYjEn4MgpDmrUXx+RM5InsbBQpEXuWVvt5gQDMkYKfPU6OWNP9HscoHeRRr8nGDinSCpdQBACkmRTvwOA9AgWia2OsF42PZjlOELAkDmOI2dEpd9jAMNEMLvuRwHLsGIIAAAAAACklOPY1etsmsU2rBgCAAAAAADIUYQhAAAAAACAHEUYAgAAAAAAKeUEoieusOYyuPlffPFFnXXWWZowYYIcx9EjjzzS7f1f+tKX3OPFJVxOP/30vV7vXXfdpalTp6qoqEjz5s3T66+/PrjB0oAwBAAAAAAAkKC5uVmzZs3SXXfd1efHnH766dq2bVv88oc//KHf6/zjH/+ohQsX6vvf/77efPNNzZo1S6eddpp27NiR6vEHhYNPAwAAAAAAJDjjjDN0xhln9PsxhYWFGjdu3ICv8/bbb9dXv/pVXXrppZKke+65R0888YTuvfdefec73xnSvEPBiiEAAAAAAJBS7lYyuy6S1NDQ0O3S3t6e9Pf4/PPPq7q6WgceeKCuvPJK7d69u8+P7ejo0LJly7RgwYL42wKBgBYsWKAlS5YkPUMqEIYAAAAAAEBOmDRpkioqKuKX2267LanrOf300/Wb3/xGixYt0n/+53/qhRde0BlnnKFwONzrx+/atUvhcFhjx47t9vaxY8eqpqYmqRlSha1kAAAAAAAgJ2zatEnl5eXxPxcWFiZ1PRdccEH89UMPPVSHHXaY9t13Xz3//PM6+eSThzxnJrFiCAAAAAAApJbj2HeRVF5e3u2SbBjymj59ukaPHq3Vq1f3+v7Ro0crGAxq+/bt3d6+ffv2QR2nKB0IQwAAAAAAAEOwefNm7d69W+PHj+/1/QUFBZozZ44WLVoUf1skEtGiRYt09NFHZ2rMXhGGAAAAAAAAEjQ1NWnFihVasWKFJGndunVasWKFNm7cqKamJn3rW9/Sq6++qvXr12vRokX69Kc/rf3220+nnXZa/DpOPvlk3XnnnfE/L1y4UL/61a90//336/3339eVV16p5ubm+FnK/MIxhgAAAAAAQEolngnMBoOdZenSpZo/f378zwsXLpQkXXLJJbr77ru1cuVK3X///aqrq9OECRN06qmn6oc//GG3rWlr1qzRrl274n/+3Oc+p507d+qmm25STU2NZs+eraeeeqrHAakzjTAEAAAAAACQ4MQTT5Qxps/3P/3003u9jvXr1/d429VXX62rr756KKOlnEX9DgAAAAAAAJnEiiEAAAAAAJBSTsCRE3D8HiPOpllsw4ohAAAAAACAHEUYAgAAAAAAyFGEIRsZI0V2+z0FMCyYzjqpbYukvg8cB1jBRPyeYOA2vy6TTfMCFjImIlP7jkxns9+jAMNAhxRp8HsIeDiOfRf0jjBkk1gQ6nxD6lwhhVrdt/VzJHQ75Eka4/cQQDems05mx6PShtul1q3uk26rb0uOexlxpBwn6PcwyLRpJ0slsZ+jWfCo5fWfSY99TWbjywQi2CVYJRVMjf7BzttS/Aw3Ha3SxhekV6+RWfcwgQj2KThQUpY8JgnmS52vSx0rpEij39MAWccx/Z1/bRhqaGhQRUWF6uvrVV5e7vc4LmMkUyuF1kim3vPOgJRXJAUK3D9alTnzJI2XNFo0RtjChOql2hel+jfkrhJK+BEXLHBvT7LpVwbROUoOkcrnycmr9HUa+MdEwtK6RdJbv5Gad8j9t2HxXbQTcINrxRRp9iXSpGPkONwXwBKdu6SWN6WOjbLltmSMkeM4Mu0t0o61UsPOhPc67n3UpDOliafLyS/1bU6gG9MhtX8kdXwoKez3ND0FC91L/P4nent3xkh506VAmZ/TdWPl89A0iX2v20/YT+V59sTFhlBYY19YnRN/B4NFGPJTjyDU3wMXmwIRQQj26TcIeVkRiGJBaKZU/jGCEOKyNhBVTpVmxQKRLeEVOa9zl9SyTOrYJL9uS/0HIS/HfZI76RPSPmfIySvJ2JxAv0yH1P6h1PGRrAhEPYKQl32ByKrnoWkW+153zN/fujBUvfijnPg7GCzCkB8GFYS8/AxEBCHYx4QaokHode01CHn5EogIQhgYEwlJaxdJK3+bfYFo9pekfY4mEMEePgSi7kFondSwYxCfHQtEZ0r7nE4ggj38DkR7DUJe9gQiK56HZghhKPsQhjItsifJIOSVyUCUJ2mc3OMIEYRghyEFIa+MBKJYEDpYKj+aIIQBcwPRs9Jbv5Va+ltpYIl4IJoWDUQfIxDBHp07peY3pc70BaKhBSGvWCD6pLTPaQQi2CPS7sahTAWiQQchr8RAtK8UGJHK6QbE9+ehGUQYyj6EoUyJ1Eqh1b0cQ2io0hmIgnJXCBGEYA83CL0k1b+mIQchr7QEIoIQUsNEQtKaf7griFp2yfoVRApIikhV090tZgQi2KRzp9S8TOrcrFTdllIbhLwcKVgUXUFEIIJF0h2IhhyEvKK390C1FJye0UCUk2HoJAvD0HOEod4QhtItEtsyVpfmL5TKQEQQgn1MqDFhhVBEaX1CnJJAFH3gEd8yVpXCAZHL4oHord9KrVkQiGIriKqmuyuIJs4jEMEeKQhEXUGoVdq5VqpPZRDyigaiyZ+UJp5KIII9Iu3uAao7PlJKfnGX8iDklflARBjyH2Gob4ShdMlYEPIaSiAiCME+GQ1CXsFCKa9QgwtE0QcaxdEVQvkEIaSHCXdKa/8hvfU7AhEwVJ07ooFoiwZ6W4oHoY5Wd4VQ/fa0j9klFojOigai4gx+baAfQw1EaQ9CXpkLRIQh/xGG+kYYSjXfgpDXYAJRLAiNjr4O+M8NQrEtYxkOQl4DCkQEIfijKxD9VmrdrewJRPtGA9FRBCLYYwCByN8g5EUggqUGG4gyHoS80h+IcjEM7VxgXxga8yxhqDeEoVSJ1EWDUG3qrjMVnID7gCExEBlFD3sSVNdBpe25wSK3mVBTdIWQBUHIq9dAFAtCM6JBaKSPAyKXmXCntOYZaeXvooHIcrFANHI/afalciYe6fdEQJdeAlHPILRD9txHOVKw2A1E+5wqJ1jk90CAK9IudaySOlar10DkexDyigWisdFAVJqyayYM+Y8w1Lc8vwcYFkyH1LnM7yl6ZyJSqEVy2hICUUDSBBGEYKUdf5FaYr9dsky43b3EA1FAKjmIIAQrOMF86YAzZfY9VVrztLT8Xqmjye+x+mYi7svatdJz/ybzyV/IqZrm70xATH61VHmG1LldpnmpnM5tUmebjHVBKMZI4RZp3UPu4759L/B7IMAVKJSKDpMKDowGouhjPOuCUEz0th3Z4Z5NuvAEf8cBMoQwlBIh2fcAwSMWiNQmBSdJeeP8ngjoXbhJ1t+e4oGoVM6oM/2eBujGDUSfdFcQLb3b73H2LhaI2hv8nQPoTf5YacTJMq9+XQp1yPr7J8eROrktwUKxQBQISZFdFgYhLyP3OR6GwnEcOQF7touzdb1vtt8ikXLxfWQAgOEsEBQ/74EUCbXL+igEZAMnmAVRCMg93CoBAAAAAAByFFvJAAAAAABASjn9ndDXBzbNYhtWDAEAAAAAAOQowhAAAAAAAECOYisZAAAAAABIKSdg2VnJLJrFNqwYAgAAAAAAyFGEIQAAAAAAgBzFVjIAAAAAAJBaAdm1FMWmWSzD/xoAAAAAAIAcRRgCAAAAAADIUWwlAwAAAAAAqRVw3IstbJrFMqwYAgAAAAAAyFGEIQAAAAAAgBzFVjIAAAAAAJBanJUsa/C/BgAAAAAAIEcRhgAAAAAAAHIUW8kAAAAAAEBqcVayrMGKIQAAAAAAgBxFGEqJLCmPgQIpv0wKNEtq9nsaoA9BvwfYu7xiqWKaVDlF6lgnmYjfEwHdmI4dUmCNdPih0rix2fEbsgCLmGEfE+mQmpdJUw6WqidLeQV+j9Q/YyQnC+5HkYOMpHopGIo+H8n3e6AByIL7TiBFeBSWCk6xFNxfCq+VFPZ7mp4CBVJekftAwUhSSNIHksolTZBU6ud0QHdjPiHteETq2C73Dtn4PFCCvGKpdLycwnIZYyTHkdqWSe3vSYUHS/lTJIfeDv+Yjh3SnsVS09vuv8/CImnqZGmfCdLmrdKOHVLEotuUE3Dvm2acI42Z4fc0QJyJdEhNy6XG1yXTLuUXulGobKTUuEfaUyOFOvweM0FAUkSqmilN/qTfwwAJjKQGSVsltURbS1DKHyFFQlK41X1pnQIp7wC/h8h+nJUsaxCGUiVvihScKIU3SuENsiIQ9QhC8oTvhuiFQAR7OEWTZCZdLbV8IO1+1o5AlFcslY6TU1jhBiFJjpNwYzKtBCL4ynTslPY85wah+KMeE/2Z70h5+d0D0fYd7soCv8SC0EFnSwefJ6e4yr9ZgAQ9glCi2M/9spHupWG3VLvd50AUDUKVM6Rp58mp4IksbOEJQjFO/D/u/UB+mWWBqEDKmy4FJvBYDjmFMJRKTp77gyQ42d9AtNcg5EUggl0cx5FKZ8iUHCQ1fyDt8SkQ7S0IeXULRDOl/Mk8qEBauUFosdS0Ul1BqJetjd5ANHGCtGWLtH1nZgNRPAh9Wjr4fIIQrOFuGVshNbzWMwh5xe4Hyke5F18CEUEItuojCPXGsSkQEYSQ2whD6RAPRJOk8KbMBaJAgRQskgIDDUJesUBUITcQlaR4QGBwHMeRRsyQKT1Ian4/Goh2KO2BaLBByMu0Sm1LE1YQEYiQWgMOQl6xQJSfL02dIk2cmJlARBCCpQYVhLx8CUSxIHRQNAgdmMavBQzGIIKQl6+BiCCUVpyVLGsQhtLJyU8IRBvdSzoC0ZCDkFd99EIggh3cQHRwNBB9kL5ANNQg5GVaCERIKdOxKxqE3tKggpBXb4Fo8xZpR4oDkRNwLwd+Wpp5vpzikam7bmAI3CD0VjQItQ3tynoNRDVSqHPog8bFgtCB0tTz5VQShGALI6lR0hYNOgh59RaIQq2SSUcgKpDypkmBiTw2A0QYygwnX8rbN2GLWYoCUcqDkBeBCHZxnEBCIHrfPQZR504NORDlFUkl4+QUVaYmCHl1C0QzpfxJPAjBoKQsCHklBqJpU6R9UhSI4kHoU9LMzxKEYA0T6XRXCDW+JkWGGIS80hKIokGo4gBp2vlyKg9KxaRACsSC0Fal/GzHiYGoINWBKD9hhRBn8ANiCEOZlKpAlPYg5EUggl3cQDRTpnTG0AJRsMhdIZSuIORlWqS2N6T2dwlEGBA3CD0vNa1QSoOQV6oCUSwIHXCWG4RKRqV+ViAJbhB6S2p8NfVByKtHINoV3WI2mECUGITOk1PJWftgizQGIa+UBiKCkC/YSpY1CEN+6BGINmhAD/QD+VKwOINByItABLt0D0TvSbsXDSwQZToIecUDUWyLGYEI3ZmO3VLtYqnxLXX9oE9DEPLqEYgmRAPRrv4DEUEIlspoEPKKB6LR7mVAgYggBFtlMAh5DSkQ5SdsGSMIAX2x4pnIXXfdpalTp6qoqEjz5s3T66+/3u/H19XV6aqrrtL48eNVWFioAw44QE8++WSGpk2hWCAqOF4KTlOffx2BfCm/XMof0fUDzdfYWS/pfUlrNOS9xEAKOE5AzohDpMnXSOMukPJjT0o9N5RgkVQ+Vc6og6TCiujn+nhjMs1uIGp6WurY4O/pw2EF07lbZvvD0sY7pMaVch+IZyAIeTlyH4jnF0jTpkpHzJKqx3Q9OI9/XEAK5Llbxj7zWzlHXkkUghWM6ZRpXCrV/EKqfz7zUSiR47iX8tHSlJnSmH3cMwR2E30MWL6/NOvf5Bx+I1EIlogdVHqVpI+U8SiUyBuI8svck/70Kl8KHiAVHOf+Mp4oBPTL9xVDf/zjH7Vw4ULdc889mjdvnu644w6ddtppWrVqlaqrq3t8fEdHh0455RRVV1frz3/+syZOnKgNGzaosrIy88OnSnwFUeJBqiMWrBDam7ropVLSPpIKfZwFiK0gOkSm9GCp6V33INWdu93tlyPGyymq8meF0N7EAlH7e1LRLCl/gt8TIcNMuFna9ZTUuEJdK94sCIXxFUQF0vSp0qSJ0oZN0u5aNwrtf6Z0yAXEIFjFNC2XGl6RIq1+j9KddwVR/S5pd4276qF8P/cYQlUH+zsj0E2zpE3yNQb1pscKos7oCqKw3CA0TQqyQsgKjixZihJl0cN/2/gehm6//XZ99atf1aWXXipJuueee/TEE0/o3nvv1Xe+850eH3/vvfdqz549euWVV5Sf7/62ZerUqZkcOX2cAilvv+gWsw1SsF7xf71W/yOukxSUNNXfMYAoxwlIZYfKjJjpBqK2ZVJBafR9Ft+YTLPUukTK+wxby3JN3ZJoFLIkCHklBqL995VGV0szPy+nZLTfkwHdmM49Ut0iv8foX+x+qGK0FCyXxp0tVR5s9/0TctQGSZYF1kTxQJQn5Y2QImMJQkCSfH3m0dHRoWXLlmnBggXxtwUCAS1YsEBLlizp9XMeffRRHX300brqqqs0duxYHXLIIbr11lsVDvd+EOf29nY1NDR0u1gvFogcx/IglMiHrQ7AXjhOQE7ZoXJGZNMDbgujANLPdMquX6n1IXYzmn0xUQh2SstprdPECUoTT5ZTNTOL7qOQW7Lk8b3jSIEiKY8tY0CyfH0UumvXLoXDYY0dO7bb28eOHauamppeP2ft2rX685//rHA4rCeffFI33nijfvKTn+jf//3fe/342267TRUVFfHLpEmTUv59AAAAAACABLGzktl0Qa+y4NeT3UUiEVVXV+uXv/yl5syZo8997nP6t3/7N91zzz29fvx3v/td1dfXxy+bNm3K8MQAAAAAAAB2SskxhhoaGvTcc8/pwAMP1IwZAz+DwujRoxUMBrV9+/Zub9++fbvGjRvX6+eMHz9e+fn5Cga7lgnOmDFDNTU16ujoUEFBQbePLywsVGEhB0UGAAAAAADwSmrF0Gc/+1ndeeedkqTW1lbNnTtXn/3sZ3XYYYfp4YcfHvD1FBQUaM6cOVq0qOsggZFIRIsWLdLRRx/d6+cce+yxWr16tSKRrj2vH374ocaPH98jCgEAAAAAAB8ELLygV0n9r3nxxRd1/PHHS5L++te/yhijuro6/exnP+vzWD99WbhwoX71q1/p/vvv1/vvv68rr7xSzc3N8bOUXXzxxfrud78b//grr7xSe/bs0XXXXacPP/xQTzzxhG699VZdddVVyXwrAAAAAAAAOSuprWT19fUaOXKkJOmpp57Sueeeq5KSEp155pn61re+Najr+tznPqedO3fqpptuUk1NjWbPnq2nnnoqfkDqjRs3KhDo6leTJk3S008/rRtuuEGHHXaYJk6cqOuuu07f/va3k/lWAAAAAACWC4el+vqg6uqCqq3Ni76MvV6gY46Rjj3W7ymB7JRUGJo0aZKWLFmikSNH6qmnntKDDz4oSaqtrVVRUdGgr+/qq6/W1Vdf3ev7nn/++R5vO/roo/Xqq68O+usAAAAAAPzR1ubEw05tbV+RJ9jtfbHX6+v7f+p6442EIevYdiYwm2axTFJh6Prrr9dFF12kESNGaPLkyTrxxBMluVvMDj300FTOBwAAAACwgDFSQ0NAdXV5vcabviJP7PW2tvQd5KWuLm1XDQx7SYWhr3/96zrqqKO0adMmnXLKKfGtXtOnTx/0MYYAAAAAAJnR2elGlNpa9xJ7vefbJqm21ukWfOrqgopEMrfqIi/PqKoqpKqqsCorwz1ed1+GVVUlHXTQlIzNBQw3SZ+ufu7cuTrssMO0bt067bvvvsrLy9OZZ56ZytkAAAAAAAmMkZqb+ws6/Qef5uaBfqWKlMxbWhqLN10hp7fI01vwKSmJyBlQh+Ls1FZyohdb2DSLZZIKQy0tLbrmmmt0//33S3JPFz99+nRdc801mjhxor7zne+kdEgAAAAAGC7cAykPLugkvgyFMjdrIGD2slqn7+BTWRlSfn7mZgWQnKTC0He/+1299dZbev7553X66afH375gwQLdfPPNhCEAAAAAw1pr6+CDTuz1hobMzlpcLFVWSlVVXS8TX+/tbVVVq1RZ2aKysoGu2gGQrZIKQ4888oj++Mc/6mMf+5ichJ8SM2fO1Jo1a1I2HAAAAACkQyTiBprBBJ3El+3tmZvVcaSKisHHndjLwsJkvmqnpEjKvgfkIM5KljWSCkM7d+5UdXV1j7c3Nzd3C0UAAAAAkC4dHcmv2qmvd+NQpuTnd4Wbwcad8nIpGMzcrAByS1JhaO7cuXriiSd0zTXXSFI8Bv3v//6vjj766NRNBwAAAGDYMkZqahr8qp3Y6y0tmZ23rGzwq3VirxcXiy1ZAKyUVBi69dZbdcYZZ+i9995TKBTS//zP/+i9997TK6+8ohdeeCHVMwIAAACwVCjU+4GUB3K2rLq6zB5IORhMbitWVZW7lSsv6XM6AzmIrWRZI6kfbccdd5xWrFihH/3oRzr00EP1zDPP6IgjjtCSJUt06KGHpnpGAAAAAGliTPcDKQ/29OeNjZmdt6Rk8Kt1Yi9HjGDVDgB4Jd289913X/3qV79K5SwAAAAAkhCJuKt2kj2QckdH5mZ1HDfSDPzsWN3fX1CQuVkBIBcMOAw1NDSovLw8/np/Yh8HAFYwxu8JAADwMNFLl/b2oR1IOZN3d4WFyW/JKiuTAoHMzQrAJ4HoxRY2zWKZAYehqqoqbdu2TdXV1aqsrOz17GPGGDmOo3A4nNIhc0+bpK1+DzFInCYBFjKdUuv7Uvs6KRDMgrXjjrjHylGBImXDKYEjYSMZo79d/K865tvXaNzsGX6PBHQXiC0lceSNLplgjNTYVKC6hkLV1heprt59WVtf1PW2hkL37XVFqqvLV21zi+oai1Vb66i1NbPzlpcPfrVO7G1FRZmdFX7Ik9Tu9xAD1CFps6SxkvJ9ngXIPgMOQ88995xGjhwpSVq8eHHaBsptbZK2Sdrj9yCD4EgaI2m834MAXUxIan1PanlLMu2SHClY6F4kCwNR9AlMcJRUeKjkEIdyTuUxkolIdS+7/359eELbn0jYKBB0tP2DOi368Uqtf2233n5wkQ781Ek68ZZrCUSwhpNXKTPqbKn+RSm0R8kEos7OgBtvGqLxpqGvuFOk2vqElw2FqmsoUjicuZ/heXnJnR2rqsqNQhxIGf2bJmmLpFq/Bxmg7ZJ2SKoWgQgYnAHfHZxwwgnx16dNm6ZJkyb1WDVkjNGmTZtSN13OyOYgNE780IU1TMhdIdSyIhqE4u+Qwm1SuN2yQJQYhGZKeWN8ngd+cQKF0qiTZSqPlupeker+aUUgigehVfVafPvbWv1CTbf3f/TkC1r16HM68NMnu4Fo1kE+TQokKNpPzeF9VVezVrWb31Lt7nbVNXTFm1jkqa8v7BZ73PcXqak5swewKS1uV1V5iyrLWlRV0amqMRWqrK5UVZWz17hTUmLBXRmGsUJJ09W1myEbApERgcginJUsayT1e4Jp06bFt5Ul2rNnj6ZNm8ZWsgFrl/tDNhuD0FhJHPkPlugzCPX4QEsCUSwIjYwGoeq9fgZygxMskUYtkKk8xtdAlBiEnv/p2/ro+ZrePy7k3t9/9MTzWvW3RTro7AU68ZZrNPYwAhGGJhze+4GU+zveTmenI2nf6CW9AoGIKsvbVVXR5r6sbFNVRbsqyt2XlWVtqqpoU1XxblUW7lFVWbMqy1rdGDSiRfn5idtIo/cPBaOl8WdKVXPlsIoUviuSG4ha5f4ym0AEDDdJhaHYsYS8mpqaVMSG4wFol/tDdbffgwyCI2m03BVCBCFYwoSk1g+iQahtMJ+YEIiKpGD033TaAxFBCAPTPRD9041EGQhEsSC048N6Lf7pO/po8baBfV40EH34+GJ98MizOugzp7iB6NAD0zkuLNfWNvgDKCceSDmTigo7VVXhRp3EyFNZEY075QkvKxMiUEWbykZ09H73YUz0PPB1UmvDAI8MHf2Yjt3ShvulbU/IjP+kVDWHQAQLFItABAxPgwpDCxculCQ5jqMbb7xRJSUl8feFw2G99tprmj17dkoHHF6yMQhJXVvGCEKwRNJBqMcVSeFWNxKlNRB5glBwDGv/MSBuIDpFpvLYtAaieBD6qF7P//QdffjcwIJQj+uJBaLHntMHf/2HZpx7qk74/tUEoiwViUiNjYNfrRN72TaUH89JqKjY+zF2KiuNKos3q6pghapG7HTjT3mbiopSuNo9qSDU40rcFx27pQ33STVPyIz7pFR1BIEIFhgOgWicklwjgUFwHLsOncnD774N6tawfPlySe6KobffflsFBV2hoKCgQLNmzdI3v/nN1E44LBCEgJRIWRDqccVpCkSxIFQlFR5CEELSugJRbAXRkpQEolgQ2rm6QYtvfzvpINTjeqOBaNXfFun9h5/RjPNO04nfv1rVhxyQkuvHwHV2Dj7oxN5WX+/GoUzJzx/agZSDAzpBqiNpkoyZKLV+KDX8Uwo1KyVnMYsHoXr3kpJzx0evo32XtOHXUs3jBCJYJDEQbZVU5+s0A5MYiMZGLwQiwDFm8Pdal156qf7nf/5H5eXl6ZgprRoaGlRRUaH6+voMzE8QAlLChKS2VVLz8hQHob44Ul5R12mPBx1zvCuEqglCSCkTbpZq/ynVvyKZsAb7hLbbQaV/+o4+XLQ1PYNGOXlBmXBEB593mk74/tWqnrl/Wr/ecGKM1NycfNxpacnsvCNGDC7oJL5eXJz5H5XGRNxAVP+yFK5TUoEoLUGoL9H5CsdI4z8pVRKIYJNsCkQxjjIViDL7PNRfse+19muzVV44oGqfEQ3tYVX9YkVO/B0MVlJhKJtl5gZJEAJSIuNByGuwgSj6gD0wUioiCCH93ED0slS/ZECByHsMoVXPpjcIeQXygoqEIzr4/NN14vev1piD98vo1/dLONwz2gwm8oRCmZs1GBz8ap3El9l6+nM3EK2S6v8ZDUQD+qSEINQgmQwur4oHoupoIDqcQASLEIh6k5Nh6MrD7QtDdy/Pib+DwRrwv/pzzjlH9913n8rLy3XOOef0+7F/+ctfhjxYdsrWIDRa0ngRhGANE5LaPowGoVY/B5FCrZLa9hKIYkGoUio6hCCEjHGCpdLo02Sqjus3EMWC0K41DW4QWrQ10yc6c+eIbjH74C/P6L0/PaWZnz1dJ9xkfyAyputAysnEncbGzM5bXDywFTq9vW3EiNz88eU4AalkhkzxgXsPRL4GofgQ7ov2ndL6e6XCavcg1QQiWKFY7hkBsykQGUk16n6Q6iwt3UASBvyvvaKiIn4msoqKirQNlJ2MpE2Sdvo9yCARhGCh9o1S40s+ByGvvQSiQGV0hdDY3HxGBd91D0QvSfWvypiwTCSiQMDRrrWNWvzTt90VQhasE44FovcefkbvPvSUDrnwTJ19348UzE/fmWIiEamhIfktWR0daRutB8cZ2IGU+1q1U1iYuVmHm+6B6INoIIqeIs0YSUZq8TMIeXkD0ViZqZfKKZnk71iApK5A1CL3l+d1vk4zMBF1BaIJcgMRMPwNeiuZMUabNm3SmDFjVFxcnK650iY9S/jaJb2TouvKhNgPaR45wkK1j0ihXX5PsRfRLWZOvjTi4wQhWMeEmlTz/K/Utv19vf6b1frgH1usCEL9ueT532rqCUf1+zHt7cltxYodSDmTm+cLCoZ2IOUAiz6sYExEan5H2vGo1NlqURDqiyONOlrO5Iv8HgToRYuk1ZI6/R5kgBxJR6Ts2nJyK9lVFm4lu4utZL0Z9Po4Y4z2228/vfvuu9p/fw4e6bL80XY3jqQKEYWAoYiuIHIk5Y3zexigBydvhDZ/WK0nr/5FZmvIXhhJHSpVq8rVFr3EXg89NFbOov4jT2uGFxKWlSW3aqeqSioqohcPB44TkCk+QKpPzRn70s+x6jYPdFciqVTZsXJIyq7neMDQDDoMBQIB7b///tq9ezdhCACAHBNWntpU1iPsdL1eoTaVqTX6sk0VCR9TJtPHQ4+//Tz1swaDya/aqajI3gMpAwCAoXvxxRf14x//WMuWLdO2bdv017/+VWeffbYkqbOzU9/73vf05JNPau3ataqoqNCCBQv0ox/9SBMmTOjzOm+++Wbdcsst3d524IEH6oMPPkjnt7JXST3k+dGPfqRvfetbuvvuu3XIIYekeiYAAJAmRlKnihPiTc/A01/k6VBpRuctKUn+9OelpazaAQDANwHHvdhikLM0Nzdr1qxZ+vKXv9zjBFwtLS168803deONN2rWrFmqra3Vddddp0996lNaunRpv9c7c+ZMPfvss/E/51nwm6ikJrj44ovV0tKiWbNmqaCgoMexhvbs2ZOS4QAAQE/hcNeBlPvadvXhy0dqlflJNPCUJUSeckUyetKBiIrUoGI1qCjhUux5/bQbL9L+x+zfI/wUcH4EAADggzPOOENnnHFGr++rqKjQP/7xj25vu/POO3XUUUdp48aNmjx5cp/Xm5eXp3Hj7DocRVJh6I477kjxGAAA5Ja2tuTOjlVX5x5Iee8OiF6GLqh2FateRWpUkeqjUSfxdW/wcT+2WPUqULMCAzhOw1knnaGpJ6ZkXAAAgD41NDR0+3NhYaEKU3BKz/r6ejmOo8rKyn4/7qOPPtKECRNUVFSko48+Wrfddlu/ISkTkgpDl1xySarnAAAgq0QiUmNj8nGnrS2z8xZGQ44bbLrHm71Fnnxl8FztAABgeLB0K9mkSZO6vfn73/++br755iFddVtbm7797W/rwgsv7PeMZ/PmzdN9992nAw88UNu2bdMtt9yi448/Xu+8847KysqGNMNQDHkzW1tbmzo6uj9g5NRvAIBs0Nk5+KATe1lX58ahTMnLG9wxdrY++3ct+8/b4wEoIJtPsQ0AAJAZmzZt6tYshrpaqLOzU5/97GdljNHdd9/d78cmbk077LDDNG/ePE2ZMkUPPfSQLrvssiHNMRRJhaHm5mZ9+9vf1kMPPaTdu3f3eH84HB7yYAAA7I0xUnNz8nGnuTmz85aWJn+WrJKSwR1I+Y0P92ids4lTVwMAACQoLy9P2WKWWBTasGGDnnvuuUFfb2VlpQ444ACtXr06JfMkK6kw9C//8i9avHix7r77bn3xi1/UXXfdpS1btugXv/iFfvSjH6V6RgDAMBYOd63ASWZLViiUuVkDgYGfEcv7tspKKT8/c7MCAAD4KhC92CLFs8Si0EcffaTFixdr1KhRg76OpqYmrVmzRl/84hdTO9wgJRWGHnvsMf3mN7/RiSeeqEsvvVTHH3+89ttvP02ZMkW///3vddFFF6V6TgCAxVpbB79aJ/a2xsbMzlpcPPjVOrGXZWWc/hwAACAXNDU1dVvJs27dOq1YsUIjR47U+PHjdd555+nNN9/U448/rnA4rJqaGknSyJEjVRA9rerJJ5+sz3zmM7r66qslSd/85jd11llnacqUKdq6dau+//3vKxgM6sILL8z8N5ggqTC0Z88eTZ8+XZK7DCt2evrjjjtOV155ZeqmAwBkRCTSdfrzZLZktbdndt6KisGt1klctVNUlNlZAQAAkH2WLl2q+fPnx/+8cOFCSe7JuG6++WY9+uijkqTZs2d3+7zFixfrxBNPlCStWbNGu3btir9v8+bNuvDCC7V7926NGTNGxx13nF599VWNGTMmvd/MXiQVhqZPn65169Zp8uTJOuigg/TQQw/pqKOO0mOPPbbXU7MBANKjoyO5rVi1te7pzzN5KJr8/K5wM9jj7ZSXS8Fg5mYFAABA7jnxxBNl+nmA3N/7YtavX9/tzw8++OBQx0qLpMLQpZdeqrfeeksnnHCCvvOd7+iss87SnXfeqc7OTt1+++2pnhEAcoIxUlNT8luyWlszO29Z2eC3YsVeLy5mSxYAAMCwFpBlp6v3ewB7JRWGbrjhhvjrCxYs0AcffKBly5Zpv/3202GHHZay4QAg24RCyW3Fir3M5Ekdg8Hkzo4V25KVl9Q9CAAAAACbpORh/ZQpUzRlypRUXBUA+MoYqbU1qNr6QtXWFaquvkC19V0va+sKVNdQ4L6voVi1nlOlNzVldt6SkuTjzogRrNoBAAAAct2Aw9DPfvazAV/ptddem9QwAJAK4bCjhsb8aLxxI05tfYHqomEnMfR0Cz717sd1dmbuADaO07UCJ5ktWdETHgAAAAB2Geanqx9OBhyGfvrTnw7o4xzHIQwBGLL29kA06MTiTUEfK3hi8adAdQ1u4GloLJAxmVsKU1iY3KnPY6c/D3AnBQAAAMAnAw5D69atS+ccAIYZY6TGxiTOklV7mmrr8tXWltkD2JSXdaiqsl2V5d1fVlV0qLKiXVWVHQlva1dlRYeqKh1V7Xcupz8HAAAAkLU4dCiAPnV2Dv5AyrHX6+qkSCSZr1qc1Kx5eRFP0InGm1jYqYgGn4oOVVW0J3xsh8rLOpSXl8S52p1iiSgEAAAA9BRwLDsrmUWzWGbAYWjhwoX64Q9/qNLSUi1cuLDfj+WU9TYzkjJ42iP4yhippWVwQSfxZXNzZuctLZWqKlpUWdEWjTcdqizva7VO91U9JSWhzB9I2SRVvoCMCDrtmrB/obZ+2Ob3KEB2MxH3lJPBIEfsB4aM5yGAjQYchpYvX67Ozs74631xcvIOM0+SIze6ZIOd0ZfjJHHkWtuFw1J9/eCCTuKqnejNNiMCgeTOjhV7mZ8vqf4VqWN95oYeknap9jGpdI5UMMHvYQBJkulolNY8olkTHtXh/zVJNevatfj3u/XR0gyX3gEK5AVlIkZlE8f6PQrQjTERaecb0ro/Sa1Nkhz3oHKFhZYGIkdSRCoY6fcgQC9aJW2T1Oj3IIPA8yTkjgGHocWLF/f6OiT3f+NMSVsl7fF5loHaKWmXpDFyA1G+v+MMc21tgws6iS8bGjI7a1FRcmfHqqpyT38+5AMpl58otX4gtSyXTPsQrywDQjuk+iel/HFSyRypYLzfEyFHxYKQ1jwihTsUiP6yonpKoS783gRtW9uu53+/Sx8ta/F1zphAXlCRUFgHnHWSTrz5ao3af6rfIwGSEoLQ+j9LLVvlBhdJMlJ7m9Teblkgiv5ysmCUNP5MqWqu3wMBCdrkPkeq9XuQQXAkVUviFxZD5siuM4HZ8CPbUhxjKGUKJU2TNF5uDc+GQGQk7ZAbiQhE/YlEkjyQcvT19gz3jYqK5OJOZaX8P5CykyeVHCIVHyS1vi+1rLA8EEVXCnZul+qfIBAh40xHU7cgJHXf4hiLtWOnFurCGydq25p2LX5gl1b7FIjiQeiT83XCzddo3KyDfJkD8DImIu1a6q4Q8gah7h9pSSDqGYQcx6ZnYMht2R6EeE6E3JJUGGpra9P/+3//T4sXL9aOHTsU8Rxh9s0330zJcNmpSAQiO3V0DD7oxF7W1yd7IOXk5Of3jDgDjTzl5e5hELKekyeVHCoVz8jiQDRXKhjn71gYtkxHk7T2b9Lqv0rhdu1tO3M8EE0r1OdvnKita9r0/O93a/WbmQlETl5QJhTW/meeqBNvuZYgBGsMPAj1+EyfAlEsCI2Uxn9SqpojxxkOd/wYHghCQDZKKgxddtlleuaZZ3TeeefpqKOOytHjCu0NgSjVjHEPhpzsqp2WDP9yfMSI5ONOcbElq9Nt0C0QvSe1vJVFgehxNxCVznVfAilgOpukNQMPQl6xQDRuWpE+f9NEbV3drsW/36U1y9PzQzK+QugTJ7hBaPaMtHwdYLDcILQsGoS2aOBBqMc1dQWiokKpIF2BKDEIxVYIEYRgizZlz3OeGIJQ2nFWsrSYPn263njjDY0aNarb2+vq6nTEEUdo7dq1g77OpMLQ448/rieffFLHHntsMp+eYwhEiUKh/g+kvLfTn4dCKRljQILBwQedxC1ZeWzUTC0nTyo5zLOCqMPvqfqREIjqHpfyx7sHqSYQIUlDDUJe8UA0vVAXfX+itnzkriBasyI1gSgWhPY74+M68ZZrNf7wg1NyvcBQGWOiK4T+LLVsVvJBqMc1uwcVbEtTICqoksZ9UhpJEIJNsjUI2fdLcGCg1q9fr3C45xn+2tvbtWXLlqSuM6mnrhMnTlRZWVlSXzB3ZXsgcmu6Mfm9Hkh5oGfLaszwiQhKSpKPOyNGsGrHSk5+lgaiGgIRkmI6m6NB6C8pCUJesUA0ft8iXXSzG4gW/3631iYZiGJBaN/Tj9f8W67V+CNmpnBaIHluEFomrf+T1JzKINTjK7mBKLbFbKiBqGCkNO5MaeSRBCFYhCAEZNqjjz4af/3pp59WRUVF/M/hcFiLFi3S1KlTk7puxxgz6HvDv//97/rZz36me+65R1OmTEnqC/uloaFBFRUVqq+vV3l5uY+T+Lf/NhKRGhqCqq0Nqq4uqNravD5fd18mvp6njo7M1RLH6VqBM9gtWZWV7uMxDHOmM2GLmc2BKCa6FSB/QjQQccYL9M50NktrH3WDUKhNqX/y2rtIxI1Fgw1EsSDkHkPoGk2Yc0iaJwUGxhgj7V7mrhBq3qT4z+FMcZzkAlF+lbtlbORRBCFYhCCULHueh6Zf7Hut/d6RKi+yZxtFQ1tIVf/+Rtb+HQSiv81zHEfejJOfn6+pU6fqJz/5iT75yU8O+rqT+luaO3eu2traNH36dJWUlCg/v/sNbM+ebPpB4ZciSdOVbCDq6HCiwSaourq8Hq/3F3nq64MyJnNxp7AwuVOfV1a6B1Ie8unPMbw5+VLJLKn44CwJRLEVRNukuscIROjBdLZEDyqd2SAUk7iC6As3T9TmD90tZmvf6j0QxYLQ9FOP0/wfXEsQgjXcIPSmewyh5k3qOmdyZm9TMoNcQUQQgpUIQoDfYif9mjZtmt544w2NHj06ZdedVBi68MILtWXLFt16660aO3YsB58eklggapX7w9YNRL/61Wi9/XZxn5GntTWztaS8PKzKypCqqsKqqup6vbKyUFVVJaqqCvYZeYqLMzoqctWwCERzpfxqf8eCb9wg9Ki0+mFfgpBXLBBN2K9IX7hlojavatPi3+/SupWt7vtjQeiUY90gNPdQH6cFurhBaHk0CG1UVxDK4OlFe7O3QJRfJY3/hDRyHkEIFmmX+0vsbAxCYyUV+DwLkHrr1q1L+XUmFYZeeeUVLVmyRLNmzUr1PDmsWImB6M9/rtQzz1Ts5XMGLi/PqKoqpMrKcDTudL3ee/BxP6aqKqzy8vBeDqTsyD1+UlXK5gWSFgtERTOktlgg6vR7qn4kBqJHpcLpUtl8DnCVY8yud6TXfiCFWuV3EPJKDERf/ME+WreyRb+7eYumLThG839wrSYeeZi/AwIJTLhDWvFDqXGtuo4h5HMQ8koMRKWlUtHo6AohghBss01uFMoWjqTRclcIEYSswFnJ0mbRokVatGiRduzYEV9JFHPvvfcO+vqSCkMHHXSQWltbk/lU7JUbiCore55+q7Q03C3aDDTyVFWFVVISSePzTCN3pRNhCBYJFEgls6Wig92DPodt/01XNAa0r5XKTpDEk4OcUvOaFPZ/lVB/AtF/ktMOK9FXX/qlxh9zgr8DAb1p3RaNQpLNtydJbiAqmSkd9HU5AXuOwQF02e33AIMQlHSwCELIBbfccot+8IMfaO7cuRo/fnxKdnAldS/0ox/9SN/4xjf0H//xHzr00EN7HGMoGw/kZJvvfz+ob3zj/XjwqagIq6DA8gc4gI0CBVJelRSulfVPEpDjsue3WOM49TwwdE5AKp1CFAJSIiiiEHLFPffco/vuu09f/OIXU3adSd0TnX766ZKkk08+udvbjTFyHEfhcHjok+W4gw+WpOROFQwAAAAAgK/YSpYWHR0dOuaYY1J6nUmFocWLF6d0CAAAAAAAAPTvK1/5ih544AHdeOONKbvOpMLQCSdwXAEAAAAAAIBMamtr0y9/+Us9++yzOuyww3oc2uf2228f9HUOOAytXLlShxxyiAKBgFauXNnvxx52GGcoAQAAAAAgZwWiF1vYNMsQrFy5UrNnz5YkvfPOO93el+yBqAcchmbPnq2amhpVV1dr9uzZchxHxvQ8kCvHGAIAAAAAAEi9dBzaZ8BhaN26dRozZkz8dQAAAAAAAGS3AYehKVOm9Po6AAAAAABAN5yVLC3mz5/f75ax5557btDXmdQuu/vvv19PPPFE/M//8i//osrKSh1zzDHasGFDMlcJAAAAAACAfsyePVuzZs2KXw4++GB1dHTozTff1KGHHprUdSZ1VrJbb71Vd999tyRpyZIluvPOO3XHHXfo8ccf1w033KC//OUvSQ0DAAAAAACA3v30pz/t9e0333yzmpqakrrOpMLQpk2btN9++0mSHnnkEZ133nm6/PLLdeyxx+rEE09MahAAAAAAADBMcFayjPrCF76go446Sv/93/896M9N6n/NiBEjtHv3bknSM888o1NOOUWSVFRUpNbW1mSuEgAAAAAAAElYsmSJioqKkvrcpFYMnXLKKfrKV76iww8/XB9++KE+8YlPSJLeffddTZ06NalBAAAAAAAA0Ldzzjmn25+NMdq2bZuWLl2qG2+8ManrTCoM3XXXXfre976nTZs26eGHH9aoUaMkScuWLdOFF16Y1CAAAAAAAGCYcBz3YgubZhmCioqKbn8OBAI68MAD9YMf/ECnnnpqUteZVBiqrKzUnXfe2ePtt9xyS7c/f/3rX9cPfvADjR49OqnhAAAAAAAA4Pr1r3+d8utM6+GXfve736mhoSGdXwIAAAAAACCnLFu2TL/73e/0u9/9TsuXLx/SdSW1YmigjDHpvHoAAAAAAGAjJ3qxhU2zDMGOHTt0wQUX6Pnnn1dlZaUkqa6uTvPnz9eDDz6oMWPGDPo6h/kJ2wAAAAAAAIaHa665Ro2NjXr33Xe1Z88e7dmzR++8844aGhp07bXXJnWdaV0xBAAAAAAAgNR46qmn9Oyzz2rGjBnxtx188MG66667MnvwaWSA6Rw2S90AXxkjmXZJbG0FUqajUSoe/DJlAAmMkZq2+z0FMCyYSIfkhOQ4PL21CmclS4tIJKL8/Pweb8/Pz1ckEknqOtlKZhsTkkJrpY5/SpFQ9G3+jjQwpX4PAHRnjBTeIXW+KgVa/J5m4IIjxY/mHFR1oGQikpMFf/eOIy2/WWb172U66v2eBuiucLSUXy7rf7tmjHubf/dvMs98S2bHu35PBPRihN8D7FX8mLZNG6T1/y1T/5qMCfk7FJBmJ510kq677jpt3bo1/rYtW7bohhtu0Mknn5zUdaY1qX7hC19QeXl5Or/E8GFCUnijFN4gKey+rbNRChRIeUWSgm4gsu5xTrmkCSIMwRrGSJGdUniNZJrdtxWUS8FCqb1OCrX6Ol6fAqVS6RypcL9h89sMDJwz8TiZ8inSqj9IW150A5FJ7jc+aeM4UmGhVFAgKSxtfkra8ozMPqdJk86UU1Dh94SAnPxSmXk/lbb+Q9r4aPRnvkW/YYs9iW1ukxpapHBE2vG29PQNMuNmS7O/JGfMwb6OCHSZIqlK0lZJdv2SzRgjx3Gk9nqZPe9JLdHVdzsfk/Y8LzNyvlR+BCuIMCzdeeed+tSnPqWpU6dq0qRJkqRNmzbpkEMO0e9+97ukrtMxSZw67Ne//rVGjBih888/v9vb//SnP6mlpUWXXHJJUsNkQkNDgyoqKlRfX29HtOotCPUmFogcWwIRQQiWMUaK7IoGoaa+Py7cblcgCpRKJUdIRftnx2oRpJ1p3GRXIEoMQr1Gy4AUCEoTTyUQwSom1OYGog2PSmGfA1FvQcgrdnsfd7g0+xICESxiJDXIhkAUC0KmrU5KDEK9CZZJFgUi656HplHse639z2NUXuz///uYhtaQqr79yrD4OzDG6Nlnn9UHH3wgSZoxY4YWLFiQ9PUlFYYOOOAA/eIXv9D8+fO7vf2FF17Q5ZdfrlWrViU9ULpZc4McaBDy8j0QEYRgmYEGIa9wu9RWF32y4AOCEPbCNG6SPnhA2vpS9Gf+IO4rUmGvQajHJ0iBPGlibAVRdj/gwvBhQm3SlmekjY9lPhANJAh5xW7v446IBqIZe/8cICNigWiLpMw+fhpUEPIKlkkjT5LKD/c1EFnzPDQDCEPp8dxzz+nqq6/Wq6++2mP++vp6HXPMMbrnnnt0/PHHD/q6kwpDRUVF+uCDDzR16tRub1+/fr1mzJih1lZLfhPfC99vkCYkhTdJ4fUaVBDyChRIecXR3y4pA4GIIATLJBuEvDIdiAIl0SB0AEEIA2IaNroriLa+lJkVRIMOQl6xFUQEItjFhFoTAlGb0hqIkglCXrFANH6ONOtiAhEskrlAFA9C7XXS7vellprkr8znQOT789AMIgylx6c+9SnNnz9fN9xwQ6/v/9nPfqbFixfrr3/966CvO6m/perqaq1cubJHGHrrrbc0atSoZK5y+EtVEIqJdEgdHV2BSOkKRAQhWCZVQSgmWCiVjk1/IIoHof3dB/vAADnlk6Ujvy3TcEE0EL2cnkA05CAUE5EiEWnTk9KWp2Umnh4NRGUpGxVIhpNXLE35tMzEU9MXiGJBqKVdqm9OLgjFryv6eLFmubRtmcz4Oe4KotEHDX1OYEgcSRVynyekJxDFjyHU0SCz+72hBaGYcKO082/SnsUJxyDiMVlacVaylHrrrbf0n//5n32+/9RTT9V///d/J3XdSYWhCy+8UNdee63Kysr08Y9/XJK7jey6667TBRdckNQgw1aqg5BX2gJRmaSJIgjBGsZIkd3RINSY+uvvFohqo08WUoAghBRxyqdIR35HpmF9NBD9MzWBKGVByCsWiB6Xtjwls8/p0j4EIvivKxCdEg1Ejw89ECUGoYZmKZTCcBu7jdcsl/6+TGbCXHcFEYEIvksMRPVyj0E0tECUliDkFW5ICESxFUQ8RoP9tm/f3utp6mPy8vK0c+fOpK47qTD0wx/+UOvXr9fJJ5+svDz3KiKRiC6++GLdeuutSQ0y7JiQFN4cDUIZOGWiNxAZR5KTRCAqk7tCyP7TUyJHpDsIeQULpdJxUqhdah9CICIIIU2c8qnSkd91A9EHD0jbXkkuEKUtCHkZKdLpPvne/LQbiCZ9Qk4+gQj+cvJKpClnJ6wgSiIQdQtCLVIojccCi93Gty2Xti6VmXBkNBAdmL6vCQyII6lSbiRKLhB1C0J73peat6V8yh7CDdLOR6Q9z8mMOkkqIxDBbhMnTtQ777yj/fbbr9f3r1y5UuPHj0/qupM6xlDMhx9+qLfeekvFxcU69NBDNWXKlGSvKmPSvrcz00GoL/EVRAMNRAQhWCbTQagvgw1EgeKEYwjx4ALp1z0QDeAg1RkLQn0OIAXypX3OkCadQSCCNUyoRdr8tLvKLdyufgNRJoNQX2JBeMKR7hazUQdkfgagV0YDDURdxxBqcA8qnYkg1Je8CvcYRGWz0xKIcvIYQ/99rH3HGPrmP7P27+Caa67R888/rzfeeENFRUXd3tfa2qqjjjpK8+fP189+9rNBX/eQwlA2StsN0pYg5LXXQEQQgmWMkcxuKeRzEPIKtbmnue8rEBGE4DNTv05a9YC0bUnvK4h8D0JeiYHoE3LyuR+CHfoNRDYEIa9YECYQwTqxQLRFUvfHT1YFIa80BSLCkP+yPQxt375dRxxxhILBoK6++modeKC7YvSDDz7QXXfdpXA4rDfffFNjx44d9HUPOAwtXLhQP/zhD1VaWqqFCxf2+7G33377oAfJlLTcIE1I6nhFUkdqri8dEs9iJokgBGt1fiBFNvs9Rd+8gcgplkoPl4oOJAjBCqZ+rbuCqObV6FscqcimIOTluFs4j/qxnMKRfg8DxJnOZmnL0+4Ws0i7G4VsCkJesSA871o5B3zS72mABD0DkRuE3peat/o5WP8K95Ez6YqUXR1hyH/ZHoYkacOGDbryyiv19NNPK5ZyHMfRaaedprvuukvTpk1L6noH/Le0fPlydXZ2xl9Hog5ZHYWk7scgcqqlPH6bBEuZer8n6F9ekZQ3zg1ERlLpGQQhWMWpmC7N+57MRw9I6/4q5edbGoRijBtaW2okwhAs4uSXSlPPkRl7gvT3S6X2TjuDUIyJuHFo1yqJMASrdB2DyOz5m9S2OT0HlU61doujVbbgrGQpN2XKFD355JOqra3V6tWrZYzR/vvvr6qqqiFd74DD0OLFi3t9HVkm0ikF7am2QNbKK5JUQBSCvUrGSAWFSumpuIFclFciNafoTJVpl/1PejCcOVJ7c3ZEIcByVVVVOvLII1N2fYG9f0hPX/7yl9XY2PPYH83Nzfryl7885KEAAAAAAACQfkmFofvvv1+trT2PMN/a2qrf/OY3Qx4KAAAAAABkMcfCC3o1qD1FDQ0NMsbIGKPGxsZup0gLh8N68sknVV1dnfIhAQAAAAAAkHqDCkOVlZVyHEeO4+iAA3oevNhxHN1yyy0pGw4AAAAAAADpM6gwtHjxYhljdNJJJ+nhhx/WyJFdZw8pKCjQlClTNGHChJQPCQAAAAAAsghnJcsagwpDJ5xwgiRp3bp1mjRpkgKBpA5RBAAAAAAAAAskdd7yKVOmqK6uTq+//rp27NihSCTS7f0XX3xxSoYDAAAAAABA+iQVhh577DFddNFFampqUnl5uZyEJVmO4xCGAAAAAADIZbadCcymWSyT1F6wb3zjG/ryl7+spqYm1dXVqba2Nn7Zs2dPqmcEAAAAAABAGiQVhrZs2aJrr71WJSUlqZ4HAAAAAAAAGZJUGDrttNO0dOnSVM8CAAAAAACGg9hZyWy6oFdJHWPozDPP1Le+9S299957OvTQQ5Wfn9/t/Z/61KdSMhwAAAAAAADSJ6kw9NWvflWS9IMf/KDH+xzHUTgcHtpUAAAAAAAASLukwpD39PQAAAAAAABxASV58Jo0sWkWy/C/BgAAAAAAIEcltWJIkpqbm/XCCy9o48aN6ujo6Pa+a6+9dsiDAQAAAAAAIL2SCkPLly/XJz7xCbW0tKi5uVkjR47Url27VFJSourqasIQAAAAAAC5zLYzgdk0i2WS2kp2ww036KyzzlJtba2Ki4v16quvasOGDZozZ47++7//O9UzAgAAAAAAIA2SCkMrVqzQN77xDQUCAQWDQbW3t2vSpEn6r//6L/3rv/5rqmdEShm/BwCGh0ChFCyQ1O73JEAPxoSl1g1SUZEU4HCCwJCEdksHHyGNmyTJ8t82Gx7nwWKmUyoqlcqnSoGkj2gCIA2SukXm5+crEH2gWV1drY0bN2rGjBmqqKjQpk2bUjpgdiiSnCrJ1Mp9wGDznXK+FBjj9xBA34ITpdCq6B8svC0FCqW8Irm3dUfSO5JGSRovqdDPyQA3CO15Xdr2hNRZKxUUSgUFUmen1N4mWXdW0YCkiFQ6WSqb6vcwQHedu6SWZXI6NslM2lfO5P1kmhulj96Ramx8vOtIeYXSlI/7PQjQnemUwhul8AapeIRUXCqVTZKaNkuNm6RIyO8JPaL3TeVz/B4k+8UeLtvCplksk1QYOvzww/XGG29o//331wknnKCbbrpJu3bt0m9/+1sdcsghqZ7Rfk5Ayj/CDUOhNZKpl32BKF8KTpWC+0hO0O9hgL4F95ECo6XQeimyRdbcjrxBqNsdy+7ohUAEf8SDUM2TUseernc40f/kF0j5+RYFouh9ZOlEadp50qg5ctj3D1tEg5A6Nin2wz7+77NkhJzZR8s0HyJ99LZUs9m/OeMc9/5p5vnSQZ+RU1Dq90CAKzEIyb3fcWL3S05QpmyyNGIfiwJR7JcVB0kjT5JTOM7neYDMSSoM3XrrrWpsbJQk/cd//IcuvvhiXXnlldp///117733pnTArOE4kjNSyo+uHAqtlkyD31NJypOC0whCyC5OkZR/kGSmJgQiyZdI1G8Q8iIQIbPcIPSGVPNE9yDkZU0gigahkonStPOl0QQhWKRzl9TyptSxUV0/7Lvf73QPRMfINDW4K4i2+xGIokHo4POkGZ+RUzDChxmAXsSD0EZJ4T4/zHE8gahxs9TkRyCKBaEDo0FofIa/PuC/pMLQ3Llz469XV1frqaeeStlAWS8eiI6UzJ7oCiI/AhFBCMOAn4FoUEHIi0CE9HKD0FKp5vFoEBrgP1DfAlEsCE1ICEIc+wiWCO2Wmpf1G4S84oGotEzO4ZkORNEtYwefJ804hyAEewwwCHnFA1H5ZKlsH3f1UONmyaQ7EMWC0AHSyJMJQunAWcmyBkf9ShfHkZxRUv7IDAeivOiWsUkEIQwfvQaiNMWhQIGUV6zkgpBXLBCNljROBCIMlTFhqXapewyhjt0a6JPYHjIWiGJBaLw07bMEIdgliSDk1XsgelvavqX/T0xKQhA66DNyCsvS8DWAJCQZhLy6AtEU9xhEaQtEiUHoJDmFE1J8/UD2SSoM7d69WzfddJMWL16sHTt2KOJ5ILlnTz/L2XNNxgJRXsIxhOh9GKa6BaJ1UmSrUhaIUhqEvHZFLwQiJMeYSEIQ2qWkg5BXPBDlpzgQJQah86XRcwlCsEdot9T8ptSxQam6LXUPRMfKNNVHVxClIBA5ASmQ37VCiCAEW5hOKbwpegyh5IOQV/oCUTQIlewvjTqZIAQkSKogfPGLX9Tq1at12WWXaezYsRwfYCB6BKLVkmlMwRUThJCDnCIpf0bCCqKt0Xck8cA+rUHIKzEQjZdUkM4vhmEgbUHIK3Y/PuRAlBCEpp4njTmSIAR7pCEIeXUFonI3EDXWS6uTDETxIHRuNAiVp3RWIGkmlHBQ6dQFIa/ugSh6DKKkAlFCEBp5spwiglCmsJMseyRVEl566SW9/PLLmjVrVqrnGf66BaLd0RVEyQSiYMIxhAhCyFFOcUIgiq0gGuAZATMahLwIROifG4SWSdseT28Q8ko6EEVvd8Xj3BVCBCHYJLQnGoTWK1O3pXggGpEQiD56R9oxgEAUC0IzzpEOPpcgBHtkKAh5uYEoLyEQbZIatwwgEMWC0H7RIDQxE+MCWSmponDQQQeptbU11bPkFseRnNFS/igpslsKDzQQBROOIUQQAiRFA9HBkpm290DkaxDyigWiMXK3mBGIcp0bhN50DyrdvlMZC0JeAw5EsSA0NhqEjiIIwR4+BCGvboHoiFggelvasbWXDyYIwVI+BSGvrkA01bPFzDsTQQgYrKQevf385z/Xv/3bv+mFF17Q7t271dDQ0O2CQXAcKThayj9KypstOX3tGw9KwX2lguOlvGlEIaA3sUBUcKwU8JxZIlAgFVRIeSWSAtE468uUvdgp6W1JGyV1+DwL/GBMRKZ2qfT+D6QNv5bad8Xe4+tc8TXg+fnSiDKpuEQKBBS/8RSPlQ6+Wjrqx3KqP0YUgh1CtVL9s1LtX6LbxiS/b0vdA9Fx0rGnStXR7SxOQAoWSjM/K537ezmHX0oUgh1MyP2FW8dLUnit/IxCiRzHkRPIk8qnShOOlsqnRE+6E70PKtlX2ucKORMuJgr5LfY4wqbLILz44os666yzNGHCBDmOo0ceeaTb+40xuummmzR+/HgVFxdrwYIF+uijj/Z6vXfddZemTp2qoqIizZv3/9u78/io6nv/4+8zk52sbAn7Kpuyo4jWHUVLrWi1FhWstba3V6yWbtrrBZe29Lau97a3tvqr3Ntea7crvVWLRVpcABc2BRdkByEJi5CEAFlmvr8/zswkmSxkmZnzHeb1fDzGmMnM5JMMJ5l55XvOTNVbb73VobnioVN1obCwUJWVlbr44oubnG+MkeM4CgTs+KGRVMKByBe9gogVQkCHRVYQDXaPQeR8IvlDLz1vTQxqyQFJhyWNk+WDItYOvCLt/aM8WyF0Ms1WEGVKgz8v9Z5KDIJdAtXS4efUsA3ZtS01BKICOZM+JbNprVQwRRpzrZysAm+HA6LVveseG9VSTVYQZRZKR4+5B5XO6u/1aDhFVFdXa/z48frSl76ka665ptnHf/zjH+vf//3f9V//9V8aMmSI/vVf/1UzZszQ+++/r6ysrBZv83e/+53mz5+vJ554QlOnTtVjjz2mGTNmaPPmzerdu3e8v6RWdao03HjjjUpPT9czzzzDwadjrXEgMlWSk0MQAjrLyQkFoq2SKpKktdTLfSKTFMMiVuoOu3/tbLYc3jLh3/cT7pWT2cPbWYCWmBOSuvqqevHnOI6MHGnSzXIKzvZ6HKAVJ7weoF0cx5HJKpZTcL7Xo+AUc8UVV+iKK65o8WPGGD322GO69957ddVVV0mS/vu//1vFxcVasmSJvvCFL7R4vUceeUS33XabbrnlFknSE088oRdeeEG/+tWvdPfdd8fnC2mHThWHTZs2af369Ro5cmSs50GY40gOy4iBmHD8Xk8AnFpYJQR0mSNJaS3/RRlAxzjisZ6VQof0tEZolujD32RmZiozM7NDN7Vjxw6VlZVp+vTpkfMKCgo0depUrV69usUwVFtbq7Vr1+qee+6JnOfz+TR9+nStXr26Q58/1jr1yG7KlCnas2dPrGcBAAAAAACImwEDBqigoCByWrRoUYdvo6ysTJJUXFzc5Pzi4uLIx6IdPHhQgUCgQ9dJlE6tGLrjjjt055136tvf/rbGjh2r9PT0Jh8fN25cTIYDAAAAAACIlT179ig/v2HvnI6uFjoVdSoMXX/99ZKkL33pS5HzHMfh4NMAAAAAAMA9PIrPon3JQsdKzM/PbxKGOqOkpESSVF5erj59Gl4Nuby8XBMmTGjxOj179pTf71d5eXmT88vLyyO355VOhaEdO3bEeg4AAAAAAADrDRkyRCUlJVq+fHkkBFVWVurNN9/U1772tRavk5GRocmTJ2v58uWaNWuWJCkYDGr58uWaN29egiZvWafC0KBBg2I9BwAAAAAAgBWOHj2qrVu3Rt7fsWOHNmzYoO7du2vgwIG666679P3vf1+nnXZa5OXq+/btG4k+knTJJZfo6quvjoSf+fPn6+abb9aUKVN01lln6bHHHlN1dXXkVcq80unXQf/1r3+tJ554Qjt27NDq1as1aNAgPfbYYxoyZEjk5doAAAAAAEAKsvRVydprzZo1uuiiiyLvz58/X5J08803a/HixfrOd76j6upqfeUrX9GRI0f0qU99SkuXLlVWVsMrTm7btk0HDx6MvH/99dfrwIEDWrBggcrKyjRhwgQtXbq02QGpE61TYejnP/+5FixYoLvuuks/+MEPIscUKiws1GOPPUYYAgAAAAAASevCCy+UMabVjzuOowceeEAPPPBAq5fZuXNns/PmzZvn+a5j0Tr1cvX/8R//oSeffFL/8i//Ir/fHzl/ypQp2rhxY4dv72c/+5kGDx6srKwsTZ06VW+99Va7rvfss8/KcZwmS7UAAAAAAADQPp0KQzt27NDEiRObnZ+Zmanq6uoO3dbvfvc7zZ8/XwsXLtS6des0fvx4zZgxQ/v372/zejt37tS3vvUtnXfeeR36fAAAAAAAIM4cx74TWtSpMDRkyBBt2LCh2flLly7V6NGjO3RbjzzyiG677TbdcsstGjNmjJ544gnl5OToV7/6VavXCQQCuvHGG3X//fdr6NChHR0fAAAAAAAA6uQxhubPn6/bb79dJ06ckDFGb731ln77299q0aJFeuqpp9p9O7W1tVq7dq3uueeeyHk+n0/Tp0/X6tWrW73eAw88oN69e+vWW2/Va6+91ubnqKmpUU1NTeT9ysrKds8HAAAAAABwKutUGPryl7+s7Oxs3XvvvTp27JhuuOEG9evXT48//ri+8IUvtPt2Dh48qEAg0OwI3MXFxfrwww9bvM7rr7+u//f//l+LK5ZasmjRIt1///3tngkAAAAAAHRRkr8qWSrp1K5kx48f19VXX60tW7bo6NGjeuONNzR//nz1798/1vM1UVVVpTlz5ujJJ59Uz54923Wde+65RxUVFZHTnj174jojAAAAAABAsujUiqGrrrpK11xzjf7pn/5JtbW1+uxnP6v09HQdPHhQjzzyiL72ta+163Z69uwpv9+v8vLyJueXl5erpKSk2eW3bdumnTt36sorr4ycFwwG3S8kLU2bN2/WsGHDmlwnMzNTmZmZHf0SAQAAAAAATnmdWjG0bt26yKuB/fGPf1RxcbF27dql//7v/9a///u/t/t2MjIyNHnyZC1fvjxyXjAY1PLlyzVt2rRmlx81apQ2btyoDRs2RE6f/exnddFFF2nDhg0aMGBAZ74cAAAAAAAQS16/AhmvStZunVoxdOzYMeXl5UmS/va3v+maa66Rz+fT2WefrV27dnXotubPn6+bb75ZU6ZM0VlnnaXHHntM1dXVuuWWWyRJc+fOVb9+/bRo0SJlZWXpjDPOaHL9wsJCSWp2PgAAAAAAANrWqTA0fPhwLVmyRFdffbVeeuklfeMb35Ak7d+/X/n5+R26reuvv14HDhzQggULVFZWpgkTJmjp0qWRA1Lv3r1bPl+nFjYBAAAAAACgDZ0KQwsWLNANN9ygb3zjG7rkkksiu3397W9/08SJEzt8e/PmzdO8efNa/NiKFSvavO7ixYs7/PkAAAAAAEAc8apkSaNTS3GuvfZa7d69W2vWrNHSpUsj519yySV69NFHYzZcyjJGCpRKtW9L9R9JpsbriYDkFaySgocl4/UgQFscyQS9HqLd6pc+J1Nb6/UYQAuS51G/MUbm+BaZ+kqvRwFakSTbk5EUrJZqP3afRwHosE6tGJKkkpKSZq8cdtZZZ3V5oJRmjBQsk+q3SzrunheokAJ7JP8AyT9YcjK8nBBIHsEqd1syByQnTUrLkRy/++DB2sc5Pkl91clmj2TW41yp6iPp+G659799kcgEjRQ0qv/7TtW9sEx1v3pK6V+cp7RPXysng99NsIS/SMoaI534IHSGfU8SjQkd/9TUSyf2SGVPynQbJ+VNlZPWsUMyAHHlHy7VfyDJ0j8EmNB/TFA6cUiqXyql9ZK6TZbS+3GgYaADHGNSK6tWVlaqoKBAFRUVHT4eUtwYIwXLpfptigShFvlCgWgQgQhoTfCouy2ZA3ILUKMfcb50yZ8t+WwLRI6k4tCp070eSc4YI1W9L+17PhSIov79eiQShF7fo7rlO6XK0BMEx5GMkdOjVygQfU5OOr+bYIlAlXRsg3Tio9AZFmxLoSBkgvVS/XHJBBp9NPQLiUAE25igFNwr1e+QNYGocRCqOSLVHVXDNh763WlhILLyeWichL/WI/81Xfk56V6PE1F5rE6FN7+cEvdBRxGGvNTuIBSNQAQ001YQimZNICIIoTljjFT5vlT6F+n4HnkViCJBaOXHqn95p0xlK7s1hwNRz95Kv3me0j59DYEI9ghUSdUbpBrvAlHTIHTCXSnUqtABObqNk/LOIhDBHiYgBfeF9myo82iG0H9MUKo9ItU2DkLRGgeiKVJ6X88DkVXPQ+OMMJR8CENe6HQQikYgAhQ8KgW2S8H96vATaM8CEUEIJ+cGovek0ucTGohMwEimHUEoWuNA9MV5SruCQASLBKqk6vVSzZbQGQnYljoUhKI1DkRT5aTlxWtMoGNMoNEKogQFog4FoWjhQNQ7tILIu0BkxfPQBCEMJR/CUCLFLAhFIxAhBXUlCEVLWCAiCKHjGgLRX6TjHytegcgEo4JQRSdf+CASiIqVfss8pV1+NYEI9ghUhlYQxS8QdS0IRWsUiPKnyvETiGAJE5ACe6VAHANRkyBUIdVWqfPbbONANEVK75PwQJSSYei/LQxDcwlDLSEMJUI4CAW2S+ZYHD+RT/IPdE8EIpyqYhmEosUtEDmSessNQvb8ckRycQPRplAg2qtY/fs3ASMpBkEoWjgQ9SppCERp/PuHJeIQiGIbhKKFA9F4Kf8sAhHsEY9AFNMgFC0ciIrdFUQZfWN0uydHGPIeYah1hKF4MsZ98hrYFucgFI1AhFNQPINQtJgFIoIQYi8SiPb9RTrR+UAUsxVCJ9MkEN2htMtnEYhgj0BlaBezraEzOrEtxTUIRQsFotzx7i5m/tw4fi6gA2IRiOIahKIlPhARhrxHGGodYSgePAtC0QhEOAUEq0NBqFwJPwhvpwMRQQjx5waijaFAtE/t3T4iK4RW7VX9yztkjsQpCEUjEMFmnQhEiQ1C0cKBaIJ7kGoCEWzRmUCU0CAUrXEgmiJl9InbZ0rJMPTrS+0LQ3OWpcR90FGEoViyJghFCweiQZJjz4YJtMnLIBSt3YGIIITEM8ZIFe+6B6luIxBFgtDqvapflsAgFC0ciHr3cQPRjKsIRLBHoKLRLmatbEueBqFoBCJYygSkwMdSYKdaDUSeBqFooe09vUTKmRyXQEQY8h5hqHWEoVgJHJACWyVTHbvbjLlwIBosORz4FpYyx6X6rXYEoWi+DMmf1UIgIgjBew2B6C/SiVKFt58mQejlnTKHT3g8aUg4EBX3Vfqtdyr98qu9nghoUF8hHQuvIAptS1YFoWjhQDRRyj9bji/b64EAV0uByKogFK1RIOp2lpTeO2a3TBjyHmGoddSBWDA1Uv07Xk/RDsHQD+U0KW2wx7MArah7XzKHQ+/Y8iAhJFjrnsKBSD7JKRFBCDZwHEcqHC9TMFaq2Ciz5X8kp0r1b+xzVwjZEoTCQn+XMvtLVfvD78o3ZIT8I0/3eCggJK1Ayr9Qqp8oc2yddGKrZAIydbYFoTA3AOvoOvfdwos8nQaIcPxS2iDJ398NRPVbJAWkGtuCUFhonrpyqWKp1HOut+Mku1CztoZNs1iGMBQTAa8H6ABHko0PaICwJPj3GQ5EypAy+3s9DdCE4/ikwvGq/3ijan/2A6nW8t9R4YXLx456OwfQkrQCKfdcqXKt15O0X9Cj3USBtoQDUfVHUu0er6dpByOZGL3KGpAEfF4PAAAA4sGR6oJeDwEAAADLsWIIAAAAAADEluO4J1vYNItlWDEEAAAAAACQoghDAAAAAAAAKYpdyQAAAAAAQGzxqmRJgxVDAAAAAAAAKYowBAAAAAAAkKLYlQwAAAAAAMSWz3FPtrBpFsuwYggAAAAAACBFEYYAAAAAAABSFLuSAQAAAACA2HIc92QLm2axDCuGAAAAAAAAUhRhCAAAAAAAIEWxKxkAAAAAAIgtdiVLGqwYAgAAAAAASFGEIQAAAAAAgBTFrmQAAAAAACC22JUsabBiCAAAAAAAIEURhgAAAAAAAFIUYSgmkunbaJRc8yL1+L0eoANqpfodkqn3ehCgqfoD8k/JVM7vFyh97mVSXrbXE51cZpbXEwDNmPoq6dBL0okjUu1RKZgEP++ddK8nAJozQenER1LtXq8naSdHyfWY1FKOz74TWsQxhmLByZLSxkj12yTVeD1NK0L7U/r6Sf4B3o4CtCVtlFT/kWQ+kfvv1ng9UdsC26TATsk/2N22HH6swkP1B6Sa96TAQTkFjhxlKv1z5yv9qnNUt2Sl6pa8LlUd93rKBo4j5RUoY+4/yzd6nNfTABGmvko6/JpU8aakoHtmsN6NQ740KS3LfWuN0O/LnDFS/lSvhwEamKBUs1WqXicFj3o9TTuEtiV/oZR7ttfDAAlj02+05ObvK/lKpGBpKBDVej1RSKMglDbYjViAzXy5UsYkKVjhbktJEYgCBCJ4q/6gVLNJChxU+Oe+E9pmHL9P8mco/doLlH7VuQ2B6KiHgSgchG76qtJm3SAnKwlWNCElNA9CLfzusSoQhX4/Zo+W8qfJSS/ycBagkWQOQt0mSxmDOFAxUgrPXGLJ8Un+fpKvjxTcJ9Vvl7eByJF8faW0IQQhJB9fQRIHol2hQNSfQIT4qj8YWiF0QJE/BLSyjUQC0ecvUPqsc1W35HXVLVmZ2EDkOFJuvjLm/JPSrpotJzsncZ8baIOpPyodeU068oZaDULRPA1EjYPQ2XLSuyfwcwNtMEGpZptUvZYgBPd76bPo+8l92yqescSD43OfEPr6ehCIwiuECEI4RUQC0RF3W0qKQFQvBbY2WkFEIEKMdSAIRXN8PikrQ+nXXaj0WZ9S3XOvuyuIqk/EbdxIELrpn5Q2iyAEe0SCUMUb7hPazvxuSWggCgehUaEVQgQhWCIShNZJwSqvp2mHcBAqkLpNIQgh5fFMJZ4SGogaB6HBksOyfJxifIWNAtE2yRwWgQgpp/5QaJexjgehaJEVRNdfGFpBtDL2gchxpG55Sp/zT0qfdQNBCNZwg9DrUsXqzgehaHENROEgNFLKP4cgBHskdRCaLGUMJggBIgwlRlwDUeiHm69PaIUQQQinOF+hlDE5yQPRAMnhlS7QAfWHQiuE9qurQSia4/NJ2ZkNgei511X355VdC0ThIHTTV90glNMtJrMCXdUQhN6QTEBx+d0R00DUOAhNk5PeI1ZTAl2TdEEoxJ8fWiE0mCCUCI5j1/fZplksQxhKpCaBaK/7MtedDkQEIaS4FgOR7RoHoiGhFUQEIrQhjkEoWiQQfeEipV/9qc4FIseRuuUq/cavKv3qGwlCsIYJVEuHwyuE4hSEojUJRNmSryM/78NBaERohRBBCJYwQalme+gYQskUhAoIQkAbCENecHzuigFfv04EIoIQ0EQkEB0OHYMoWQLRlqhdzAhEaKT+kFTzvhQoV7yDULRmgeh/X3MD0bGaNq4UCkI3fEXp19woJyc3IbMCJ+NJEIoWrJdqq9oZiAhCsFRSB6HJUsYQghDQBsKQlyKBqPEuZnWtXVgEIaANvqJGgWibZI54PVE71BGI0FTgE+nEe54EoWiRQDT7YqVffZ4biP4vKhA5jpTTTek3fkXp19xEEII13CC0UqpY5V0QitZmIGochKbJSe/p1ZRAUyYo1ewIBaFKr6dpP3+BlDNZyiQIecrxuSdb2DSLZQhDNnD8bQSicBAqCQUhDtwJtMlXJGVMSd5AlDZc8vfzeiAkWvCYdHytFUEomuPzSTmZSr/hYqVfc55qf7tc9UtWukHohtuU/rk5BCFYwxgjffJ395XGbAlC0RoHovRu7pNWghBsVLtPqno9uYKQL99dIZQ5lCAEdABhyCZNAtFeKfCx5BQQhIDOaByI6jYqfq8IGEt1Uv0H7spA/qKRWmq3haKQZOUTWTUEosxbPy2n71Slf+ZGOd0IQrBM7X7p8D+8nqJ9gvXuk9je18hJ7+X1NEBzR1cnURTySXkXhFYI8RgK6CjCkI0cv+Qf6J4AdI2vSPJ1l4JlXk8CtCEo+19dr0HGdXMkH3+wgI2CXg/QAT4peyRRCBZLou3J103KGub1FIjGq5IlDXIqAAAAAABAiiIMAQAAAAAApCh2JQMAAAAAALHlc9yTLWyaxTKsGAIAAAAAAEhRhCEAAAAAAIAUxa5kAAAAAAAgthyfe7KFTbNYhu8MAAAAAABAiiIMAQAAAAAApCh2JQMAAAAAALHlOO7JFjbNYhlWDAEAAAAAAKQowhAAAAAAAECKYlcyAAAAAAAQW+xKljRYMQQAAAAAAJCiCEMAAAAAAAApil3JAAAAAABAbDmO5Fi0FoVdyVpl0b0EAAAAAACARCIMAQAAAAAApCh2JQMAAAAAALHlc9yTLWyaxTKsGAJwyjOmXsbrIYBTiDFsUUBMmIDXEwCnCH4vAV1BGAJwyjL1R2UOLpUq35GMSYIns47chZz8NSPlOFlKhge1JhiUCQak1ffJ7F+XBNsUUo4vW+7P0GR4iBuUyv4mU75MJlDj9TBAc5HtKQn4jKQdkk54PQmQlNiVDMApxwSqpcOvSxWr3b/GOo4UOCHlD5RRmhzrXpHAkWQkXy/JP4xXTEhFGadJTppU875k7HuCaExQjuOTPtkr7VgvVR+RVi+QikbIjJoj9Zpg4XaFVOSkF8r0+7L0ycvS8R1yA1HQ67GaCwalmuNSfa20b4lU/jeZ4hlSz/Pk+DO9ng5w5V8iHXtHOv6+3D9e2PjHAEfK7inlFEv6JHTqLqmPpCxPJ4NCr0pm0eMDm2axDGEIwCmjWRAKP4AxRqraIx3dJ+X2lckfJDl+C57INg5CQyVfrsfzwDOOT8oYJqUPlup2SDUfWBGIIkHo0D6ZneulqkNNL3Bkq7T6X6WikTKjbiIQwQpO9iCp360yx3dKh16WTuxU5Oet1xoHocYCx6R9z0nlL7mBqNf5cnwZ3swIhPmypdyzpZxx0rF3LQtEoSCUXSz506M+RiACOoowBCDptRqEml+wUSDqJ5M/0KNARBBCKxy/lDFcSh/iaSBqWCG0T2ZHC0EocsHQSowjWxoFojlSr/EEInjOyR4s9f+yzPEd0qHl3gaiYFCqPS7V1bZ9uUgg+ptMSWgFEYEIXvPluIEoe5x03OtA1FYQikYgAtqLMAQgablBaKVUsartINT8ilLVbuno3gQHIoIQ2smjQNQ0CG2Qqg6284qNA9G9UtEomdE3ST0JRPCekz2kUSB6WTqxSwkLRO0NQtEC1dLe/5XKXpIpuVzq+SkCEbznbxyI3pGOf6DEBaJwEOot+Tu6LRCIPOP43JMtbJrFMnxnACQdEzgmc+hv0s6HpCOvSaZenXpQEg5E+1ZLFTtkgvVxOphu6Imxr5eUfraUPo4ohPYJB6LcT0uZ4yUnPk8MTTAUdj4plVn7vPTuy+2PQk1vyH175CNp1b3Sa9+ROfAOB6mGFZzsIXL63yb1/ZKUNTB8buw/kTFuEDpRLVVXdDwKNRaolvb+Sdp0r8z+v8sEu3BbQKz4c6TcaVL366XsMXKfUsbxjwBZPaXuY6Tc/p2IQo19Iuk9uQep9n53bdhv8ODBchyn2en2229v8fKLFy9udtmsrOQIkawYApA0TOCYdGSldGRV52NQyzccpxVEob9IOz2ltGHEIHSe45cyT5Myhkq126XaDyTT9SeIJhiU4/NJR0rdXcYqOxGDWr5h9+2RzdKqf5G6j5YZNUdOr3GxuX2gC5ycoVLOUJlj292DVJ/YrZisIDLGPXVmhdDJhANRZAXRuawggvf83dxAFFlB9KFiuoIoK3RQ6S7FoJaEVxD1kLuCiAO+o2Vvv/22AoFA5P1Nmzbp0ksv1XXXXdfqdfLz87V58+bI+8mycpowBMB6cQtCzT9RQyDK6y+TN6CTgahxEBoq+fLiMS1SUYwCUUMQKgsFoQNxGFYNgejwZmnV92S6j5FG3ySnJ4EI3nNyhspk3+a+ellXAlE8g1C0wFFp7x+lsqUEItjD303KPUfKHu++itmJD0If6OTjtbgFoWiHQicCUdwk+auS9erVq8n7P/rRjzRs2DBdcMEFbXwKRyUlJZ0az0uEIQDWcoPQKjcKxTMINf/EUuUuqerjDgYighASJBKIhoQC0YftCkSRYwjFOwg1+8ThQPShtPJ7Mt1PDwWisYn5/EArHMdxVw9l3yYdD68g2qN2BaJEBqFo4UBUvlSmOHwMopMdiBeIM383Ke8cKaeTgShhQSgagSjVVFZWNnk/MzNTmZlt3++1tbX6zW9+o/nz57f5nODo0aMaNGiQgsGgJk2apB/+8Ic6/fTTYzJ3PDkmxXb8r6ysVEFBgSoqKpSfn+/1OABaYALHQyuEEhyEWuP4pbz+UquBKByEehGE4A1T7waimg8lNX+CGg5C5pN9UiKDUGscnxuLepwhjbpJTs8zvJ0HCDHGuIHo0DKp5mO1GIi8DEKtScuTSi6XepxLIII9AtXtC0RZPaScEg+CUGviE4hS6Xlo+Gs9suwm5Xez5X6VKqtrVXjpb5qdv3DhQt13331tXvf3v/+9brjhBu3evVt9+/Zt8TKrV6/Wli1bNG7cOFVUVOihhx7Sq6++qvfee0/9+/ePxZcQN4QhAFYxVRuk/X+2IwhFc9KkvH6RQCQ57orUyDGECELwWKNAZFQrGSPHcdwgtHODVLHf6wmbCgeinuOkqQvkpCXHARpx6nMD0Tb3VcxqPg6faV8QipaWJw35spzc4V5PAjQIHA0Fog9DZ4Qe31kXhKKVSOoXs1tLpeehkTC0fI59YeiSX2vPnj1N7oP2rBiaMWOGMjIy9Je//KXdn6+urk6jR4/W7Nmz9eCDD3Z67kRgVzIAdjmySjJ1Xk/RMlMf2sVsrxuI0vOkgk9LvlP7lzuSiJMmZY5wj0FU9rx09COZvR/aF4TCwruYHXzXfSUzjj0ES7i7mA2XyR4mVX8g7VksBeqlOstfyaj+qHToDYkwBJv4c6W8c0O7mL0mqcajXcY6qkyxDEOwR35+fofi3K5du/Tyyy/rf//3fzv0edLT0zVx4kRt3bq1oyMmHC9XDwAdFQ5ER3YQhWAnJ006kS69/5q9UQhIAo7jSNlD3Zeetz0KSYrrS4YDXeXPlfJGuCuvrY9CQIOnn35avXv31syZMzt0vUAgoI0bN6pPnz5xmix2WDEEAAAAAABizOfuNm6Njs8SDAb19NNP6+abb1ZaWtN8MnfuXPXr10+LFi2SJD3wwAM6++yzNXz4cB05ckQ/+clPtGvXLn35y1+OyfTxRBgCAAAAAACI8vLLL2v37t360pe+1Oxju3fvls/XEJsOHz6s2267TWVlZSoqKtLkyZO1atUqjRkzJpEjdwphCAAAAAAAIMpll12m1l6va8WKFU3ef/TRR/Xoo48mYKrYIwwBAAAAAIDYchz3ZAubZrGMTTv8AQAAAAAAIIEIQwAAAAAAACmKXckAAAAAAEBssStZ0mDFEAAAAAAAQIoiDAEAAAAAAKQodiUDAAAAAACxxa5kSYMVQwAAAAAAACmKMAQAAAAAAJCi2JUMAAAAAADEls/nnmxh0yyW4TsDAAAAAACQoghDAAAAAAAAKYpdyQAAAAAAQGzxqmRJgxVDAAAAAAAAKYowBAAAAAAAkKIIQynFSKqQdNzrQYDkl5YjZRZIxng9CdCKWqmguySWTQNdYoJSXh8pLcvrSYCkZ2oOydQckeHxU2oI70pm0wkt4hhDKcFIOixpn6Sa0HmFkvpKyvZoJqAVGcVSzT65T2YtfNCQliMVDJaye8lxHKl2lZQ2TPIV88sGVjD1R6TKN6T0bdLwsVJtjbRvp3SoTFZuU47PPeWUeD0J0JQJSMG9UmCHnAFny5ig9MkO6dBHUv0Jr6drgU9SUMru4/UgQDOmZo9U8bpUu9c9IyNfJn+onKwibwdrEzEYqYMwdEozko5I2quGIBR2JHQqFIEIVul9tZQzXPpkuVT3iawJRGk5Uv4gKae3JLlRSJJ0XKrfJDnbJf9QAhE8Y+or3CB0bFPTD6RnSINHSn0HS/t2SIfKZcU25fgkOdKgy6UR18rJ7uX1RIDLBKTgPql+u6S6yJo7x/HJdB8idR8ifbJdOrTFkkAUCkI5A6W+V0q5I70eCIgwNR+HgtDHarKCtbZSOrhBJqNAKhgiJ9OmQOSX1EcSv5eQOghDp6RwENon6WQPWI6ETkVyfwASiOAtx/FJeeNlcsdKRzdKh5ZL9R4GolaDUBRzrFEgGib5ehOIkBDNg1DUdhL+d5ieIQ0eFQpEO70LRE5oL/ZBl0sjriMIwR6RILRDUm2LF3FC/35N96FS0VDp8PbQCqLoP8AlQuj3Ys5Aqc+VUt7I1n9HAQnWchBq4XdObaV0IByIhsrJLEzglNEaByGOuBITjtPwe98G/IxsFWHolNKRIBTtcOhEIIIdmgaid0OB6LASFojSsqX8wScPQtHMMal+o+TkEIgQV24QelM6tjF8TttXiASiTG8CUfiB4cAZbhAKbVuA50zQ3WWsjSAUzXF8khMOREOkwzsSGIiig9AoghCsYWr2hoLQHrUZhBqu4b6prZAOrPcoEPkllcgNQv4Efl7AHoShU0JXglC0xoGor9i3Fl5zA9EEmdxxiQlEnQ1C0QhEiBNTXxlaIdTOIBQtOhD1GSyV7oxfIIoEocukEZ8nCMEeJthol7H2BaFoLQaigx9JgXgEoka7jBGEYJmOB6FWRAJRYWgXs8LYDdkMQQgIIwwltVgGoWgEItilIRCNlarelT75eygQxUhadmiXseLQ54vRg+1IIOoWOgYRgQidY+orpao3pep3w+d07QbD/w4zGgWifTukT/Z3/balRkHoUmnE9QQh2CMGQShaQyAaFgpE26WDW2IUiMIHle7vHkMobzRBCNYwNfukytelmt3qUhCKFtdARBBKGJ/jnmxh0yyWIQwlpfDLzu9V7INQtHAg6i53FzMCEbzlOH4pf6JM3rhQIFou1R/p/A3GKwhFM9WNAtEwydeLQIR2iXkQitY4EA0ZLfUd0rVA1CQIfV5OaNsCPBeHIBTNcRzJ8YcC0dAuBqLQytjs/lLfz0h5YwhCsEbcglDDZ3DfNAlEQ+VkFnThNglCQGsIQ0klkUEo2iehE4EIduhyIEpUEIpmqqX6dwlEOClTX9UoCBnF/ThAzQLRYPcYRO0NRAQh2CoBQSha0xVEQ0OvYvaRFGjP528UhPpcKeUThGAPNwitlGp2KT5BqNlndN/UVkgH1slkFkr5HQ1EBCHgZAhDSSEchPZJOu7xLAQi2KVpIHontIvZkdav4FUQikYgQitMoMo9qHSiglC0SCDKigpE5a1cPhSEBkx3g1C3kkRMCZycCUrB0lAQ8uJVwxoFoh7Dpe5DpU+2uS9z32IgahyEPiPln04QgjVMTWlohVCiglCzCdw3NeFAVCTlDzlJICIIec5x7Hp8a9MsliEMWc2mIBSNQAS7uIFokkze+FAgWi7VVzRcwJ8lFQySckpCl7fkFwOBCCFuEHpLqn5HngShaNGBqM9gqTS8i5ncIGSMNOAS9xhCBCHYwoIgFC2yi1mP06Tuw6ICUTgI9QutECIIwR6mtlSqWCnV7JQ3QajZRO6bmiNtBCK/pGJJvUUQAtqHMGQtI2mLpCqvBzmJcCAaJKmnx7MA0YFog7uCKCNL6j4q9HFLH2xHAlGhlD6ZOJRizPFt0qE/y4ogFC38bzEzSxoyRioeKH24jiAEO5l6qfZN2fcHNVezQLRrpaSsUBA6w97fUUhJ5sgK6ega2RGEokUFom795BSNkrtCiCAEdBRhyGq2R6HGKkUYgk3cQDRZJm+CdHylpNrkaC3miNwHO8kwLGKmZo+sjEKNhTegnFzpokfk5A33dh6gJea4bI1CjTmOIyO/1P/TUrepBCHY6cS20P9Y/LspPNuJCknjRBCyjONr2OXcBjbNYhm+MwBOaY7jl5PePTmiEFJcEv0jzeal54GuchxHTlYxUQiICb+IQkDnEYYAAAAAAABSFLuSAQAAAACA2OJVyZIGK4YAAAAAAABSFGEIAAAAAAAgRbErGQAAAAAAiC12JUsarBgCAAAAAABIUYQhAAAAAACAFMWuZAAAAAAAILZ8PvdkC5tmsQzfGQAAAAAAgBRFGAIAAAAAAEhR7EoGAAAAAABizAmdbGHTLHZhxRAAAAAAAECKIgwBAAAAAACkKHYlAwAAAAAAseU47skWNs1iGVYMAQAAAAAApCjCEAAAAAAAQIpiVzIAAAAAABBjPsmxaS2KTbPYhe8MAAAAAABAiiIMATi1maAUPOr1FEA7GK8HaL+yPV5PACQ9Y4xM7X4ZE/R6FCD5BWtkgie8ngJIWlaEoZ/97GcaPHiwsrKyNHXqVL311lutXvbJJ5/Ueeedp6KiIhUVFWn69OltXj655Xs9QAck06xICSYo1W6Xjr4o1ZVLxrgn2zndJfGKCSkna5DcX8n23vcm6G4/Zs8hBeffoMCj35XZt9PboYBoTrakbK+nOCljjGQC0sFXpD0/lTn6HoEI9sk6LfQ/9v5uijAnpNJfyFSsJBBZxbHwhJZ4HoZ+97vfaf78+Vq4cKHWrVun8ePHa8aMGdq/f3+Ll1+xYoVmz56tf/zjH1q9erUGDBigyy67THv37k3w5PHmSBoeOuV4PEtbekg6Q1JPrwcBXI2D0Il17gOFYJ1UWyUFa+0NRE6elDZBSp/IS2mmICdriNTnK1LuJNkWiMJBSAcrFXx6hcxDf5HqA9LKpQrecaUCj91NIII9nDQpY5qUNkZSltfTNGOMkQkGpMrdUulqqbZSqj0glf02FIjed6MRYAGn8Hyp9xwpa0j4HE/nOSlTJ1W94QaiylUEIqADHOPxb5+pU6fqzDPP1E9/+lNJUjAY1IABA3THHXfo7rvvPun1A4GAioqK9NOf/lRz58496eUrKytVUFCgiooK5ecnyyoXI6lS0l5Jxz2eJayHpD6SMr0eBHCZoFS3U6p5341BrfJJaZmSL8N91+sI4+RJ/mGSr4f3s8AKJlAtVb0lHV0v9+e/N7+mTdDI8Tky+ytlXlgnbdjZ8ig+v7v9nf8Z+a77Jzl9ByV6VKBlJigFy6T67ZK8fYLorhAKSkc/lqr2SMH6Fi7lSDJSRrHU/RKp22g5/F6AJUxtmVS5SjqxXZF/q1ZzJCddypsi5U6W4/P+OUtyPg/tnPDXemTdt5Sf5/33PqyyqkaFkx5Kifugozx9VbLa2lqtXbtW99xzT+Q8n8+n6dOna/Xq1e26jWPHjqmurk7du3dv8eM1NTWqqamJvF9ZWdm1oT3hSCqQu7uW14GIIATLmKBUtysUhNqzXQSl+uOSarwNRE5uKAj1JAihCcffTSq8SCbvzFAg2qBEBqJwENLBKgVfWCdt2NX2KrtgwH372osKvvqCdEEoEPUZmJB5gVY5PsnfV/KVeBaImgahj90VrK1f2n1Tu18qe0bKKJbpPl3qNopABM85GSVSz2uSKBAZydS6s1atcX+n5k6yIhClFMex63GuTbNYxtMwdPDgQQUCARUXFzc5v7i4WB9++GG7buO73/2u+vbtq+nTp7f48UWLFun+++/v8qx28DIQEYRgmQ4HoWgeBSKCENrJ8edKhRfL5J2VkEAUCUKHqhR8Yb20fmfHdrsMB6JXX1DwleelC6+U79qvEojgvSaBqDQUiGpOerWu6FgQanZt903tfqnsf9xA1GO6lEMggveaBqKV0okdsjsQqVEgeptABLTC0zDUVT/60Y/07LPPasWKFcrKank/8nvuuUfz58+PvF9ZWakBAwYkasQ4aRyIKiTtU/wCUXe5Qci+/fSRorochKIlKBARhNBJ8Q5Exhj3yWZng1C0cCB65XkFV/zFDUTXfVVOCYEIHnN8kr+f5OsTt0DUEIT2hnYZ60gQanZr7pva/VLp/0gZJaFANJJABM+5gehzMrWlUsUqqcb2QGQIREAbPA1DPXv2lN/vV3l5eZPzy8vLVVJS0uZ1H3roIf3oRz/Syy+/rHHjxrV6uczMTGVmnqobvCOpUG4kinUgIgjBMjEPQtHiFIicbqEg1IsghC5pCEThXczeUVcCUSQIHaxS8MX10rqdsT0we3Qguuiz7gqikmT/4wySXhwCkXvIzqBUFYsg1OzW3Te15VLpbwhEsIqT0UfqFQ5EK6WanUqOQLQyFIjOknInEojixfG5J1vYNItlPA1DGRkZmjx5spYvX65Zs2ZJcg8+vXz5cs2bN6/V6/34xz/WD37wA7300kuaMmVKgqa1WSwDEUEIljFBqW63VPNenIJQtBgFIoIQ4sTx50mFl7gPZivfkqo7FogaVggddYPQ2h3xfaW+cCBa8RcF//F/0kVXuSuIivvH73MC7RGDQBTfINTss7lvIoGoTygQjSAQwXNuILpWpqZUqnxdqtkluwORQoHodanqrVAgmiQn/LgPSDGe70o2f/583XzzzZoyZYrOOussPfbYY6qurtYtt9wiSZo7d6769eunRYsWSZL+7d/+TQsWLNAzzzyjwYMHq6ysTJKUm5ur3Nxcz74OO3QlEBGEYJlIEHpfMsc8GKBxIMqSfOnu2Sd78E0QQoI4/jypKBSIqt6Uqt9VW4GoWRBat0MKJvABeyQQ/Z+CK/4sXTRLvmu/QiCC95oFom2Satu8SmKDULPP7r6pLZNKf00gglWczD5Sr+tkava5q3KSLhBNDa0gIhAhtXgehq6//nodOHBACxYsUFlZmSZMmKClS5dGDki9e/du+XwNS75+/vOfq7a2Vtdee22T21m4cKHuu+++RI5usehAtFetvwoHQQiW8TwIRQtK9cdCTxzaCEQEIXjEScuTiqY3HIMoKhA1CUJ/Da0QSmQQihYORP/4s4L/WCJdfLUbiHr3824mQIoKRPtCK4iaBiI3CBn3gNIJD0LRogJRZl/3VcxyTiMQwXNOZt8kDUSvNVpBRCDqOid0soVNs9jFMSae68ftU1lZqYKCAlVUVCg/P9/rcRLEqHkgKpLUVwQhWOfYW1L9bq+naF3jQOQ4BCFYx9RXuiuIjr4jOZI5dFTmxfXS2u3eBqHW+PySz5Hvpy8Qh2AXE5SC+2Tqt8tRrYwJrxDa7XEQak3oSXePGXKKzvN6GKAJNxC9LtVY/BgvWlp3OSVfitnNpdLz0PDXemTD3crPs+f4TZVVNSqc8KOUuA86yvMVQ0iExiuIqiRliCAEawWrvJ6gbabRCiInU+p2CUEIVnHS8qWiSxVcWy7zj99Im/faGYTCggEpKGn/XokwBJs4PsnfX1IPmdInpNoqKdj2LmbeMpJ8Uu0BrwcBmnFXEH1eZv+zUu3HXo/TPvWHvZ4ASBjCUEpx5L7EPYAuM0FJQaIQ7FWXJn24N74HlgZSgeOTThzyegrg1ODjj9MpxZFdj5UtGsU2vF4bAAAAAABAiiIMAQAAAAAApCh2JQMAAAAAADHmk11rUWyaxS58ZwAAAAAAAFIUYQgAAAAAACBFsSsZAAAAAACILcex7FXJLJrFMqwYAgAAAAAASFGEIQAAAAAAgBTFrmQAAAAAACC22JUsabBiCAAAAAAAIEURhgAAAAAAAFIUu5IBAAAAAIAYc0InW9g0i11YMQQAAAAAAJCiCEMAAAAAAAApil3JAAAAAABAbDk+92QLm2axDN8ZAAAAAACAFEUYAgAAAAAASFHsSgYAAAAAAGLLcdyTLWyaxTKsGEop1ZK2S9orqd7jWYBk5kj+LMmfLgUrvB4GaMYEa6VelXK+eIF0WonX4wBJzEiqkkqmSgXDkuD4FMbrAQAASYgVQymhWtI+SZWNziuXVBw68c8AFskcIR1fKzvjpSP5M92T5P7Voe5tyekupQ2TfAXejoeUZ4K10tH1UtWbckpqZXoPkm/iYJlt5TIvrJe2lnk9YlM+vxQMSBPOkUaM93oaoBEj93HTXjm+4zLd+kjd+khFI6XDm6XKHZIJej1kc/5cKX+K11MArcudINXulYLHvZ6kDY57yj/b60GAhLH9zx7okmpJWyR9qKZRSHIf8JRJelesIIJV0gdIeTOlzNNlT7QMrRDKyHejUPSyWHPYDUS161lBBE+YYK1M5ZtS6S+kytckUytJcnyhf6dDesv39cvl3HmFNLzYw0lDfH737RlnybfoN/Iv+KWcjExvZwIkuY+PKuQ+dtoqyX3y6jiOHMeR/BlSz7HSoMulgqH2rCDy50m9PisN/qac7IFeTwO0yskaLPX5ilRwkeTL8nqcKI4kn9RtvFTyZTn553g90CnAsfDUfvfdd1/k53/4NGrUqDav84c//EGjRo1SVlaWxo4dqxdffLFDn9MrtjzrQkwdk7tCqD1PUMOBaL+k3mIFEazgpEuZo6WM4VLtFqnmI3kTL1tYIdSi0NJ984lUd0hyeoRWEOUnZEqkroYVQm9JpqbVyzUNRFe4K4ieXydtK0/QpCHhFUJnnCnfF26XM2piYj8/0KrwCqF9ch9HtcwJ/R4w/gyp5zipaJR0+EOpcqc3K4j8eVL3i6T8SXIcHr8hOThOupQ3WabbOKn6HanqDSl4wsuJ3Dfdxkl5U+Wk8fgNDU4//XS9/PLLkffT0lr/Wbtq1SrNnj1bixYt0mc+8xk988wzmjVrltatW6czzjgjEeN2Gr9BTikdCULRgiIQwTpOupQ5JhSItiYwELU3CEWLDkQ9pbShBCLEnAnWStUbpMo32wxC0ZoEojuvkNla5gai7fvjM2hYOAidPsUNQqMnxffzAe3WviAUrXkgCu9itjMxgcifGwpCkwlCSFqOL13KmyLTbbxHgYgghJNLS0tTSUn7jtf4+OOP6/LLL9e3v/1tSdKDDz6oZcuW6ac//ameeOKJeI7ZZfwmOSV0JQhFIxDBQk5GggJRZ4NQtHAgOiTVHSQQIWY6G4SiNQlEd31aZkuZzAtxCEThIDRmsnyz5xGEYJHQQaW1Vx0JQtEaAlFmo0D0oVS5Kz6BiCCEU1BDIAqtIKp8UzLxDESh34E5Y6X8qXLSOEZk3Dg+e3a5lSKzVFY2PcxKZmamMjNb3qV9y5Yt6tu3r7KysjRt2jQtWrRIAwe2vMvu6tWrNX/+/CbnzZgxQ0uWLOn67HHGb5SkFssgFK1xICqWG4n45wKPNQ5ENVuk2o8kBWJxwzEKQtEIRIgNNwjF/sGy4w89WBsaCkQflboHqd7RxUAUDkKjJ8l3wx0EIVgkHIT2yT0WY2w0DUTj3V3MPgkFIsUgEBGEkAIcX4aUd2bDCqKYByKCEFwDBgxo8v7ChQt13333Nbvc1KlTtXjxYo0cOVKlpaW6//77dd5552nTpk3Ky8trdvmysjIVFzc9lmNxcbHKyix78Y8W8JslKR2TVCrpSAI+VzD0ucKvYkYgggWcDCnrdCnztC4GotCBRP2hgx/GLAhFaykQDZN8zX+hAI2ZYJ27Qqjqzbgur48EouHF8n2jC4EoEoQmyjf7DjljJsd+WKBT4hOEojUJRL3GS927GIj83aSiUBDypcd2WMBSTQPRhi6vkm0IQmdI+WcThKA9e/YoP7/hD7WtrRa64oorIv8/btw4TZ06VYMGDdLvf/973XrrrXGfM5F4hp9UEhmEohGIYKGuBCJ/ZgKCUDQCEdrHDUKJP96C44sKRJtLZV5cJ+040PYVw0Fo1AQ3CJ3Oy2XDFokJQtG6HIgIQkAoEJ0l021CJwMRQchrkVd0tER4lvz8/CZhqL0KCws1YsQIbd26tcWPl5SUqLy86Qt7lJeXt/sYRV7imX1SOC73Ac0Rj+eQmgeiYkl+TycCmgaij9xXMmstEHkShKJFB6JeoV3MCESpzqsgFK1pIJops3mfu4JoZ1QgCgehkRPku2GenNPPTPywQIu8CULRWg5EH4QCkWl+BX83qehCKX8KQQgIaRKI2vFKnA1B6PRQECpMwJRIBUePHtW2bds0Z86cFj8+bdo0LV++XHfddVfkvGXLlmnatGkJmrDzCENWsykIRSMQwUJOhpR1hpQ5onkgsiIIRQsHooNS3YFQIBom+XK9HQsJZ0y9dDQchI57PU5Ewy5mJfLNnynz4T73INV7DoeC0Hj3oNJnnOXtoEAT4YNKexeEojUNRBOiVhAZghDQDo4vQ8qfKpM7sZVARBBCbH3rW9/SlVdeqUGDBmnfvn1auHCh/H6/Zs+eLUmaO3eu+vXrp0WLFkmS7rzzTl1wwQV6+OGHNXPmTD377LNas2aNfvnLX3r5ZbQLYchaRtJmxebAuvEUDkT1klo+OjuQcOFAlHGaG4cCuyV/ukVBKFrjQPSJlHGhxbMiLqrWSpWveT1FqyKBaESJnOFXyPzXB/J97p8JQrBQraSPvB6iVQ2BKEtO74kyToaUPlzKP5MgBLRT80D0pmTqCEJWchQJdlbo2Cwff/yxZs+erUOHDqlXr1761Kc+pTfeeEO9evWSJO3evVs+X8Orrp1zzjl65plndO+99+p73/ueTjvtNC1ZskRnnHFGTL+KeHCMMS2sYz11VVZWqqCgQBUVFZ3arzBxjKR1Xg/RAUWShno9BNCyunelYIxfhjueMi6266U9EXfmyArp6DrF5NWLEqH4NjnpHKsBNjom6QOvh2gXYySZEjm+fl6PAiQ1E6yVTJ0cfzevR2lT8jwP7brI1/rBD5Sfl+X1OBGVVSdUMPpfUuI+6ChWDAFIAUQWIKZY0QZ0meOIPwIAMeD4MiRleD0GkNQIQwAAAAAAILYcn10B3KZZLMN3BgAAAAAAIEURhgAAAAAAAFIUu5IBAAAAAIAYS+5XJUslrBgCAAAAAABIUYQhAAAAAACAFMWuZAAAAAAAILYcxz3ZwqZZLMOKIQAAAAAAgBRFGAIAAAAAAEhR7EoGAAAAAABiy3Ekx6K1KOxK1iqL7iUAAAAAAAAkEmEIAAAAAAAgRbErGQAAAAAAiDEndLKFTbPYhRVDAAAAAAAAKYowBAAAAAAAkKLYlQwAAAAAAMSW49j1SmA2zWIZVgwBAAAAAACkKMIQAAAAAABAimJXMhuZgBTYI/mNJCdJDp6eFEMi1Rgj1e2T6j6W/H6Wj8Jejk+S8XqK9gvskfwjJCfd60mAKMnzc94YI5W9JuWeJSdvsNfjAEnqqKR9kuoklUjqrmT6OXDKc3yhxziWsGkWyxCGbGICUuBjKbBTUp1kMqS0bMmEXubP2p9xuZL6eD0E0CAchKrXSPUHJF+6lNVDSstyP2ZtIEqX0k7jl1Yqyp0o1R2STmyT+8Pe0kjk+KScPnJUKtXul/wD3ROBCNbIktRXUpmkoMeztMwEg+7voQObpe0rpLo/y/SYLA35nJzcQV6PBySJcBCqanTeztB5fUUgAjqGMGSD6CAUFqyVamslX2boCa1tgShX7g/ePK8HAVyRILRWqt+vyMYSrJOOlUn+TCmzyMJAlC6lDZF8/STH7/Uw8IDjz5N6Xi1TWy5VrpRObJdVgcjxSTnFUlZPOb7wv9GAFNghBXZL/kGhQMTDCnjNkfvHql6S9ksqly2ByJigJEc6uEXauVo69knDBw+tlw6tlek5RRr8OTm5Az2bE7BbtaS9ahqEGqsVgQjoOB7BeckEpMBe94F14yAULVgj1dZYFIi6SeonghCsYYxUVxpaIdQoCEU/qQ7UWBaI0iX/EMlPEILLySiWel4jU1smVa7yPhA5Pim7WMpuHISiBaTAdimwi0AEi6TJfVLYW24c2i+vAlEkCB3YIu18Qzp2qIVLhWY7uE46uIZABDRTLTf2VLbz8uFAVCo3FhOIvBF63moNm2axC4/cvNDeIBTN80BEEIKFasMrhMrVahCK5nkgIgihbU5GSaNAtFI6sUMJDUSOT8ruLWX3aiMIRSMQwUZpch+7FMsNROVK1HZkgkE5Pp90YKu0a7VU3VIQihYKRIcIRICro0EoWo0aAlFfSUUiDgDN8YgtkTobhKKFA5E/U/InIhCFg1Cu+EEKa3QmCEWLBKIsKbMwAYGIIISOcQPR59xAVLFSqolzIOpUEIpGIIKNEheIIkHo4FaZdgehZjfivo0EojNDgWhAbIcFrNXVIBStRtIONexiRiACGuORWiLEKghFC9S4p7gFom5qOIYQPzhhidpS6dhaqa5MnQ5C0QIn4hyI0iX/YMnfnyCETnEySqRen5OpLQ0Fop2KaSCKSRCK1jgQDZb8AwhEsED8AlEkCB3aKrPzDan6YCxu1H17cK108G2Znme5B6nu1r/rtw1YKdZBKBqBKKEcx6JjesquWSzDI7R4MgEpuFeqj3EQihbzQEQQgoXiEYSixTwQEYQQW05GH6nXtbELRHEJQtECUmCb+wILBCJYI3aBqCEIbZPZuTo2QaiZcCBaIx18S6bXWe4KIgIRThnxDkLRCERAYzwyiwcTkIL7pPrtimsQitb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+ "text/plain": [
+ "| \n", + " | User LLM assessment-lexical similarity Pearson | \n", + "User LLM assessment-lexical similarity Spearman | \n", + "User LLM assessment-lexical similarity Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.073253 | \n", + "0.054587 | \n", + "0.041318 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_llm_assessment, semantic_sim, 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, semantic_sim, 1))(np.unique(user_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"semantic_similarities\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "id": "b90531b7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-semantic similarity Pearson \\\n",
+ "Results 0.071371 \n",
+ "\n",
+ " User LLM assessment-semantic similarity Spearman \\\n",
+ "Results 0.057566 \n",
+ "\n",
+ " User LLM assessment-semantic similarity Kendall Tau \n",
+ "Results 0.043801 "
+ ]
+ },
+ "execution_count": 68,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(user_llm_assessment, semantic_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_llm_assessment, semantic_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, semantic_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-semantic similarity Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-semantic similarity Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-semantic similarity Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4f9c72a6",
+ "metadata": {},
+ "source": [
+ "# fra user llm assessment alt-text e similarità semantica-bertscore altext utente e llm "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "97069e5c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "bert_sim=df[\"bert_score_similarity\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "id": "b5316798",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "| \n", + " | User LLM assessment-semantic similarity Pearson | \n", + "User LLM assessment-semantic similarity Spearman | \n", + "User LLM assessment-semantic similarity Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.071371 | \n", + "0.057566 | \n", + "0.043801 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_llm_assessment, bert_sim, 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, bert_sim, 1))(np.unique(user_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"bert_score_similarities\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "id": "60f50153",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-BERT score similarity Pearson \\\n",
+ "Results 0.058221 \n",
+ "\n",
+ " User LLM assessment-BERT score similarity Spearman \\\n",
+ "Results 0.015786 \n",
+ "\n",
+ " User LLM assessment-BERT score similarity Kendall Tau \n",
+ "Results 0.013335 "
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(user_llm_assessment, bert_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_llm_assessment, bert_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, bert_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-BERT score similarity Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-BERT score similarity Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-BERT score similarity Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5d930e0b",
+ "metadata": {},
+ "source": [
+ "## medio le tre similarità"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "id": "51be835d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ " 0.2760249798308155,\n",
+ " 0.926664370133286,\n",
+ " 0.47141808447020334,\n",
+ " 0.9999999800984517])"
+ ]
+ },
+ "execution_count": 72,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "weighted_similarities = np.mean([\n",
+ " lexical_sim,\n",
+ " semantic_sim, \n",
+ " bert_sim\n",
+ "], axis=0).tolist()\n",
+ "len(weighted_similarities),weighted_similarities"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "id": "f25c8206",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "| \n", + " | User LLM assessment-BERT score similarity Pearson | \n", + "User LLM assessment-BERT score similarity Spearman | \n", + "User LLM assessment-BERT score similarity Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.058221 | \n", + "0.015786 | \n", + "0.013335 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_llm_assessment, weighted_similarities, 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, weighted_similarities, 1))(np.unique(user_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"weighted_similarities\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "id": "402d9ee1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-weighted similarities Pearson \\\n",
+ "Results 0.071371 \n",
+ "\n",
+ " User LLM assessment-weighted similarities Spearman \\\n",
+ "Results 0.038575 \n",
+ "\n",
+ " User LLM assessment-weighted similarities Kendall Tau \n",
+ "Results 0.029632 "
+ ]
+ },
+ "execution_count": 74,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(user_llm_assessment, weighted_similarities)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_llm_assessment, weighted_similarities)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, weighted_similarities)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-weighted similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-weighted similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-weighted similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3198fab0",
+ "metadata": {},
+ "source": [
+ "## considero solo quelle con salto positivo llm assessment"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "id": "2078246b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User LLM assessment-weighted similarities Pearson | \n", + "User LLM assessment-weighted similarities Spearman | \n", + "User LLM assessment-weighted similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.071371 | \n", + "0.038575 | \n", + "0.029632 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "0 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",
+ "7 https://giove.isti.cnr.it/users/leonardi/etsy.... Chiara Giordano \n",
+ ".. ... ... \n",
+ "617 https://giove.isti.cnr.it/users/leonardi/nike.... r.dipiazza \n",
+ "627 https://giove.isti.cnr.it/users/leonardi/decat... whitewolf \n",
+ "628 https://giove.isti.cnr.it/users/leonardi/decat... whitewolf \n",
+ "630 https://giove.isti.cnr.it/users/leonardi/decat... whitewolf \n",
+ "632 https://giove.isti.cnr.it/users/leonardi/decat... whitewolf \n",
+ "\n",
+ " original_alt_text \\\n",
+ "0 {*ultra-black-8542384*} \n",
+ "2 {*unspecified-8553119*} \n",
+ "3 {*carbon-gray-8572546*} \n",
+ "4 {*laurel-green-8749613*} \n",
+ "7 Bandiera da campeggio in feltro con la scritta... \n",
+ ".. ... \n",
+ "617 Nike Windrunner Piumino - Uomo \n",
+ "627 {*slate-blue-8618759*} \n",
+ "628 {*black-8317909*} \n",
+ "630 {*dark-petrol-blue-8619766*} \n",
+ "632 Van Rysel Men's Ultralight Mesh Base Layer \n",
+ "\n",
+ " user_alt_text \\\n",
+ "0 Boxer da uomo neri. \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",
+ "7 Bandiera da campeggio in feltro con la scritta... \n",
+ ".. ... \n",
+ "617 Piumino da uomo con cappuccio, Nike, colore nero \n",
+ "627 Quechua Men's Waterproof Hiking Shoes. Color: ... \n",
+ "628 Warm Men's Down Puffer Jacket with zipper clos... \n",
+ "630 Men's Hooded Down Puffer Jacket MT500, in Dark... \n",
+ "632 Van Rysel Men's ultralight mesh base layer in ... \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "0 Simond MT500 black merino wool men's boxer bri... 2 \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",
+ "7 Bandiera da campeggio in feltro con scritta di... 3 \n",
+ ".. ... ... \n",
+ "617 Nike Windrunner jacket for men, black, with vi... 2 \n",
+ "627 Quechua Men's MH500 waterproof hiking shoes, s... 1 \n",
+ "628 Simond Men's MT500 Down Puffer Jacket in black... 1 \n",
+ "630 Simond Forclaz Men's MT500 Hooded Down Puffer ... 1 \n",
+ "632 Van Rysel Men's Ultralight Mesh Base Layer 1 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "0 2 4 23 \n",
+ "2 1 5 23 \n",
+ "3 2 3 23 \n",
+ "4 1 3 24 \n",
+ "7 4 5 257 \n",
+ ".. ... ... ... \n",
+ "617 4 4 30 \n",
+ "627 1 3 22 \n",
+ "628 1 4 17 \n",
+ "630 2 4 28 \n",
+ "632 5 3 42 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "0 19 67 \n",
+ "2 32 82 \n",
+ "3 58 51 \n",
+ "4 49 57 \n",
+ "7 89 145 \n",
+ ".. ... ... \n",
+ "617 49 57 \n",
+ "627 71 56 \n",
+ "628 78 84 \n",
+ "630 65 73 \n",
+ "632 64 42 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "0 [[-6.58009807e-03 6.35901242e-02 -4.19974625e... 0.283133 \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",
+ "7 [[ 3.38062868e-02 7.25984052e-02 -6.19653948e... 0.881819 \n",
+ ".. ... ... \n",
+ "617 [[-5.46718612e-02 1.26189679e-01 -9.10536479e... 0.326093 \n",
+ "627 [[-1.07905790e-01 1.29621476e-02 4.12413292e... 0.959772 \n",
+ "628 [[-9.72967297e-02 1.49587899e-01 -2.60842536e... 0.827401 \n",
+ "630 [[-1.27761528e-01 1.40253380e-01 -4.88144718e... 0.811262 \n",
+ "632 [[-6.29605651e-02 5.91232181e-02 4.51525822e... 0.839603 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity cluster_label is_anomaly \n",
+ "0 0.083409 0.416152 0 False \n",
+ "2 0.000000 0.311027 0 False \n",
+ "3 0.288254 0.545059 0 False \n",
+ "4 0.201993 0.514356 0 False \n",
+ "7 0.669191 0.885096 0 False \n",
+ ".. ... ... ... ... \n",
+ "617 0.063355 0.389821 0 False \n",
+ "627 0.550780 0.818410 0 False \n",
+ "628 0.450268 0.703864 0 False \n",
+ "630 0.773675 0.811554 0 False \n",
+ "632 0.685388 0.843582 0 False \n",
+ "\n",
+ "[132 rows x 17 columns]"
+ ]
+ },
+ "execution_count": 75,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_positive_gap=aggregated_statistic_pd[aggregated_statistic_pd['user_llm_assessment']-aggregated_statistic_pd['user_assessment']>1]\n",
+ "df_positive_gap"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "id": "ee94bbfb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ " 3, 3, 4, 4, 5, 4, 4, 3, 4, 4, 4, 5, 5, 5, 4, 5, 5, 4, 3, 4, 4, 3]),\n",
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+ " 0.11234278, 0. , 0. , 0. , 0.04416443,\n",
+ " 0.06820192, 0. , 0. , 0.43927499, 0.37480777,\n",
+ " 0.57973867, 0.25030205, 0.06883139, 0.10599213, 0.1065851 ,\n",
+ " 0.39010527, 0.26298764, 0.06335481, 0.55077963, 0.45026814,\n",
+ " 0.77367537, 0.68538804]),\n",
+ " array([0.41615173, 0.31102693, 0.54505944, 0.51435608, 0.88509631,\n",
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+ " 0.44699275, 0.45916262, 0.66269368, 0.4055993 , 0.36401746,\n",
+ " 0.4267197 , 0.48278397, 0.3930251 , 0.39687836, 0.38985318,\n",
+ " 0.33339101, 0.67741102, 0.31521139, 0.72497112, 0.67333901,\n",
+ " 0.38111481, 0.63676232, 0.61469287, 0.40529856, 0.4195188 ,\n",
+ " 0.55621755, 0.60640204, 0.36690065, 0.48764008, 0.33197358,\n",
+ " 0.58423406, 0.35488522, 0.37513122, 0.48763883, 0.32825798,\n",
+ " 0.29156476, 0.41769448, 0.38755387, 0.76461053, 0.44184399,\n",
+ " 0.41381529, 0.46443769, 0.41381529, 0.46443769, 0.43066245,\n",
+ " 0.48778713, 0.39991468, 0.83377284, 0.74935895, 0.74157751,\n",
+ " 0.34497052, 0.41665035, 0.35877976, 0.63928694, 0.33871144,\n",
+ " 0.36219072, 0.43299362, 0.52615494, 0.59316176, 0.54970592,\n",
+ " 0.43574819, 0.5559718 , 0.45123577, 0.53737277, 0.55535984,\n",
+ " 0.28665003, 0.39299059, 0.41619876, 0.35321271, 0.40652481,\n",
+ " 0.67685485, 0.34360451, 0.29968798, 0.33119294, 0.47952193,\n",
+ " 0.40542632, 0.28763908, 0.37795588, 0.63679498, 0.63584757,\n",
+ " 0.77180678, 0.66074777, 0.45388988, 0.44232965, 0.49877971,\n",
+ " 0.59539181, 0.49113619, 0.38982141, 0.81840962, 0.70386356,\n",
+ " 0.81155443, 0.84358233]))"
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "positive_gap_llm_assessment=df_positive_gap[\"user_llm_assessment\"].values\n",
+ "positive_gap_lexical_similarity=df_positive_gap[\"lexical_similarity\"].values\n",
+ "positive_gap_bert_score_similarity=df_positive_gap[\"bert_score_similarity\"].values\n",
+ "positive_gap_llm_assessment,positive_gap_lexical_similarity,positive_gap_bert_score_similarity"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "id": "a5ce87cd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "cluster_label | \n", + "is_anomaly | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*ultra-black-8542384*} | \n", + "Boxer da uomo neri. | \n", + "Simond MT500 black merino wool men's boxer bri... | \n", + "2 | \n", + "2 | \n", + "4 | \n", + "23 | \n", + "19 | \n", + "67 | \n", + "[[-6.58009807e-03 6.35901242e-02 -4.19974625e... | \n", + "0.283133 | \n", + "0.083409 | \n", + "0.416152 | \n", + "0 | \n", + "False | \n", + "
| 2 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*unspecified-8553119*} | \n", + "Scarponcino da trekking nero/blu | \n", + "Quechua Men's MH100 Waterproof Mid Hiking Boot... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "23 | \n", + "32 | \n", + "82 | \n", + "[[-1.12265915e-01 3.71986143e-02 3.16990539e... | \n", + "0.155173 | \n", + "0.000000 | \n", + "0.311027 | \n", + "0 | \n", + "False | \n", + "
| 3 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*carbon-gray-8572546*} | \n", + "Pantaloni cargo Forclaz Travel 100 da uomo gri... | \n", + "Forclaz Men's Travel 100 Cargo Pants in carbon... | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "23 | \n", + "58 | \n", + "51 | \n", + "[[-5.91035746e-02 1.34611323e-01 -4.70575355e... | \n", + "0.551771 | \n", + "0.288254 | \n", + "0.545059 | \n", + "0 | \n", + "False | \n", + "
| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*laurel-green-8749613*} | \n", + "Giacca in pile Quechua MH120 da uomo verde alloro | \n", + "Quechua Men's MH120 Fleece Hiking Jacket in la... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "24 | \n", + "49 | \n", + "57 | \n", + "[[-6.08187169e-02 6.86808676e-02 -9.30010428e... | \n", + "0.335090 | \n", + "0.201993 | \n", + "0.514356 | \n", + "0 | \n", + "False | \n", + "
| 7 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Bandiera da campeggio in feltro con la scritta... | \n", + "Bandiera da campeggio in feltro con la scritta... | \n", + "Bandiera da campeggio in feltro con scritta di... | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "257 | \n", + "89 | \n", + "145 | \n", + "[[ 3.38062868e-02 7.25984052e-02 -6.19653948e... | \n", + "0.881819 | \n", + "0.669191 | \n", + "0.885096 | \n", + "0 | \n", + "False | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 617 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "r.dipiazza | \n", + "Nike Windrunner Piumino - Uomo | \n", + "Piumino da uomo con cappuccio, Nike, colore nero | \n", + "Nike Windrunner jacket for men, black, with vi... | \n", + "2 | \n", + "4 | \n", + "4 | \n", + "30 | \n", + "49 | \n", + "57 | \n", + "[[-5.46718612e-02 1.26189679e-01 -9.10536479e... | \n", + "0.326093 | \n", + "0.063355 | \n", + "0.389821 | \n", + "0 | \n", + "False | \n", + "
| 627 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "whitewolf | \n", + "{*slate-blue-8618759*} | \n", + "Quechua Men's Waterproof Hiking Shoes. Color: ... | \n", + "Quechua Men's MH500 waterproof hiking shoes, s... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "22 | \n", + "71 | \n", + "56 | \n", + "[[-1.07905790e-01 1.29621476e-02 4.12413292e... | \n", + "0.959772 | \n", + "0.550780 | \n", + "0.818410 | \n", + "0 | \n", + "False | \n", + "
| 628 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "whitewolf | \n", + "{*black-8317909*} | \n", + "Warm Men's Down Puffer Jacket with zipper clos... | \n", + "Simond Men's MT500 Down Puffer Jacket in black... | \n", + "1 | \n", + "1 | \n", + "4 | \n", + "17 | \n", + "78 | \n", + "84 | \n", + "[[-9.72967297e-02 1.49587899e-01 -2.60842536e... | \n", + "0.827401 | \n", + "0.450268 | \n", + "0.703864 | \n", + "0 | \n", + "False | \n", + "
| 630 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "whitewolf | \n", + "{*dark-petrol-blue-8619766*} | \n", + "Men's Hooded Down Puffer Jacket MT500, in Dark... | \n", + "Simond Forclaz Men's MT500 Hooded Down Puffer ... | \n", + "1 | \n", + "2 | \n", + "4 | \n", + "28 | \n", + "65 | \n", + "73 | \n", + "[[-1.27761528e-01 1.40253380e-01 -4.88144718e... | \n", + "0.811262 | \n", + "0.773675 | \n", + "0.811554 | \n", + "0 | \n", + "False | \n", + "
| 632 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "whitewolf | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "Van Rysel Men's ultralight mesh base layer in ... | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "1 | \n", + "5 | \n", + "3 | \n", + "42 | \n", + "64 | \n", + "42 | \n", + "[[-6.29605651e-02 5.91232181e-02 4.51525822e... | \n", + "0.839603 | \n", + "0.685388 | \n", + "0.843582 | \n", + "0 | \n", + "False | \n", + "
132 rows × 17 columns
\n", + ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(positive_gap_llm_assessment, positive_gap_lexical_similarity, gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+ "plt.colorbar(label='Count')\n",
+ "plt.plot(\n",
+ " np.unique(positive_gap_llm_assessment),\n",
+ " np.poly1d(np.polyfit(positive_gap_llm_assessment, positive_gap_lexical_similarity, 1))(np.unique(positive_gap_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"positive_gap_llm_assessment\")\n",
+ "plt.ylabel(\"lexical_similarities\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "id": "3b166e10",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-positive gap similarities Pearson \\\n",
+ "Results -0.033497 \n",
+ "\n",
+ " User LLM assessment-positive gap similarities Spearman \\\n",
+ "Results -0.015458 \n",
+ "\n",
+ " User LLM assessment-positive gap similarities Kendall Tau \n",
+ "Results -0.013709 "
+ ]
+ },
+ "execution_count": 78,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(positive_gap_llm_assessment, positive_gap_lexical_similarity)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(positive_gap_llm_assessment, positive_gap_lexical_similarity)\n",
+ "kendall_tau_correlation, _ = kendalltau(positive_gap_llm_assessment, positive_gap_lexical_similarity)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-positive gap similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-positive gap similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-positive gap similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9dd18acd",
+ "metadata": {},
+ "source": [
+ "# correlazione lunghezza alt-text llm e user-llm assessment\n",
+ "### no correlazione fra lunghezza alt-text proposto llm e user-llm assessmnet"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "id": "2ac3701c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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B9IkZwXP+AOi8NEk9vR4CAIAmcrweAAAQh4g+AAAAAADAZT6ZtZLRpFnckxhfJQAAAAAAQIIh+gAAAAAAAMQhDu8CAAAAAADusmTWFbMMGsVNrPQBAAAAAACIQ0QfAAAAAACAOMThXQAAAAAAwGVcvcsLifFVAgAAAAAAJBiiDwAAAAAAQBzi8C4AAAAAAOAuyzLs6l0GzeIiVvoAAAAAAADEIVb6SLJtW5JUXV3t8SQAAAAAgEQQfP0ZfD0a76qra70eIYxp87iF6CPp4MGDkqSSkhKPJwEAAAAAJJKDBw8qLy/P6zFck5qaqqKiIpWUTPF6lOMUFRUpNTXV6zFcZdmJkhVb4Pf7tWPHDuXk5Mgy+Li+6upqlZSUaNu2bcrNzfV6HDSD7WQ+tlFsYDvFBraT+dhGsYHtFBvYTrEhVraTbds6ePCgiouL5fPF95lXDh8+rKNHj3o9xnFSU1OVnp7u9RiuYqWPJJ/Ppz59+ng9Rpvl5uYa/cMLDraT+dhGsYHtFBvYTuZjG8UGtlNsYDvFhljYTvG8wqep9PT0uI8rporvnAgAAAAAAJCgiD4AAAAAAABxiOgTQ9LS0jR37lylpaV5PQpawHYyH9soNrCdYgPbyXxso9jAdooNbKfYwHYCjuFEzgAAAAAAAHGIlT4AAAAAAABxiOgDAAAAAAAQh4g+AAAAAAAAcYjoAwAAAAAAEIeIPgZ58803NXXqVBUXF8uyLC1evLjVP7NixQqNHDlSaWlpGjRokBYuXOj6nImsvdtoxYoVsizruNvOnTujM3ACmj9/vs4880zl5OSoV69emjZtmjZu3Njqn/vd736noUOHKj09XcOGDdOrr74ahWkTV0e208KFC4/bl9LT06M0cWJ64oknVF5ertzcXOXm5mrMmDF67bXXWvwz7EvR197txL7kvZ/85CeyLEtz5sxp8X7sT95qy3Zif4q+Bx988Ljv+dChQ1v8M+xLSGREH4PU1tZq+PDhevzxx9t0/y1btmjKlCm64IILVFFRoTlz5ui73/2uXn/9dZcnTVzt3UZBGzduVFVVVejWq1cvlybEypUrNXv2bK1evVpLly5VfX29Jk6cqNra2mb/zNtvv60ZM2bouuuu0/vvv69p06Zp2rRp2rBhQxQnTywd2U6SlJubG7YvffHFF1GaODH16dNHP/nJT7Ru3TqtXbtW48eP1yWXXKKPPvrohPdnX/JGe7eTxL7kpXfffVdPPfWUysvLW7wf+5O32rqdJPYnL5x66qlh3/O//e1vzd6XfQkJz4aRJNmLFi1q8T533323feqpp4a97zvf+Y49adIkFydDUFu20V/+8hdbkr1v376ozITj7d6925Zkr1y5stn7XHHFFfaUKVPC3jd69Gj7xhtvdHs8BLRlOz377LN2Xl5e9IbCCXXr1s1+5plnTvgx9iVztLSd2Je8c/DgQXvw4MH20qVL7fPPP9++7bbbmr0v+5N32rOd2J+ib+7cufbw4cPbfH/2JSQ6VvrEsFWrVmnChAlh75s0aZJWrVrl0URozumnn67evXvroosu0ltvveX1OAnlwIEDkqSCgoJm78O+5L22bCdJqqmpUWlpqUpKSlpdyYCu1djYqOeff161tbUaM2bMCe/DvuS9tmwniX3JK7Nnz9aUKVOO209OhP3JO+3ZThL7kxc2bdqk4uJiDRgwQFdddZW2bt3a7H3Zl5Dokr0eAB23c+dOFRYWhr2vsLBQ1dXVOnTokDIyMjyaDEG9e/fWk08+qTPOOENHjhzRM888o3HjxmnNmjUaOXKk1+PFPb/frzlz5mjs2LE67bTTmr1fc/sS516KjrZup7KyMv3Xf/2XysvLdeDAAf3sZz/T2WefrY8++kh9+vSJ4sSJZf369RozZowOHz6s7OxsLVq0SKeccsoJ78u+5J32bCf2JW88//zzeu+99/Tuu++26f7sT95o73Zif4q+0aNHa+HChSorK1NVVZXmzZunc889Vxs2bFBOTs5x92dfQqIj+gAuKisrU1lZWejts88+W5WVlVqwYIF+/etfezhZYpg9e7Y2bNjQ4nHe8F5bt9OYMWPCVi6cffbZOvnkk/XUU0/pRz/6kdtjJqyysjJVVFTowIEDevHFF3XNNddo5cqVzQYFeKM924l9Kfq2bdum2267TUuXLuUkvwbryHZif4q+yZMnh/67vLxco0ePVmlpqV544QVdd911Hk4GmInoE8OKioq0a9eusPft2rVLubm5rPIx2De+8Q0iRBTcfPPNeuWVV/Tmm2+2+pu25valoqIiN0eE2redIqWkpGjEiBHavHmzS9NBklJTUzVo0CBJ0qhRo/Tuu+/qscce01NPPXXcfdmXvNOe7RSJfcl969at0+7du8NW+TY2NurNN9/Uf/zHf+jIkSNKSkoK+zPsT9HXke0Uif0p+vLz8zVkyJBmv+fsS0h0nNMnho0ZM0bLly8Pe9/SpUtbPIYf3quoqFDv3r29HiNu2batm2++WYsWLdIbb7yh/v37t/pn2JeiryPbKVJjY6PWr1/P/hRlfr9fR44cOeHH2JfM0dJ2isS+5L4LL7xQ69evV0VFReh2xhln6KqrrlJFRcUJQwL7U/R1ZDtFYn+KvpqaGlVWVjb7PWdfQsLz+kzSOObgwYP2+++/b7///vu2JPvRRx+133//ffuLL76wbdu27733XnvmzJmh+3/22Wd2Zmam/YMf/MD++OOP7ccff9xOSkqylyxZ4tWXEPfau40WLFhgL1682N60aZO9fv16+7bbbrN9Pp+9bNkyr76EuHfTTTfZeXl59ooVK+yqqqrQra6uLnSfmTNn2vfee2/o7bfeestOTk62f/azn9kff/yxPXfuXDslJcVev369F19CQujIdpo3b579+uuv25WVlfa6devsK6+80k5PT7c/+ugjL76EhHDvvffaK1eutLds2WJ/+OGH9r333mtblmX/+c9/tm2bfckU7d1O7EtmiLwqFPuTmVrbTuxP0XfnnXfaK1assLds2WK/9dZb9oQJE+wePXrYu3fvtm2bfQmIxOFdBlm7dq0uuOCC0Nt33HGHJOmaa67RwoULVVVVFXZm+v79++tPf/qTbr/9dj322GPq06ePnnnmGU2aNCnqsyeK9m6jo0eP6s4779T27duVmZmp8vJyLVu2LOwx0LWeeOIJSdK4cePC3v/ss8/q2muvlSRt3bpVPt+xhY5nn322nnvuOd1///36p3/6Jw0ePFiLFy9u8aTC6JyObKd9+/bp+uuv186dO9WtWzeNGjVKb7/9NueWcdHu3bs1a9YsVVVVKS8vT+Xl5Xr99dd10UUXSWJfMkV7txP7kpnYn2ID+5P3vvzyS82YMUN79+5Vz549dc4552j16tXq2bOnJPYlIJJl27bt9RAAAAAAAADoWpzTBwAAAAAAIA4RfQAAAAAAAOIQ0QcAAAAAACAOEX0AAAAAAADiENEHAAAAAAAgDhF9AAAAAAAA4hDRBwAAAAAAIA4RfQAAiCHXXnutpk2bFnp73LhxmjNnjmfzAAAAwFxEHwAAgC5kWZYWL17s9RgAAABEHwAATNHY2Ci/3+/1GAAAAIgTRB8AAFrQr18//fznPw973+mnn64HH3xQtm3rwQcfVN++fZWWlqbi4mLdeuutofsdOXJEd911l0466SRlZWVp9OjRWrFiRejjCxcuVH5+vv7whz/olFNOUVpamrZu3drpeR9++GHNmjVL2dnZKi0t1R/+8Aft2bNHl1xyibKzs1VeXq61a9e26fH27t2rGTNm6KSTTlJmZqaGDRum3/72t2H3efHFFzVs2DBlZGSoe/fumjBhgmprayVJK1as0De+8Q1lZWUpPz9fY8eO1RdffBH6s7///e81cuRIpaena8CAAZo3b54aGhokqdXv7y9+8QsNHjxY6enpKiws1GWXXRb62Lhx43TLLbdozpw56tatmwoLC/X000+rtrZW//AP/6CcnBwNGjRIr732WtjXsmHDBk2ePFnZ2dkqLCzUzJkz9dVXX4U97q233qq7775bBQUFKioq0oMPPhj2/Zekb3/727IsK/Q2AACAF4g+AAB00EsvvaQFCxboqaee0qZNm7R48WINGzYs9PGbb75Zq1at0vPPP68PP/xQl19+ub75zW9q06ZNofvU1dXpX/7lX/TMM8/oo48+Uq9evTo914IFCzR27Fi9//77mjJlimbOnKlZs2bp6quv1nvvvaeBAwdq1qxZsm271cc6fPiwRo0apT/96U/asGGDbrjhBs2cOVPvvPOOJKmqqkozZszQP/7jP+rjjz/WihUrdOmll8q2bTU0NGjatGk6//zz9eGHH2rVqlW64YYbZFmWJOmvf/2rZs2apdtuu03/93//p6eeekoLFy7UP//zP7f6/V27dq1uvfVWPfTQQ9q4caOWLFmi8847L2z2//7v/1aPHj30zjvv6JZbbtFNN92kyy+/XGeffbbee+89TZw4UTNnzlRdXZ0kaf/+/Ro/frxGjBihtWvXasmSJdq1a5euuOKK4x43KytLa9as0U9/+lM99NBDWrp0qSTp3XfflSQ9++yzqqqqCr0NAADgCRsAADSrtLTUXrBgQdj7hg8fbs+dO9d+5JFH7CFDhthHjx497s998cUXdlJSkr19+/aw91944YX2fffdZ9u2bT/77LO2JLuioqLN81xzzTX2JZdcEnr7/PPPt2+77bawea+++urQ21VVVbYk+4c//GHofatWrbIl2VVVVW3+vE1NmTLFvvPOO23btu1169bZkuzPP//8uPvt3bvXlmSvWLHihI9z4YUX2j/+8Y/D3vfrX//a7t27t23bdovf35deesnOzc21q6urT/jY559/vn3OOeeE3m5oaLCzsrLsmTNnht4X/N6sWrXKtm3b/tGPfmRPnDgx7HG2bdtmS7I3btx4wse1bds+88wz7XvuuSf0tiR70aJFJ5wLAAAgmljpAwBAB11++eU6dOiQBgwYoOuvv16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+ "text/plain": [
+ "| \n", + " | User LLM assessment-positive gap similarities Pearson | \n", + "User LLM assessment-positive gap similarities Spearman | \n", + "User LLM assessment-positive gap similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "-0.033497 | \n", + "-0.015458 | \n", + "-0.013709 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_llm_assessment, llm_alt_text_length, 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_alt_text_length, 1))(np.unique(user_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"llm_alt_text_length\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "id": "f2b638cb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM similarities Pearson User LLM similarities Spearman \\\n",
+ "Results 0.045288 0.086718 \n",
+ "\n",
+ " User LLM similarities Kendall Tau \n",
+ "Results 0.066885 "
+ ]
+ },
+ "execution_count": 80,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(user_llm_assessment, llm_alt_text_length)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_llm_assessment, llm_alt_text_length)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, llm_alt_text_length)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1c4a12a1",
+ "metadata": {},
+ "source": [
+ "# correlazione fra similarità"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "id": "ca7ec7ee",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "| \n", + " | User LLM similarities Pearson | \n", + "User LLM similarities Spearman | \n", + "User LLM similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.045288 | \n", + "0.086718 | \n", + "0.066885 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(lexical_sim, semantic_sim, gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+ "plt.colorbar(label='Count')\n",
+ "plt.plot(\n",
+ " np.unique(lexical_sim),\n",
+ " np.poly1d(np.polyfit(lexical_sim, semantic_sim, 1))(np.unique(lexical_sim)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"lexical_sim\")\n",
+ "plt.ylabel(\"semantic_sim\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "id": "b7fa55eb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM similarities Pearson User LLM similarities Spearman \\\n",
+ "Results 0.87365 0.928763 \n",
+ "\n",
+ " User LLM similarities Kendall Tau \n",
+ "Results 0.771277 "
+ ]
+ },
+ "execution_count": 82,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(lexical_sim, semantic_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(lexical_sim, semantic_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(lexical_sim, semantic_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "id": "08e7d948",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User LLM similarities Pearson | \n", + "User LLM similarities Spearman | \n", + "User LLM similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.87365 | \n", + "0.928763 | \n", + "0.771277 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM similarities Pearson User LLM similarities Spearman \\\n",
+ "Results 0.87064 0.903616 \n",
+ "\n",
+ " User LLM similarities Kendall Tau \n",
+ "Results 0.740736 "
+ ]
+ },
+ "execution_count": 83,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(lexical_sim, bert_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(lexical_sim, bert_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(lexical_sim, bert_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "id": "c1e9b2c2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User LLM similarities Pearson | \n", + "User LLM similarities Spearman | \n", + "User LLM similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.87064 | \n", + "0.903616 | \n", + "0.740736 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM similarities Pearson User LLM similarities Spearman \\\n",
+ "Results 0.895075 0.904478 \n",
+ "\n",
+ " User LLM similarities Kendall Tau \n",
+ "Results 0.734655 "
+ ]
+ },
+ "execution_count": 84,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(semantic_sim, bert_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(semantic_sim, bert_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(semantic_sim, bert_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\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_advanced.ipynb b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_advanced.ipynb
new file mode 100644
index 0000000..0f3fe74
--- /dev/null
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_advanced.ipynb
@@ -0,0 +1,6794 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "a601b74f",
+ "metadata": {},
+ "source": [
+ "## Questo notebook ripercorre passi di drop duplicates e poi si concentra sull'analisi dei mismatch linguistici.\n",
+ "### analisi correlazioni dataset (subset con allinamento linguistico)\n",
+ "### Poi salva il dataset allineato a livello di lingua"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "158befc9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import json"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d845e5ad",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from utils import lexical_similarity,bert_score_similarity,semantic_similarity_sentence_transformer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "36a761c8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User LLM similarities Pearson | \n", + "User LLM similarities Spearman | \n", + "User LLM similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.895075 | \n", + "0.904478 | \n", + "0.734655 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ "652 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "653 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "654 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "655 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "656 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",
+ "652 Nike Club Felpa con cappuccio e zip a tutta lu... \n",
+ "653 Nike Tech Pantaloni in fleece a blocchi di col... \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \n",
+ "655 Gli otto migliori regali Nike per lo yoga \n",
+ "656 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",
+ "652 Felpa con cappuccio e zip a tutta lunghezza in... \n",
+ "653 Pantaloni in fleece a blocchi di colore con or... \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \n",
+ "655 Guida agli acquisti:\\ntrova le idee giuste con... \n",
+ "656 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",
+ "652 Nike Club full-zip fleece hoodie for men in gr... 4 \n",
+ "653 Nike Tech fleece pants with color blocks and o... 3 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \n",
+ "655 Gli otto migliori regali Nike per lo yoga 3 \n",
+ "656 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",
+ "652 5 3 70 \n",
+ "653 5 3 72 \n",
+ "654 5 4 56 \n",
+ "655 4 3 41 \n",
+ "656 4 5 67 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length semantic_representation \\\n",
+ "0 19 67 0 \n",
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+ ".. ... ... ... \n",
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+ " semantic_similarity lexical_similarity bert_score_similarity \n",
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+ "655 0 0 0 \n",
+ "656 0 0 0 \n",
+ "\n",
+ "[657 rows x 15 columns]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "aggregated_statistic_pd=pd.read_csv(\"aggregated_statistics_alt_text_assessments_def.csv\", sep=';')\n",
+ "aggregated_statistic_pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "2c6b2d78",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*ultra-black-8542384*} | \n", + "Boxer da uomo neri. | \n", + "Simond MT500 black merino wool men's boxer bri... | \n", + "2 | \n", + "2 | \n", + "4 | \n", + "23 | \n", + "19 | \n", + "67 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "Forclaz MT500 Lightweight Packable Hiking Sandals | \n", + "Sandali da trekking grigi con cinturini (model... | \n", + "Forclaz MT500 lightweight packable hiking sand... | \n", + "3 | \n", + "4 | \n", + "4 | \n", + "49 | \n", + "58 | \n", + "66 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*unspecified-8553119*} | \n", + "Scarponcino da trekking nero/blu | \n", + "Quechua Men's MH100 Waterproof Mid Hiking Boot... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "23 | \n", + "32 | \n", + "82 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*carbon-gray-8572546*} | \n", + "Pantaloni cargo Forclaz Travel 100 da uomo gri... | \n", + "Forclaz Men's Travel 100 Cargo Pants in carbon... | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "23 | \n", + "58 | \n", + "51 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*laurel-green-8749613*} | \n", + "Giacca in pile Quechua MH120 da uomo verde alloro | \n", + "Quechua Men's MH120 Fleece Hiking Jacket in la... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "24 | \n", + "49 | \n", + "57 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 652 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Club Felpa con cappuccio e zip a tutta lu... | \n", + "Felpa con cappuccio e zip a tutta lunghezza in... | \n", + "Nike Club full-zip fleece hoodie for men in gr... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "70 | \n", + "72 | \n", + "74 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 653 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Tech Pantaloni in fleece a blocchi di col... | \n", + "Pantaloni in fleece a blocchi di colore con or... | \n", + "Nike Tech fleece pants with color blocks and o... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "72 | \n", + "63 | \n", + "59 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 654 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 655 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "Guida agli acquisti:\\ntrova le idee giuste con... | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "41 | \n", + "74 | \n", + "41 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 656 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "5 | \n", + "4 | \n", + "5 | \n", + "67 | \n", + "67 | \n", + "67 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
657 rows × 15 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
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+ ],
+ "text/plain": [
+ " user_assessment llm_assessment user_llm_assessment \\\n",
+ "count 657.000000 657.000000 657.000000 \n",
+ "mean 2.767123 3.410959 3.348554 \n",
+ "std 1.237973 1.434038 0.957306 \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",
+ " original_alt_text_length user_alt_text_length llm_alt_text_length \\\n",
+ "count 657.000000 657.000000 657.000000 \n",
+ "mean 68.730594 78.009132 74.517504 \n",
+ "std 51.464576 41.209199 26.228942 \n",
+ "min 0.000000 0.000000 11.000000 \n",
+ "25% 28.000000 52.000000 57.000000 \n",
+ "50% 57.000000 72.000000 71.000000 \n",
+ "75% 92.000000 98.000000 89.000000 \n",
+ "max 257.000000 401.000000 188.000000 \n",
+ "\n",
+ " semantic_representation semantic_similarity lexical_similarity \\\n",
+ "count 657.0 657.0 657.0 \n",
+ "mean 0.0 0.0 0.0 \n",
+ "std 0.0 0.0 0.0 \n",
+ "min 0.0 0.0 0.0 \n",
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+ "50% 0.0 0.0 0.0 \n",
+ "75% 0.0 0.0 0.0 \n",
+ "max 0.0 0.0 0.0 \n",
+ "\n",
+ " bert_score_similarity \n",
+ "count 657.0 \n",
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+ "std 0.0 \n",
+ "min 0.0 \n",
+ "25% 0.0 \n",
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+ "75% 0.0 \n",
+ "max 0.0 "
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "aggregated_statistic_pd.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "4d45f397",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df=aggregated_statistic_pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "e9d3f189",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Has duplicates: True\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 1. Check if there are ANY duplicates (returns boolean)\n",
+ "has_duplicates = df.duplicated().any()\n",
+ "print(f\"Has duplicates: {has_duplicates}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "ca2a67c2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Duplicate rows:\n",
+ " page_url user \\\n",
+ "43 https://giove.isti.cnr.it/users/manca/amazon_m... Elia Grassini \n",
+ "44 https://giove.isti.cnr.it/users/manca/amazon_m... Elia Grassini \n",
+ "45 https://giove.isti.cnr.it/users/manca/amazon_m... Elia Grassini \n",
+ "58 https://giove.isti.cnr.it/users/leonardi/nike.... Elia Grassini \n",
+ "59 https://giove.isti.cnr.it/users/leonardi/nike.... Elia Grassini \n",
+ ".. ... ... \n",
+ "622 https://giove.isti.cnr.it/users/leonardi/nike.... r.dipiazza \n",
+ "623 https://giove.isti.cnr.it/users/leonardi/nike.... r.dipiazza \n",
+ "624 https://giove.isti.cnr.it/users/leonardi/nike.... r.dipiazza \n",
+ "625 https://giove.isti.cnr.it/users/leonardi/nike.... r.dipiazza \n",
+ "626 https://giove.isti.cnr.it/users/leonardi/nike.... r.dipiazza \n",
+ "\n",
+ " original_alt_text \\\n",
+ "43 Inter Maglione Natalizio, Adulto, Unisex \n",
+ "44 Polo Club Maglione a Treccia da Uomo con Logo ... \n",
+ "45 Runcati Maglione da uomo con collo a scialle, ... \n",
+ "58 Le 11 migliori idee regalo Nike per la spiaggia \n",
+ "59 Le migliori felpe con cappuccio da basket Nike \n",
+ ".. ... \n",
+ "622 Nike Tech Pantaloni jogger in fleece – Uomo \n",
+ "623 Nike Windrunner Piumino - Uomo \n",
+ "624 Nike Stride Giacca da running Repel UV – Uomo \n",
+ "625 Nike Tech Pantaloni jogger in fleece – Uomo \n",
+ "626 Nike Windrunner Piumino - Uomo \n",
+ "\n",
+ " user_alt_text \\\n",
+ "43 Maglione natalizio Inter nero azzurro bianco d... \n",
+ "44 Polo Club Maglione Verde Scuro a Treccia da Uo... \n",
+ "45 Runcati Maglione elegante Bordeaux da uomo con... \n",
+ "58 Le 11 migliori idee regalo Nike per la spiaggi... \n",
+ "59 Le migliori felpe con cappuccio da basket Nike... \n",
+ ".. ... \n",
+ "622 Pantaloni jogger in pile da uomo Nike Tech, bi... \n",
+ "623 Piumino da uomo con cappuccio, Nike, colore nero \n",
+ "624 Giacca da running nera da uomo Nike Stride, Re... \n",
+ "625 Pantaloni jogger in pile da uomo Nike Tech, bi... \n",
+ "626 Piumino da uomo con cappuccio, Nike, colore nero \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "43 Blue Christmas sweater with Inter logo, adult ... 4 \n",
+ "44 Polo Club black sweater with logo and round ne... 4 \n",
+ "45 Runcati Maglione da uomo elegante con collo a ... 3 \n",
+ "58 Le 11 migliori idee regalo Nike per la spiaggia 3 \n",
+ "59 Nike basketball hoodies showcased with modern ... 3 \n",
+ ".. ... ... \n",
+ "622 Nike Tech jogger pants in fleece for men, disp... 2 \n",
+ "623 Nike Windrunner jacket for men, black, with vi... 2 \n",
+ "624 Nike Stride Repel UV running jacket for men av... 3 \n",
+ "625 Nike Tech jogger pants in fleece for men, disp... 2 \n",
+ "626 Nike Windrunner jacket for men, black, with vi... 2 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "43 3 3 40 \n",
+ "44 4 3 60 \n",
+ "45 4 3 108 \n",
+ "58 4 3 47 \n",
+ "59 4 3 46 \n",
+ ".. ... ... ... \n",
+ "622 4 5 43 \n",
+ "623 4 4 30 \n",
+ "624 4 2 45 \n",
+ "625 4 5 43 \n",
+ "626 4 4 30 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "43 62 53 \n",
+ "44 72 65 \n",
+ "45 83 75 \n",
+ "58 93 47 \n",
+ "59 91 67 \n",
+ ".. ... ... \n",
+ "622 59 71 \n",
+ "623 49 57 \n",
+ "624 53 64 \n",
+ "625 59 71 \n",
+ "626 49 57 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "43 [[-4.26204652e-02 1.15228407e-01 4.22584638e... 0.351960 \n",
+ "44 [[-2.37094481e-02 3.41455936e-02 -6.08247891e... 0.522375 \n",
+ "45 [[ 1.62128229e-02 7.96377882e-02 -2.99404990e... 0.886804 \n",
+ "58 [[-1.02949321e-01 2.45796107e-02 -6.98160380e... 0.913163 \n",
+ "59 [[-3.91954854e-02 7.44093880e-02 -1.26189636e... 0.425461 \n",
+ ".. ... ... \n",
+ "622 [[-5.56538999e-02 9.58281457e-02 -1.33818644e... 0.434600 \n",
+ "623 [[-5.46718612e-02 1.26189679e-01 -9.10536479e... 0.326093 \n",
+ "624 [[-7.35756755e-02 8.91251117e-02 3.99597455e... 0.536419 \n",
+ "625 [[-5.56538999e-02 9.58281457e-02 -1.33818644e... 0.434600 \n",
+ "626 [[-5.46718612e-02 1.26189679e-01 -9.10536479e... 0.326093 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity \n",
+ "43 0.135073 0.461041 \n",
+ "44 0.151778 0.414071 \n",
+ "45 0.913811 0.918554 \n",
+ "58 0.747201 0.860689 \n",
+ "59 0.051171 0.339299 \n",
+ ".. ... ... \n",
+ "622 0.262988 0.491136 \n",
+ "623 0.063355 0.389821 \n",
+ "624 0.310352 0.576064 \n",
+ "625 0.262988 0.491136 \n",
+ "626 0.063355 0.389821 \n",
+ "\n",
+ "[163 rows x 15 columns]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 2. Show only the duplicate rows\n",
+ "duplicates = df[df.duplicated()]\n",
+ "print(\"\\nDuplicate rows:\")\n",
+ "print(duplicates)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "30c0366b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Number of duplicate rows: 163\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 5. Count number of duplicate rows\n",
+ "num_duplicates = df.duplicated().sum()\n",
+ "print(f\"\\nNumber of duplicate rows: {num_duplicates}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "b40a5582",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "657.000000 | \n", + "657.000000 | \n", + "657.000000 | \n", + "657.000000 | \n", + "657.000000 | \n", + "657.000000 | \n", + "657.0 | \n", + "657.0 | \n", + "657.0 | \n", + "657.0 | \n", + "
| mean | \n", + "2.767123 | \n", + "3.410959 | \n", + "3.348554 | \n", + "68.730594 | \n", + "78.009132 | \n", + "74.517504 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| std | \n", + "1.237973 | \n", + "1.434038 | \n", + "0.957306 | \n", + "51.464576 | \n", + "41.209199 | \n", + "26.228942 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| min | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "11.000000 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
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| 50% | \n", + "3.000000 | \n", + "4.000000 | \n", + "3.000000 | \n", + "57.000000 | \n", + "72.000000 | \n", + "71.000000 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| 75% | \n", + "4.000000 | \n", + "4.000000 | \n", + "4.000000 | \n", + "92.000000 | \n", + "98.000000 | \n", + "89.000000 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
| max | \n", + "5.000000 | \n", + "5.000000 | \n", + "5.000000 | \n", + "257.000000 | \n", + "401.000000 | \n", + "188.000000 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "
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+ "\n",
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+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ "652 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "653 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "654 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "655 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "656 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",
+ "652 Nike Club Felpa con cappuccio e zip a tutta lu... \n",
+ "653 Nike Tech Pantaloni in fleece a blocchi di col... \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \n",
+ "655 Gli otto migliori regali Nike per lo yoga \n",
+ "656 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",
+ "652 Felpa con cappuccio e zip a tutta lunghezza in... \n",
+ "653 Pantaloni in fleece a blocchi di colore con or... \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \n",
+ "655 Guida agli acquisti:\\ntrova le idee giuste con... \n",
+ "656 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",
+ "652 Nike Club full-zip fleece hoodie for men in gr... 4 \n",
+ "653 Nike Tech fleece pants with color blocks and o... 3 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \n",
+ "655 Gli otto migliori regali Nike per lo yoga 3 \n",
+ "656 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",
+ "652 5 3 70 \n",
+ "653 5 3 72 \n",
+ "654 5 4 56 \n",
+ "655 4 3 41 \n",
+ "656 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",
+ "652 72 74 \n",
+ "653 63 59 \n",
+ "654 52 56 \n",
+ "655 74 41 \n",
+ "656 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",
+ "652 [[-4.15091664e-02 8.97801593e-02 -3.34872603e... 0.459371 \n",
+ "653 [[-7.47130215e-02 6.85523152e-02 -1.90371135e... 0.388492 \n",
+ "654 [[-5.39165661e-02 5.89501821e-02 -6.87802508e... 0.975856 \n",
+ "655 [[-3.91517766e-02 6.30479455e-02 -4.93284650e... 0.646167 \n",
+ "656 [[-7.22139552e-02 6.18477501e-02 -1.44746248e... 1.000000 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity \n",
+ "0 0.083409 0.416152 \n",
+ "1 0.063355 0.471250 \n",
+ "2 0.000000 0.311027 \n",
+ "3 0.288254 0.545059 \n",
+ "4 0.201993 0.514356 \n",
+ ".. ... ... \n",
+ "652 0.237900 0.476374 \n",
+ "653 0.050656 0.388927 \n",
+ "654 0.867364 0.936773 \n",
+ "655 0.102140 0.665948 \n",
+ "656 1.000000 1.000000 \n",
+ "\n",
+ "[494 rows x 15 columns]"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_cleaned = df.drop_duplicates()\n",
+ "df_cleaned"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "91162fe4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*laurel-green-8749613*} | \n", + "Giacca in pile Quechua MH120 da uomo verde alloro | \n", + "Quechua Men's MH120 Fleece Hiking Jacket in la... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "24 | \n", + "49 | \n", + "57 | \n", + "[[-6.08187169e-02 6.86808676e-02 -9.30010428e... | \n", + "0.335090 | \n", + "0.201993 | \n", + "0.514356 | \n", + "
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| 653 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Tech Pantaloni in fleece a blocchi di col... | \n", + "Pantaloni in fleece a blocchi di colore con or... | \n", + "Nike Tech fleece pants with color blocks and o... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "72 | \n", + "63 | \n", + "59 | \n", + "[[-7.47130215e-02 6.85523152e-02 -1.90371135e... | \n", + "0.388492 | \n", + "0.050656 | \n", + "0.388927 | \n", + "
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+ ],
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+ " page_url user \\\n",
+ "2 https://giove.isti.cnr.it/users/leonardi/decat... Chiara Giordano \n",
+ "19 https://giove.isti.cnr.it/users/manca/eBay.html Chiara Giordano \n",
+ "29 https://giove.isti.cnr.it/users/leonardi/nike.... Chiara Giordano \n",
+ "30 https://giove.isti.cnr.it/users/leonardi/decat... Elia Grassini \n",
+ "65 https://giove.isti.cnr.it/users/leonardi/etsy.... Elia Grassini \n",
+ ".. ... ... \n",
+ "481 https://giove.isti.cnr.it/users/manca/amazon_m... m.natale8 \n",
+ "482 https://giove.isti.cnr.it/users/manca/amazon_m... m.natale8 \n",
+ "485 https://giove.isti.cnr.it/users/leonardi/decat... m.natale8 \n",
+ "487 https://giove.isti.cnr.it/users/manca/amazon_m... m.natale8 \n",
+ "524 https://giove.isti.cnr.it/users/manca/eBay.html m.natale8 \n",
+ "\n",
+ " original_alt_text \\\n",
+ "2 {*unspecified-8553119*} \n",
+ "19 NaN \n",
+ "29 Cinque regali Nike per triatleti \n",
+ "30 {*ultra-black-8542384*} \n",
+ "65 Stampa artistica personalizzata del luogo pref... \n",
+ ".. ... \n",
+ "481 Genfien Maglione Uomo Invernali Maglia Girocol... \n",
+ "482 JACK & JONES Crew Neck Sweatshirt Plain Crew N... \n",
+ "485 {*carbon-gray-8555093*} \n",
+ "487 Cegerne Maglione Uomo Girocollo Manica Lunga M... \n",
+ "524 NaN \n",
+ "\n",
+ " user_alt_text \\\n",
+ "2 Scarponcino da trekking nero/blu \n",
+ "19 Categoria Orologi da polso in offerta \n",
+ "29 Guida agli acquisti: Cinque regali Nike per tr... \n",
+ "30 Pantalonicni a compressione uomo colore Nero \n",
+ "65 quadretto con Stampa artistica tris Francoboll... \n",
+ ".. ... \n",
+ "481 Maglione uomo girocollo a manica lunga di colo... \n",
+ "482 Felpa da uomo semplice blu con scollo rotondo. \n",
+ "485 Scarpe da montagna grigio carbone con supporto... \n",
+ "487 Maglione leggero da uomo color bordeaux, dalla... \n",
+ "524 Accedi alla sezione auto e moto \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "2 Quechua Men's MH100 Waterproof Mid Hiking Boot... 1 \n",
+ "19 Luxury watches: Omega, Breitling, and Rolex di... 1 \n",
+ "29 Swimmer representing Nike's gift ideas for tri... 3 \n",
+ "30 Men's black boxer briefs, Simond MT500 merino ... 2 \n",
+ "65 Personalized artistic print featuring favorite... 2 \n",
+ ".. ... ... \n",
+ "481 Green knit pullover sweater with long sleeves ... 2 \n",
+ "482 JACK & JONES plain crew neck sweatshirt in nav... 1 \n",
+ "485 Quechua Men's MH100 Hiking Shoes in carbon gra... 1 \n",
+ "487 Cegerne men's crewneck long-sleeve winter swea... 2 \n",
+ "524 Icon representing the 'Motori' category, featu... 1 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "2 1 5 23 \n",
+ "19 1 5 0 \n",
+ "29 3 2 33 \n",
+ "30 1 3 23 \n",
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+ ".. ... ... ... \n",
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+ "482 3 4 60 \n",
+ "485 1 4 23 \n",
+ "487 4 2 81 \n",
+ "524 1 3 0 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "2 32 82 \n",
+ "19 38 63 \n",
+ "29 86 55 \n",
+ "30 44 51 \n",
+ "65 84 96 \n",
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+ "485 75 53 \n",
+ "487 85 50 \n",
+ "524 32 71 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "2 [[-1.12265915e-01 3.71986143e-02 3.16990539e... 0.155173 \n",
+ "19 [[-1.21863764e-02 1.83361676e-02 4.49541584e... -0.008331 \n",
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+ "65 [[ 9.74924583e-03 6.52627349e-02 6.98552188e... 0.381380 \n",
+ ".. ... ... \n",
+ "481 [[-1.12205721e-01 7.66452849e-02 -1.13325997e... 0.092793 \n",
+ "482 [[-8.44018310e-02 3.97722386e-02 -3.78122218e... 0.076911 \n",
+ "485 [[-5.81553541e-02 2.38139164e-02 -3.25277983e... 0.202295 \n",
+ "487 [[-1.02169424e-01 1.19135626e-01 1.58269554e... 0.284456 \n",
+ "524 [[-6.62313849e-02 9.14828703e-02 -5.58150038e... 0.224052 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity \n",
+ "2 0.0 0.311027 \n",
+ "19 0.0 0.276672 \n",
+ "29 0.0 0.380493 \n",
+ "30 0.0 0.384151 \n",
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+ "\n",
+ "[74 rows x 15 columns]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_cleaned[df_cleaned['lexical_similarity']==0]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d628459c",
+ "metadata": {},
+ "source": [
+ "# correlazioni sul dataset senza duplicati"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "07ef463a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "98857f33",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 2\n",
+ "1 3\n",
+ "2 1\n",
+ "3 1\n",
+ "4 1\n",
+ " ..\n",
+ "652 4\n",
+ "653 3\n",
+ "654 3\n",
+ "655 3\n",
+ "656 5\n",
+ "Name: user_assessment, Length: 494, dtype: int64"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "user_assessment=df_cleaned[\"user_assessment\"]\n",
+ "llm_assessment=df_cleaned[\"llm_assessment\"]\n",
+ "user_assessment"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "b617b09c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*unspecified-8553119*} | \n", + "Scarponcino da trekking nero/blu | \n", + "Quechua Men's MH100 Waterproof Mid Hiking Boot... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "23 | \n", + "32 | \n", + "82 | \n", + "[[-1.12265915e-01 3.71986143e-02 3.16990539e... | \n", + "0.155173 | \n", + "0.0 | \n", + "0.311027 | \n", + "
| 19 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Chiara Giordano | \n", + "NaN | \n", + "Categoria Orologi da polso in offerta | \n", + "Luxury watches: Omega, Breitling, and Rolex di... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "0 | \n", + "38 | \n", + "63 | \n", + "[[-1.21863764e-02 1.83361676e-02 4.49541584e... | \n", + "-0.008331 | \n", + "0.0 | \n", + "0.276672 | \n", + "
| 29 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "Chiara Giordano | \n", + "Cinque regali Nike per triatleti | \n", + "Guida agli acquisti: Cinque regali Nike per tr... | \n", + "Swimmer representing Nike's gift ideas for tri... | \n", + "3 | \n", + "3 | \n", + "2 | \n", + "33 | \n", + "86 | \n", + "55 | \n", + "[[-7.99515247e-02 1.04392603e-01 -6.10927911e... | \n", + "0.313818 | \n", + "0.0 | \n", + "0.380493 | \n", + "
| 30 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Elia Grassini | \n", + "{*ultra-black-8542384*} | \n", + "Pantalonicni a compressione uomo colore Nero | \n", + "Men's black boxer briefs, Simond MT500 merino ... | \n", + "2 | \n", + "1 | \n", + "3 | \n", + "23 | \n", + "44 | \n", + "51 | \n", + "[[-2.28073094e-02 8.87301043e-02 -3.54516394e... | \n", + "0.196394 | \n", + "0.0 | \n", + "0.384151 | \n", + "
| 65 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Elia Grassini | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "quadretto con Stampa artistica tris Francoboll... | \n", + "Personalized artistic print featuring favorite... | \n", + "2 | \n", + "4 | \n", + "3 | \n", + "96 | \n", + "84 | \n", + "96 | \n", + "[[ 9.74924583e-03 6.52627349e-02 6.98552188e... | \n", + "0.381380 | \n", + "0.0 | \n", + "0.407915 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 481 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "m.natale8 | \n", + "Genfien Maglione Uomo Invernali Maglia Girocol... | \n", + "Maglione uomo girocollo a manica lunga di colo... | \n", + "Green knit pullover sweater with long sleeves ... | \n", + "2 | \n", + "3 | \n", + "4 | \n", + "121 | \n", + "160 | \n", + "85 | \n", + "[[-1.12205721e-01 7.66452849e-02 -1.13325997e... | \n", + "0.092793 | \n", + "0.0 | \n", + "0.299688 | \n", + "
| 482 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "m.natale8 | \n", + "JACK & JONES Crew Neck Sweatshirt Plain Crew N... | \n", + "Felpa da uomo semplice blu con scollo rotondo. | \n", + "JACK & JONES plain crew neck sweatshirt in nav... | \n", + "1 | \n", + "3 | \n", + "4 | \n", + "60 | \n", + "46 | \n", + "53 | \n", + "[[-8.44018310e-02 3.97722386e-02 -3.78122218e... | \n", + "0.076911 | \n", + "0.0 | \n", + "0.331193 | \n", + "
| 485 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "m.natale8 | \n", + "{*carbon-gray-8555093*} | \n", + "Scarpe da montagna grigio carbone con supporto... | \n", + "Quechua Men's MH100 Hiking Shoes in carbon gra... | \n", + "1 | \n", + "1 | \n", + "4 | \n", + "23 | \n", + "75 | \n", + "53 | \n", + "[[-5.81553541e-02 2.38139164e-02 -3.25277983e... | \n", + "0.202295 | \n", + "0.0 | \n", + "0.287639 | \n", + "
| 487 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "m.natale8 | \n", + "Cegerne Maglione Uomo Girocollo Manica Lunga M... | \n", + "Maglione leggero da uomo color bordeaux, dalla... | \n", + "Cegerne men's crewneck long-sleeve winter swea... | \n", + "2 | \n", + "4 | \n", + "2 | \n", + "81 | \n", + "85 | \n", + "50 | \n", + "[[-1.02169424e-01 1.19135626e-01 1.58269554e... | \n", + "0.284456 | \n", + "0.0 | \n", + "0.347062 | \n", + "
| 524 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "m.natale8 | \n", + "NaN | \n", + "Accedi alla sezione auto e moto | \n", + "Icon representing the 'Motori' category, featu... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "0 | \n", + "32 | \n", + "71 | \n", + "[[-6.62313849e-02 9.14828703e-02 -5.58150038e... | \n", + "0.224052 | \n", + "0.0 | \n", + "0.377956 | \n", + "
74 rows × 15 columns
\n", + ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_assessment, llm_assessment, gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+ "plt.colorbar(label='Count')\n",
+ "plt.plot(\n",
+ " np.unique(user_assessment),\n",
+ " np.poly1d(np.polyfit(user_assessment, llm_assessment, 1))(np.unique(user_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_assessment\")\n",
+ "plt.ylabel(\"llm_assessment\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "fa32c0ab",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User-LLM Pearson User-LLM Spearman User-LLM Kendall Tau\n",
+ "Results 0.624645 0.593628 0.509181"
+ ]
+ },
+ "execution_count": 15,
+ "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_assessment, llm_assessment)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_assessment, llm_assessment)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_assessment, llm_assessment)\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": "c0c634a0",
+ "metadata": {},
+ "source": [
+ "# Analizzo cambio lingua da parte LLM "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "d71bb4e8",
+ "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": 17,
+ "id": "a6ac71b6",
+ "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": 18,
+ "id": "dcd5a1d9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_cleaned = df_cleaned.copy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "cb4a25ee",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Apply the function to create a new column\n",
+ "df_cleaned['original_alt_text_english'] = df_cleaned['original_alt_text'].apply(is_english_langdetect)\n",
+ "df_cleaned['user_alt_text_english'] = df_cleaned['user_alt_text'].apply(is_english_langdetect)\n",
+ "df_cleaned['llm_alt_text_english'] = df_cleaned['llm_alt_text'].apply(is_english_langdetect)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "ffa925da",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User-LLM Pearson | \n", + "User-LLM Spearman | \n", + "User-LLM Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.624645 | \n", + "0.593628 | \n", + "0.509181 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ "652 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "653 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "654 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "655 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "656 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",
+ "652 Nike Club Felpa con cappuccio e zip a tutta lu... \n",
+ "653 Nike Tech Pantaloni in fleece a blocchi di col... \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \n",
+ "655 Gli otto migliori regali Nike per lo yoga \n",
+ "656 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",
+ "652 Felpa con cappuccio e zip a tutta lunghezza in... \n",
+ "653 Pantaloni in fleece a blocchi di colore con or... \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \n",
+ "655 Guida agli acquisti:\\ntrova le idee giuste con... \n",
+ "656 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",
+ "652 Nike Club full-zip fleece hoodie for men in gr... 4 \n",
+ "653 Nike Tech fleece pants with color blocks and o... 3 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \n",
+ "655 Gli otto migliori regali Nike per lo yoga 3 \n",
+ "656 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",
+ "652 5 3 70 \n",
+ "653 5 3 72 \n",
+ "654 5 4 56 \n",
+ "655 4 3 41 \n",
+ "656 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",
+ "652 72 74 \n",
+ "653 63 59 \n",
+ "654 52 56 \n",
+ "655 74 41 \n",
+ "656 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",
+ "652 [[-4.15091664e-02 8.97801593e-02 -3.34872603e... 0.459371 \n",
+ "653 [[-7.47130215e-02 6.85523152e-02 -1.90371135e... 0.388492 \n",
+ "654 [[-5.39165661e-02 5.89501821e-02 -6.87802508e... 0.975856 \n",
+ "655 [[-3.91517766e-02 6.30479455e-02 -4.93284650e... 0.646167 \n",
+ "656 [[-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",
+ "652 0.237900 0.476374 False \n",
+ "653 0.050656 0.388927 False \n",
+ "654 0.867364 0.936773 True \n",
+ "655 0.102140 0.665948 False \n",
+ "656 1.000000 1.000000 False \n",
+ "\n",
+ " user_alt_text_english llm_alt_text_english \n",
+ "0 False True \n",
+ "1 False True \n",
+ "2 False True \n",
+ "3 False True \n",
+ "4 False True \n",
+ ".. ... ... \n",
+ "652 False True \n",
+ "653 False True \n",
+ "654 True True \n",
+ "655 False False \n",
+ "656 False False \n",
+ "\n",
+ "[494 rows x 18 columns]"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_cleaned"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "2d914950",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "original_alt_text_english | \n", + "user_alt_text_english | \n", + "llm_alt_text_english | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*ultra-black-8542384*} | \n", + "Boxer da uomo neri. | \n", + "Simond MT500 black merino wool men's boxer bri... | \n", + "2 | \n", + "2 | \n", + "4 | \n", + "23 | \n", + "19 | \n", + "67 | \n", + "[[-6.58009807e-03 6.35901242e-02 -4.19974625e... | \n", + "0.283133 | \n", + "0.083409 | \n", + "0.416152 | \n", + "False | \n", + "False | \n", + "True | \n", + "
| 1 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "Forclaz MT500 Lightweight Packable Hiking Sandals | \n", + "Sandali da trekking grigi con cinturini (model... | \n", + "Forclaz MT500 lightweight packable hiking sand... | \n", + "3 | \n", + "4 | \n", + "4 | \n", + "49 | \n", + "58 | \n", + "66 | \n", + "[[-1.65502682e-01 1.02800451e-01 -1.86460856e... | \n", + "0.283294 | \n", + "0.063355 | \n", + "0.471250 | \n", + "True | \n", + "False | \n", + "True | \n", + "
| 2 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*unspecified-8553119*} | \n", + "Scarponcino da trekking nero/blu | \n", + "Quechua Men's MH100 Waterproof Mid Hiking Boot... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "23 | \n", + "32 | \n", + "82 | \n", + "[[-1.12265915e-01 3.71986143e-02 3.16990539e... | \n", + "0.155173 | \n", + "0.000000 | \n", + "0.311027 | \n", + "False | \n", + "False | \n", + "True | \n", + "
| 3 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*carbon-gray-8572546*} | \n", + "Pantaloni cargo Forclaz Travel 100 da uomo gri... | \n", + "Forclaz Men's Travel 100 Cargo Pants in carbon... | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "23 | \n", + "58 | \n", + "51 | \n", + "[[-5.91035746e-02 1.34611323e-01 -4.70575355e... | \n", + "0.551771 | \n", + "0.288254 | \n", + "0.545059 | \n", + "False | \n", + "False | \n", + "True | \n", + "
| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*laurel-green-8749613*} | \n", + "Giacca in pile Quechua MH120 da uomo verde alloro | \n", + "Quechua Men's MH120 Fleece Hiking Jacket in la... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "24 | \n", + "49 | \n", + "57 | \n", + "[[-6.08187169e-02 6.86808676e-02 -9.30010428e... | \n", + "0.335090 | \n", + "0.201993 | \n", + "0.514356 | \n", + "False | \n", + "False | \n", + "True | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 652 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Club Felpa con cappuccio e zip a tutta lu... | \n", + "Felpa con cappuccio e zip a tutta lunghezza in... | \n", + "Nike Club full-zip fleece hoodie for men in gr... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "70 | \n", + "72 | \n", + "74 | \n", + "[[-4.15091664e-02 8.97801593e-02 -3.34872603e... | \n", + "0.459371 | \n", + "0.237900 | \n", + "0.476374 | \n", + "False | \n", + "False | \n", + "True | \n", + "
| 653 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Tech Pantaloni in fleece a blocchi di col... | \n", + "Pantaloni in fleece a blocchi di colore con or... | \n", + "Nike Tech fleece pants with color blocks and o... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "72 | \n", + "63 | \n", + "59 | \n", + "[[-7.47130215e-02 6.85523152e-02 -1.90371135e... | \n", + "0.388492 | \n", + "0.050656 | \n", + "0.388927 | \n", + "False | \n", + "False | \n", + "True | \n", + "
| 654 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "[[-5.39165661e-02 5.89501821e-02 -6.87802508e... | \n", + "0.975856 | \n", + "0.867364 | \n", + "0.936773 | \n", + "True | \n", + "True | \n", + "True | \n", + "
| 655 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "Guida agli acquisti:\\ntrova le idee giuste con... | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "41 | \n", + "74 | \n", + "41 | \n", + "[[-3.91517766e-02 6.30479455e-02 -4.93284650e... | \n", + "0.646167 | \n", + "0.102140 | \n", + "0.665948 | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 656 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "5 | \n", + "4 | \n", + "5 | \n", + "67 | \n", + "67 | \n", + "67 | \n", + "[[-7.22139552e-02 6.18477501e-02 -1.44746248e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "False | \n", + "False | \n", + "False | \n", + "
494 rows × 18 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "1 https://giove.isti.cnr.it/users/leonardi/decat... Chiara Giordano \n",
+ "5 https://giove.isti.cnr.it/users/leonardi/decat... Chiara Giordano \n",
+ "31 https://giove.isti.cnr.it/users/leonardi/decat... Elia Grassini \n",
+ "64 https://giove.isti.cnr.it/users/leonardi/decat... Elia Grassini \n",
+ "68 https://giove.isti.cnr.it/users/leonardi/decat... Enrica Di Rado \n",
+ ".. ... ... \n",
+ "616 https://giove.isti.cnr.it/users/leonardi/nike.... r.dipiazza \n",
+ "629 https://giove.isti.cnr.it/users/leonardi/decat... whitewolf \n",
+ "632 https://giove.isti.cnr.it/users/leonardi/decat... whitewolf \n",
+ "644 https://giove.isti.cnr.it/users/manca/amazon_m... whitewolf \n",
+ "654 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "\n",
+ " original_alt_text \\\n",
+ "1 Forclaz MT500 Lightweight Packable Hiking Sandals \n",
+ "5 Van Rysel Men's Ultralight Waterproof Cycling ... \n",
+ "31 Forclaz MT500 Lightweight Packable Hiking Sandals \n",
+ "64 Van Rysel Men's Ultralight Waterproof Cycling ... \n",
+ "68 Simond Men's MT100 Easyfit 50 L Backpacking Pack \n",
+ ".. ... \n",
+ "616 Nike Tech Pantaloni jogger in fleece – Uomo \n",
+ "629 Simond Men's MT100 Easyfit 50 L Backpacking Pack \n",
+ "632 Van Rysel Men's Ultralight Mesh Base Layer \n",
+ "644 Calvin Klein Jeans Badge Waffle LS Tee J30j323... \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \n",
+ "\n",
+ " user_alt_text \\\n",
+ "1 Sandali da trekking grigi con cinturini (model... \n",
+ "5 Giacca da ciclismo Van Rysel Ultralight imperm... \n",
+ "31 Forclaz MT500 leggeri e portatili sandali da t... \n",
+ "64 Van Rysel giacca da uomo bicicletta superlegge... \n",
+ "68 Simond Men's MT100 Easyfit 50 L Backpacking Pack \n",
+ ".. ... \n",
+ "616 Pantaloni jogger in pile da uomo Nike Tech, bi... \n",
+ "629 Technical Men's Easyfit Backpacking Pack. Idea... \n",
+ "632 Van Rysel Men's ultralight mesh base layer in ... \n",
+ "644 Maglietta Maniche Lunghe Uomo Calvin Klein Jeans. \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "1 Forclaz MT500 lightweight packable hiking sand... 3 \n",
+ "5 Van Rysel Men's Ultralight Waterproof Cycling ... 5 \n",
+ "31 Forclaz MT500 Lightweight Packable Hiking Sand... 4 \n",
+ "64 Van Rysel Men's Ultralight Waterproof Cycling ... 3 \n",
+ "68 Simond Men's MT100 Easyfit 50 L Backpacking Pack 5 \n",
+ ".. ... ... \n",
+ "616 Nike Tech jogger pants in fleece for men, disp... 2 \n",
+ "629 Simond Men's MT100 Easyfit 50 L Backpacking Pack 3 \n",
+ "632 Van Rysel Men's Ultralight Mesh Base Layer 1 \n",
+ "644 Calvin Klein Jeans long-sleeve waffle tee for ... 3 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "1 4 4 49 \n",
+ "5 5 3 52 \n",
+ "31 4 3 49 \n",
+ "64 5 3 52 \n",
+ "68 5 3 48 \n",
+ ".. ... ... ... \n",
+ "616 4 5 43 \n",
+ "629 5 1 48 \n",
+ "632 5 3 42 \n",
+ "644 3 3 98 \n",
+ "654 5 4 56 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "1 58 66 \n",
+ "5 60 61 \n",
+ "31 69 58 \n",
+ "64 77 52 \n",
+ "68 48 48 \n",
+ ".. ... ... \n",
+ "616 59 71 \n",
+ "629 132 48 \n",
+ "632 64 42 \n",
+ "644 49 57 \n",
+ "654 52 56 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "1 [[-1.65502682e-01 1.02800451e-01 -1.86460856e... 0.283294 \n",
+ "5 [[-6.58380836e-02 1.54879689e-01 3.43017876e... 0.300264 \n",
+ "31 [[-1.40589759e-01 1.02787107e-01 -1.41343167e... 0.391122 \n",
+ "64 [[-8.01482797e-02 1.39199436e-01 3.50541621e... 0.237520 \n",
+ "68 [[-1.18939579e-01 5.63375689e-02 -2.27848217e... 1.000000 \n",
+ ".. ... ... \n",
+ "616 [[-5.56538999e-02 9.58281457e-02 -1.33818644e... 0.434600 \n",
+ "629 [[-1.18939579e-01 5.63375689e-02 -2.27848217e... 0.781990 \n",
+ "632 [[-6.29605651e-02 5.91232181e-02 4.51525822e... 0.839603 \n",
+ "644 [[-6.86105788e-02 9.89641473e-02 3.29925045e... 0.385656 \n",
+ "654 [[-5.39165661e-02 5.89501821e-02 -6.87802508e... 0.975856 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity original_alt_text_english \\\n",
+ "1 0.063355 0.471250 True \n",
+ "5 0.179523 0.500414 True \n",
+ "31 0.135073 0.536295 True \n",
+ "64 0.130494 0.447863 True \n",
+ "68 1.000000 1.000000 True \n",
+ ".. ... ... ... \n",
+ "616 0.262988 0.491136 True \n",
+ "629 0.377476 0.650826 True \n",
+ "632 0.685388 0.843582 True \n",
+ "644 0.235770 0.538033 True \n",
+ "654 0.867364 0.936773 True \n",
+ "\n",
+ " user_alt_text_english llm_alt_text_english \n",
+ "1 False True \n",
+ "5 False True \n",
+ "31 False True \n",
+ "64 False True \n",
+ "68 True True \n",
+ ".. ... ... \n",
+ "616 False True \n",
+ "629 True True \n",
+ "632 True True \n",
+ "644 False True \n",
+ "654 True True \n",
+ "\n",
+ "[71 rows x 18 columns]"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_cleaned[df_cleaned[\"original_alt_text_english\"]==True]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "608bee0a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Define which sites are English\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 decatholn 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": 23,
+ "id": "cc7b1b6d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "original_alt_text_english | \n", + "user_alt_text_english | \n", + "llm_alt_text_english | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "Forclaz MT500 Lightweight Packable Hiking Sandals | \n", + "Sandali da trekking grigi con cinturini (model... | \n", + "Forclaz MT500 lightweight packable hiking sand... | \n", + "3 | \n", + "4 | \n", + "4 | \n", + "49 | \n", + "58 | \n", + "66 | \n", + "[[-1.65502682e-01 1.02800451e-01 -1.86460856e... | \n", + "0.283294 | \n", + "0.063355 | \n", + "0.471250 | \n", + "True | \n", + "False | \n", + "True | \n", + "
| 5 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "Van Rysel Men's Ultralight Waterproof Cycling ... | \n", + "Giacca da ciclismo Van Rysel Ultralight imperm... | \n", + "Van Rysel Men's Ultralight Waterproof Cycling ... | \n", + "5 | \n", + "5 | \n", + "3 | \n", + "52 | \n", + "60 | \n", + "61 | \n", + "[[-6.58380836e-02 1.54879689e-01 3.43017876e... | \n", + "0.300264 | \n", + "0.179523 | \n", + "0.500414 | \n", + "True | \n", + "False | \n", + "True | \n", + "
| 31 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Elia Grassini | \n", + "Forclaz MT500 Lightweight Packable Hiking Sandals | \n", + "Forclaz MT500 leggeri e portatili sandali da t... | \n", + "Forclaz MT500 Lightweight Packable Hiking Sand... | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "49 | \n", + "69 | \n", + "58 | \n", + "[[-1.40589759e-01 1.02787107e-01 -1.41343167e... | \n", + "0.391122 | \n", + "0.135073 | \n", + "0.536295 | \n", + "True | \n", + "False | \n", + "True | \n", + "
| 64 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Elia Grassini | \n", + "Van Rysel Men's Ultralight Waterproof Cycling ... | \n", + "Van Rysel giacca da uomo bicicletta superlegge... | \n", + "Van Rysel Men's Ultralight Waterproof Cycling ... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "52 | \n", + "77 | \n", + "52 | \n", + "[[-8.01482797e-02 1.39199436e-01 3.50541621e... | \n", + "0.237520 | \n", + "0.130494 | \n", + "0.447863 | \n", + "True | \n", + "False | \n", + "True | \n", + "
| 68 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Enrica Di Rado | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "5 | \n", + "5 | \n", + "3 | \n", + "48 | \n", + "48 | \n", + "48 | \n", + "[[-1.18939579e-01 5.63375689e-02 -2.27848217e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "True | \n", + "True | \n", + "True | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 616 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "r.dipiazza | \n", + "Nike Tech Pantaloni jogger in fleece – Uomo | \n", + "Pantaloni jogger in pile da uomo Nike Tech, bi... | \n", + "Nike Tech jogger pants in fleece for men, disp... | \n", + "2 | \n", + "4 | \n", + "5 | \n", + "43 | \n", + "59 | \n", + "71 | \n", + "[[-5.56538999e-02 9.58281457e-02 -1.33818644e... | \n", + "0.434600 | \n", + "0.262988 | \n", + "0.491136 | \n", + "True | \n", + "False | \n", + "True | \n", + "
| 629 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "whitewolf | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "Technical Men's Easyfit Backpacking Pack. Idea... | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "3 | \n", + "5 | \n", + "1 | \n", + "48 | \n", + "132 | \n", + "48 | \n", + "[[-1.18939579e-01 5.63375689e-02 -2.27848217e... | \n", + "0.781990 | \n", + "0.377476 | \n", + "0.650826 | \n", + "True | \n", + "True | \n", + "True | \n", + "
| 632 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "whitewolf | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "Van Rysel Men's ultralight mesh base layer in ... | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "1 | \n", + "5 | \n", + "3 | \n", + "42 | \n", + "64 | \n", + "42 | \n", + "[[-6.29605651e-02 5.91232181e-02 4.51525822e... | \n", + "0.839603 | \n", + "0.685388 | \n", + "0.843582 | \n", + "True | \n", + "True | \n", + "True | \n", + "
| 644 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "whitewolf | \n", + "Calvin Klein Jeans Badge Waffle LS Tee J30j323... | \n", + "Maglietta Maniche Lunghe Uomo Calvin Klein Jeans. | \n", + "Calvin Klein Jeans long-sleeve waffle tee for ... | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "98 | \n", + "49 | \n", + "57 | \n", + "[[-6.86105788e-02 9.89641473e-02 3.29925045e... | \n", + "0.385656 | \n", + "0.235770 | \n", + "0.538033 | \n", + "True | \n", + "False | \n", + "True | \n", + "
| 654 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "[[-5.39165661e-02 5.89501821e-02 -6.87802508e... | \n", + "0.975856 | \n", + "0.867364 | \n", + "0.936773 | \n", + "True | \n", + "True | \n", + "True | \n", + "
71 rows × 18 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ "652 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "653 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "654 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "655 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "656 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",
+ "652 Nike Club Felpa con cappuccio e zip a tutta lu... \n",
+ "653 Nike Tech Pantaloni in fleece a blocchi di col... \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \n",
+ "655 Gli otto migliori regali Nike per lo yoga \n",
+ "656 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",
+ "652 Felpa con cappuccio e zip a tutta lunghezza in... \n",
+ "653 Pantaloni in fleece a blocchi di colore con or... \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \n",
+ "655 Guida agli acquisti:\\ntrova le idee giuste con... \n",
+ "656 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",
+ "652 Nike Club full-zip fleece hoodie for men in gr... 4 \n",
+ "653 Nike Tech fleece pants with color blocks and o... 3 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \n",
+ "655 Gli otto migliori regali Nike per lo yoga 3 \n",
+ "656 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",
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+ "652 5 3 70 \n",
+ "653 5 3 72 \n",
+ "654 5 4 56 \n",
+ "655 4 3 41 \n",
+ "656 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",
+ "652 72 74 \n",
+ "653 63 59 \n",
+ "654 52 56 \n",
+ "655 74 41 \n",
+ "656 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",
+ "652 [[-4.15091664e-02 8.97801593e-02 -3.34872603e... 0.459371 \n",
+ "653 [[-7.47130215e-02 6.85523152e-02 -1.90371135e... 0.388492 \n",
+ "654 [[-5.39165661e-02 5.89501821e-02 -6.87802508e... 0.975856 \n",
+ "655 [[-3.91517766e-02 6.30479455e-02 -4.93284650e... 0.646167 \n",
+ "656 [[-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",
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+ "652 0.237900 0.476374 False \n",
+ "653 0.050656 0.388927 False \n",
+ "654 0.867364 0.936773 True \n",
+ "655 0.102140 0.665948 False \n",
+ "656 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",
+ "652 False True False \n",
+ "653 False True False \n",
+ "654 True True False \n",
+ "655 False False False \n",
+ "656 False False False \n",
+ "\n",
+ "[494 rows x 19 columns]"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_cleaned['english_site'] = df_cleaned['page_url'].map(english_sites)\n",
+ "df_cleaned"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d2d0003e",
+ "metadata": {},
+ "source": [
+ "# Analizzo quante volte utente ha sbagliato lingua"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "fdac82ef",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*laurel-green-8749613*} | \n", + "Giacca in pile Quechua MH120 da uomo verde alloro | \n", + "Quechua Men's MH120 Fleece Hiking Jacket in la... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "24 | \n", + "49 | \n", + "57 | \n", + "[[-6.08187169e-02 6.86808676e-02 -9.30010428e... | \n", + "0.335090 | \n", + "0.201993 | \n", + "0.514356 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
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| 652 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Club Felpa con cappuccio e zip a tutta lu... | \n", + "Felpa con cappuccio e zip a tutta lunghezza in... | \n", + "Nike Club full-zip fleece hoodie for men in gr... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "70 | \n", + "72 | \n", + "74 | \n", + "[[-4.15091664e-02 8.97801593e-02 -3.34872603e... | \n", + "0.459371 | \n", + "0.237900 | \n", + "0.476374 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
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| 655 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "Guida agli acquisti:\\ntrova le idee giuste con... | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "41 | \n", + "74 | \n", + "41 | \n", + "[[-3.91517766e-02 6.30479455e-02 -4.93284650e... | \n", + "0.646167 | \n", + "0.102140 | \n", + "0.665948 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
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494 rows × 19 columns
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+ "\n",
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+ " \n",
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+ ],
+ "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",
+ "484 https://giove.isti.cnr.it/users/leonardi/decat... m.natale8 \n",
+ "485 https://giove.isti.cnr.it/users/leonardi/decat... m.natale8 \n",
+ "514 https://giove.isti.cnr.it/users/manca/eBay.html m.natale8 \n",
+ "569 https://giove.isti.cnr.it/users/manca/amazon_m... r.dipiazza \n",
+ "654 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",
+ "484 {*dark-petrol-blue-8581388*} \n",
+ "485 {*carbon-gray-8555093*} \n",
+ "514 Console Nintendo Switch Mario Red e Blue Limit... \n",
+ "569 Calvin Klein Jeans Badge Waffle LS Tee J30j323... \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \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",
+ "484 Zaino da trekking blu petrolio scuro da 50+10 ... \n",
+ "485 Scarpe da montagna grigio carbone con supporto... \n",
+ "514 Console Nintendo Switch Mario Red e Blue Limit... \n",
+ "569 Top in Maglia a Maniche Lunghe Uomo, Calvin Kl... \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \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",
+ "484 Simond Men's MT500 Air 50+10 L backpack in dar... 1 \n",
+ "485 Quechua Men's MH100 Hiking Shoes in carbon gra... 1 \n",
+ "514 Nintendo Switch Mario Red and Blue Limited Edi... 4 \n",
+ "569 Black long-sleeve Calvin Klein tee, product im... 2 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \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",
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+ "514 4 3 74 \n",
+ "569 3 4 98 \n",
+ "654 5 4 56 \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",
+ "484 123 76 \n",
+ "485 75 53 \n",
+ "514 56 86 \n",
+ "569 69 69 \n",
+ "654 52 56 \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",
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+ "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",
+ "484 [[-7.90299624e-02 4.81140204e-02 -2.23698430e... 0.157446 \n",
+ "485 [[-5.81553541e-02 2.38139164e-02 -3.25277983e... 0.202295 \n",
+ "514 [[-6.17721938e-02 8.53586185e-04 8.32992941e... 0.786668 \n",
+ "569 [[-6.68226704e-02 1.30477965e-01 -1.81082245e... 0.440822 \n",
+ "654 [[-5.39165661e-02 5.89501821e-02 -6.87802508e... 0.975856 \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",
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+ ".. ... ... ... \n",
+ "484 0.068202 0.405426 False \n",
+ "485 0.000000 0.287639 False \n",
+ "514 0.489305 0.684544 True \n",
+ "569 0.106585 0.498780 True \n",
+ "654 0.867364 0.936773 True \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",
+ "484 False True True \n",
+ "485 False True True \n",
+ "514 True True False \n",
+ "569 True True False \n",
+ "654 True True False \n",
+ "\n",
+ "[77 rows x 19 columns]"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_cleaned[(df_cleaned['english_site'] != df_cleaned['user_alt_text_english'])]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4a92671f",
+ "metadata": {},
+ "source": [
+ "# Analizzo quante volte LLM non mantiene lingua alt-text\n",
+ "#### NB: non tengo conto che a volte il detector sbaglia. il detector ha falsi positivi. (magari aggiungere check se lingua italiana)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "183a8ff9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*ultra-black-8542384*} | \n", + "Boxer da uomo neri. | \n", + "Simond MT500 black merino wool men's boxer bri... | \n", + "2 | \n", + "2 | \n", + "4 | \n", + "23 | \n", + "19 | \n", + "67 | \n", + "[[-6.58009807e-03 6.35901242e-02 -4.19974625e... | \n", + "0.283133 | \n", + "0.083409 | \n", + "0.416152 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
| 1 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "Forclaz MT500 Lightweight Packable Hiking Sandals | \n", + "Sandali da trekking grigi con cinturini (model... | \n", + "Forclaz MT500 lightweight packable hiking sand... | \n", + "3 | \n", + "4 | \n", + "4 | \n", + "49 | \n", + "58 | \n", + "66 | \n", + "[[-1.65502682e-01 1.02800451e-01 -1.86460856e... | \n", + "0.283294 | \n", + "0.063355 | \n", + "0.471250 | \n", + "True | \n", + "False | \n", + "True | \n", + "True | \n", + "
| 2 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*unspecified-8553119*} | \n", + "Scarponcino da trekking nero/blu | \n", + "Quechua Men's MH100 Waterproof Mid Hiking Boot... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "23 | \n", + "32 | \n", + "82 | \n", + "[[-1.12265915e-01 3.71986143e-02 3.16990539e... | \n", + "0.155173 | \n", + "0.000000 | \n", + "0.311027 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
| 3 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*carbon-gray-8572546*} | \n", + "Pantaloni cargo Forclaz Travel 100 da uomo gri... | \n", + "Forclaz Men's Travel 100 Cargo Pants in carbon... | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "23 | \n", + "58 | \n", + "51 | \n", + "[[-5.91035746e-02 1.34611323e-01 -4.70575355e... | \n", + "0.551771 | \n", + "0.288254 | \n", + "0.545059 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*laurel-green-8749613*} | \n", + "Giacca in pile Quechua MH120 da uomo verde alloro | \n", + "Quechua Men's MH120 Fleece Hiking Jacket in la... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "24 | \n", + "49 | \n", + "57 | \n", + "[[-6.08187169e-02 6.86808676e-02 -9.30010428e... | \n", + "0.335090 | \n", + "0.201993 | \n", + "0.514356 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 484 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "m.natale8 | \n", + "{*dark-petrol-blue-8581388*} | \n", + "Zaino da trekking blu petrolio scuro da 50+10 ... | \n", + "Simond Men's MT500 Air 50+10 L backpack in dar... | \n", + "1 | \n", + "1 | \n", + "4 | \n", + "28 | \n", + "123 | \n", + "76 | \n", + "[[-7.90299624e-02 4.81140204e-02 -2.23698430e... | \n", + "0.157446 | \n", + "0.068202 | \n", + "0.405426 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
| 485 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "m.natale8 | \n", + "{*carbon-gray-8555093*} | \n", + "Scarpe da montagna grigio carbone con supporto... | \n", + "Quechua Men's MH100 Hiking Shoes in carbon gra... | \n", + "1 | \n", + "1 | \n", + "4 | \n", + "23 | \n", + "75 | \n", + "53 | \n", + "[[-5.81553541e-02 2.38139164e-02 -3.25277983e... | \n", + "0.202295 | \n", + "0.000000 | \n", + "0.287639 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
| 514 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "m.natale8 | \n", + "Console Nintendo Switch Mario Red e Blue Limit... | \n", + "Console Nintendo Switch Mario Red e Blue Limit... | \n", + "Nintendo Switch Mario Red and Blue Limited Edi... | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "74 | \n", + "56 | \n", + "86 | \n", + "[[-6.17721938e-02 8.53586185e-04 8.32992941e... | \n", + "0.786668 | \n", + "0.489305 | \n", + "0.684544 | \n", + "True | \n", + "True | \n", + "True | \n", + "False | \n", + "
| 569 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "r.dipiazza | \n", + "Calvin Klein Jeans Badge Waffle LS Tee J30j323... | \n", + "Top in Maglia a Maniche Lunghe Uomo, Calvin Kl... | \n", + "Black long-sleeve Calvin Klein tee, product im... | \n", + "2 | \n", + "3 | \n", + "4 | \n", + "98 | \n", + "69 | \n", + "69 | \n", + "[[-6.68226704e-02 1.30477965e-01 -1.81082245e... | \n", + "0.440822 | \n", + "0.106585 | \n", + "0.498780 | \n", + "True | \n", + "True | \n", + "True | \n", + "False | \n", + "
| 654 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "[[-5.39165661e-02 5.89501821e-02 -6.87802508e... | \n", + "0.975856 | \n", + "0.867364 | \n", + "0.936773 | \n", + "True | \n", + "True | \n", + "True | \n", + "False | \n", + "
77 rows × 19 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "8 https://giove.isti.cnr.it/users/leonardi/etsy.... Chiara Giordano \n",
+ "12 https://giove.isti.cnr.it/users/manca/amazon_m... Chiara Giordano \n",
+ "18 https://giove.isti.cnr.it/users/manca/eBay.html Chiara Giordano \n",
+ "19 https://giove.isti.cnr.it/users/manca/eBay.html Chiara Giordano \n",
+ "20 https://giove.isti.cnr.it/users/manca/eBay.html Chiara Giordano \n",
+ ".. ... ... \n",
+ "649 https://giove.isti.cnr.it/users/manca/eBay.html whitewolf \n",
+ "651 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "652 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "653 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "654 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "\n",
+ " original_alt_text \\\n",
+ "8 Culla mobile con sistema solare, cameretta mob... \n",
+ "12 Inter Maglione Natalizio, Adulto, Unisex \n",
+ "18 NaN \n",
+ "19 NaN \n",
+ "20 NaN \n",
+ ".. ... \n",
+ "649 BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180... \n",
+ "651 Jordan Sport Hoop Fleece Felpa con cappuccio e... \n",
+ "652 Nike Club Felpa con cappuccio e zip a tutta lu... \n",
+ "653 Nike Tech Pantaloni in fleece a blocchi di col... \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \n",
+ "\n",
+ " user_alt_text \\\n",
+ "8 Mobile da culla con sistema solare, pianeti in... \n",
+ "12 Inter Maglione Natalizio blu e bianco con patt... \n",
+ "18 Link: Ricondizionato eBay \n",
+ "19 Categoria Orologi da polso in offerta \n",
+ "20 Pagina Brand Apple \n",
+ ".. ... \n",
+ "649 Betoniera elettrica 180L 800W Scheppach MIX180... \n",
+ "651 Felpa con cappuccio e zip a tutta lunghezza Dr... \n",
+ "652 Felpa con cappuccio e zip a tutta lunghezza in... \n",
+ "653 Pantaloni in fleece a blocchi di colore con or... \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "8 Decorative solar system mobile for nursery wit... 4 \n",
+ "12 Blue Inter Christmas sweater for adults, unise... 3 \n",
+ "18 Categories and discounts for refurbished produ... 1 \n",
+ "19 Luxury watches: Omega, Breitling, and Rolex di... 1 \n",
+ "20 Apple logo representing popular destinations o... 1 \n",
+ ".. ... ... \n",
+ "649 Electric cement mixer 180L 800W Scheppach MIX1... 4 \n",
+ "651 Jordan Sport Hoop Fleece hoodie with full zip ... 4 \n",
+ "652 Nike Club full-zip fleece hoodie for men in gr... 4 \n",
+ "653 Nike Tech fleece pants with color blocks and o... 3 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "8 4 4 182 \n",
+ "12 3 4 40 \n",
+ "18 1 4 0 \n",
+ "19 1 5 0 \n",
+ "20 1 5 0 \n",
+ ".. ... ... ... \n",
+ "649 5 3 79 \n",
+ "651 4 3 83 \n",
+ "652 5 3 70 \n",
+ "653 5 3 72 \n",
+ "654 5 4 56 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "8 66 106 \n",
+ "12 73 91 \n",
+ "18 25 102 \n",
+ "19 38 63 \n",
+ "20 18 53 \n",
+ ".. ... ... \n",
+ "649 80 67 \n",
+ "651 82 77 \n",
+ "652 72 74 \n",
+ "653 63 59 \n",
+ "654 52 56 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "8 [[-8.74182768e-03 7.65696689e-02 7.23695904e... 0.406096 \n",
+ "12 [[-6.43833727e-02 9.87205729e-02 4.04446721e... 0.316737 \n",
+ "18 [[-1.15321308e-01 -1.45775434e-02 2.33533531e... 0.368656 \n",
+ "19 [[-1.21863764e-02 1.83361676e-02 4.49541584e... -0.008331 \n",
+ "20 [[ 4.67502847e-02 4.33512516e-02 2.31698100e... 0.472908 \n",
+ ".. ... ... \n",
+ "649 [[-7.10978955e-02 -1.22712785e-02 -7.89465290e... 0.658857 \n",
+ "651 [[-4.96951006e-02 1.49007842e-01 -2.94782873e... 0.648578 \n",
+ "652 [[-4.15091664e-02 8.97801593e-02 -3.34872603e... 0.459371 \n",
+ "653 [[-7.47130215e-02 6.85523152e-02 -1.90371135e... 0.388492 \n",
+ "654 [[-5.39165661e-02 5.89501821e-02 -6.87802508e... 0.975856 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity original_alt_text_english \\\n",
+ "8 0.043110 0.439645 False \n",
+ "12 0.101631 0.423376 False \n",
+ "18 0.094272 0.360353 False \n",
+ "19 0.000000 0.276672 False \n",
+ "20 0.125367 0.434771 False \n",
+ ".. ... ... ... \n",
+ "649 0.241299 0.730138 False \n",
+ "651 0.318916 0.551484 False \n",
+ "652 0.237900 0.476374 False \n",
+ "653 0.050656 0.388927 False \n",
+ "654 0.867364 0.936773 True \n",
+ "\n",
+ " user_alt_text_english llm_alt_text_english english_site \n",
+ "8 False True False \n",
+ "12 False True False \n",
+ "18 False True False \n",
+ "19 False True False \n",
+ "20 False True False \n",
+ ".. ... ... ... \n",
+ "649 False True False \n",
+ "651 False True False \n",
+ "652 False True False \n",
+ "653 False True False \n",
+ "654 True True False \n",
+ "\n",
+ "[189 rows x 19 columns]"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_cleaned[(df_cleaned['english_site'] != df_cleaned['llm_alt_text_english'])]#.to_csv(\"llm_cambia_lingua.csv\",sep=\";\", index=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8c7ebc99",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "189 494\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'38.3%'"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# LLM cambia lingua alt-text 189 volte su 494\n",
+ "print(len(df_cleaned[(df_cleaned['english_site'] != df_cleaned['llm_alt_text_english'])]),len(df_cleaned))\n",
+ "str(round(len(df_cleaned[(df_cleaned['english_site'] != df_cleaned['llm_alt_text_english'])])/len(df_cleaned),3)*100) +\"%\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "ac5773f7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "original_alt_text_english | \n", + "user_alt_text_english | \n", + "llm_alt_text_english | \n", + "english_site | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Culla mobile con sistema solare, cameretta mob... | \n", + "Mobile da culla con sistema solare, pianeti in... | \n", + "Decorative solar system mobile for nursery wit... | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "182 | \n", + "66 | \n", + "106 | \n", + "[[-8.74182768e-03 7.65696689e-02 7.23695904e... | \n", + "0.406096 | \n", + "0.043110 | \n", + "0.439645 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 12 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "Chiara Giordano | \n", + "Inter Maglione Natalizio, Adulto, Unisex | \n", + "Inter Maglione Natalizio blu e bianco con patt... | \n", + "Blue Inter Christmas sweater for adults, unise... | \n", + "3 | \n", + "3 | \n", + "4 | \n", + "40 | \n", + "73 | \n", + "91 | \n", + "[[-6.43833727e-02 9.87205729e-02 4.04446721e... | \n", + "0.316737 | \n", + "0.101631 | \n", + "0.423376 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 18 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Chiara Giordano | \n", + "NaN | \n", + "Link: Ricondizionato eBay | \n", + "Categories and discounts for refurbished produ... | \n", + "1 | \n", + "1 | \n", + "4 | \n", + "0 | \n", + "25 | \n", + "102 | \n", + "[[-1.15321308e-01 -1.45775434e-02 2.33533531e... | \n", + "0.368656 | \n", + "0.094272 | \n", + "0.360353 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 19 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Chiara Giordano | \n", + "NaN | \n", + "Categoria Orologi da polso in offerta | \n", + "Luxury watches: Omega, Breitling, and Rolex di... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "0 | \n", + "38 | \n", + "63 | \n", + "[[-1.21863764e-02 1.83361676e-02 4.49541584e... | \n", + "-0.008331 | \n", + "0.000000 | \n", + "0.276672 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 20 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Chiara Giordano | \n", + "NaN | \n", + "Pagina Brand Apple | \n", + "Apple logo representing popular destinations o... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "0 | \n", + "18 | \n", + "53 | \n", + "[[ 4.67502847e-02 4.33512516e-02 2.31698100e... | \n", + "0.472908 | \n", + "0.125367 | \n", + "0.434771 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 649 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180... | \n", + "Betoniera elettrica 180L 800W Scheppach MIX180... | \n", + "Electric cement mixer 180L 800W Scheppach MIX1... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "79 | \n", + "80 | \n", + "67 | \n", + "[[-7.10978955e-02 -1.22712785e-02 -7.89465290e... | \n", + "0.658857 | \n", + "0.241299 | \n", + "0.730138 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 651 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Jordan Sport Hoop Fleece Felpa con cappuccio e... | \n", + "Felpa con cappuccio e zip a tutta lunghezza Dr... | \n", + "Jordan Sport Hoop Fleece hoodie with full zip ... | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "83 | \n", + "82 | \n", + "77 | \n", + "[[-4.96951006e-02 1.49007842e-01 -2.94782873e... | \n", + "0.648578 | \n", + "0.318916 | \n", + "0.551484 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 652 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Club Felpa con cappuccio e zip a tutta lu... | \n", + "Felpa con cappuccio e zip a tutta lunghezza in... | \n", + "Nike Club full-zip fleece hoodie for men in gr... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "70 | \n", + "72 | \n", + "74 | \n", + "[[-4.15091664e-02 8.97801593e-02 -3.34872603e... | \n", + "0.459371 | \n", + "0.237900 | \n", + "0.476374 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 653 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Tech Pantaloni in fleece a blocchi di col... | \n", + "Pantaloni in fleece a blocchi di colore con or... | \n", + "Nike Tech fleece pants with color blocks and o... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "72 | \n", + "63 | \n", + "59 | \n", + "[[-7.47130215e-02 6.85523152e-02 -1.90371135e... | \n", + "0.388492 | \n", + "0.050656 | \n", + "0.388927 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 654 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "[[-5.39165661e-02 5.89501821e-02 -6.87802508e... | \n", + "0.975856 | \n", + "0.867364 | \n", + "0.936773 | \n", + "True | \n", + "True | \n", + "True | \n", + "False | \n", + "
189 rows × 19 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "208 https://giove.isti.cnr.it/users/leonardi/decat... a.caleo5 \n",
+ "\n",
+ " original_alt_text user_alt_text \\\n",
+ "208 {*unspecified-8916867*} Sandy brown beanie in Merino sheep wool. \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "208 Simond Adult MT500 merino wool beanie, green 1 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "208 1 3 23 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "208 40 44 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "208 [[-3.96940149e-02 3.30624655e-02 1.06512018e... 0.666567 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity original_alt_text_english \\\n",
+ "208 0.275196 0.654019 False \n",
+ "\n",
+ " user_alt_text_english llm_alt_text_english english_site \n",
+ "208 True False True "
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# errore in realtà della english detection (in realtà llm ha fatto giusto) il detector ha pochi falsi negativi\n",
+ "df_cleaned[(df_cleaned['english_site'] == True) & (df_cleaned['llm_alt_text_english']==False)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "b4a583ea",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "original_alt_text_english | \n", + "user_alt_text_english | \n", + "llm_alt_text_english | \n", + "english_site | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 208 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "a.caleo5 | \n", + "{*unspecified-8916867*} | \n", + "Sandy brown beanie in Merino sheep wool. | \n", + "Simond Adult MT500 merino wool beanie, green | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "23 | \n", + "40 | \n", + "44 | \n", + "[[-3.96940149e-02 3.30624655e-02 1.06512018e... | \n", + "0.666567 | \n", + "0.275196 | \n", + "0.654019 | \n", + "False | \n", + "True | \n", + "False | \n", + "True | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "8 https://giove.isti.cnr.it/users/leonardi/etsy.... Chiara Giordano \n",
+ "12 https://giove.isti.cnr.it/users/manca/amazon_m... Chiara Giordano \n",
+ "18 https://giove.isti.cnr.it/users/manca/eBay.html Chiara Giordano \n",
+ "19 https://giove.isti.cnr.it/users/manca/eBay.html Chiara Giordano \n",
+ "20 https://giove.isti.cnr.it/users/manca/eBay.html Chiara Giordano \n",
+ ".. ... ... \n",
+ "649 https://giove.isti.cnr.it/users/manca/eBay.html whitewolf \n",
+ "651 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "652 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "653 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "654 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "\n",
+ " original_alt_text \\\n",
+ "8 Culla mobile con sistema solare, cameretta mob... \n",
+ "12 Inter Maglione Natalizio, Adulto, Unisex \n",
+ "18 NaN \n",
+ "19 NaN \n",
+ "20 NaN \n",
+ ".. ... \n",
+ "649 BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180... \n",
+ "651 Jordan Sport Hoop Fleece Felpa con cappuccio e... \n",
+ "652 Nike Club Felpa con cappuccio e zip a tutta lu... \n",
+ "653 Nike Tech Pantaloni in fleece a blocchi di col... \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \n",
+ "\n",
+ " user_alt_text \\\n",
+ "8 Mobile da culla con sistema solare, pianeti in... \n",
+ "12 Inter Maglione Natalizio blu e bianco con patt... \n",
+ "18 Link: Ricondizionato eBay \n",
+ "19 Categoria Orologi da polso in offerta \n",
+ "20 Pagina Brand Apple \n",
+ ".. ... \n",
+ "649 Betoniera elettrica 180L 800W Scheppach MIX180... \n",
+ "651 Felpa con cappuccio e zip a tutta lunghezza Dr... \n",
+ "652 Felpa con cappuccio e zip a tutta lunghezza in... \n",
+ "653 Pantaloni in fleece a blocchi di colore con or... \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \n",
+ "\n",
+ " llm_alt_text user_assessment \\\n",
+ "8 Decorative solar system mobile for nursery wit... 4 \n",
+ "12 Blue Inter Christmas sweater for adults, unise... 3 \n",
+ "18 Categories and discounts for refurbished produ... 1 \n",
+ "19 Luxury watches: Omega, Breitling, and Rolex di... 1 \n",
+ "20 Apple logo representing popular destinations o... 1 \n",
+ ".. ... ... \n",
+ "649 Electric cement mixer 180L 800W Scheppach MIX1... 4 \n",
+ "651 Jordan Sport Hoop Fleece hoodie with full zip ... 4 \n",
+ "652 Nike Club full-zip fleece hoodie for men in gr... 4 \n",
+ "653 Nike Tech fleece pants with color blocks and o... 3 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "8 4 4 182 \n",
+ "12 3 4 40 \n",
+ "18 1 4 0 \n",
+ "19 1 5 0 \n",
+ "20 1 5 0 \n",
+ ".. ... ... ... \n",
+ "649 5 3 79 \n",
+ "651 4 3 83 \n",
+ "652 5 3 70 \n",
+ "653 5 3 72 \n",
+ "654 5 4 56 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "8 66 106 \n",
+ "12 73 91 \n",
+ "18 25 102 \n",
+ "19 38 63 \n",
+ "20 18 53 \n",
+ ".. ... ... \n",
+ "649 80 67 \n",
+ "651 82 77 \n",
+ "652 72 74 \n",
+ "653 63 59 \n",
+ "654 52 56 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "8 [[-8.74182768e-03 7.65696689e-02 7.23695904e... 0.406096 \n",
+ "12 [[-6.43833727e-02 9.87205729e-02 4.04446721e... 0.316737 \n",
+ "18 [[-1.15321308e-01 -1.45775434e-02 2.33533531e... 0.368656 \n",
+ "19 [[-1.21863764e-02 1.83361676e-02 4.49541584e... -0.008331 \n",
+ "20 [[ 4.67502847e-02 4.33512516e-02 2.31698100e... 0.472908 \n",
+ ".. ... ... \n",
+ "649 [[-7.10978955e-02 -1.22712785e-02 -7.89465290e... 0.658857 \n",
+ "651 [[-4.96951006e-02 1.49007842e-01 -2.94782873e... 0.648578 \n",
+ "652 [[-4.15091664e-02 8.97801593e-02 -3.34872603e... 0.459371 \n",
+ "653 [[-7.47130215e-02 6.85523152e-02 -1.90371135e... 0.388492 \n",
+ "654 [[-5.39165661e-02 5.89501821e-02 -6.87802508e... 0.975856 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity original_alt_text_english \\\n",
+ "8 0.043110 0.439645 False \n",
+ "12 0.101631 0.423376 False \n",
+ "18 0.094272 0.360353 False \n",
+ "19 0.000000 0.276672 False \n",
+ "20 0.125367 0.434771 False \n",
+ ".. ... ... ... \n",
+ "649 0.241299 0.730138 False \n",
+ "651 0.318916 0.551484 False \n",
+ "652 0.237900 0.476374 False \n",
+ "653 0.050656 0.388927 False \n",
+ "654 0.867364 0.936773 True \n",
+ "\n",
+ " user_alt_text_english llm_alt_text_english english_site \n",
+ "8 False True False \n",
+ "12 False True False \n",
+ "18 False True False \n",
+ "19 False True False \n",
+ "20 False True False \n",
+ ".. ... ... ... \n",
+ "649 False True False \n",
+ "651 False True False \n",
+ "652 False True False \n",
+ "653 False True False \n",
+ "654 True True False \n",
+ "\n",
+ "[188 rows x 19 columns]"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#la totalità non english->english \n",
+ "df_cleaned[(df_cleaned['english_site'] == False) & (df_cleaned['llm_alt_text_english']==True)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "ff3c5f46",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "98"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#numero reali siti inglese\n",
+ "number_english_site=len(df_cleaned[(df_cleaned['english_site'] == True)])\n",
+ "number_english_site"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "13d22aa4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "396"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#numero reali siti italiani\n",
+ "number_italian_site=len(df_cleaned[(df_cleaned['english_site'] == False)])\n",
+ "number_italian_site"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "7c4d2151",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "494"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#ok numero totale\n",
+ "number_italian_site+number_english_site"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "5763c6e4",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "97\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'99.0%'"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# mantiene al 100% la lingua se sito proviene inglese (no \"allucinazioni linguistiche\", non genera testo in lingue strane, anche con info di sotto=> uso detector apposito)\n",
+ "df_cleaned[(df_cleaned['english_site'] == True) & (df_cleaned['llm_alt_text_english']==True)]\n",
+ "print(len(df_cleaned[(df_cleaned['english_site'] == True) & (df_cleaned['llm_alt_text_english']==True)]))\n",
+ "str(round(len(df_cleaned[(df_cleaned['english_site'] == True) & (df_cleaned['llm_alt_text_english']==True)])/number_english_site,3)*100) +\"%\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "0e20bec9",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'1.0%'"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_cleaned[(df_cleaned['english_site'] == True) & (df_cleaned['llm_alt_text_english']==False)]\n",
+ "print(len(df_cleaned[(df_cleaned['english_site'] == True) & (df_cleaned['llm_alt_text_english']==False)]))\n",
+ "str(round(len(df_cleaned[(df_cleaned['english_site'] == True) & (df_cleaned['llm_alt_text_english']==False)])/number_english_site,3)*100) +\"%\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3b0129c1",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "208\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'52.5%'"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# 208 volte mantiene italiano\n",
+ "df_cleaned[(df_cleaned['english_site'] == False) & (df_cleaned['llm_alt_text_english']==False)]\n",
+ "print(len(df_cleaned[(df_cleaned['english_site'] == False) & (df_cleaned['llm_alt_text_english']==False)]))\n",
+ "str(round(len(df_cleaned[(df_cleaned['english_site'] == False) & (df_cleaned['llm_alt_text_english']==False)])/number_italian_site,3)*100) +\"%\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "014ee588",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "188\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'47.5%'"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# 188 volte cambia italiano->inglese\n",
+ "df_cleaned[(df_cleaned['english_site'] == False) & (df_cleaned['llm_alt_text_english']==True)]\n",
+ "print(len(df_cleaned[(df_cleaned['english_site'] == False) & (df_cleaned['llm_alt_text_english']==True)]))\n",
+ "str(round(len(df_cleaned[(df_cleaned['english_site'] == False) & (df_cleaned['llm_alt_text_english']==True)])/number_italian_site,3)*100) +\"%\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "id": "521e9fbc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_cleaned.to_csv(\"language_not_aligned_def.csv\",sep=\";\", index=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "87c966a2",
+ "metadata": {},
+ "source": [
+ "## Mi concentro sui casi dove lingua alt-text LLM allineata alla lingua user\n",
+ "### visto che anche user sbaglia lingua non ha senso altro tipo di allineamento. a me serve match lessicale e semnatico\n",
+ "### tutto ok al netto degli errori della stima della lingua testo (falsi positivi e falsi negativi del language detector). m sono pochi da analisi .csv"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "7678ca75",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Culla mobile con sistema solare, cameretta mob... | \n", + "Mobile da culla con sistema solare, pianeti in... | \n", + "Decorative solar system mobile for nursery wit... | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "182 | \n", + "66 | \n", + "106 | \n", + "[[-8.74182768e-03 7.65696689e-02 7.23695904e... | \n", + "0.406096 | \n", + "0.043110 | \n", + "0.439645 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 12 | \n", + "https://giove.isti.cnr.it/users/manca/amazon_m... | \n", + "Chiara Giordano | \n", + "Inter Maglione Natalizio, Adulto, Unisex | \n", + "Inter Maglione Natalizio blu e bianco con patt... | \n", + "Blue Inter Christmas sweater for adults, unise... | \n", + "3 | \n", + "3 | \n", + "4 | \n", + "40 | \n", + "73 | \n", + "91 | \n", + "[[-6.43833727e-02 9.87205729e-02 4.04446721e... | \n", + "0.316737 | \n", + "0.101631 | \n", + "0.423376 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 18 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Chiara Giordano | \n", + "NaN | \n", + "Link: Ricondizionato eBay | \n", + "Categories and discounts for refurbished produ... | \n", + "1 | \n", + "1 | \n", + "4 | \n", + "0 | \n", + "25 | \n", + "102 | \n", + "[[-1.15321308e-01 -1.45775434e-02 2.33533531e... | \n", + "0.368656 | \n", + "0.094272 | \n", + "0.360353 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 19 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Chiara Giordano | \n", + "NaN | \n", + "Categoria Orologi da polso in offerta | \n", + "Luxury watches: Omega, Breitling, and Rolex di... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "0 | \n", + "38 | \n", + "63 | \n", + "[[-1.21863764e-02 1.83361676e-02 4.49541584e... | \n", + "-0.008331 | \n", + "0.000000 | \n", + "0.276672 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 20 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "Chiara Giordano | \n", + "NaN | \n", + "Pagina Brand Apple | \n", + "Apple logo representing popular destinations o... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "0 | \n", + "18 | \n", + "53 | \n", + "[[ 4.67502847e-02 4.33512516e-02 2.31698100e... | \n", + "0.472908 | \n", + "0.125367 | \n", + "0.434771 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 649 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180... | \n", + "Betoniera elettrica 180L 800W Scheppach MIX180... | \n", + "Electric cement mixer 180L 800W Scheppach MIX1... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "79 | \n", + "80 | \n", + "67 | \n", + "[[-7.10978955e-02 -1.22712785e-02 -7.89465290e... | \n", + "0.658857 | \n", + "0.241299 | \n", + "0.730138 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 651 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Jordan Sport Hoop Fleece Felpa con cappuccio e... | \n", + "Felpa con cappuccio e zip a tutta lunghezza Dr... | \n", + "Jordan Sport Hoop Fleece hoodie with full zip ... | \n", + "4 | \n", + "4 | \n", + "3 | \n", + "83 | \n", + "82 | \n", + "77 | \n", + "[[-4.96951006e-02 1.49007842e-01 -2.94782873e... | \n", + "0.648578 | \n", + "0.318916 | \n", + "0.551484 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 652 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Club Felpa con cappuccio e zip a tutta lu... | \n", + "Felpa con cappuccio e zip a tutta lunghezza in... | \n", + "Nike Club full-zip fleece hoodie for men in gr... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "70 | \n", + "72 | \n", + "74 | \n", + "[[-4.15091664e-02 8.97801593e-02 -3.34872603e... | \n", + "0.459371 | \n", + "0.237900 | \n", + "0.476374 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 653 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Tech Pantaloni in fleece a blocchi di col... | \n", + "Pantaloni in fleece a blocchi di colore con or... | \n", + "Nike Tech fleece pants with color blocks and o... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "72 | \n", + "63 | \n", + "59 | \n", + "[[-7.47130215e-02 6.85523152e-02 -1.90371135e... | \n", + "0.388492 | \n", + "0.050656 | \n", + "0.388927 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 654 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "[[-5.39165661e-02 5.89501821e-02 -6.87802508e... | \n", + "0.975856 | \n", + "0.867364 | \n", + "0.936773 | \n", + "True | \n", + "True | \n", + "True | \n", + "False | \n", + "
188 rows × 19 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "6 https://giove.isti.cnr.it/users/leonardi/etsy.... Chiara Giordano \n",
+ "7 https://giove.isti.cnr.it/users/leonardi/etsy.... Chiara Giordano \n",
+ "9 https://giove.isti.cnr.it/users/leonardi/etsy.... Chiara Giordano \n",
+ "10 https://giove.isti.cnr.it/users/leonardi/etsy.... Chiara Giordano \n",
+ "11 https://giove.isti.cnr.it/users/leonardi/etsy.... Chiara Giordano \n",
+ ".. ... ... \n",
+ "648 https://giove.isti.cnr.it/users/manca/eBay.html whitewolf \n",
+ "650 https://giove.isti.cnr.it/users/manca/eBay.html whitewolf \n",
+ "654 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "655 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \n",
+ "656 https://giove.isti.cnr.it/users/leonardi/nike.... whitewolf \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",
+ "9 Carta da regalo natalizia di New York City x 4... \n",
+ "10 Gilet trapuntato patchwork in lino per bambini... \n",
+ "11 Stampa artistica personalizzata del luogo pref... \n",
+ ".. ... \n",
+ "648 NaN \n",
+ "650 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... \n",
+ "655 Gli otto migliori regali Nike per lo yoga \n",
+ "656 I migliori regali Nike per chi gioca a tennis,... \n",
+ "\n",
+ " user_alt_text \\\n",
+ "6 Ciondolo con pietra di smeraldo in argento ste... \n",
+ "7 Bandiera da campeggio in feltro con la scritta... \n",
+ "9 Carta da regalo natalizia di New York City x 4... \n",
+ "10 Gilet trapuntato patchwork in lino artigianale... \n",
+ "11 Stampa artistica personalizzata con timbro di ... \n",
+ ".. ... \n",
+ "648 Prodotti marca dyson \n",
+ "650 Pialla a filo e spessore combinata per legno 1... \n",
+ "654 Nike Sportswear: Piumino smanicato Therma-FIT ... \n",
+ "655 Guida agli acquisti:\\ntrova le idee giuste con... \n",
+ "656 I migliori regali Nike per chi gioca a tennis,... \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 di... 3 \n",
+ "9 Carta da regalo natalizia di New York City x 4... 5 \n",
+ "10 Gilet trapuntato artigianale per bambini con s... 4 \n",
+ "11 Stampa artistica personalizzata del luogo pref... 5 \n",
+ ".. ... ... \n",
+ "648 Dyson logo. 1 \n",
+ "650 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... 4 \n",
+ "654 Nike Sportswear Club Piumino smanicato Therma-... 3 \n",
+ "655 Gli otto migliori regali Nike per lo yoga 3 \n",
+ "656 I migliori regali Nike per chi gioca a tennis,... 5 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
+ "6 5 3 188 \n",
+ "7 4 5 257 \n",
+ "9 5 5 52 \n",
+ "10 5 5 133 \n",
+ "11 5 4 96 \n",
+ ".. ... ... ... \n",
+ "648 1 1 0 \n",
+ "650 5 3 75 \n",
+ "654 5 4 56 \n",
+ "655 4 3 41 \n",
+ "656 4 5 67 \n",
+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "6 74 188 \n",
+ "7 89 145 \n",
+ "9 52 52 \n",
+ "10 69 70 \n",
+ "11 73 96 \n",
+ ".. ... ... \n",
+ "648 20 11 \n",
+ "650 75 75 \n",
+ "654 52 56 \n",
+ "655 74 41 \n",
+ "656 67 67 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "6 [[ 5.96365295e-02 -2.88218819e-02 -4.36413754e... 0.866714 \n",
+ "7 [[ 3.38062868e-02 7.25984052e-02 -6.19653948e... 0.881819 \n",
+ "9 [[ 6.74236044e-02 2.19511539e-02 -1.44342880e... 1.000000 \n",
+ "10 [[-4.06587049e-02 7.10641295e-02 -6.74636010e... 0.915257 \n",
+ "11 [[-6.29436001e-02 9.87617299e-02 2.35087499e... 0.950213 \n",
+ ".. ... ... \n",
+ "648 [[-4.41387109e-02 6.82085901e-02 4.66848314e... 0.487655 \n",
+ "650 [[-4.77450639e-02 1.10398911e-01 -8.18440393e... 1.000000 \n",
+ "654 [[-5.39165661e-02 5.89501821e-02 -6.87802508e... 0.975856 \n",
+ "655 [[-3.91517766e-02 6.30479455e-02 -4.93284650e... 0.646167 \n",
+ "656 [[-7.22139552e-02 6.18477501e-02 -1.44746248e... 1.000000 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity original_alt_text_english \\\n",
+ "6 0.651989 0.801564 False \n",
+ "7 0.669191 0.885096 False \n",
+ "9 1.000000 1.000000 False \n",
+ "10 0.820021 0.887233 False \n",
+ "11 0.846647 0.874647 False \n",
+ ".. ... ... ... \n",
+ "648 0.260556 0.486935 False \n",
+ "650 1.000000 1.000000 False \n",
+ "654 0.867364 0.936773 True \n",
+ "655 0.102140 0.665948 False \n",
+ "656 1.000000 1.000000 False \n",
+ "\n",
+ " user_alt_text_english llm_alt_text_english english_site \n",
+ "6 False False False \n",
+ "7 False False False \n",
+ "9 False False False \n",
+ "10 False False False \n",
+ "11 False False False \n",
+ ".. ... ... ... \n",
+ "648 False False False \n",
+ "650 False False False \n",
+ "654 True True False \n",
+ "655 False False False \n",
+ "656 False False False \n",
+ "\n",
+ "[254 rows x 19 columns]"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_language_aligned=df_cleaned[(df_cleaned['user_alt_text_english'] == df_cleaned['llm_alt_text_english'])]#df_cleaned[(df_cleaned['english_site'] == df_cleaned['llm_alt_text_english'])]\n",
+ "#df_language_aligned=df_cleaned[(df_cleaned['english_site'] == df_cleaned['llm_alt_text_english'])]\n",
+ "df_language_aligned"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "f860b365",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_language_aligned.to_csv(\"language_aligned_def.csv\",sep=\";\", index=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "40a0bb35",
+ "metadata": {},
+ "source": [
+ "# Correlation analysis between User and LLM assessment\n",
+ "### poco senso questo analisi con questo filtro, gli assesssmnet sono su llm alt-text originale, non fra i due generati da utente e llm "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "c8e01ebe",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "user_assessment=df_language_aligned[\"user_assessment\"]\n",
+ "llm_assessment=df_language_aligned[\"llm_assessment\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "981e6619",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "original_alt_text_english | \n", + "user_alt_text_english | \n", + "llm_alt_text_english | \n", + "english_site | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Ciondolo con pietra portafortuna di smeraldo i... | \n", + "Ciondolo con pietra di smeraldo in argento ste... | \n", + "Ciondolo con pietra portafortuna di smeraldo i... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "188 | \n", + "74 | \n", + "188 | \n", + "[[ 5.96365295e-02 -2.88218819e-02 -4.36413754e... | \n", + "0.866714 | \n", + "0.651989 | \n", + "0.801564 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 7 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Bandiera da campeggio in feltro con la scritta... | \n", + "Bandiera da campeggio in feltro con la scritta... | \n", + "Bandiera da campeggio in feltro con scritta di... | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "257 | \n", + "89 | \n", + "145 | \n", + "[[ 3.38062868e-02 7.25984052e-02 -6.19653948e... | \n", + "0.881819 | \n", + "0.669191 | \n", + "0.885096 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 9 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Carta da regalo natalizia di New York City x 4... | \n", + "Carta da regalo natalizia di New York City x 4... | \n", + "Carta da regalo natalizia di New York City x 4... | \n", + "5 | \n", + "5 | \n", + "5 | \n", + "52 | \n", + "52 | \n", + "52 | \n", + "[[ 6.74236044e-02 2.19511539e-02 -1.44342880e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 10 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Gilet trapuntato patchwork in lino per bambini... | \n", + "Gilet trapuntato patchwork in lino artigianale... | \n", + "Gilet trapuntato artigianale per bambini con s... | \n", + "4 | \n", + "5 | \n", + "5 | \n", + "133 | \n", + "69 | \n", + "70 | \n", + "[[-4.06587049e-02 7.10641295e-02 -6.74636010e... | \n", + "0.915257 | \n", + "0.820021 | \n", + "0.887233 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 11 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "Stampa artistica personalizzata con timbro di ... | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "5 | \n", + "5 | \n", + "4 | \n", + "96 | \n", + "73 | \n", + "96 | \n", + "[[-6.29436001e-02 9.87617299e-02 2.35087499e... | \n", + "0.950213 | \n", + "0.846647 | \n", + "0.874647 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 648 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "NaN | \n", + "Prodotti marca dyson | \n", + "Dyson logo. | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "20 | \n", + "11 | \n", + "[[-4.41387109e-02 6.82085901e-02 4.66848314e... | \n", + "0.487655 | \n", + "0.260556 | \n", + "0.486935 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 650 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "Pialla a filo e spessore combinata per legno 1... | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "75 | \n", + "75 | \n", + "75 | \n", + "[[-4.77450639e-02 1.10398911e-01 -8.18440393e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 654 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "[[-5.39165661e-02 5.89501821e-02 -6.87802508e... | \n", + "0.975856 | \n", + "0.867364 | \n", + "0.936773 | \n", + "True | \n", + "True | \n", + "True | \n", + "False | \n", + "
| 655 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "Guida agli acquisti:\\ntrova le idee giuste con... | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "41 | \n", + "74 | \n", + "41 | \n", + "[[-3.91517766e-02 6.30479455e-02 -4.93284650e... | \n", + "0.646167 | \n", + "0.102140 | \n", + "0.665948 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 656 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "5 | \n", + "4 | \n", + "5 | \n", + "67 | \n", + "67 | \n", + "67 | \n", + "[[-7.22139552e-02 6.18477501e-02 -1.44746248e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
254 rows × 19 columns
\n", + ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_assessment, llm_assessment, gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+ "plt.colorbar(label='Count')\n",
+ "plt.plot(\n",
+ " np.unique(user_assessment),\n",
+ " np.poly1d(np.polyfit(user_assessment, llm_assessment, 1))(np.unique(user_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_assessment\")\n",
+ "plt.ylabel(\"llm_assessment\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "fda05309",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User-LLM Pearson User-LLM Spearman User-LLM Kendall Tau\n",
+ "Results 0.538506 0.427722 0.366656"
+ ]
+ },
+ "execution_count": 42,
+ "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_assessment, llm_assessment)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_assessment, llm_assessment)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_assessment, llm_assessment)\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": "7e33c882",
+ "metadata": {},
+ "source": [
+ "# Altre correlazioni"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "387c90af",
+ "metadata": {},
+ "source": [
+ "## Fra user llm assessment alt-text e similarità lessicale altext utente e llm "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "090e7e78",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "user_llm_assessment=df_language_aligned[\"user_llm_assessment\"]\n",
+ "lexical_sim=df_language_aligned[\"lexical_similarity\"]\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "141b6539",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | User-LLM Pearson | \n", + "User-LLM Spearman | \n", + "User-LLM Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.538506 | \n", + "0.427722 | \n", + "0.366656 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_llm_assessment, lexical_sim, 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, lexical_sim, 1))(np.unique(user_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"lexical_sim\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "158229f5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-lexical similarity Pearson \\\n",
+ "Results 0.226384 \n",
+ "\n",
+ " User LLM assessment-lexical similarity Spearman \\\n",
+ "Results 0.203098 \n",
+ "\n",
+ " User LLM assessment-lexical similarity Kendall Tau \n",
+ "Results 0.153931 "
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(user_llm_assessment, lexical_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_llm_assessment, lexical_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, lexical_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-lexical similarity Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-lexical similarity Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-lexical similarity Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5a6ba5ca",
+ "metadata": {},
+ "source": [
+ "### lunghezze fra alttext generato da utente e alt-text generato da llm"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "3bf96ada",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "user_alt_text_length=df_language_aligned[\"user_alt_text_length\"]\n",
+ "llm_alt_text_length=df_language_aligned[\"llm_alt_text_length\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "9a01f5e9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | User LLM assessment-lexical similarity Pearson | \n", + "User LLM assessment-lexical similarity Spearman | \n", + "User LLM assessment-lexical similarity Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.226384 | \n", + "0.203098 | \n", + "0.153931 | \n", + "
"
+ ]
+ },
+ "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": 48,
+ "id": "85eb44af",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User- LLM lengths Pearson User- LLM lengths Spearman \\\n",
+ "Results 0.271311 0.316529 \n",
+ "\n",
+ " User- LLM lengths Kendall Tau \n",
+ "Results 0.216858 "
+ ]
+ },
+ "execution_count": 48,
+ "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"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "747eaf1d",
+ "metadata": {},
+ "source": [
+ "# fra user llm assessment alt-text e similarità semantica altext utente e llm "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "3da9e2d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "semantic_sim=df_language_aligned[\"semantic_similarity\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "ba24cacc",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | User- LLM lengths Pearson | \n", + "User- LLM lengths Spearman | \n", + "User- LLM lengths Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.271311 | \n", + "0.316529 | \n", + "0.216858 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_llm_assessment, semantic_sim, 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, semantic_sim, 1))(np.unique(user_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"semantic_similarities\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "4f712021",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-semantic similarity Pearson \\\n",
+ "Results 0.247979 \n",
+ "\n",
+ " User LLM assessment-semantic similarity Spearman \\\n",
+ "Results 0.244923 \n",
+ "\n",
+ " User LLM assessment-semantic similarity Kendall Tau \n",
+ "Results 0.186342 "
+ ]
+ },
+ "execution_count": 51,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(user_llm_assessment, semantic_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_llm_assessment, semantic_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, semantic_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-semantic similarity Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-semantic similarity Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-semantic similarity Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cc0e00d1",
+ "metadata": {},
+ "source": [
+ "# fra user llm assessment alt-text e similarità semantica-bertscore altext utente e llm "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "id": "b436db46",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "bert_sim=df_language_aligned[\"bert_score_similarity\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "297737a0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | User LLM assessment-semantic similarity Pearson | \n", + "User LLM assessment-semantic similarity Spearman | \n", + "User LLM assessment-semantic similarity Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.247979 | \n", + "0.244923 | \n", + "0.186342 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_llm_assessment, bert_sim, 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, bert_sim, 1))(np.unique(user_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"bert_score_similarities\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "dbc571f5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-bertscore similarity Pearson \\\n",
+ "Results 0.173295 \n",
+ "\n",
+ " User LLM assessment-bertscore similarity Spearman \\\n",
+ "Results 0.17536 \n",
+ "\n",
+ " User LLM assessment-bertscore similarity Kendall Tau \n",
+ "Results 0.134444 "
+ ]
+ },
+ "execution_count": 54,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(user_llm_assessment, bert_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_llm_assessment, bert_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, bert_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-bertscore similarity Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-bertscore similarity Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-bertscore similarity Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "id": "6faa5643",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User LLM assessment-bertscore similarity Pearson | \n", + "User LLM assessment-bertscore similarity Spearman | \n", + "User LLM assessment-bertscore similarity Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.173295 | \n", + "0.17536 | \n", + "0.134444 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
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+ "\n",
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+ "\n",
+ " user_alt_text \\\n",
+ "9 Carta da regalo natalizia di New York City x 4... \n",
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+ "\n",
+ " llm_alt_text user_assessment \\\n",
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+ "71 Van Rysel Men's Ultralight Mesh Base Layer 5 \n",
+ "650 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... 4 \n",
+ "\n",
+ " llm_assessment user_llm_assessment original_alt_text_length \\\n",
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+ "\n",
+ " user_alt_text_length llm_alt_text_length \\\n",
+ "9 52 52 \n",
+ "68 48 48 \n",
+ "71 42 42 \n",
+ "650 75 75 \n",
+ "\n",
+ " semantic_representation semantic_similarity \\\n",
+ "9 [[ 6.74236044e-02 2.19511539e-02 -1.44342880e... 1.0 \n",
+ "68 [[-1.18939579e-01 5.63375689e-02 -2.27848217e... 1.0 \n",
+ "71 [[-6.29605651e-02 5.91232181e-02 4.51525822e... 1.0 \n",
+ "650 [[-4.77450639e-02 1.10398911e-01 -8.18440393e... 1.0 \n",
+ "\n",
+ " lexical_similarity bert_score_similarity original_alt_text_english \\\n",
+ "9 1.0 1.0 False \n",
+ "68 1.0 1.0 True \n",
+ "71 1.0 1.0 True \n",
+ "650 1.0 1.0 False \n",
+ "\n",
+ " user_alt_text_english llm_alt_text_english english_site \n",
+ "9 False False False \n",
+ "68 True True True \n",
+ "71 True True True \n",
+ "650 False False False "
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_language_aligned[(df_language_aligned[\"bert_score_similarity\"]==1) & (df_language_aligned[\"user_llm_assessment\"]<=5)]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "dcc259f9",
+ "metadata": {},
+ "source": [
+ "## medio le tre similarità"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "c2abfbc6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ " 0.47141808447020334,\n",
+ " 0.9999999800984517])"
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "weighted_similarities = np.mean([\n",
+ " lexical_sim,\n",
+ " semantic_sim, \n",
+ " bert_sim\n",
+ "], axis=0).tolist()\n",
+ "len(weighted_similarities),weighted_similarities"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "a2c190e8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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Shy+2T3g6TsX33lHbkMRF+IFS4Ah6S0pr1S9f3wW9aTiwvt5VBw9Q9MTj2JZ/C6bq8fZNJS312fUm9vIPvqH84xVET/8FUb+5Bs0SCkSgd7dFt1XY/sdhBes2qDqEYZ8hLQIsQyCkc/CMrGwTFqAn+li3I+iD9eszAWnoCY7v3pMiiYtrJHERPs4B7MbzgXh24DD6QLw4T4PyKWdv/TX2Y0f1HxrpGmqR3QF2GyVz/4sWHk7U1OnoTfDBchh0kXUjVB2r/sHTz6MGloEQ2gu0wG4JbF/RQH/gDHoLTBX6eJhU5HQXOHwi9Zw/fz4ZGRmEh4eTlZXFmjVrmly2srKSxx9/nJ49exIeHk5mZiaLFy9ux2hF+1IYO6NSlYHb8g2OgrO1rSceMYfgKIggEFulDKFsxm3LnKwPwJWkpQ1o6J/hwUAmeteQfyQtNRPQefIIBl5PXN59911mzpzJ7Nmz2bBhA5mZmUyYMIGTJ082uvxDDz3ESy+9xHPPPceOHTu48847ue6669i4cWM7Ry5EIJKEpX14/dAbBEz4S8JSQzPgEQy8/u2ZO3cu06ZNY+rUqQwYMIAFCxYQGRnJwoULG13+zTff5E9/+hNXXnklPXr04K677uLKK6/kqaeeaufIhRBCCNHevJq42Gw21q9fz/jx42ufM5lMjB8/npUrVza6jtVqJTzceWKmiIgIvv/++yaXLyoqcnoIIYQQPsfTWXODpMnFq4nLqVOnsNvtpKSkOD2fkpJCbm5uo+tMmDCBuXPnsnfvXhwOB0uWLGHRokWcOHGi0eXnzJlDXFxc7SM9Pd3w9yGEEEJ4Sqb8d43Xu4pa65lnnqF3797069ePsLAwZsyYwdSpUzGZGn8rs2bNorCwsPaRk5PTzhELIYQQvmnFihVcffXVpKWloWkaH330kdPrSikeeeQRUlNTiYiIYPz48ezdu9c7wVbzauKSlJSE2WwmL8951sO8vDw6derU6DodO3bko48+orS0lMOHD7Nr1y6io6Pp0aNHo8tbLBZiY2OdHkIIIYSv0TTl8aO1SktLyczMZP78+Y2+/ve//51nn32WBQsWsHr1aqKiopgwYQIVFRWevl23eTVxCQsLY8SIESxdurT2OYfDwdKlS8nOzm523fDwcDp37kxVVRX/+9//uPbaa9s6XCGEEKLNmDTPH611xRVX8MQTT3Ddddc1eE0pxbx583jooYe49tprGTJkCP/+9785fvx4g5aZ9uT1rqKZM2fyyiuv8K9//YudO3dy1113UVpaytSpUwGYPHkys2bNql1+9erVLFq0iAMHDvDdd9/xk5/8BIfDwR//+EdvvQUhhBDCY0aNcTn3hhSr1epWPAcPHiQ3N9fpBpq4uDiysrKavIGmPXj9JvdJkyaRn5/PI488Qm5uLkOHDmXx4sW1A3aPHDniNH6loqKChx56iAMHDhAdHc2VV17Jm2++SXx8vJfegfAvgTd6TQuzoJqrTeQqux1KN6EqTqCFpxoTXEAx6DpPKbDmgOkIhHc1ZpvCWWU+FC6HqgKIPR8i+gfPyFVocBPK7NmzefTRR1u9nZqbZFpzA0178HriAjBjxgxmzJjR6GvLli1z+nnMmDHs2LGjHaISvsEMdEOfvtvT2WGT0IsGBpa4v/2TwocewJGb617yYtLAobBkpRI5Lg72/R2VcB6kXIkWEmN8wP7KMhgqrOAocG99hZ43221QcRrKPgBLd4gbA6FSXNEQ9lIo+hHKtlJbcfvsYihZD3HjwNLF2xE2S0OheTBTeM26OTk5TuM5LZbAKpLqE4mLEM2rSThyaX35eoAY9Gm/IwyMyXdYxoyl49fLKP3XG5Q+9wzKZnWtBED1cT2kWywx04YQNiCp+gUFZ1dBwTpU8gToMAbNFNqWb8E/mOMg8hKoygHrFlCtaH5XCpQdys9CVb1iodZDcPIQRGVCTDaYA/Mz2uZUFZRsgOJV+n7Wn6x7vfIUnHoPwntB3MUQEu+NKFtkVJFFo25EqblJJi8vj9TUulbYvLw8hg4d6vH23eX1MS5CuCYEvbrzIFxvNbEAvYA+BGrSUkOzhBN9+50kLfuOiBtu1I9+5mbq4GhgirMQe+8IEp8aVy9pqaFAVULep7DnL6jCjShPu6ICgaZBaFeI+gmEDUA/hDZzplEKlAOsBVByzDlp0RfQH6WbIe81/eSrDKg7FSyUgrLdkLsQir7XE5hGWyyqn6vYD3lv6N1IDu/dFeMvunfvTqdOnZxuoCkqKmL16tUt3kDTlqTFRfiZmvL1xUAODcvXg9691Bm9pSZ4+rUBzB2SiPvzk0Te8muK//IYth++B5Oprmq0SQOzRtTP+xI1sReaxYVDQFUh5PwLIr5FpV6PFpnRpu/BL2ghYOkPoRlg3Q5Vh6ltwoK6LrvKEj1pUS1V7VZ6EcfCZXryEjcWwnsG1biMVrOdgIJvobI1Yy2qE8WSDVC6DWIvgKghoPnGNbxRLS6tUVJSwr59+2p/PnjwIJs2bSIxMZGuXbty77338sQTT9C7d2+6d+/Oww8/TFpaGhMnTnQ/UA9pKsguo4qKioiLi6OwsFDmdPF7Cufy9QAp6CXspeougHX5MoqeeBT7wYMAhF/SlehfDcCc6E4LlAlwQJfJaPHDDY3T79kLwLoZ7Kf0n6vKoeIsOCrd2Fh1AhQ9GuIuNDDIAFK2G85+hlOy6C5LBiRd3+TL7XHOqPkdK2O7Eu1BElWiHGQXHWlVrMuWLWPcuHENnp8yZQpvvPEGSilmz57Nyy+/TEFBARdeeCEvvPACffr0cTtOT0niIgKAHSgAotFbZER9qqqKijemYk42E9oj3sOtmSBpHFqnq40ILbAoBWcWQWUe2A3ohrB0g6Sfeb6dQFT4nT7glpZaslxgioDUu5p8OdATF38kXUUiAJiBDt4OwmdpISGEX9AN7CVGbM2AbQQoTdMv/o1IWkRQ8kZXkT+SxEUIIYTwAZ4WeA6WxMU3RiQJIYQQQrhAWlyEEEIIH+BuocTa9T0dqOwnJHERQgghfICMcXGNJC5CCCGEDzDhXoXn2vWDo8FFxrgIIYQQwn9Ii4sQQgjhAzwe4+LBuv5EWlxEACgDDgGn8XgWzQCkynLh1HEoKnKverQTAyb8ClDKVozK2Yg6cRBlr2p5hRYFy4iF1nJAWAjE9QBz4E04qXnwCBbS4iL8mA04hj7tP+iJSx7QFX0W3eCmKkth//tw8P9V18pRUFwECQkQEenGKEANzJEQm9kW4fot5aiEw1/A3rehqgJQcPoEqlMGdEhFc2c/Y4LIgcYH69cU+gzZORAeBqRBVCoU50BJjhvFKavLBUQNMzpQ0cYkcRF+yAHkVj/ObUEoB3ajV5DuQjCWAFAOO+R8Bbv/U12NuN4+slfBqXywWCAhEcJc2T8mPclJugSSLkUzh7dV6H5FKQUn18COhVCe5/yivQqO7YP8Y6jOPdFiE13YYvWJNGIAxF0AZkm+65SiF1Ut1X/Uav6jQUxXPYEpOghlrhRcrN7PlnS9mGXouZXRvcfju4qCpNlFEhfhRxorqtiUgupHcBVdVPkbYMerUHq8+QWtVsg9AVFREJcAIY0dCqqLKsYNhZSr0cIS2iBi/6SKDsD21+DsdpptpLeVw8FtqOh4SOuJFhHVyELVJ9KwNIgbB2HJbRO0X7Khf9/PNr2IpoEpFBL6QnQXKNgHtoKmlw+Jr66+3d3QSI0gY1xcI4mL8BPF6Fdc5a1cLw84BXQGkgjUnmBVfAR2LoRTm2jVeywthbIyiI2DmFgwmai78k+H1OvQIjPaJGZ/pCrOwJ7/wtGlUFsMz4WTRUkh7FmPSuwEnTLQQsPqXjPHVJ9IewbPJXOL7Ogtqnm4tH9r9ltIJHTMhPLTULRfr9KtLwBaGMReAFFD6v3thD+SxEX4OAUcRh+/4i47cAT9INgXCDUgLt+h9r4Le9+pd9Jr5VWXUlBYAMXFkJwCkR0hdSLEDnVjfEbgUse/hy3Pgqpu7VOtGahc/Tc5kwtnT6K69UeL71R9Is0ELThaBF1TCuyj5VbVRtR8XsMT9UfRQSg5CtHDISYLTL7dzWnSPJzHJUi+rpK4CB/nwLOkpT4rUETAVZI++AmgPL9jyOEArTP0+SOaKbCSO0PkfAkOm+fbUQ4oLIe+t4E5wvPtBZyzuJW01FeTwMRkQNRleveQH5AxLq6RxEUIodNMEJUhSUt7CO0gSUuzqrsrPWWygCne8+20E0lcXCMdfUIIIYTwG9LiIoQQQvgADeVRhWepDi2EEEKIdiNdRa6RriIhhBBC+A1pcRFCCCF8gGbS0Dy4p1kL0HmqziWJixBCCOEDNJNnc+MFR9oiXUVCCCGE8CPS4uK2SvTJzOIJljo43tGa2UmFJ5RyoJ01arI/0Sxbsbcj8HFG3R1TXRXdT9oiZHCua6TFpdVqKhNvAw4BW4F8jPuiCZ1CnzF3u8Hb9e0pv90S63mxOOXQb8O0//e/VM17EHUm34DAAkztfjbg7FCwC7XmUVRxjufbCjhGTsxnB3ag1zrzAzVz/nvyCAKSuLhMoU9FvQ04Rl1LQE0dnO1AoXdCCzglwE70xNBu0DZjgYFAY9V5/dzo2dD/N9UzsbbuK11bJSDfStUHR1D7i1FLP6Hq1suxv7MAZa0wPFy/1W8qDPs9WBIxJHk5vQW+uxu1bQHKKseOOh2APhiXwFQAe9DrH8nnORBoSnla4MS/FBUVERcXR2FhIbGxsS6uVYpembjUhWVjgHSMvWoIFlb0EvYFBm4zHP3v4erf2n8pWxHsfRcOf663GbdQBFApBaV2HD+cRO0rabiApkF8EuZbf4825io0k1znACi7DQ59CvveBUdlK4stNsYE5lDofSN0+ymaWUou6BRwBv2Y4GHtIifJQCqujpRw75zROjW/Y0/3LsR48D0rdjjoc/Bom8bqCyRxaZYN/Utz1o3f1BH9yyEHoZbZgRPo1ZuNYga6oF+9BUfzaQ1VchR2vg7569FbYJxPrMqhwK5wrDuN2lwA9mYOAZqmN8v0HID5zj9hGjC8LUP3K8paAHvegpwlLiWKLglP0lvPOmVLZe5aNd3zuRjXJW8C0tCTmOb3c3smLnt7pHucuPQ+kCOJS6Bx7UOo0E+knn5Rar4cKR5sI9CdQk8OjeoS0tD3dyeCfdC0OrUZdrwCJUf1T7FDgQZqRyGO1aehvBX73GQGhx3tgssxT38ELS6xrcL2O6roEOxcqHf9eFwcsHr9+L4wZAZadLohMQYGG3o3/RkDtxkGdKO5Ftn2TFz29UwnxuxB4mJ30Gt/4Ccu0vbbqFL0xMXTnM6BflKWftXG2YHDGJe0RKGPY+lMsCctAFpSJlz0DAz6LZQ5UMfLsb97GMeyk61LWgAc+vJq5dc4Pn2rDaL1X1psBox+DEY+BGaLh1urPuYU7IHd//E0tAATBnQH+mNcS7YNfSyd8Cc+kbjMnz+fjIwMwsPDycrKYs2aNc0uP2/ePPr27UtERATp6encd999VFQYmRwYfQtuUDVqtYLR+yUZ8PTEEVg0zYzW9XLsi07j+PgonLZ5tkGTCWwebiMAaZqGljwSEvobtEUFdtnPjYsEDBogDfjU8bnmfmhPHkHA64nLu+++y8yZM5k9ezYbNmwgMzOTCRMmcPLkyUaXf+utt3jggQeYPXs2O3fu5LXXXuPdd9/lT3/6UztHLoQQQhinZuZcTx7BwOtvc+7cuUybNo2pU6cyYMAAFixYQGRkJAsXLmx0+R9//JELLriAm266iYyMDC6//HJ++ctftthKI4QQQgj/59XExWazsX79esaPH1/7nMlkYvz48axcubLRdc4//3zWr19fm6gcOHCAzz//nCuvvLLR5a1WK0VFRU4PIYQQwtfUFFn05BEMvDrl/6lTp7Db7aSkON91k5KSwq5duxpd56abbuLUqVNceOGFKKWoqqrizjvvbLKraM6cOTz22GOGxy6EEEIYSab8d43Xu4paa9myZTz55JO88MILbNiwgUWLFvHZZ5/x5z//udHlZ82aRWFhYe0jJ0em2BZCCCH8lVdbXJKSkjCbzeTlOU88lpeXR6dOnRpd5+GHH+aWW27htttuA2Dw4MGUlpZy++238+CDD2I6Z/Iei8WCxSJ3mgghhPBxng6w9aEbpNqSV1tcwsLCGDFiBEuXLq19zuFwsHTpUrKzsxtdp6ysrEFyYjbrc3YE2Vx6QgghAokUWXSJV1tcAGbOnMmUKVMYOXIko0ePZt68eZSWljJ16lQAJk+eTOfOnZkzZw4AV199NXPnzmXYsGFkZWWxb98+Hn74Ya6++uraBEYIcY7wUCgxgd3oOYqEE5NZrztkr/R2JEIELK8nLpMmTSI/P59HHnmE3Nxchg4dyuLFi2sH7B45csSpheWhhx5C0zQeeughjh07RseOHbn66qv5y1/+YmBURu8WSagap+H5FOn1yX5uwFEORasIeexqKCjF/v5q1PqD7m/PboeYOOPiCxgO4CQMuxwcl8DeZXB4nQf1i0wQFmNgfIEmhEA8bsjgXNcYVquooKCA+Ph4IzbVplyvO1FTldSTKycLemViOdA3rQQ4ApR7sA0z+jT/SQRbQcUmKTuUboaiH0FVAgrlUGgmDceBkzje/hF1+JTr2zOZwWzGdMM0TD+7Fc0S3mah+xeFXs08h5pjRe0htbwAdnwFJ/e4vjnNpBe1TL8M+tyMZpFjR+OMKrwYi36Mbvrz3J61ig4P7U6sB7WKiuwOum06GPC1itxqWvjb3/5GRkYGkyZNAuCGG27gf//7H506deLzzz8nMzPT0CC9IxGIR69Y3Nq6RWb04oodkRNpS6LRa4+4U75eCio2oBRUHIDCZWAvdHqpZo4HrVsSIQ9OxLFqH/YP18LZ0qa3V1NccexPMU+5Fy1JCobWKUVPWJz3X01VZxURhzZyEur0YdjxJRQ3V/28uop34iDo/xu9/pFoRk0B2yTcK7wYjp6w+NbJ3dPZb7UgGebpVuKyYMEC/vvf/wKwZMkSlixZwhdffMF7773HH/7wB7766itDg/QeE5BK3ZfjtAvr1JxIvd4L50c0oAN1iaIrV1EJ6K0scsdYrcp8KPgWbEdpLmHWqq/otFE9CBnRHceXm3F8uQWs9ZJGTdOToH5DCLn9T2i9B7Zx8P7EtSrFWs0ZKCEdLpwGRzfBnmVgLWm4cGQKDLgVOo6oTXyEK2oKLybTWBLZkLTOBgK3zq65ubmkp+vl1j/99FNuuOEGLr/8cjIyMsjKyjI0QN8QCmSgfzmOAsWNLBMPdEFOpJ6oaalq7ioqEv1KKbod4/Jx9lIo+gHKtlF3MG750kszm8AMpiuHYRrTH/v/1qBW7tMTlo6pmKc9gJZ9qZxIa9lxPbGuo1WP0VOdMyFtEOz7Hg6uAocDQiKgz83Q9XI0k1zsuC8K6IvebXcUPbmszz9aZzVN8+j7FizfVbe+KQkJCeTk5JCens7ixYt54oknAL1v1263Gxqgb4kEegNF6Nm9FYhAP5HKQDrjNHYVFYqeGCYgV0rnOPUBVNUkea1vK9ZMGio6nJBfj8EeEQHdf4LppzehhYYZG6ffO0LruyTq6AmMCdVnLETEQmko9PoFWqgk4cbQ0I8PcUA+cBx9LIwftc5qeDZJSZDcNOhW4nL99ddz00030bt3b06fPs0VV1wBwMaNG+nVq5ehAfoeDf2LEYs+oDQCOZG2lZqrqHL0Pmm/m+i5fdhL8PQOC03TUGiYbpmG1vFSY+IKOMbc4qxpGqrzhWjmAYZsT5zLhN660gF9zJwMJA80biUuTz/9NBkZGeTk5PD3v/+d6Gj9iuHEiRP89re/NTRA36Wht8CItiX7ub1oaCB3C7ULzSytWW0vBH8bayi3Q7vGrb9qaGgov//97xs8f99993kckBBCCBGM9LuKPBjjEiSN0m6/zTfffJMLL7yQtLQ0Dh8+DMC8efP4+OOPDQtOCCGEEKI+txKXF198kZkzZ3LFFVdQUFBQOyA3Pj6eefPmGRmfEEIIERRq5nHx5BEM3Hqbzz33HK+88goPPvigU32gkSNHsnXrVsOCE0IIIYJGzSAXTx5BwK3E5eDBgwwbNqzB8xaLhdLSliYAEkIIIYRwj1uJS/fu3dm0aVOD5xcvXkz//v09jUkIIYQIOtJV5Bq37iqaOXMm06dPp6KiAqUUa9as4e2332bOnDm8+uqrRscohBBCBDzNpHl4V1FwdBW5lbjcdtttRERE8NBDD1FWVsZNN91EWloazzzzDDfeeKPRMYqgpdDrQ51En/AvFV+erttrNJOn888B4HDY2f3hUjpf2pPYLp0836BolFKKyo3r0SJshPaXSehEHZnHxTVuNyzdfPPN7N27l5KSEnJzczl69Ci33nqrkbGJoFYM7AQOo8+cmwdsRZ/KO0hKoLoqbixoFtydwdnh0PfnsQ15fPnw/+PZXpfx7exnsZWWGRdjQEhDL0fhHqWUXhblSB7FT77G6WuupPBP92PPP2lciEIEAY97xCIjI0lOTjYiFiGACmAfsAc9YanPjl4vZgd6vSgBQGR/6HQrRA9HT15cT2CUQ1F8opR3p33FwokfU5hThN1q47snXuCZ7pey6Y1FKEeQFEBpUTQwEL1mVusOncruQJWUUfz4q5ya8DsqN+0GpSj/3/vkj7uIkheeR1VUtEXQwo/UdBV58mgNu93Oww8/TPfu3YmIiKBnz578+c9/Rinfvjh0uato+PDhLF26lISEBIYNG9ZsFcoNGzYYEpwIJlXACfRuoZZUAHvRu4+6oNeLCnKmcIgbA1FDoHAFVOxHT2AaPwA57A4qK+wsf2oda97Yht3mnJwoh6Ls1Fk+njqLlXNf54rnHiZjzOi2fx8+r34dnOPoLYBNU1X6HFdl//6MkuffRxWdc9el3Q52OyVP/5Oy//ybmFkPEv7Ta4Kmyq84R+uuOxpfvxX+9re/8eKLL/Kvf/2LgQMHsm7dOqZOnUpcXBx33323B4G0LZcTl2uvvRaLxVL7b/liCWMo9IP/MVpf2rQIvfWlI3ozvn/VJWkTIQnQ4Vqw5kDBt1B1yullR5UDNFj35g6Wz11P2ZlmrvKrr7ryd+zjX2Nvoe+1l3L5P+8nsVe3tnwHfiIE6Ir+2TvKuS2Ayu5AM5uwfrue4r/+C/vhE81vTikc+ScpvO9uShe+SuzDjxI2fEQbxS6E7scff+Taa6/lqquuAiAjI4O3336bNWvWeDmy5mnK19uEDFZUVERcXByFhYXExsZ6O5wgp9DHsZzbJeQOE9AfqQRbj1JQtgOKvkPZS9E0jX3LcvjysR85tbeg1ZszhegDoyd99AJ9rhprbKx+rwjIQW8NhMpdhyn+86vYVm9v/abMZrDbiXngT0TddoehUYrWa49zRs3vyB/fm9gQ929AKKqy0/HrveTk5DjFarFYahse6nvyySd5+eWX+eqrr+jTpw+bN2/m8ssvZ+7cudx8881ux9HW3LpE7dGjB2vXrqVDhw5OzxcUFDB8+HAOHDhgSHAi0NkxJmkBvbWmDElc6tE0iBoIEX1YevdUTmw5zoHvjrm9OUeVHVOImSPfrZPEpYFYYAAlL8+hasd2Kj7/EdwdG1RdQsX6ww+SuAQZTfPwdujqnpD09HSn52fPns2jjz7aYPkHHniAoqIi+vXrh9lsxm6385e//MWnkxZwM3E5dOhQbX2i+qxWK0ePHvU4KCGEgUyhbHxvP2X5ZzzflnQRN0PDtnIXtu++93YgIsg11uLSmPfee4///ve/vPXWWwwcOJBNmzZx7733kpaWxpQpU9or3FZrVeLyySef1P77yy+/JC4urvZnu93O0qVL6d69u3HRCSGEEEHCqHlcYmNjXerW+sMf/sADDzxQO//a4MGDOXz4MHPmzAmcxGXixImA3hx17psKDQ0lIyODp556yrDghBBCiGDR3jPnlpWVYTI539pvNptx+PgUCK1KXGreTPfu3Vm7di1JSUltEpQQQggh2tbVV1/NX/7yF7p27crAgQPZuHEjc+fO5Te/+Y23Q2uWW2NcDh48aHQcQgghhMeOHYOVK2HVKv3/f/gDVHcW+D4Tnk0L28p1n3vuOR5++GF++9vfcvLkSdLS0rjjjjt45JFHPAii7bmcuDz77LPcfvvthIeH8+yzzza7rC9PXCOEECIwWK2wcaOeoNQkKzk5zsusWOFPiYumPzxZvxViYmKYN28e8+bNc/93eoHLicvTTz/NzTffTHh4OHPnzm1yAjpN0yRxEUIIYbicnLqWlJUrYcMGsNlaXsdvtHOLi79yOXGp3z106NChtohFCCGEAKCiQk9M6nf7HGthGqKoKBg9GrKz9UdWFnTs2D7xivbT6jEulZWV9OvXj08//ZT+/fu3RUxCtI6jEipLwBwHIYnejsbnqIpCsi8JIfdABNvXejbhn3IE1UTbraMqsWR3JKRjJmX/bxtUNpzrSjROKThyxLk1ZeNGqKxsfr0+feC88+oSlYEDIcSfK3+0c1eRv2r1nzg0NJQKqWIqDGFGr7hb4t7qygG2ArDV1InZDOZcsAwBs5RzUHYbbP8Itf7fZF8ShnZpB8673Mbitws4dqCF9vVGaGYz5rBQek64sA2i9WNKQfluKFxO5JWdQaURdeNwip7/DuuKfa3fntkMShF++QTjY/UR5eWwfr1zonKihXJO0dF6C0p2tp6snHcenDN5u/+TriKXuFWr6Mknn2TPnj28+uqrhPhZeiu1inyNAs6iF6pr4fKqdhWlt7BYz9KwMGN1ReTQnhDWH0yNzxgZyJRScOh71KoXoSTP6TWHA0wm2L6ujKX/K6TwdMutAlqIGWV3MOw3P+eSJ+4hupO0vdeyHofCb6HSeT8rh0Izadi2Hafo2eVU7Xah6rnJBA4HYRePIXbWQ4T07tNGQbcvpeDwYecBtBs3QlVV8+v17VvXkpKdDQMG6Dlde2vPWkVnru9PbKgHtYoq7SQu2hnw5ze3so61a9eydOlSvvrqKwYPHkxUVJTT64sWLTIkOBEMNCARiAfygBPoyUwTqsqh4gyoppKc6nUrD0DlYbD0h9BeoAXHpYjK34NaOR/yttFYjfuauab6D4ug39AIVi0p5vsvirFVNNznmsmEcjjoesEIfvLMg3TK7NfG0fuRqiIoXAEVe2hsP9dMBBbavxNJL/+S8sU7KH51JY78RloXNQ2UwpyRQezDj2G56OI2Dr5tlZXprSn1E5Xc3ObXiY3VW1Nqun2ysiAxGHt9pavIJW4lLvHx8fzsZz8zOhYR1ExAKpAEHANOO79st4H1DNhd7aZUQBVYt4Jtv959FJIWsLV2VGk+au1rsHdJvSSt6QTQZNb3Q/aEGIZdFM03Hxay6YdSVL0GrPjuXfjJvD/R+6qxTd5FGHQcViheCyXrqNu/Te9nzaz/LcIv60f4JX0ofWs9pW+vQ1VUNzeYTGixscT8/n4ifn4Dmp+1YCsFBw86D6DdvLnl1pT+/etaUs47T//ZG60pPkcSF5e41VXkz6SryF+UATlAdZeQrdDzTZo6QOT5oIV5vi0fonZ8glr1AjjsOGUerq6v9Hzu1IlK3n3xDKXlFsb9+V5G3nkj5tDQNojYT1UchDNfgLLSbKtgM5RD4Sgsp/DPX2LbfJyoW28n6s7fYoqJMTbWNlJaCuvWOScqJ1voBYuLqxubUtOaEh/fLuEaol27im4Y6HlX0XvbA/785hPp/fz58/nHP/5Bbm4umZmZPPfcc4wePbrRZceOHcvy5csbPH/llVfy2WeftXWoot1EAn1AnQbbIWM26TgNVScgtJsx2/MRat1CsLs4PqgRNY0piZ1CueLu8+h8xz+JSIw3JrhAUrIOlGc3JmgmDVN8BDG/nYDWYzIh6V0NCs54SsH+/c4DaLdsAXszw6I0TR+LUtOSkp0N/frVdVGKFmh4NsA2OBpc3E9cPvjgA9577z2OHDmC7ZwZgDZs2ODydt59911mzpzJggULyMrKYt68eUyYMIHdu3eTnJzcYPlFixY5/b7Tp0+TmZnJL37xC3ffivBZGhDX4lJBz6BGU5M5hB6XXYBJkpbGGdQ2rWkaoYMGQQffSlpKSmDt2rrWlFWrID+/+XXi451vRx49Wm9hEW6SriKXuJW4PPvsszz44IP8+te/5uOPP2bq1Kns37+ftWvXMn369FZta+7cuUybNo2pU6cCsGDBAj777DMWLlzIAw880GD5xHNGbL3zzjtERkZK4iKEEC5SCvbtcx5Au2WLftdZUzQNBg1yTlT69JHWFNH+3EpcXnjhBV5++WV++ctf8sYbb/DHP/6RHj168Mgjj3DmzBmXt2Oz2Vi/fj2zZs2qfc5kMjF+/HhWrlzp0jZee+01brzxxgZ3NtWwWq1Yrdban4uKihpdTgghAlVxMaxZU9fts2oVnD7d/DqJiXXzpdS0pgTwsAnfIPO4uMStxOXIkSOcf/75AERERFBcXAzALbfcwnnnncfzzz/v0nZOnTqF3W4nJSXF6fmUlBR27drV4vpr1qxh27ZtvPbaa00uM2fOHB577DGX4hFCCH+nFOzZ49yasm1b860pJpPemlL/Tp8+fQL2JjzfJV1FLnErcenUqRNnzpyhW7dudO3alVWrVpGZmcnBgwdpz5uUXnvtNQYPHtzkQF6AWbNmMXPmzNqfi4qKSE9Pb4/whBCizRUV6a0p9ROVs2ebX6dDB+cBtKNGgZ/c2BTYNDwbYBsceYt7icsll1zCJ598wrBhw5g6dSr33XcfH3zwAevWreP66693eTtJSUmYzWby8pxnnczLy6NTp07NrltaWso777zD448/3uxyFosFiyX4Zk8VQgQehwN273a+HXn79ubHZ5tMMGSIc6LSq5e0pgj/5Vbi8vLLL+OobnecPn06HTp04Mcff+Saa67hjjvucHk7YWFhjBgxgqVLlzJx4kQAHA4HS5cuZcaMGc2u+/7772O1WvnVr37lzlsQQgifV1gIq1c73+lTUND8OklJzlPljxyp1/kRfkC6ilziVuJiMpkw1RtKfuONN3LjjTe6FcDMmTOZMmUKI0eOZPTo0cybN4/S0tLau4wmT55M586dmTNnjtN6r732GhMnTqRDwFXZEkIEI4cDdu2q6/JZuRJ27my+NcVshsxM59aUHj2kNcVvSeLiEpcTly1btri80SFDhri87KRJk8jPz+eRRx4hNzeXoUOHsnjx4toBu0eOHHFKkgB2797N999/z1dffeXy7xH+STnswdJt63XK4cBWVEyEtwMJAo6SUgpNemtKTZfP6tV6C0tzkpOdB9COHAlN3FApsKEXbo0kaAZ/BAmXE5ehQ4eiaVqLg281TcPe3NSKjZgxY0aTXUPLli1r8Fzfvn3bdRCw8A51bL1eMHDMJRBmQfNowojqqtFaAB7lY1Ph9D6PJqLTq0Y7+OrRfxP9dRUXzrodS4z0LzgJiQNbjlur2u0aO/cm8uP6VFZtSOPHZQnszmt+nZCQutaUmkdGhrSmtMwO5KIXbVVADJAO/pCSy+3QLnE5cTl48GBbxiFELXX2MGr1AshZA5oJtfhdtCFZqO79QCn3EhhTHIQPBXPgdS1qVz2F2vQWbHlff0K5fuGg5zqKwjN2vnq3gD2bK9B+eIX1L73LpX/9P4b95meYpPqdLv5SCE2Coh+rq5M3nSieORvO6o2dWLk+jZUbUlmzqRNFxc3fJNCpk3OXz4gREBlp8HsIaAo4hV6ktf53oBjYgV7ANQ3w4fpb0lXkEimyKHyGqihErf837PwYMDU8Acd3QBt+EVpyGkop1yoWa+FgGQwh6QF/qaqKTqDWvAIHl+sVolsouOhwKCqtimUfF7FueQmO+rtb00Apkvr35IpnH6LH+PPbNnh/4iiHotVQuhHQa/ds392BlRtSWbUhlZXr09i9P7HZTYRQySDLdkaEb2Bk+EZGph5kwMNTiZh4nYcti8GqCL0oa0u1pDT0KvQpuNo80a5FFm8fSmyYB0UWbXYSX94U8Oc3lxOXTz75hCuuuILQ0FA++eSTZpe95pprDAmuLUji4nuUvRK2f4Ta8C+osrZc4TgtA234hRClTzzRMIGpngwhrD+E9QYtuFoMVN521I/Pwam91HaR1eOw6z+v+baE7z4toqKs6UOAZjah7A56XTmGCU/dT1K/nm0YuX84dar6Tp/vy1n5QwlrNsRRUtp8xfGU0JOMCFvPyPANjLBsYLBlKxGmuhm9axLFkP4DiH34UcJGZ7XxuwgUFegJS2tnRA8FugAJtDT+pT0Tl7N3DCXW4kHiYrWT8JIkLrVMJhO5ubkkJyc3GCzrtEE3xri0J0lcfIs6vFI/yZa00OF/LpMJeg1CGzwazCFoJhMKDQ0FId3AMghM4W0TtB9QygH7v0GtegnKzwKqehwL7NlSzpL3Cjlzssrl7ZlCzCiHYuRvb+LSv9yHJTY4xr9UVemzztafN2Xv3ubXCQ21M3zQSbJ67mfwocUMPbmUziHHXWvwM5vBbsdy2QRiH56NOa2zIe8j8NjRu4RaqALZokigK9D02Ld2TVzuGuZ54vLixoA/v7k8xsVRb75oR3NzRwvhImUrQy2Z3XILS2McDtizBXVoN9rAUajeg8AeDnEXgTne8Fj9jaaZoNd4yLgQtnxA5arXOZNfyZdvF3Bot7XlDZzDUaVfjKx74b9Ed0ri4gfvMjpkn5CfX5egrFypV0suLW1+nS5d4LzzFNkjcsnqsZSh3Y9QuXAZFV/v1hu7WjOkovqiz7p0CUUhISQ894Lb7yWwncTzpAWgDDgADDZgW6K9uDWPixCGcFS2aiBpo2xW1MbvYdOPaGMfgMR4IyILGFpIOAz/Fc9eOZ/SPNcLoDa5PbMZW3ELZ3I/UVWlV0Sun6js39/8OmFh+qDZ+oNou3SBmrETZ37zFcXfrwCHh0MHHQ5USYln2whodhrrBnWPD12Iy11FLnE7cVm7di3ffvstJ0+ebNACM3fuXI8DE6JVlAOZq6Fp7jRqBZqTJ53r+axdC2Vlza+Tnu58O/LQodBsBRGF50mLCF5yV5FL3EpcnnzySR566CH69u1LSkqK0+BIl+70EEKINlRZCZs3O7emtDSjg8WiT+hW05Jy3nnQWYaYiPYUgIlLjx49WLt2bYNZ7gsKChg+fDgHDhxo9TbdSlyeeeYZFi5cyK9//Wt3VhdCCEPl5joPoF23DsrLm1+nWzfnWWiHDtW7goQQxjl06FCjN+xYrVaOHTvm1jbdrlV0wQUXuPULhRDCEzab3ppSv9vn0KHm1wkPh1GjnFtTUlPbJVwhXBdAY1zqT5vy5ZdfEhcXV/uz3W5n6dKlZGRkuLVttxKX++67j/nz5zNv3jy3fqkQQrjq+HHn1pT166GihXnGund3bk3JzIRQH54wVQigOnHxpKvIsEg8NnHiREAfPjJlyhSn10JDQ8nIyOCpp55ya9tuJS6///3vueqqq+jZsycDBgwg9JwjwqJFi9wKRggR3Gw22LjROVE5cqT5dSIi9NaU+olKdY1WIYSX1Ny00717d9auXUtSUpJh23Yrcbn77rv59ttvGTduHB06dJABuUIItxw96jyAdsMGsLYwzUzPns63Iw8eLK0pIkAEUFdRjbaoc+hW4vKvf/2L//3vf1x11VVGxxOAFHKbrvA+79+ia7XqiUn91pSjR5tfJzISRo+ua03JyoLk5PaJ1z3e38/CjwXgXUUAS5cuZenSpY1On7Jw4cJWb8+txCUxMZGePaVmSfOs6FNSnwU6oFcllVsWnJhCq4sBKtw+4IeGoQ0cCX2GQFUp2AvBHNfyekFCVVrh+3e4+xbF6TMxfPl1GUeOuj/pn7I7CI2KaHk5BTk5zq0pGzfqXUHN6d27riUlOxsGDYIQP5gmUykH7FtK7Kg81OAMSr49hXWnBxPImUxoUhq6GWaMSxJ9sJkigDz22GM8/vjjjBw5ktTUVEN6aNw6JDz66KPMnj2b119/nUj5cp3DDuQCedR9sU4DZ2htVdJAp4VFwvhH9VpFpado1YFIM0GvAWiDsyAkVK9VFFYJZV9DSHewDAjyWkUKtnyN+vQZKDpFaAgkJ5mZclMMu/ZU8vWycs4WuD4rnSnEjMPuYMTtk8i6e3KD1ysq9EGz9VtTjh9vfpvR0XWtKeedpz8M7AZvN+rEFtTK+XB6H1ooaCEhxF3TicpRFRR/nU/V8VaUWDCZwWHHMnYcsX96qO2C9nvJgA045eF2IoBunodjFA3PTg8+2OCyYMEC3njjDW655RbDtulW4vLss8+yf/9+UlJSyMjIaDA4d8OGDYYE518U+pfoGHry0tjrx9FrbHQBEvHJT1k70zIugC6jYPuHqA3/Brut5WleU7vp1aGj9SJiNRm8VpP4VB2CqiPV1aF7BV916CPbUJ88BTk79KrD1fulpjZqn16h9O4Vwpp1Vr5bacVqbaY6tMmEcjjIGHceE56eRfLA3igFhw873468caM+6Vtz+vZ1bk0ZOFCvKeivVNFx1OqX4ND3eiJN9Te6+msdkhJO4i3pVOwopmT5aRxFzRS1rKkO3asXMQ8/iiX7/DaP37+Z0ROOZPTq0MWtXD8EnzwOB2BXkc1m4/zzjf08u5W41NzmJGoUoX95WrhHE4Aq4BB6i0xXIDiq7DZHCwmDzEnQ53LUujdg12fVXUjnJIBxiWjDLkTr1AWlVDNNjgqwg20bVO4HyxAI6Yxr5Xn9lzqbi/piPmz+Sr9yh+puOGd6AqORNdLCsCEWvv2unPWbbI0tSmKvroz9+8OcTbyQf30OKx/Wk5Xc3OZjiYnRx6PUtKZkZcE5E2f6LWUtQW36L2z9X70nGybb1bkMln7RWPpGU7b6LGWrz6Js5+xokwktLp6YPz5AxPU/R/PnbK7dRQB9gEL0Y3BLrVt6TSlp+W4/t912G2+99RYPP/ywYdvUlGrscBW4jC1RXoH+ZSnyYBvx6Jl/cwVQgos6cwi16gU4tl4/+odZ0AaPhp4DQCk0kxsHHFMChA8Fc6Lh8Xqbspailr0Jy/+jn0Adro9h0b/9ijMFiq+WlrH3QBWFWjq5kedhH3kLB0v6sGmzRlUzjQUA/fs7t6b07+/frSmNUQ477PoUtXYhVJa1ugCUcihUhYOS5aep2FqkJ5cmE1F33EXUtDsxRUW1UeTBoqVWb/fGGhp7zmj+d5x9aBSx4e4P6iqqqCLhibVtGmtr3XPPPfz73/9myJAhDBkypEEPjTu1Df1g2JuvsgLbDdhOAfrVwmBA7ukE0BIz0K78OypnDWrVC2hjL4WwcL2Fxd1WE0cBlH0LEWMgxA8HUjRDvTwDju1stHWlJeVVFtbl9mflscGsMg1mRchACqqSoBRY3vg6cXF6C0pNopKVBQkJnr0Hf6B+eBZ2fer2+ppJgwgzsVckE9IhlKroC4n5wwOY09IMjDKYaUBHIIG6cYagt2qnA34wHjMAu4q2bNnC0KFDAdi2bZvTa+4O1HU5cUlMTGTPnj0kJSWRkJDQ7C88c+aMW8H4lxZuj2gVBVQiiYszLX00pA1BK/vMgK1Vn9RVKRBYiQunc1xKWpSCAwWdWXl8MKuPD2LV8cFsPtkLu2r+MDBggPPkbv37142XCSpFLdy77YKaw2bETy7C/LNnPN6eaEzN+JWO6MfVKHxqHEtzAjBx+fbbbw3fpsuJy9NPP01MTEztv2XSOdEeNFOA9Te0o1JbOGtzB7Dq+GBWHhvE6hODyC9rvqssPtrKeRdaaltTRo+G+Pj2iTeYaNEx3g4hCFiQLvjA5HLiUr/WgFSFFsK3KAX7zqaz6sQgVh3TW1O25vdstjVFw8HApAOcl7aNrLRtZHfZQd/rLybkijvbMXIhRK0AnDl33LhxzTZ0fPPNN63epltjXDZs2EBoaCiDBw8G4OOPP+b1119nwIABPProo4RJbXgh2lRJCaxZU31L8tt/ZnVOP06VNz/QJCG8kKy07WSnbeW8tK2MSt1BnKW0bgFTiE8e+IQIGgHYVVQzvqVGZWUlmzZtYtu2bQ2KL7rKrcTljjvu4IEHHmDw4MEcOHCASZMmcf311/P+++9TVlYmVaOFMJBSsHdv3bwpK1fCtm1QN3N2doN1TJqdQUkHOC9tq96akraVPolHAv2OcCGEj3n66acbff7RRx+lpMS92aXdSlz27NlTm0W9//77jBkzhrfeeosffviBG2+8URIXITxQVKS3ptTMQLtqFbQ03r1DRAFZqdvI7qwnKqM77SDGUtY+AQshjBGAXUVN+dWvfsXo0aP55z//2ep13UpclFK1hZK+/vprfvrTnwKQnp7OqVOeTsEsRPBwOGDPHudZaLdta/4mIZMJhgypdzvy2in0itglrSlC+DtPpnyoWd9PrFy5kvBw98qyuJW4jBw5kieeeILx48ezfPlyXnzxRUAvX52SkuJWIEIEg8LCemNTVsLq1XD2bPPrJCU53448apRe56eG48AxKG/buIUQwh3XX3+9089KKU6cOMG6devcnk3XrcRl3rx53HzzzXz00Uc8+OCD9OrVC4APPvjA8JoEQvgrhwN27XIuPLhjR/OtKWaz3ppSP1Hp2dOvLqSEEO7S8GzKGR88TsTFxTn9bDKZ6Nu3L48//jiXX365W9t0K3EZMmQIW7dubfD8P/7xD8z15vl+++23ueaaa4gKuKmsFfpst6KtOTb+gKm3t6NwTUGB3oJSvzWlsIWPSceOdUlKdjaMHAmt/7oYdLRyVMHxjShbCVqY1NBqyMCzwun9qJI8tGhpoW4Tyga23WAvAUt/MMd7OyLXBGBX0euvv274Ng2d8v/c/qo77riDrKwsevToYeSv8bLWFFR0VQJ6sTBRQx3ai/2Vv6I2rUTdPAHTVRfodYrMHow+MyVCSCdD4nM49NaTmpaUlSth587m1zGbYejQupaU7Gzo3t3zY412+e2oT59pdZ2iBkI1KN+LevtmGPUb6PdTmQCwHm3wL1Cn9rpVp6iB0nzUu5NRmTeiZd6IFirff0MoB1QeBOt29FlzNSg7DiHdwDIQTLKfvWX9+vXsrD5IDhw4kGHDhrm9rTYtshgTE8PmzZt9KnFxv2CWEQUVzxWBVIh2pgpOY3/zOdSX7+sFFmtOxF2SMU+5EtPgniiHo3WFFrUIjytEnz3rfJfP6tX63T/NSUlxbk0ZMQIi26hciirIQ33xPGyqrgzdmgTGBHSwQGyI8/6J7Yx2/nS09CzD4/VXylaC2vgWbP2g+gkPEkUANAiPRRt1G/SZIImiJ6pyoWIzqMZusa3ugwnrB2G9QXP9mr1diyz+7XxiIzwoslheRcL9P/pUkcWTJ09y4403smzZMuKrp+EuKChg3LhxvPPOO3Ts2LHV25TEpUVVwAngpIFR1NTSSMQnOyW9QNmsOD5+E8fbL0Clrf4kJU60ob0xT7kKOulT1zc9I6MGmPRm4tBeoLl+QrDb9daU+nf67NrV/DohITBsmHOF5G7d2r/lVuVsR30yF45s0395S1/v+FBICANzI4FqJv0KtvMItPPuQkvs3jZB+yFVdBy1+mU49F3dfvJUQgZa9gy0zu5fiQYleyFYt4DdxWO0Zqm+kEl36QvaronL3y/wPHH54w8+lbhMmjSJAwcO8O9//5v+/fsDsGPHDqZMmUKvXr14++23W71NSVya5ADygePV/zaCBqQCKfjVDfdtSCmF+n4x9lf/DqdPulbh2GTCdOlITDeOhwjLOa0vGqAgpDtYBoCp5dvtTp/Wk5OaFpU1a6C4uPl1UlOdB9COGAERPtIKrZSCrd+gPp0HhfnUFpisL8oMSRYIdeFzqJn1E3O/q9BG/hotIghKQbtI5W5F/fg8nN5H7WfPXTUJUNfz0LLuRItPNyrMwOSoAOsOqDqIW/veFA+WzBarxbdr4vJPAxKX3/tW4hIXF8fXX3/NqFGjnJ5fs2YNl19+OQUFBa3epqFjXNw1f/58/vGPf5Cbm0tmZibPPfcco0ePbnL5goICHnzwQRYtWsSZM2fo1q0b8+bN48orrzQooipgJ8ZWgO4AdEYqQNdRDgf2h25FbV7tWutADYcDx5I1OH7Ygum6MZiuzAZN0xMYc0f9YGRu/Etrt+vzpNRvTdmzp/lfFxoKw4c7t6aku3ax5hWapsGQS6H/hfDDe6ivX4XK6jFZFpOesES0okuipjtk9+eofV/DT55ES800PnA/pHUaDNe9CPuW6i0w5S3MFNicmlabnLWonDVw4X1o/Yw6pgWYqnwo/4G6i0o3EkZHIZQv11tkw+Xz3FYcDgehoQ3Pe6GhobXzwbWW1xOXd999l5kzZ7JgwQKysrKYN28eEyZMYPfu3SQnJzdY3mazcdlll5GcnMwHH3xA586dOXz4cG3fmTHKMDZp6YE+AFc4KSnSkxZwPWmpr6wCx3+/xPH1GkyXjkLrfwmm4Rc5LXLqlPMA2jVroLS0ie1V69zZeQDt8OHg5jxJXqWFWmDsLTDyKtSCG8Bkg+gQ9zMu5QC7DZWzRhKXejTNBL0vg+4XoRbdAYVHPdtgdaKoDq6QxKUp9lz0pMWTDoPqdauOAD7yeQ7Au4ouueQS7rnnHt5++23S0tIAOHbsGPfddx+XXnqpW9ts08SlW7dujWZa9c2dO5dp06YxdepUABYsWMBnn33GwoULeeCBBxosv3DhQs6cOcOPP/5Yu+2MjAzDYzeWH571/EneWRxvfYWaeTnbNzrPm7JvX/OrhoXpiUn9bp/0AGuh16ITUSmxUGHALfyadHE2RQsJR8Wkep64iOAVgPO4PP/881xzzTVkZGSQXn1wzcnJYdCgQfznP/9xa5ttmrhs27at2ddtNhvr169n1qxZtc+ZTCbGjx/PypUrG13nk08+ITs7m+nTp/Pxxx/TsWNHbrrpJu6//36nOWRqWK1WrFZr7c9FLd0KIvzGSWsiqwsyWXV2KKsLMln30+GUtXCXenq6c5fPsGFgsbRPvEIIEWzS09PZsGEDX3/9Nbuq73Lo378/48ePd3ubLicuCQkJzdzB4exMSxXhqp06dQq73d6gTEBKSkrtGzzXgQMH+Oabb7j55pv5/PPP2bdvH7/97W+prKxk9uzZDZafM2cOjz32mEvxCN9V6Qhha3EfVp/NZFWBnqgcKOva7DoWiz5otn63T+fO7RSwEEK0lhe6io4dO8b999/PF198QVlZGb169eL1119n5MiR7scBfPPNN8yYMYNVq1YRGxvLZZddxmWXXQZAYWEhAwcOZMGCBVx00UUtbKkhlxOX+hWfT58+zRNPPMGECRPIzs4G9IJJX375pdu1B1zlcDhITk7m5Zdfxmw2M2LECI4dO8Y//vGPRhOXWbNmMXPmzNqfi4qKapurhO/Ks3aobkkZwuqCoawrGES5o/nbdrqmlJE9NrI2URk6VFpThBB+pJ27is6ePcsFF1zAuHHj+OKLL+jYsSN79+4lIcHzMZnz5s1j2rRpjd7dFBcXxx133MHcuXPbNnGZMmVK7b9/9rOf8fjjjzNjxoza5+6++26ef/55vv76a+677z6XtpmUlITZbCYvL8/p+by8PDp1anyG09TUVEJDQ526hfr3709ubi42m42wsDCn5S0WCxY5e/m0SkcIW4r6sqpgKKvOZrK6YCiHyrs0u064qYIRcdvJit9MVsImsuI3k/7wHzGNvaqdohZCCP/2t7/9jfT0dKdp+bt3N2a+ps2bN/O3v/2tydcvv/xy/vnPf7q1bbfGuHz55ZeNBvSTn/yk0QG1TQkLC2PEiBEsXbqUiRMnAnqLytKlS52SovouuOAC3nrrLRwOB6bq+Tv27NlDampqg6RF+KYTJ6rv8lkezsqVb7K+cCAVjuYHMGdEHCUrfhNZCVs4L34TQ2J3E2aqbKeIhRCiHRjUVXTuWM6mLuA/+eQTJkyYwC9+8QuWL19O586d+e1vf8u0adPcj6FaXl5eszfnhISEkJ+f79a23UpcOnTowMcff8z//d//OT3/8ccf06FDh1Zta+bMmUyZMoWRI0cyevRo5s2bR2lpae1dRpMnT6Zz587MmTMHgLvuuovnn3+ee+65h9/97nfs3buXJ598krvvvtudtyLamM0GmzY5z5ty+HDNq+HAiAbrRJjK9daUhE2cF7+ZrITNdLKcaseohRDCC0x4Njdp9brnDoeYPXs2jz76aIPFDxw4wIsvvsjMmTP505/+xNq1a7n77rsJCwtz6mVxR+fOndm2bRu9evVq9PUtW7aQmprq1rbdSlwee+wxbrvtNpYtW0ZWll7HZPXq1SxevJhXXnmlVduaNGkS+fn5PPLII+Tm5jJ06FAWL15cO2D3yJEjtS0roP9BvvzyS+677z6GDBlC586dueeee7j//vvdeSvCYMeOOc+bsn491Lupq1E9Io/oXT7xmzkvYRODY/YQaqpqn4CFECLA5OTkOI0taWq4hMPhYOTIkTz55JMADBs2jG3btrFgwQKPE5crr7yShx9+mJ/85CcNCjCXl5cze/ZsfvrTn7q1bbcSl1//+tf079+fZ599lkWLFgH6OJPvv/++NpFpjRkzZjTZNbRs2bIGz2VnZ7Nq1apW/x5hLKsVNp4zb0pOTvPrREbCqFHVd/pkljDi1StIsZxun4CDlLJbwaLAYQabh0UB265CiBCu0xwQGg2VJXg2CZ2PMairKDY21qUp/1NTUxkwYIDTc/379+d///uf+zFUe+ihh1i0aBF9+vRhxowZ9O3bF4Bdu3Yxf/587HY7Dz74oFvbdnsel6ysLP773/+6u7qPiwDMgKeVX0Gf4j8wxt7k5Di3pmzYoHcFNadXL+d5UwYP1gsSAih7OFXLE+CIh4mLyQShFrSe/T3bToBRygHHV8CuN9CiFURHosqroKgCqtw42GtmQKGlDDQ81kChpWaijq71rPBi9boyO3FjyoEcCKsCOkBYHFjPQFWZ+5s0t746cZtp57uKLrjgAnbv3u303J49e+jWrZsHQehSUlL48ccfueuuu5g1axY1ZRE1TWPChAnMnz+/wVQornI7cdm/fz+vv/46Bw4cYN68eSQnJ/PFF1/QtWtXBg709wNbKDAIyAXyWli2Kf5dULGiQk9M6remHDvW/DpRUTB6dN28KeedB81VLNfMIYQ8+wGOz97B8Z/nwFreZFXoRpnN4HCgTfgF5l/NQItv3fiqQKbO7IAdr0LRAZyOZuEhEB4FpZVQZHXtYrXmJNxlpF4lWor/NUkb+ktIGYhaOd+NwovVyyb2QDt/hl4HSVSrRC94e85YN80MEclgr4CKM+BoRakWLaK6SrQPTe7UzvO43HfffZx//vk8+eST3HDDDaxZs4aXX36Zl19+2f0Y6unWrRuff/45Z8+eZd++fSil6N27t8e3W7tVHXr58uVcccUVXHDBBaxYsYKdO3fSo0cP/vrXv7Ju3To++OADj4JqS62v9GkFjgIFrfgtHYA0/KWlRSk4csS5NWXjRqhs4aadPn2cW1MGDqxrTWl1DEUFON6aj+PTt/Uvn6OZ1i6TSU9Yhp6HedostIze7v3SAKTK8mDXG5C7stmrfqWUfj4tsupJTHPiu+kn0s7DDY83UCnlqC68+BKUF9By8qJBRDxa1h3Q61K9/pFAr0d0EjhBXUHFRiilHzcqS8B6tq4waAMaYIKw/hDWq7oVsXntWh36hbGeV4f+7bJWxfrpp58ya9Ys9u7dS/fu3Zk5c6YhdxW1JbcSl+zsbH7xi18wc+ZMYmJi2Lx5Mz169GDNmjVcf/31HD3qu7U63P8QFgM56E2VTYkCugKRnoTY5srL9UGz9ROVEyeaXyc6GrKynFtTWnkDmUtUzgHsr/0DtXZ5bYLSQFo3zHfMQhtxkcuzOQc6VVkK+z+Ag58AyqVuCgX6Ad+uoLACKuof7DWwxKCNngZ9JqCZWlFNWtRSleWw9X3Uprf0ZPzcv4tmApMZbejNMOQXaCFS10yn0C8Wc9BbW1xdrfp0ZivUH7UJY3VrVkh3sAwAk+v7uT0Tl4IXPU9c4u9qXeLij9zaQ1u3buWtt95q8HxycjKnTgXqbasxQH/gDHoLTP27XsKAdCAOX6typZR++3H925E3boSqFm7a6du3riUlOxsGDNB7Ztqalt6DkEdfxLHxR+wvz4Ej+/UXTCaIiMY0+R5MV/wCzez1wuY+Q534HrYtgMpSWjNQUQPQNJRZQ+sQibJWwdlKfRNDJqFl3ogW5ttJuK/TQiNg+GToeyVq7Wuw96u6q3xlh96XoY38DVpUkncD9SlW4CDQQhn3xtRcyITFQWgMWE/r41/MHfVuIXOckYEaLwCrQ7cFt47+8fHxnDhxosEMexs3bqRzQBeD0dC7geLRx76cBZKAjvjKOJayMli3rq41ZdUqyM1tfp3YWL01pabbJysLEhPbJ96mmIadj/b8R6ivP8T+4b8wjboY06Q70KID9yrCbdtfrr67wj21x7qwEOjSFe382WjR7g2aE43TopLQxt6PGnQdarU+ZYSWNQ0tqY93A/NJ+biVtNSnVXcJWZIgNB3MKUFzUg8GbiUuN954I/fffz/vv/8+mqbhcDj44Ycf+P3vf8/kyZONjtEHmdHHsKR5NQql4OBB5wG0mze33JrSv39dS8p55+k/t0drSmtpZjPahJ9jmvBzb4fi25obD9QKmskMGRdI0tKGtKQ+aFf9w9th+IHWDGpuahMaaGFgarx8jE9q57uK/JVbicuTTz7J9OnTSU9Px263M2DAAOx2OzfddBMPPfSQ0TGKaqWlemtK/W6fkyebXycurm5sSk1rSnx8u4QrhBCiNTQNTNJV1BK3EpewsDBeeeUVHnnkEbZu3UpJSQnDhg2jd2+5u8MoSsH+/c6tKVu2gL2Zi2tN08ei1LSkZGdDv3768BAhhBAiELiVuDz++OP8/ve/Jz093akmQnl5Of/4xz945JFHDAswWJSUwNq1zq0pLY1zjo93vh159Gi9hUUIIYQfkq4il7hdq+jOO+8kMtL5joOysjIee+wxSVxaoBTs3evcmrJ1a/Nzr2kaDBrk3JrSp4+0pgghRMCQu4pc4lbiopRqdP6MzZs3k+jt21F8UHExrFlTl6isWgWnW5jlPjHRuTVl1Cj97h8hhBAimLUqcUlISEDTNDRNo0+fPk7Ji91up6SkhDvvvNPwIP2JwwF79jhP7rZtW/O16UwmvYZP/USld++gSZ6FEEKAdBW5qFWJy7x581BK8Zvf/IbHHnuMuHoDKsLCwsjIyCA7O9vwIH1ZURGsXu3cmnL2bPPrdOjgfDvyqFEQE9M+8QohhPBR0lXkklYlLlOmTAGge/funH/++YSGhrZJUL7u9Gl44H7FqlV2tu8wo1TTHxazGYYMcW5N6dkzaD5fHlNKgTUPwpLQTDJbbpuzt6JInXCLKtJH3WuxMltum1MO/2qFkBYXl7h1JhgzZgwOh4M9e/Zw8uRJHOeMKr344osNCc5XRYcc5N9vdsVma7j7OnZ0HkA7cqRe50e0nio/Cic+hLL9EBqP6jQRYjOlPtG5whOgtNyl+kTNUnY4/DkqPAm6XSGJosFUeQnq29fhu7f1ny+6CW3cr9Ei5ADhLBSPJ58DvX/eUQa2NWAZBCYpXxEo3DoyrVq1iptuuonDhw9zbo1GTdOwNzfZiD+rPAWFy7FYDzNi8I2s2dSJzAH5ZA8/QfZ5Ds4b15sefWKkNcVDqrIQ8j6DgjXUllKoLIScNyAiA5V6PVpkV2+G6FtGPw6734Rj3zZbEdoljkrY+Roc/hTV/1ZIHiWJooeUvQrWfoJa/AJUlNb9fVb8F7XmY/jJXTDqGqm/VSsZvengOODGuaTmnFRZAraz+s9VxyCsD4T1Bc2H97MJzyagC5K7TN2qDj106FD69OnDY489RmpqaoMDW5wPTybiVqVPexkU/QhlW6iZivrgkVhSOpYRGVEzv351G1/0cIjJApOlbd5AAFMOG5xaBvlfVR/cGzsBm/Tn40ZAyk/RwhLaN0gfpgr3w45X4exOPJ8yvXr9xIEw4Fa02B7GBBlk1O6VqE/mwqkjzS/YsRva1TPR+p7XPoH5hSogF70unAuU0vvgq8rBekZPwhsIg/DBENLN5f76dq0O/e/xxEa6PwSjqKyS+MlfB3x1aLcSl6ioKDZv3kyvXr3aIqY21aoPoaqCko1QvEr/t0sngur6GHEXQuRg/QpYNEspBxRugNyPoaoE1/azSd+3SZdA0qVoZkkUoXpMUN5qvdWkPN/zDda04HS5FPrcjBYu0x24QuUeQH06D/audq0VrGaZ3lloV9+LliKJYh0rcBQoaPzlmlOYqoKKM2Avb3mTpliwZEJIcouLSuLie9xqM8vKymLfvn1+mbi4rHwPFC4He3ErV1SgrFCwFEo2QNwlEN6tTUIMBKrsIBz/H1QcbeWaDv1An78EzvyI6nQ1xI8O+m4NTdOg03mo5BFw6HPY+3b1gFs3u49qTrjHvoXj36F6/Ry6T0QzhxkWcyBRpQWor16C1R/VXdG70nVXs8z+dainb0ZlXYd2+e1oUfFtFaofsQA9gWIgByjXr200qpMWBdazUNmKY7WjGMq/A3MqhA8Bk4+MM5K7ilzicuKyZcuW2n//7ne/4//+7//Izc1l8ODBDe4uGjJkiHEReoPtJJz51PPtVBXA6f9Bp2lglvudz6UcVjg438NBpQrsJXDsbQiJg5h+hsXnzzRTKPS4FtVlHOx9Bw5/7tkGlQOUDfa8DaZQ6HGdMYEGGPXJ07C5uqvTnZ66mkrfqz9EVZSi/fIxQ+PzbzFAf+AMcFjfx5VFYC2k9Yl59R/HngtlJRB9uaGRuk3uKnKJy4nL0KFD0TTNaTDub37zm9p/17wWEINzVYVRG9L/57BK4tIYR1V1F5xB7KXGbStAaGGxMPB21PEV+mBFjzdoAltrWyGDSFmB53d3gb6NsgLPtxNwNKAD2I6B7QBuDd51otC7ooQ/cTlxOXjwYFvGIYRoSzLWSgQUDbe7P32ZdBW5xOXEpVs3GachhBBCtBnpKnKJW4NzP/nkk0af1zSN8PBwevXqRffu3T0KTAghhBDiXG4lLhMnTmww3gWcx7lceOGFfPTRRyQkyDwbQgghRItMmocT0AVHk4tbHd9Llixh1KhRLFmyhMLCQgoLC1myZAlZWVl8+umnrFixgtOnT/P73//e6HiFEEKIwFQzxsWTRxBwq8Xlnnvu4eWXX+b888+vfe7SSy8lPDyc22+/ne3btzNv3jynu46EEEII0QwZnOsSt1pc9u/f3+isfLGxsRw4cACA3r17c+rUKc+iE0IIIYSox63EZcSIEfzhD38gP79uSvH8/Hz++Mc/MmrUKAD27t1Lenq6MVEKIYQQgU66ilziVlfRa6+9xrXXXkuXLl1qk5OcnBx69OjBxx9/DEBJSQkPPfSQcZG2K7MB2zCBJQ5Co6DqkD6rq+Z+DYqAZPTcIr5c9dVblIKqwzD0Mig9CwfXQ1mhB9tz6DPnisaFhOonj9aXgHOmaRAiZRWaZsazIqLnbstHaCbPjotBMl+TW0f6vn37smPHDr766iv27NlT+9xll12GyaTvuIkTJxoWZLsLS4Po0VCyDv3L0covSFgMWOLRCy5q+omj5ARYBkJoRtB8uFqimSNQaZP04ooOK+4diEz6eokXQMxAgyP0c1X5YN0EjiIIi4SwcEi4Gk7sgSObobI1M4ZWV+VOGQXdrmijgP2fNuEuVGE+HNuFexW6q9fp3A9twp3GBxgoQnuAvQDsJ/CoEroWAeEjDAxMtAe3qkP7s1ZV+qwqhMLvoGIPLn05QiIgPKH6yl9rfDIgLQbCMyEkxb03EICUvQxOfgWnV1Q/48qMmNV/j+j+0OlatPBObRihn3EUQ8XWJg/qSjn0mjiHt8DxXS1MUV+9fkwGDLgNrcOgtos7QCilYPNXqM+ehaLTuH5S1SC2A9pV90DmZUFfMNQlVflg3QyO1rQiaoAZLP0htCdozbe4tGt16P9dTWyUB9WhSyuJ/9n/k+rQNZ599lluv/12wsPDefbZZ5td9u677/Y4MJ8QEgcdfgrW41D4LVTmNb6cKRTCEyEkXG8ibu6Ao4qh/Hswp4BlCJgD98PlKs0cCakTUYkX6K0vxdtoMVG0JEPq9WjRfdsrTN+nbGDdCZX76z/ZYDFNM4HZhOo+HNL6wcF1cOpIIxvUICwW+k2BzmP19USLNE2DoRNg4Bj4/h3U0oVQVdl0gqiZICQU7dLfwIU3ooWGt2/A/iykI5gvhaojYN0KqrlWxOpjSmgPCOsPJkt7Rek6uavIJS63uHTv3p1169bRoUOHZmfF1TSt9s4iX+R29qwUlO+GwuXgqC7mp5mrx7FUl0Rv1Yem/pdogG9+ibxEleyFE4vAeuKcVzQwR0DKTyHhPDmR1lAOqDwA1u3oRedcb0StmTBSFeXD/rVQcrq6n90MPa6HHtehhciJ1BOq+DTqywWw9hMwmesqQJvM+t9u1DVol9+BFtPBu4H6O1UFtj1g202jXfxuXiy2a4vLoms8b3G5/pOAb3Hxia6i+fPn849//IPc3FwyMzN57rnnGD16dKPLvvHGG0ydOtXpOYvFQkWFaxWdPf4Qqkoo2QAlayEqhdpxLG7TgBCIngCaJC81lHJAwVrI/X9gLwHMkDQOOo5HM8uJ1EnZCrDnt7xcM5RyoGkm1I7lEN4D+vwKLSLJoAAFgDq+B/X/5sGB9foTPUagXXMfWmpvr8YVcBxlehJfVd2K6GH3fLsmLh9O9Dxxue6jgE9cPLoNw2azcfDgQXr27ElIiHubevfdd5k5cyYLFiwgKyuLefPmMWHCBHbv3k1ycnKj68TGxrJ79+7an9u1L1gLhZgssKSBdY0BG1RAJTjKwSyJSw1NM0FCFipuKBRugageaGFyRdooe4HHm9A0k34jTP8b0GIv9Hh7oiEtrQ/cPh/2rdWf6DVKxrG0BVMkRIwCey89iQlJ9Z8bIqSryCVu/TXLysq49dZbiYyMZODAgRw5ome2v/vd7/jrX//aqm3NnTuXadOmMXXqVAYMGMCCBQuIjIxk4cKFTa6jaRqdOnWqfaSkeGGgqymi/X9nENJMFrSEUZK0tANN09AsUlusLWmahtZ7tP4IkpOM15gTILSz/yQtwmVu/UVnzZrF5s2bWbZsGeHhdc3248eP591333V5OzabjfXr1zN+/Pi6gEwmxo8fz8qVK5tcr6SkhG7dupGens61117L9u3bm1zWarVSVFTk9BBCCCF8Tk2RRU8eQcCtxOWjjz7i+eef58ILL3S6ahg4cCD79+9vZk1np06dwm63N2gxSUlJITc3t9F1+vbty8KFC/n444/5z3/+g8Ph4Pzzz+fo0aONLj9nzhzi4uJqHzKbrxBCCJ9UMwGdJ48g4Na7zM/Pb3T8SWlpaZs3f2ZnZzN58mSGDh3KmDFjWLRoER07duSll15qdPlZs2bVVrAuLCwkJyenTeMTQggh3CJT/rvErcRl5MiRfPbZZ7U/1yQrr776KtnZ2S5vJykpCbPZTF6e8/woeXl5dOrk2oRioaGhDBs2jH379jX6usViITY21ukhhBBCCP/k1q1ATz75JFdccQU7duygqqqKZ555hh07dvDjjz+yfPlyl7cTFhbGiBEjWLp0aW2JAIfDwdKlS5kxY4ZL27Db7WzdupUrr7zSnbcihBBC+Aa5q8glbrW4XHjhhWzevJmqqioGDx7MV199RXJyMitXrmTEiNbVfZg5cyavvPIK//rXv9i5cyd33XUXpaWltXO1TJ48mVmzZtUu//jjj/PVV19x4MABNmzYwK9+9SsOHz7Mbbfd5s5bEUIIIXyDpnk4xiU4Ehe3WlwmT57MuHHjeOCBB+jZs6dHAUyaNIn8/HweeeQRcnNzGTp0KIsXL64dsHvkyJHawo0AZ8+eZdq0aeTm5pKQkMCIESP48ccfGTBggEdxCCGEEML3uTVz7m233caKFSvYv38/aWlpjBkzhrFjxzJmzBh69/btWSCNmQVRQdUhKN9gXGCRl4I53rjtBQh1dCdq5QdovUdD5uUy90Vjij8BKj3ejHIo1CEb2oCfo4WGeR6XaMhRAcXr9H/HjASTzALdNhxAPmAFUgD3J/ds15lzF99IbJT7372iUhvxP3lHZs5tzKuvvgrAsWPHWLFiBcuXL+epp57ijjvuIDU1tclbkwNDGZAD5iIwhYHD5vkmzUlgCtwPmTtUQR5q8Yuw8QvQTKh1n8J3b8M1/4fWbbC3w/MtoT2hchcuVTBvgnI4oLgM+8v/hrKFmG+7H+388ZIoGkXZoXQLFP2glw0BKN0MsedD1JAWKxQLVymgADgK1BybT6EnL50AH9/PMsbFJR5N+Z+QkECHDh1ISEggPj6ekJAQOnbsaFRsPqYSOAac1n/UTBCZClWlYD2rH5haS4vUi36FpAXNB64lylaOWvYmLPt3XTXdmv8f34N64TbU4EvRrvodWkKq9wL1JeEDIbQLWDe3umaRsjvA4cDx8Xc4/t93YK0EzYT9yXug/zBC7vgTWu+BbRR4EFAKKg7q1eXthee8ZtWfL9kI8WPB0l2OAx4pBXKq/1+fAnLRW2A6A0noSb7wV24lLn/6059YtmwZGzdupH///owZM4YHHniAiy++mISEQJsy3AHkASdocDWraXpl6JBIsBWBrbDhMg1ogAksA/QrZbnSAqqv+Dd+gfr8OSgt0A/456qpqrt9GWrHctTFN6ONnYwWHt2eofomcxxEXAT2XKjYDOrcg7czZXegmU2oH7Zgf2cJnKk3o3RNorh7C1X3/gLtkmswT7kPLckLpTX8WWU+FCwDWw7NnijthXD6IwhL1xOY0EC9+GsrNvSLyjMtLGcHjgAngXTAB1u5PZ1ELkgmoHNrjIvJZKJjx47cd999XH/99fTp06ctYmsTrvdXKuAsepOji+MHHFVgLYCqkkZerG7GD+0JYf3BJAUVa6gDG1CfPAUn9tGq7g7NBBHRaD/5LYy6Bs0kSSCgJx6VB/QKudipvz+VQ6GZNBx7juB44zPUgeMtb89kBrMZ0y9uw/Sz36CFR7ZZ6AHBXqp3CZVto3Xdd9XLRg6C2AvAHNV2MQYEO/pFZS7udZHGAl2A5uvOtesYlyW/8nyMy2X/CfgxLm4lLps3b2b58uUsW7aM7777jrCwsNoBumPHjvXpRMa1D6Ed2IM+nsUNdhtYT4PdWvecOUXvFjIH7oeptZRSqHdmw6Yv9SSk5kq/VaoP9skZaHe8iBadaHSY/kvZwLoTKvfrLVoacLoI+78/R63Z0frtaRrEJRLy2EtoveQuvkaV74Gzi6u7jt0bbwSa3hKb8BOI8N1jqXeVAXuBKgO2lQY03e0siYvvcaurKDMzk8zMTO6++25AT2Sefvpppk+fjsPhwG53Y7yHTynF7aQFwBwGEZ3AXg6VJRA6EEK6GhZdwCgr0pMWcDNpgdqTw8lDsG8tDJ1gRGSBQQuD8EwI64Fa/BTq8DEci1dBlZvfT6Wg6CyO7xZjlsSlcaXbQHl6MlX6Nkq3SeLSpDMYk7SA3nXkI+PlPC2UGCRFFt1KXJRSbNy4kWXLlrFs2TK+//57ioqKGDJkCGPGjDE6Rv+kafrYl5BIQPqshReZYrD/ZwkUnjVgW8HRh+4+d1tZ2npbgcj9u+h8l6eFEoPj++lW4pKYmEhJSQmZmZmMGTOGadOmcdFFFxEfH29weEIIIUSQkNuhXeJW4vKf//yHiy66KKD70IQQQgjhe9xKXK666iqj4xBCCCGCm7S4uMSjCeiEEEIIYRBJXFwSHCN5hBBCCBEQpMVFCCGE8AUmk2d37gXJXX+SuAghhBC+QLqKXBIc6ZnX+fuEfD4uJBSGjIBQ+Tg3RjnsEOEAiwH7J9CmzTCUgtBwCIvzdiBBQj6MRvvrX/+Kpmnce++93g6lWdLi0igLxk5utBe9KmlHpCppPZZIiEuBonz3Z87NHIl21fVocfHVdRmP4Rfl69uJ2rsG9clTmJMcqA6RqLOVqJM2qHLjs20yg70KrbvM5tpQOZADcZ2ATlBxGgoPQJUHM3CHJhsVXAAysl5W87WK2pUXW1zWrl3LSy+9xJAhQ9z//e1EEpdGWYBBuFZx1BUO9HLr9auSSgKjhYTCzLdQ3/4LVvxXf9LhYutU1+5o19yAlt6NmnJb+ne2pnx9F6ADwbqf1clDqE+fgd0/1s7EqWkaJISixYeiTtpQp22u5eaapk/336Mv5jsexDRgWNsG71cqgePAKeenLYmQnAilx6H4kF6A1VXmGIgbA+G9DYwz0CQCYejHVXeTQxN1F5Q+QtM8rA7t3vGupKSEm2++mVdeeYUnnnjC/d/fTiRxaVIY0B1IRv9ylBqwTSuwD4hBT2B8KNP3Ei08Gu2K6ais61CfPwdbv2m+4GJ8ItqV16FljtALB1J9QnZiBw6jV4710fL1bUSVFqK+fgVW/q/uIFZvX2qapudyKWFoHUJRuVZUYTMnVU2DhCTMt/4B7eIr0YJk8F/LHOgXIieq/32Omn0flQaRKVB8GEqO0XSmqIEWAjHZED1U/7doQTTQDzgLHEVPIl2VjF6fKDD3c1FRkdPPFosFi8XS5PLTp0/nqquuYvz48ZK4BIYooC9QgJ7AtObL0ZRiYAeQhF6ZNNSAbfo3LTEN7VdzUIe2oD55Co7twqm7zhKONvZyuHh87Umh5ZNoBXo3XSx6AhPeRtF7n6qqhJUfoJa8DLYKPVlppjVF0zRUqIYpPQKVZMdxvALK652ATWYICcE06Q5M1/0azRK4+651FK06UWoaYIbYHhDVGQr36d1IdQvo/4scArHZYDayCyQYaOitL/HoFyonaL4ZMQ69NdZHP88GFVlMT093enr27Nk8+uijja7yzjvvsGHDBtauXev+721nkri4RAMS0D/0zVxltdop9K6oVPRxGULLGAIzXofNX6E+exZKzsDQUWhX/wIiIty84i8CtqM3CXch0Makqz2rUYvmwNkTrVqv9vAYbsbcMwpHQSXqZCXYHGiXXot58j1oiT7UjO515cAhWt01UdP6YrZAh0FgLYSCPfr4F0tXiBsLoR2MDTXomNCPo0noXfynz3k9HOiK3trtwwwa45KTk+NUkqep1pacnBzuuecelixZQni4jyZzjZDEpVVM6AlGB/SuiEIDtulA/6LF47NXAe1MM5lg2E9g4Fj44R0YMxA0rZEuodbKR29eTvQ8SB+i3ntMT/DcVLNbtbhQiE/DfPs/0Hr2Nyi6QHIU98dTULejw2Ihrg/QA8IzDIhL1AkFMqjr4reit2r7yXg3zcPq0NXrxsbGulRLcP369Zw8eZLhw4fXPme321mxYgXPP/88VqsVs9n3bnSQxMUtoUAKxiQuNYxowQksWlg4jLsF2GTgVgPwFsoqG9W3VHlEM4egjf2pJC1NMuizo2kQ3hX9BCvaRiR6F79ozqWXXsrWrVudnps6dSr9+vXj/vvv98mkBSRxEUIIIXxDO98OHRMTw6BBg5yei4qKokOHDg2e9yWSuAghhBC+QGbOdYkkLkIIIYQAYNmyZd4OoUWSuAghhBC+QIosukQSFyGEEMInaHh291NwdBUFR3omhBBCiIAgLS5CCCGEL5DBuS6RxEUIUcfdKt2iVZTD4dE8YyJQeTgBXZB0ogTHuzRcKfqsjEbyzYl+vKqqCM58AcpuyARrugDczxExem0hTzmqoHQ1qmBDbcVtUZ8xnx2lHHBiJerAxyiHEbXPhAgukri0ig04COxCr1tiBAvQq/r/AgCHDQq/h7yFUL4XTm2ByhL9NbdPqGb0WiVxBgXpO7SpT0OvkdU/uPGV1gCzCTLToVccHP03HJiLKjtkZJgBoCv61PHuUQ6HnhAe2QA7FsOu12H5dFTuKkkURTXNgEfgk64il9jRK4/mYtyU8SagM3rhv+D4sLVIOaBsOxR9Bw4rtfvaVgT5GyAiGeJ6gCmslX25KegF2AKwtQXQkjPQbn0WtXsV6v/NhfzDLq6o6Ylgj44wtCtaZFjda+XH4MA8VNwwSLkaLSyw6ju559w6OCUuraWUA00zwemDsHMJlOTXvVieDxv+CgkDUANuRYvraXzYwn/IGBeXSOLSLIVevfkoUGXgdpPRT6Sy+2tVHIbCb6GqmWKB5Seh4hREd4GYruj9wc19UePRq0EHR2uW1vc86PUWrP0EtfhFqChpfMyKhv7R7hgDozLQEqMa2Vr1eoWboWgLKukSSLoUzSyFQPU6OH3Qa5XloLfENlTbilJ6FrXjSzi1v7Gl9P8V7IIf/g/VeRz0vQUtXBLFoGRQkcVA5xPvcv78+WRkZBAeHk5WVhZr1qxxab133nkHTdOYOHFiG0RVDOxEL2NvVNISBwwE0pGkpVrlGTi1CE7/D6rOtry8ckDxEchdA2W5eotBg2b2mgJrPQmWpKWGZg5BO+96tPs/hItv1se+nDv+JcoCY/vC5QOaSFrqc+hjjPK/hj1/Rp1ZqY/RCHoaemJc8312PpQq5YCqCtj+BXz3YhNJS/0Vqvfp8eWw7A7U3ndRdqvxYQsRALyeuLz77rvMnDmT2bNns2HDBjIzM5kwYQInT55sdr1Dhw7x+9//nosuuqgNoioH9mDcOJZw9Cu0XtX/FgCoSsj/L1hrujZa0Q3nsEHBHr0LyVZdpVuZgO5APyDa2Fj9jBYRjenKGWh/+AAGjNGfDDXDyAy4ZihaeiJaq5qVFdhL4fi7cOb7tgjZT5nQW1AHA8kopVAOOxxYBd8+B0fWt25clnKAoxL2vgPbX2mjmIXvkjEurvB64jJ37lymTZvG1KlTGTBgAAsWLCAyMpKFCxc2uY7dbufmm2/mscceo0ePHm0QldEj/bsDMQZvMwA4qvTkxZNxQ5UlcGoz5K2D8nAgkWD58rpCS0zDdMscuO58uG44Wv9UNLMnX3szVBYaFl/gCAHSYfNSPWHZvRSqPGkxUVBx2qjghL/QqBvn4tbD22+gfXg1cbHZbKxfv57x48fXPmcymRg/fjwrV65scr3HH3+c5ORkbr311hZ/h9VqpaioyOnR/oLk0+RNVaXIfm6aFheFZpHuyTZnqwBrsbejECKgeTVxOXXqFHa7nZSUFKfnU1JSyM3NbXSd77//ntdee41XXnGtGXXOnDnExcXVPtLT0z2OWwghhDCeyYBH4POrd1lcXMwtt9zCK6+8QlJSkkvrzJo1i8LCwtpHTo7RE8cJIYQQBvCom8jDW6n9iFfbjpOSkjCbzeTl5Tk9n5eXR6dOnRosv3//fg4dOsTVV19d+5zDoY/GDwkJYffu3fTs6TwPgsViwWIJrjtLhBBCiEDl1RaXsLAwRowYwdKlS2ufczgcLF26lOzs7AbL9+vXj61bt7Jp06baxzXXXMO4cePYtGmTdAMJIYTwX9Li4hKvj9abOXMmU6ZMYeTIkYwePZp58+ZRWlrK1KlTAZg8eTKdO3dmzpw5hIeHM2jQIKf14+PjARo8L4QQQvgXT29plsSlXUyaNIn8/HweeeQRcnNzGTp0KIsXL64dsHvkyBFMJr8aiiOEEEKINuL1xAVgxowZzJgxo9HXli1b1uy6b7zxhvEBCSGEEO1Npvx3iU8kLr7H6Oa24Gi+azXD+2NlPzegFFgPQWQs2MOgvFCfwt9tjqA5OLaavQDSMyAlAQ5ugLICDzamyX4ORlJk0SWSuDQqGr18vREzV6YQbPVyXGYKh9gLoehH9Nlz3ZlBt7piYHgvCG+LWZT9WOUpKFwG1iMQEgLmKAiLgopCqCimdfu7ej9HdIWE89omXn/lKAfrNqg6AlHREBUJCT+F3L1weDNUVrR+mxHJ0OsG42MVPk7GuLhCEpdGabhTvt5ZHHplYqlN1KyY0RDRD4q+h/Jd1JUudlFoEsRdApbObRWh/7GXQdEPULaVmgOZBrVXYyo8DiwxUH4WbGWubTMkDlInQmxmK2scBTBVBba9YNtFzWdW3zV6S4nq1AuSe8CRLXBsZ+OVup2YIMQCvW+Cbj9BM4W2ZfRC+C1JXJrlWvl6Z+Ho1WJj2zCuABMSC4lXgm0YFHwLlY3PmuzEFAlxF0NE/6BpHm2RqoKSjVC8Sv+3/mSDxTRNQ2FGi0pCWWx6AtNoXR0NtFBIngAdLpYTaQ2loCoHrFtANV2PSNNMYDahMoZBWl84sB5OHW5kQZP+Z8q4EnpNQguTumZBS8a4uEQSlxbVlK+PBfKB40BjV04hQGf0LiY5kbolLBU6/hIq9kLBMnCc29KlASaIyYLoESAnUp1S+j4rXA521+rk1OZ65lC0mBSUrUxPYBx29BYDBQnZkHIFWoicSGtVnQLrZnAUuLyKpmmosEi0/hejik7B/jVQchp9PzsgaTj0n4oWLa2GwU7TNI9aNIOlNVQSF5eZ0MerdABOACern9eqn+8EmL0TWiDRNIjoo49XKdng3HoQMQDiLgBztHdj9DVnPoOKPW6tWnugC43QHyX5YOkKqdehhacaGGQAsO4C23bcuTCp3c8xiWjDrkTtXwtFZTDgNrSkIcbGKUSAk8Sl1arL19MRKAASgTBvBhSYtBB9/EvkICjboZ9Mw5K9HZVvsjbS/dBKevcR0CEbreO1Hm8vINlrLlbcGUSu02qa8rteAAlXomlysSPqk8G5rpDExW3h6K0sok2ZIyFmpLejCAoaJrC4VrxUeEYL7wCStIhzyRgXlwTHuxRCCCFEQJAWFyGEEMInSFeRKyRxEUIIIXyBzJzrEukqEkIIIYTfkBYXIYQQwhdoHtaoCpIWF0lchBBCCJ8gY1xcIYmLEEII4QtkjItLZIyL8HFW4BhQ5O1AgoACyvFkgjXhKiuNlw4RQrREEhfho+zAUWAbkAvsBfYBFd4MyjdF9Kn+h4dXW5oGFg3YiXsV0QNcSE0tIQOuakM09M/2WSRRFLVqJqDz5BEEpKtI+BhFXTFL+zmvFVY/koFU5ONbLeEyiOgLhd9C1elWrqwBCiJTITYDzGHorS670YuLdgEshobrt8J6gjlJrwptP0ntvmsNcwSEJ1YXCK0EDgBR6GVEogwOWPgfGePiCjnyCx9SCOSgN6M35yRwCkhDrxkVHFcZzQrvCpZboGw7FH0HDisunVQtcRDXE0IbK1xZUP1IQU8UZYp6zHEQcSHY86BiMygXW6ZMoWBJhJCIRl4sBXYBCeiJotQ+E6I5krgIH1COnrAUt2IdB3pX0kn0q9U4guVqo0maCaIG660vJWuheC168tJIAmMOh/he+sm0xQF9eeiJYmcgCdnPGoR0gqhkqDwI1u3orSeNMYElQU8MW9zPZ6lLFKXafFCSwbkukcRFeFkOevLhLhuwH4gGeiIfacAUBrEXQORgvfWlfDe13RqaGWK7Q1RqK/vD7cAR9CSmF3qR0SCnmfTuo9B0sO6Cyn3VL1QnimFx+qNV+1mhj+k6BXQHYo2MWPg8E561IAdH67Mc5YUXVeFZ0lJfCfqdR4kGbS8AhMRC4lVgGwbFS/RuiphuYPLka28FTqO3vggAtDAIHwJhPcC6GqjUW1k82s9V6EmiJC5CnEsSFyECXVgadBiKfjL0lBsDUoOFKRoiuiK37gu3SVeRSyRxEUIIIXyBJC4ukcRFCCGE8AkyxsUVwfEuhRBCCBEQpMVFCCGE8AkedhUFyVQFkrgIIYQQPkFmznWFdBUJIYQQwm9Ii4sQQgjhCzwtlChFFoXwN+cWZRS6Jqb9F0L4Fg0Pb4c2LBKfJomL8CITej0WoxKOo+gn6I4EzTe4RWXoZRWM2scKqRbdHCP3jexnIRojiYvwIhMwADgGnDFgew70k3QeUnixEn2/njZwm2Ho1YvjDdxmoElHr+N0HPeTRTN1lc9FcJHBua6QxEV4WRh6Mblk9KSj1IBt1i+8mA5EGrBNf+FAT9xOYFz3kIm6E2lw9KG7T0P/LCeiF0vMa+X6NZWh5dAclGSMi0vk2yF8RBTQFyhA7/KxGbDNEmAn0AG9KGCoAdv0VQq91eoYemuLUTqiJy1yqGidEPTWqY7on+eCFpaPr15euoeEaIlPpGfz588nIyOD8PBwsrKyWLNmTZPLLlq0iJEjRxIfH09UVBRDhw7lzTffbMdoRdvRgARgIPpB3KiP52lgK8a2QviSUmAXcAjjkpZY9L9DVyRp8YQF6An0ASIaeT2i+rWeSNIi6rqKPHkEPq8nLu+++y4zZ85k9uzZbNiwgczMTCZMmMDJkycbXT4xMZEHH3yQlStXsmXLFqZOncrUqVP58ssv2zly0XZM6E3mg4Ekg7ap0McdFBi0PV+yH30QrhFCgN7Vj3CDtikgBugPZKDv45Dqf/evfk0I6oosevJohTlz5jBq1ChiYmJITk5m4sSJ7N69u43enHG8nrjMnTuXadOmMXXqVAYMGMCCBQuIjIxk4cKFjS4/duxYrrvuOvr370/Pnj255557GDJkCN9//307Ry7aXk1zu5EcBm/PFxj5npLQW1uE8TT0bssh1Y8OBMsVsnCVyYCH65YvX8706dNZtWoVS5YsobKykssvv5zSUiPGGrYdr7YB22w21q9fz6xZs2qfM5lMjB8/npUrV7a4vlKKb775ht27d/O3v/2t0WWsVitWq7X256KiIs8DFyIgyUm0fch+Fr5h8eLFTj+/8cYbJCcns379ei6++GIvRdUyryYup06dwm63k5KS4vR8SkoKu3btanK9wsJCOnfujNVqxWw288ILL3DZZZc1uuycOXN47LHHDI1bCCGEMJwb3T0N1qfhBbrFYsFiaXkMVWFhIaAPyfBlXu8qckdMTAybNm1i7dq1/OUvf2HmzJksW7as0WVnzZpFYWFh7SMnJ6d9gxVCCCFcUXM7tCcPID09nbi4uNrHnDlzWvzVDoeDe++9lwsuuIBBgwa19Tv1iFdbXJKSkjCbzeTlOc91kJeXR6dOnZpcz2Qy0atXLwCGDh3Kzp07mTNnDmPHjm2wrKuZphBCCBEIcnJyiI2tG6vmyjlw+vTpbNu2zS/Gi3q1xSUsLIwRI0awdOnS2uccDgdLly4lOzvb5e04HA6ncSxCCCGE/zHmdujY2FinR0uJy4wZM/j000/59ttv6dLF6BsijOf1CRpmzpzJlClTGDlyJKNHj2bevHmUlpYydepUACZPnkznzp1rm7rmzJnDyJEj6dmzJ1arlc8//5w333yTF1980ZtvQwghhPCMQWNcXKWU4ne/+x0ffvghy5Yto3v37u7/7nbk9cRl0qRJ5Ofn88gjj5Cbm8vQoUNZvHhx7YDdI0eOYDLVNQyVlpby29/+lqNHjxIREUG/fv34z3/+w6RJk7z1FoQQQgi/M336dN566y0+/vhjYmJiyM3NBSAuLo6IiMYmTPQNmlIqEKcSbVJRURFxcXEUFhY69QEKX2UHNhm4vQz0+TMCySaMq/7cCb08gmg7NYdcuS3aH7THOaP2dxx/h9hY92urFRWVEZd2o8uxak200Lz++uv8+te/djuOtub1Fhchmmf0wd0vb6RrgQnjEpdT6BPQyWyuxlPAWfTaRaBPrpiAJDCilhe6ivxRIB7FRUAxoddxCfNwOxqQil7MLtD0pPE6OO6oAvYA+4AKg7Yp9IKfu4CD6PWkKqv/vav6NSGEq6TFRfiBePRWgHz0ekOtneI+Eb37w9Pkx1dFode8OYN+NV9lwDYLqx/J6AmfHCrcY6X56tBlwG6kOrTQtX7a/obrBz45Ggk/UVN4sQN68pLvwjpR6NWN3e8z9h81dXDigTwgF2MqYZ9E7z7qDHREujVcZUevRn4S1/4OBeiJYgr6OCNzm0UmfFg7dxX5K0lchJ8JQU9GOqJfyTZWeyoM/eo1nuA70ZqBNPRiicfQW2E85QBy0BOidCCO4NuvrlLoid4xWj/uSKEnnPnoiWISsp+DjIaHiYthkfi04GhXEgEoAuhd/ahpXjehJywDkUGPYUB3oB96y5MRbMB+4LRB2wtEOcARPBssba/ehpQnEaIx0uIi/FwseqJSjN4lJB9pZ1FAX2Azxtx5pCGDdptj5AzeMht48JExLq6Qo7wIABp6AiMaVzcVuBDCh8kYF5cER3omhBBCiIAgLS5CCCGET/C0dTQ4WlwkcRFCCCF8gWbSH56sHwSC410KIYQQIiBIi4sQQgjhE6SryBWSuAghhBC+QLqKXBIc71IIIYQQAUFaXIQQraAIluZoIdqfdBW5QlpchAgKaRhzULOgV9sWjUvGmAKJZvSCiyKo1ExA58kjCEiLixBBoSN6cUR3Cy/WFG+UCtHNiwMGoxdLzKP1Fbo1pEJ0EJMxLi6RxEWIoFFTeDEZvYBfqYvrJQOpyOHCVWbqqjsfA866uF5C9XqWlhYUIqjJkUiIoFNTeLEAPYGpbGK5OPRq2+HtE1bAsQA9gBL0/VzWxHKRQDoQ3U5xCd8lY1xcIYmLEEFJQ7/CjwPygeOAo/q1CPQTaYx3Qgs40UA/9JaXo9QliqHoiWECwXLCES2QIosukcRFiKBmQh9TkYiewNQMvg2OA2D70dD3azz6fgZ9vFBwjEkQwkiSuAgh0K/+07wdRBCoSRSFaIwJz5LZ4EiEJXERQgghfIGGh11FhkXi04IjPRNCCCFEQJAWFyGEEMInSFeRKyRxEUIIIXyB3FXkkqBLXJTSZ7IsKiryciRCCCF8Xc25oubc0ba/y9VJIdtmfX8RdIlLcXExAOnp6V6ORAghhL8oLi4mLi6uTbYdFhZGp06dSE+/yuNtderUibCwMAOi8l2aao800oc4HA6OHz9OTEwMmgfNakVFRaSnp5OTk0NsbKyBEbYtf4xbYm4fEnP7kJjbh1ExK6UoLi4mLS0Nk6ntxpBUVFRgs9k83k5YWBjh4YE923XQtbiYTCa6dOli2PZiY2P95otcnz/GLTG3D4m5fUjM7cOImNuqpaW+8PDwgE84jBIcQ5CFEEIIERAkcRFCCCGE35DExU0Wi4XZs2djsfhXCXp/jFtibh8Sc/uQmNuHP8YsXBN0g3OFEEII4b+kxUUIIYQQfkMSFyGEEEL4DUlchBBCCOE3JHERQgghhN+QxKUJK1as4OqrryYtLQ1N0/joo49aXGfZsmUMHz4ci8VCr169eOONN9o8zvpaG/OyZcvQNK3BIzc3t30CBubMmcOoUaOIiYkhOTmZiRMnsnv37hbXe//99+nXrx/h4eEMHjyYzz//vB2i1bkT8xtvvNFgP7fnZFMvvvgiQ4YMqZ2MKzs7my+++KLZdby5j6H1MXt7Hzfmr3/9K5qmce+99za7nLf3dX2uxOztff3oo482+P39+vVrdh1f2sfCM5K4NKG0tJTMzEzmz5/v0vIHDx7kqquuYty4cWzatIl7772X2267jS+//LKNI63T2phr7N69mxMnTtQ+kpOT2yjChpYvX8706dNZtWoVS5YsobKykssvv5zS0qaLhf3444/88pe/5NZbb2Xjxo1MnDiRiRMnsm3bNp+NGfQZPOvv58OHD7dLvABdunThr3/9K+vXr2fdunVccsklXHvttWzfvr3R5b29j92JGby7j8+1du1aXnrpJYYMGdLscr6wr2u4GjN4f18PHDjQ6fd///33TS7rS/tYGECJFgHqww8/bHaZP/7xj2rgwIFOz02aNElNmDChDSNrmisxf/vttwpQZ8+ebZeYXHHy5EkFqOXLlze5zA033KCuuuoqp+eysrLUHXfc0dbhNcqVmF9//XUVFxfXfkG5ICEhQb366quNvuZr+7hGczH70j4uLi5WvXv3VkuWLFFjxoxR99xzT5PL+sq+bk3M3t7Xs2fPVpmZmS4v7yv7WBhDWlwMsnLlSsaPH+/03IQJE1i5cqWXInLd0KFDSU1N5bLLLuOHH37waiyFhYUAJCYmNrmMr+1rV2IGKCkpoVu3bqSnp7fYctCW7HY777zzDqWlpWRnZze6jK/tY1diBt/Zx9OnT+eqq65qsA8b4yv7ujUxg/f39d69e0lLS6NHjx7cfPPNHDlypMllfWUfC2MEXZHFtpKbm0tKSorTcykpKRQVFVFeXk5ERISXImtaamoqCxYsYOTIkVitVl599VXGjh3L6tWrGT58eLvH43A4uPfee7ngggsYNGhQk8s1ta/bc2xODVdj7tu3LwsXLmTIkCEUFhbyz3/+k/PPP5/t27cbWvSzOVu3biU7O5uKigqio6P58MMPGTBgQKPL+so+bk3MvrCPAd555x02bNjA2rVrXVreF/Z1a2P29r7OysrijTfeoG/fvpw4cYLHHnuMiy66iG3bthETE9NgeV/Yx8I4krgEsb59+9K3b9/an88//3z279/P008/zZtvvtnu8UyfPp1t27Y121fta1yNOTs726ml4Pzzz6d///689NJL/PnPf27rMAH9771p0yYKCwv54IMPmDJlCsuXL28yEfAFrYnZF/ZxTk4O99xzD0uWLPH6wGBXuROzt/f1FVdcUfvvIUOGkJWVRbdu3Xjvvfe49dZb2/z3C++SxMUgnTp1Ii8vz+m5vLw8YmNjfbK1pSmjR4/2SuIwY8YMPv30U1asWNHiFVtT+7pTp05tGWIDrYn5XKGhoQwbNox9+/a1UXQNhYWF0atXLwBGjBjB2rVreeaZZ3jppZcaLOsr+7g1MZ/LG/t4/fr1nDx50qnF0m63s2LFCp5//nmsVitms9lpHW/va3diPpc39nV98fHx9OnTp8nf7+19LIwlY1wMkp2dzdKlS52eW7JkSbP98b5o06ZNpKamttvvU0oxY8YMPvzwQ7755hu6d+/e4jre3tfuxHwuu93O1q1b23Vfn8vhcGC1Wht9zdv7uCnNxXwub+zjSy+9lK1bt7Jp06bax8iRI7n55pvZtGlTowmAt/e1OzGfy9uf55KSEvbv39/k7/f2PhYG8/boYF9VXFysNm7cqDZu3KgANXfuXLVx40Z1+PBhpZRSDzzwgLrllltqlz9w4ICKjIxUf/jDH9TOnTvV/PnzldlsVosXL/bZmJ9++mn10Ucfqb1796qtW7eqe+65R5lMJvX111+3W8x33XWXiouLU8uWLVMnTpyofZSVldUuc8stt6gHHnig9ucffvhBhYSEqH/+859q5/9v7/5jmjq7OIB/C1JaqKYUtQKREtCimILt4nR2owQYTLGDOZkjo8WZyLIxkYxlSuL4pTNxC2NkiZnDBJb9wC0ynNP5g6F1hnUoMH451hXH3GIaYWbGIG5KPe8fhhuLgLy8zNLX80luwvPce597ntOEntynt+3upqKiIvLx8aHOzs5pG3NJSQkdP36cLly4QC0tLfT888+TRCKh8+fPP5CYt23bRqdPn6be3l7q6Oigbdu2kUgkohMnTowar7tzPJmY3Z3jsYx8Qmc65nqk+8Xs7lzn5+eTxWKh3t5eamxspMTERJo9ezb19fWNGu90zDGbPC5cxjD8qPDILSsri4iIsrKyyGAw3HPO0qVLSSwWU3h4OFVVVU3rmHfv3k0REREkkUhIoVBQXFwcnTx58oHGPFq8AFxyZzAYhDkM++KLL0itVpNYLKYlS5bQkSNHpnXMeXl5FBoaSmKxmJRKJa1evZpaW1sfWMwbN24klUpFYrGY5syZQwkJCUIBMFq8RO7N8WRidneOxzKyCJiOuR7pfjG7O9fr16+noKAgEovFFBISQuvXr6eenp4x4yWafjlmkyciInpw93cYY4wxxiaPP+PCGGOMMY/BhQtjjDHGPAYXLowxxhjzGFy4MMYYY8xjcOHCGGOMMY/BhQtjjDHGPAYXLowxxhjzGFy4MMYYY8xjcOHCmJts2LABaWlpQjsuLg55eXlui4cxxjwBFy6MMTYGkUiEgwcPujsMxthduHBh7F/gdDpx+/Ztd4fBGGP/d7hwYQ+NsLAwvPfeey59S5cuRXFxMYgIxcXFCA0Nha+vL4KDg5Gbmysc988//+D1119HSEgI/P39sXz5clgsFmF/dXU15HI5Dh06hKioKPj6+uL333//n+PduXMnzGYzZDIZVCoVDh06hP7+fqSmpkImkyE6OhrNzc0TGu/KlSvIyMhASEgI/Pz8oNFoUFNT43LMgQMHoNFoIJVKERgYiMTERFy/fh0AYLFY8Oijj8Lf3x9yuRx6vR4XL14Uzv3qq6+g0+kgkUgQHh6OkpISDA0NAcB987tnzx4sXLgQEokESqUS69atE/bFxcVh8+bNyMvLQ0BAAJRKJSorK3H9+nW8+OKLmDlzJhYsWICjR4+6zKWrqwurVq2CTCaDUqmEyWTCn3/+6TJubm4u3njjDSgUCsybNw/FxcUu+QeAZ555BiKRSGgzxtyLCxfGANTW1qK8vBx79+6F3W7HwYMHodFohP2vvvoqrFYr9u/fj46ODqSnp+Opp56C3W4XjhkcHMTu3buxb98+nD9/HnPnzv2f4yovL4der8ePP/6IlJQUmEwmmM1mZGZmorW1FRERETCbzZjIb6X+/fffeOSRR3DkyBF0dXUhOzsbJpMJZ8+eBQA4HA5kZGRg48aN6O7uhsViwdq1a0FEGBoaQlpaGgwGAzo6OmC1WpGdnQ2RSAQAOHPmDMxmM7Zs2YKffvoJe/fuRXV1Nd5666375re5uRm5ubkoLS2FzWbDsWPHEBsb6xL7Rx99hNmzZ+Ps2bPYvHkzXn75ZaSnp2PlypVobW1FUlISTCYTBgcHAQBXr15FfHw8tFotmpubcezYMVy+fBnPPffcPeP6+/ujqakJb7/9NkpLS1FfXw8AOHfuHACgqqoKDodDaDPG3MydP03N2IOkUqmovLzcpS8mJoaKioqorKyM1Go13bx5857zLl68SN7e3nTp0iWX/oSEBCooKCAioqqqKgJAbW1tE44nKyuLUlNThbbBYKAtW7a4xJuZmSm0HQ4HAaA333xT6LNarQSAHA7HhK97t5SUFMrPzyciopaWFgJAv/322z3HXblyhQCQxWIZdZyEhATatWuXS9/HH39MQUFBRETj5re2tpZmzZpF165dG3Vsg8FAjz/+uNAeGhoif39/MplMQt9wbqxWKxER7dixg5KSklzG+eOPPwgA2Wy2UcclIlq2bBlt3bpVaAOgurq6UeNijLkH33FhDEB6ejpu3LiB8PBwbNq0CXV1dcIyR2dnJ5xOJ9RqNWQymbCdPn0aFy5cEMYQi8WIjo6e0rjuHk+pVAKAy52g4b6+vr77juV0OrFjxw5oNBooFArIZDIcP35cWNKKiYlBQkICNBoN0tPTUVlZib/++gsAoFAosGHDBiQnJ8NoNKKiogIOh0MYu729HaWlpS752bRpExwOBwYHB8fN75NPPgmVSoXw8HCYTCZ8+umnwp2T0fLg7e2NwMDAcfPQ3t6OU6dOucSzaNEiAHB5zUa+XkFBQRPKJWPMfbhwYQ8NLy+ve5ZUbt26BQCYP38+bDYb9uzZA6lUildeeQWxsbG4desWBgYG4O3tjZaWFrS1tQlbd3c3KioqhLGkUqmwdDJVfHx8hL+Hxx6tbyIfBH7nnXdQUVGBrVu34tSpU2hra0NycjJu3rwJ4E5BUF9fj6NHjyIqKgrvv/8+IiMj0dvbC+DOkonVasXKlSvx+eefQ61W44cffgAADAwMoKSkxCU/nZ2dsNvtkEgk4+Z35syZaG1tRU1NDYKCglBYWIiYmBhcvXp11DwMz3u8PAwMDMBoNLrE09bWBrvd7rIMNdq4/KFqxqa3Ge4OgLEHZc6cOS53Ca5duya8KQN3Cg+j0Qij0YicnBwsWrQInZ2d0Gq1cDqd6OvrwxNPPOGO0KdEY2MjUlNTkZmZCeDOm/wvv/yCqKgo4RiRSAS9Xg+9Xo/CwkKoVCrU1dXhtddeAwBotVpotVoUFBTgsccew2effYYVK1ZAp9PBZrNhwYIFY15/rPzqdDrMmDEDiYmJSExMRFFREeRyOU6ePIm1a9dOaq46nQ61tbUICwvDjBmT/zfn4+MDp9M56fMZY1OPCxf20IiPj0d1dTWMRiPkcjkKCwvh7e0N4M5TQU6nE8uXL4efnx8++eQTSKVSqFQqBAYG4oUXXoDZbEZZWRm0Wi36+/vR0NCA6OhopKSkuHlmE7Nw4UIcOHAA33//PQICAvDuu+/i8uXLQuHS1NSEhoYGJCUlYe7cuWhqakJ/fz8WL16M3t5efPjhh3j66acRHBwMm80Gu90Os9kMACgsLMSaNWsQGhqKdevWwcvLC+3t7ejq6sLOnTvHze/hw4fx66+/IjY2FgEBAfjmm29w+/ZtREZGTnquOTk5qKysREZGhvDUUE9PD/bv3499+/YJr/v9hIWFoaGhAXq9Hr6+vggICJh0TIyxqcFLReyhUVBQAIPBgDVr1iAlJQVpaWmIiIgAAMjlclRWVkKv1yM6Ohrffvstvv76awQGBgK4s0xiNpuRn5+PyMhIpKWl4dy5cwgNDXXnlP4r27dvh06nQ3JyMuLi4jBv3jyXb+6dNWsWvvvuO6xevRpqtRrbt29HWVkZVq1aBT8/P/z888949tlnoVarkZ2djZycHLz00ksAgOTkZBw+fBgnTpzAsmXLsGLFCpSXl0OlUgEYP79yuRxffvkl4uPjsXjxYnzwwQeoqanBkiVLJj3X4OBgNDY2wul0IikpCRqNBnl5eZDL5fDymvi/vbKyMtTX12P+/PnQarWTjocxNnVENHLRnzHGGGNsmuI7LowxxhjzGFy4MPYvuftR3JHbmTNnpvx6w98SO9q2a9euKb8eY4y5Ay8VMfYv6enpGXNfSEgIpFLplF7v0qVLuHHjxqj7FAoFFArFlF6PMcbcgQsXxhhjjHkMXipijDHGmMfgwoUxxhhjHoMLF8YYY4x5DC5cGGOMMeYxuHBhjDHGmMfgwoUxxhhjHoMLF8YYY4x5jP8AsUQrZ5s6apYAAAAASUVORK5CYII=",
+ "text/plain": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "original_alt_text_english | \n", + "user_alt_text_english | \n", + "llm_alt_text_english | \n", + "english_site | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Carta da regalo natalizia di New York City x 4... | \n", + "Carta da regalo natalizia di New York City x 4... | \n", + "Carta da regalo natalizia di New York City x 4... | \n", + "5 | \n", + "5 | \n", + "5 | \n", + "52 | \n", + "52 | \n", + "52 | \n", + "[[ 6.74236044e-02 2.19511539e-02 -1.44342880e... | \n", + "1.0 | \n", + "1.0 | \n", + "1.0 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 68 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Enrica Di Rado | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "Simond Men's MT100 Easyfit 50 L Backpacking Pack | \n", + "5 | \n", + "5 | \n", + "3 | \n", + "48 | \n", + "48 | \n", + "48 | \n", + "[[-1.18939579e-01 5.63375689e-02 -2.27848217e... | \n", + "1.0 | \n", + "1.0 | \n", + "1.0 | \n", + "True | \n", + "True | \n", + "True | \n", + "True | \n", + "
| 71 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Enrica Di Rado | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "Van Rysel Men's Ultralight Mesh Base Layer | \n", + "5 | \n", + "5 | \n", + "3 | \n", + "42 | \n", + "42 | \n", + "42 | \n", + "[[-6.29605651e-02 5.91232181e-02 4.51525822e... | \n", + "1.0 | \n", + "1.0 | \n", + "1.0 | \n", + "True | \n", + "True | \n", + "True | \n", + "True | \n", + "
| 650 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "Pialla a filo e spessore combinata per legno 1... | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "75 | \n", + "75 | \n", + "75 | \n", + "[[-4.77450639e-02 1.10398911e-01 -8.18440393e... | \n", + "1.0 | \n", + "1.0 | \n", + "1.0 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_llm_assessment, weighted_similarities, 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, weighted_similarities, 1))(np.unique(user_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"weighted_similarities\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "id": "c491fc8c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-weighted similarities Pearson \\\n",
+ "Results 0.233148 \n",
+ "\n",
+ " User LLM assessment-weighted similarities Spearman \\\n",
+ "Results 0.216634 \n",
+ "\n",
+ " User LLM assessment-weighted similarities Kendall Tau \n",
+ "Results 0.165072 "
+ ]
+ },
+ "execution_count": 58,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(user_llm_assessment, weighted_similarities)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_llm_assessment, weighted_similarities)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, weighted_similarities)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-weighted similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-weighted similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-weighted similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "06810a41",
+ "metadata": {},
+ "source": [
+ "# correlazione fra similarità\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "id": "558e1ea8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | User LLM assessment-weighted similarities Pearson | \n", + "User LLM assessment-weighted similarities Spearman | \n", + "User LLM assessment-weighted similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.233148 | \n", + "0.216634 | \n", + "0.165072 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(lexical_sim, semantic_sim, gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+ "plt.colorbar(label='Count')\n",
+ "plt.plot(\n",
+ " np.unique(lexical_sim),\n",
+ " np.poly1d(np.polyfit(lexical_sim, semantic_sim, 1))(np.unique(lexical_sim)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"lexical_sim\")\n",
+ "plt.ylabel(\"semantic_sim\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "id": "f2fd765f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM similarities Pearson User LLM similarities Spearman \\\n",
+ "Results 0.843125 0.881896 \n",
+ "\n",
+ " User LLM similarities Kendall Tau \n",
+ "Results 0.692666 "
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(lexical_sim, semantic_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(lexical_sim, semantic_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(lexical_sim, semantic_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "id": "89879d2e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User LLM similarities Pearson | \n", + "User LLM similarities Spearman | \n", + "User LLM similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.843125 | \n", + "0.881896 | \n", + "0.692666 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM similarities Pearson User LLM similarities Spearman \\\n",
+ "Results 0.824523 0.858792 \n",
+ "\n",
+ " User LLM similarities Kendall Tau \n",
+ "Results 0.678545 "
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(lexical_sim, bert_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(lexical_sim, bert_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(lexical_sim, bert_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "id": "874808fa",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User LLM similarities Pearson | \n", + "User LLM similarities Spearman | \n", + "User LLM similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.824523 | \n", + "0.858792 | \n", + "0.678545 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM similarities Pearson User LLM similarities Spearman \\\n",
+ "Results 0.824169 0.854873 \n",
+ "\n",
+ " User LLM similarities Kendall Tau \n",
+ "Results 0.671813 "
+ ]
+ },
+ "execution_count": 62,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(semantic_sim, bert_sim)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(semantic_sim, bert_sim)\n",
+ "kendall_tau_correlation, _ = kendalltau(semantic_sim, bert_sim)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3bfc1cb1",
+ "metadata": {},
+ "source": [
+ "# correlazione lunghezza alt-text llm e user-llm assessment\n",
+ "### no correlazione fra lunghezza alt-text proposto llm e user-llm assessmnet"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "id": "2337270d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | User LLM similarities Pearson | \n", + "User LLM similarities Spearman | \n", + "User LLM similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.824169 | \n", + "0.854873 | \n", + "0.671813 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(user_llm_assessment, llm_alt_text_length, 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_alt_text_length, 1))(np.unique(user_llm_assessment)),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"llm_alt_text_length\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "id": "5389abeb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM similarities Pearson User LLM similarities Spearman \\\n",
+ "Results -0.033479 -0.017084 \n",
+ "\n",
+ " User LLM similarities Kendall Tau \n",
+ "Results -0.012196 "
+ ]
+ },
+ "execution_count": 64,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(user_llm_assessment, llm_alt_text_length)[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(user_llm_assessment, llm_alt_text_length)\n",
+ "kendall_tau_correlation, _ = kendalltau(user_llm_assessment, llm_alt_text_length)\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "82402d57",
+ "metadata": {},
+ "source": [
+ "# Grafici delle distribuzioni"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "id": "db871ff9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "| \n", + " | User LLM similarities Pearson | \n", + "User LLM similarities Spearman | \n", + "User LLM similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "-0.033479 | \n", + "-0.017084 | \n", + "-0.012196 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "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_language_aligned.select_dtypes(include=[np.number]).columns\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "# 1. Box and Whisker Plots\n",
+ "fig, axes = plt.subplots(3, 3, figsize=(18, 10))\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_language_aligned[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": 66,
+ "id": "1535ce2c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 3. Distribution Plots (Histogram + KDE)\n",
+ "fig, axes = plt.subplots(3, 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_language_aligned[col].dropna(), bins=30, alpha=0.6, \n",
+ " color='#1abc9c', edgecolor='black', density=True)\n",
+ " \n",
+ " # KDE overlay\n",
+ " df_language_aligned[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()"
+ ]
+ }
+ ],
+ "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
new file mode 100644
index 0000000..5e14b3f
--- /dev/null
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_classificatore.ipynb
@@ -0,0 +1,4973 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "725dd387",
+ "metadata": {},
+ "source": [
+ "## Questo nodebbok parte dal dataset allineato linguisticamente e cerca di costruire classificatore \n",
+ "### calcolo feature importances e dependency plots"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 104,
+ "id": "19de983f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "\n",
+ "from scipy.stats import spearmanr, kendalltau\n",
+ "import numpy as np\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 105,
+ "id": "0bb7afe5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pd.set_option('display.max_colwidth', 50) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 106,
+ "id": "4e2bbe14",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ "\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",
+ ".. ... \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",
+ "\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",
+ ".. ... \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",
+ "\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",
+ ".. ... ... \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",
+ "\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",
+ "\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",
+ "\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",
+ "\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",
+ "\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",
+ "\n",
+ "[254 rows x 19 columns]"
+ ]
+ },
+ "execution_count": 106,
+ "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",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "df4d6e3b",
+ "metadata": {},
+ "source": [
+ "# considero switch della lingua come attributo (switch fra alt-text utente nuovo alt-text llm)\n",
+ "### considerarlo porta a risultati peggiori, come se utente nella sua valutazione non ne avesso poi tenuto molto di conto. Vedi infatti numeri sotto delle distribuzioni nei casi di swicth lingua e non"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "id": "5444f632",
+ "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": 108,
+ "id": "6f9557cf",
+ "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": 109,
+ "id": "34a1991e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "original_alt_text_english | \n", + "user_alt_text_english | \n", + "llm_alt_text_english | \n", + "english_site | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Ciondolo con pietra portafortuna di smeraldo i... | \n", + "Ciondolo con pietra di smeraldo in argento ste... | \n", + "Ciondolo con pietra portafortuna di smeraldo i... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "188 | \n", + "74 | \n", + "188 | \n", + "[[ 5.96365295e-02 -2.88218819e-02 -4.36413754e... | \n", + "0.866714 | \n", + "0.651989 | \n", + "0.801564 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 1 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Bandiera da campeggio in feltro con la scritta... | \n", + "Bandiera da campeggio in feltro con la scritta... | \n", + "Bandiera da campeggio in feltro con scritta di... | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "257 | \n", + "89 | \n", + "145 | \n", + "[[ 3.38062868e-02 7.25984052e-02 -6.19653948e... | \n", + "0.881819 | \n", + "0.669191 | \n", + "0.885096 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 2 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Carta da regalo natalizia di New York City x 4... | \n", + "Carta da regalo natalizia di New York City x 4... | \n", + "Carta da regalo natalizia di New York City x 4... | \n", + "5 | \n", + "5 | \n", + "5 | \n", + "52 | \n", + "52 | \n", + "52 | \n", + "[[ 6.74236044e-02 2.19511539e-02 -1.44342880e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 3 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Gilet trapuntato patchwork in lino per bambini... | \n", + "Gilet trapuntato patchwork in lino artigianale... | \n", + "Gilet trapuntato artigianale per bambini con s... | \n", + "4 | \n", + "5 | \n", + "5 | \n", + "133 | \n", + "69 | \n", + "70 | \n", + "[[-4.06587049e-02 7.10641295e-02 -6.74636010e... | \n", + "0.915257 | \n", + "0.820021 | \n", + "0.887233 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "Stampa artistica personalizzata con timbro di ... | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "5 | \n", + "5 | \n", + "4 | \n", + "96 | \n", + "73 | \n", + "96 | \n", + "[[-6.29436001e-02 9.87617299e-02 2.35087499e... | \n", + "0.950213 | \n", + "0.846647 | \n", + "0.874647 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 249 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "NaN | \n", + "Prodotti marca dyson | \n", + "Dyson logo. | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "20 | \n", + "11 | \n", + "[[-4.41387109e-02 6.82085901e-02 4.66848314e... | \n", + "0.487655 | \n", + "0.260556 | \n", + "0.486935 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 250 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "Pialla a filo e spessore combinata per legno 1... | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "75 | \n", + "75 | \n", + "75 | \n", + "[[-4.77450639e-02 1.10398911e-01 -8.18440393e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 251 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "[[-5.39165661e-02 5.89501821e-02 -6.87802508e... | \n", + "0.975856 | \n", + "0.867364 | \n", + "0.936773 | \n", + "True | \n", + "True | \n", + "True | \n", + "False | \n", + "
| 252 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "Guida agli acquisti:\\ntrova le idee giuste con... | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "41 | \n", + "74 | \n", + "41 | \n", + "[[-3.91517766e-02 6.30479455e-02 -4.93284650e... | \n", + "0.646167 | \n", + "0.102140 | \n", + "0.665948 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 253 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "5 | \n", + "4 | \n", + "5 | \n", + "67 | \n", + "67 | \n", + "67 | \n", + "[[-7.22139552e-02 6.18477501e-02 -1.44746248e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
254 rows × 19 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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: []"
+ ]
+ },
+ "execution_count": 109,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[df[\"is_language_switched\"]==1] #ok ho verificato che se parto da quello allineato a livello di lingua, sono 0 quelli con salto linguistico e in linea con numero di quelli allineati nell'altro notebook"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 110,
+ "id": "a1a37a30",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 0.0\n",
+ "mean NaN\n",
+ "std NaN\n",
+ "min NaN\n",
+ "25% NaN\n",
+ "50% NaN\n",
+ "75% NaN\n",
+ "max NaN\n",
+ "Name: user_llm_assessment, dtype: float64"
+ ]
+ },
+ "execution_count": 110,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[df[\"is_language_switched\"]==1][\"user_llm_assessment\"].describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 111,
+ "id": "ea89cec1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 254.000000\n",
+ "mean 3.169291\n",
+ "std 0.910458\n",
+ "min 1.000000\n",
+ "25% 3.000000\n",
+ "50% 3.000000\n",
+ "75% 4.000000\n",
+ "max 5.000000\n",
+ "Name: user_llm_assessment, dtype: float64"
+ ]
+ },
+ "execution_count": 111,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[df[\"is_language_switched\"]==0][\"user_llm_assessment\"].describe() #vedi come user_llm_assessment identico nei due casi"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5f6e7165",
+ "metadata": {},
+ "source": [
+ "### vedi come invece le distribuzioni tra llm_assessmnet siano verso voti più alti quando non c'è switch. Ma lo switch è fra quello generato-utente e quello generato LLM non quello originale. \n",
+ "### ma utente lo da sempre in italiano, la conclusione ??? provo a vedere se llm asssemnet varia in funzione sito ita o inglese"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 112,
+ "id": "b1f86e84",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "original_alt_text_english | \n", + "user_alt_text_english | \n", + "llm_alt_text_english | \n", + "english_site | \n", + "is_language_switched | \n", + "
|---|
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
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+ ],
+ "text/plain": [
+ " user_assessment llm_assessment user_llm_assessment \\\n",
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+ "std 1.052786 1.040395 0.910440 \n",
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+ "75% 4.000000 5.000000 4.000000 \n",
+ "max 5.000000 5.000000 5.000000 \n",
+ "\n",
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+ ]
+ },
+ "execution_count": 112,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[df[\"english_site\"]==False].describe() "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 113,
+ "id": "e62e0e85",
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+ "execution_count": 113,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[df[\"english_site\"]==True].describe() "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "352f836c",
+ "metadata": {},
+ "source": [
+ "# considero complessità del testo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 114,
+ "id": "d04b06ac",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from utils_text_complexity import ReadabilityAnalyzer\n",
+ "\n",
+ "import math"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 115,
+ "id": "f464fdca",
+ "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": 116,
+ "id": "5f9d36f0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Apply the function with language based on english_site column (NB forse meglio farlo in base stima stessa della lingua)\n",
+ "df[['flesch_reading_ease', 'gunning_fog_index']] = df.apply(\n",
+ " lambda row: extract_readability_indicators(\n",
+ " row['llm_alt_text'], \n",
+ " language='en' if row['english_site'] else 'it'\n",
+ " ), \n",
+ " axis=1\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 117,
+ "id": "b7842bb3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#lo applico anche a testo scritto da utente\n",
+ "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": 118,
+ "id": "dbf5aba6",
+ "metadata": {},
+ "outputs": [
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+ "\n",
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| 3 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Gilet trapuntato patchwork in lino per bambini... | \n", + "Gilet trapuntato patchwork in lino artigianale... | \n", + "Gilet trapuntato artigianale per bambini con s... | \n", + "4 | \n", + "5 | \n", + "5 | \n", + "133 | \n", + "69 | \n", + "... | \n", + "0.887233 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "55.61 | \n", + "16.00 | \n", + "55.61 | \n", + "16.00 | \n", + "
| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.... | \n", + "Chiara Giordano | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "Stampa artistica personalizzata con timbro di ... | \n", + "Stampa artistica personalizzata del luogo pref... | \n", + "5 | \n", + "5 | \n", + "4 | \n", + "96 | \n", + "73 | \n", + "... | \n", + "0.874647 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "20.95 | \n", + "21.47 | \n", + "43.59 | \n", + "16.00 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 249 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "NaN | \n", + "Prodotti marca dyson | \n", + "Dyson logo. | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "20 | \n", + "... | \n", + "0.486935 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "114.09 | \n", + "0.80 | \n", + "82.73 | \n", + "14.53 | \n", + "
| 250 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "Pialla a filo e spessore combinata per legno 1... | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "75 | \n", + "75 | \n", + "... | \n", + "1.000000 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "83.26 | \n", + "11.67 | \n", + "83.26 | \n", + "11.67 | \n", + "
| 251 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "... | \n", + "0.936773 | \n", + "True | \n", + "True | \n", + "True | \n", + "False | \n", + "0 | \n", + "68.72 | \n", + "13.20 | \n", + "60.36 | \n", + "14.23 | \n", + "
| 252 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "Guida agli acquisti:\\ntrova le idee giuste con... | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "41 | \n", + "74 | \n", + "... | \n", + "0.665948 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "83.75 | \n", + "13.20 | \n", + "74.36 | \n", + "11.35 | \n", + "
| 253 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "5 | \n", + "4 | \n", + "5 | \n", + "67 | \n", + "67 | \n", + "... | \n", + "1.000000 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "71.04 | \n", + "18.13 | \n", + "71.04 | \n", + "18.13 | \n", + "
254 rows × 24 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " flesch_reading_ease gunning_fog_index\n",
+ "count 254.000000 254.000000\n",
+ "mean 61.415866 17.045709\n",
+ "std 22.914647 7.370843\n",
+ "min -31.350000 0.800000\n",
+ "25% 46.620000 12.000000\n",
+ "50% 61.425000 18.410000\n",
+ "75% 75.360000 22.400000\n",
+ "max 122.800000 35.730000"
+ ]
+ },
+ "execution_count": 119,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[[\"flesch_reading_ease\",\"gunning_fog_index\"]].describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 120,
+ "id": "1af79f49",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | flesch_reading_ease | \n", + "gunning_fog_index | \n", + "
|---|---|---|
| count | \n", + "254.000000 | \n", + "254.000000 | \n", + "
| mean | \n", + "61.415866 | \n", + "17.045709 | \n", + "
| std | \n", + "22.914647 | \n", + "7.370843 | \n", + "
| min | \n", + "-31.350000 | \n", + "0.800000 | \n", + "
| 25% | \n", + "46.620000 | \n", + "12.000000 | \n", + "
| 50% | \n", + "61.425000 | \n", + "18.410000 | \n", + "
| 75% | \n", + "75.360000 | \n", + "22.400000 | \n", + "
| max | \n", + "122.800000 | \n", + "35.730000 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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"
+ ]
+ },
+ "execution_count": 120,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[[\"user_flesch_reading_ease\",\"user_gunning_fog_index\"]].describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "905047a2",
+ "metadata": {},
+ "source": [
+ "## Commento: LLM risulta produrre testo più semplice che user"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 121,
+ "id": "095b45f9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "boxplot = df.boxplot(column=[\"flesch_reading_ease\",\"gunning_fog_index\"])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "id": "488cac85",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "boxplot = df.boxplot(column=[\"user_flesch_reading_ease\",\"user_gunning_fog_index\"])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "id": "4feaea6b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | user_flesch_reading_ease | \n", + "user_gunning_fog_index | \n", + "
|---|---|---|
| count | \n", + "254.000000 | \n", + "254.000000 | \n", + "
| mean | \n", + "68.981535 | \n", + "15.801850 | \n", + "
| std | \n", + "25.338224 | \n", + "7.238139 | \n", + "
| min | \n", + "-64.110000 | \n", + "1.200000 | \n", + "
| 25% | \n", + "54.135000 | \n", + "11.350000 | \n", + "
| 50% | \n", + "68.770000 | \n", + "16.400000 | \n", + "
| 75% | \n", + "83.627500 | \n", + "20.745000 | \n", + "
| max | \n", + "129.050000 | \n", + "40.800000 | \n", + "
"
+ ]
+ },
+ "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": 124,
+ "id": "7e31a015",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM flesch_reading_ease similarities Pearson \\\n",
+ "Results 0.462502 \n",
+ "\n",
+ " User LLM flesch_reading_ease similarities Spearman \\\n",
+ "Results 0.498737 \n",
+ "\n",
+ " User LLM flesch_reading_ease similarities Kendall Tau \n",
+ "Results 0.341062 "
+ ]
+ },
+ "execution_count": 124,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "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": "698c28ef",
+ "metadata": {},
+ "source": [
+ "### grafico e numeri indicano che LLM genera testi più semplici che utente"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5a17a3a4",
+ "metadata": {},
+ "source": [
+ "Here are the typical ranges for these readability metrics:\n",
+ "- Flesch Reading Ease (0-100 scale)\n",
+ "\n",
+ "90-100: Very easy (5th grade level)\n",
+ "80-89: Easy (6th grade)\n",
+ "70-79: Fairly easy (7th grade)\n",
+ "60-69: Standard (8th-9th grade)\n",
+ "50-59: Fairly difficult (10th-12th grade)\n",
+ "30-49: Difficult (college level)\n",
+ "0-29: Very confusing (college graduate level)\n",
+ "\n",
+ "Higher scores = easier to read. Most popular writing aims for 60-70.\n",
+ "\n",
+ "- Gunning Fog Index (years of education needed)\n",
+ "\n",
+ "6: Easy, readable by 6th graders\n",
+ "8: Conversational English\n",
+ "10-12: High school level\n",
+ "13-16: College level\n",
+ "17+: College graduate level\n",
+ "20+: Very difficult, academic/professional\n",
+ "\n",
+ "Lower scores = easier to read. Ideal for most audiences is 7-8, while business writing typically aims for 10-12.\n",
+ "For context, comic books score around 6 on the Fog Index, Time magazine around 11, and academic journals often exceed 17."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "id": "9ec6bfd9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pd.set_option('display.max_colwidth', None) # No limit (show full text)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "id": "d4f61863",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User LLM flesch_reading_ease similarities Pearson | \n", + "User LLM flesch_reading_ease similarities Spearman | \n", + "User LLM flesch_reading_ease similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.462502 | \n", + "0.498737 | \n", + "0.341062 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " llm_alt_text \\\n",
+ "4 Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato \n",
+ "17 Culla mobile con sistema solare, decorazione per cameretta con pianeti e astronauta in feltro, neonato, mobile spazio, mobile galassia, decorazione appendibile. \n",
+ "24 Ricondizionato eBay: Gaming, Smartphone, Elettrodomestici e Informatica con sconti fino al 40%. \n",
+ "41 Maglione da uomo, invernale, tinta unita, lavorato a cavo, girocollo, maniche lunghe, vestibilità regolare. \n",
+ "46 BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 - impastatrice per cemento \n",
+ "56 Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato \n",
+ "66 BETONIERA ELETTRICA 160L 650W SCHEPPACH MIX160 IMPASTATRICE MISCELATORE CEMENTO \n",
+ "68 Vorwerk TM6 ricondizionato con garanzia, offerta natalizia e idea regalo. \n",
+ "74 BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO \n",
+ "106 Maglione personalizzato ricamato con lettere grandi e a scacchi, disponibile per personalizzazione cliente. \n",
+ "118 Ornamento personalizzato di Natale per bambino, unicorno dipinto, regalo unico per neonato. \n",
+ "131 Carte da gioco personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici. \n",
+ "145 Stand mixer icon under 'Elettrodomestici' category. \n",
+ "170 Maglione uomo girocollo manica lunga invernale rosso. \n",
+ "199 Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss. \n",
+ "\n",
+ " flesch_reading_ease \n",
+ "4 20.95 \n",
+ "17 13.54 \n",
+ "24 17.70 \n",
+ "41 16.92 \n",
+ "46 8.72 \n",
+ "56 20.95 \n",
+ "66 -31.35 \n",
+ "68 28.19 \n",
+ "74 -31.35 \n",
+ "106 14.26 \n",
+ "118 15.94 \n",
+ "131 29.85 \n",
+ "145 28.75 \n",
+ "170 26.02 \n",
+ "199 28.27 "
+ ]
+ },
+ "execution_count": 126,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#testi difficili flesh\n",
+ "df[df[\"flesch_reading_ease\"]<30][[\"llm_alt_text\",\"flesch_reading_ease\"]]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "id": "4328aa89",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | llm_alt_text | \n", + "flesch_reading_ease | \n", + "
|---|---|---|
| 4 | \n", + "Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato | \n", + "20.95 | \n", + "
| 17 | \n", + "Culla mobile con sistema solare, decorazione per cameretta con pianeti e astronauta in feltro, neonato, mobile spazio, mobile galassia, decorazione appendibile. | \n", + "13.54 | \n", + "
| 24 | \n", + "Ricondizionato eBay: Gaming, Smartphone, Elettrodomestici e Informatica con sconti fino al 40%. | \n", + "17.70 | \n", + "
| 41 | \n", + "Maglione da uomo, invernale, tinta unita, lavorato a cavo, girocollo, maniche lunghe, vestibilità regolare. | \n", + "16.92 | \n", + "
| 46 | \n", + "BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 - impastatrice per cemento | \n", + "8.72 | \n", + "
| 56 | \n", + "Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato | \n", + "20.95 | \n", + "
| 66 | \n", + "BETONIERA ELETTRICA 160L 650W SCHEPPACH MIX160 IMPASTATRICE MISCELATORE CEMENTO | \n", + "-31.35 | \n", + "
| 68 | \n", + "Vorwerk TM6 ricondizionato con garanzia, offerta natalizia e idea regalo. | \n", + "28.19 | \n", + "
| 74 | \n", + "BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO | \n", + "-31.35 | \n", + "
| 106 | \n", + "Maglione personalizzato ricamato con lettere grandi e a scacchi, disponibile per personalizzazione cliente. | \n", + "14.26 | \n", + "
| 118 | \n", + "Ornamento personalizzato di Natale per bambino, unicorno dipinto, regalo unico per neonato. | \n", + "15.94 | \n", + "
| 131 | \n", + "Carte da gioco personalizzate, alternativa unica al libro degli ospiti per matrimoni, regalo per familiari, coppie e amici. | \n", + "29.85 | \n", + "
| 145 | \n", + "Stand mixer icon under 'Elettrodomestici' category. | \n", + "28.75 | \n", + "
| 170 | \n", + "Maglione uomo girocollo manica lunga invernale rosso. | \n", + "26.02 | \n", + "
| 199 | \n", + "Maglione personalizzato ricamato con grande lettera a scacchi, personalizzabile con nome del cliente, disponibile su knitbylyss. | \n", + "28.27 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " llm_alt_text \\\n",
+ "2 Carta da regalo natalizia di New York City x 4 fogli \n",
+ "5 Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo \n",
+ "10 Dyson brand logo \n",
+ "18 Carta da regalo natalizia di New York City x 4 fogli \n",
+ "42 Schott NYC Plecorage1 Pullover Uomo (Pacco da 1) \n",
+ "48 Nike Stride Giacca da running Repel UV per uomo in nero. \n",
+ "50 Nike Windrunner jacket for men \n",
+ "54 Carta da regalo natalizia di New York City in 4 fogli \n",
+ "64 Nike Solo Swoosh Felpa con cappuccio per uomo. \n",
+ "101 Quechua Men's MH100 Hiking Fleece in blue being worn. \n",
+ "112 Nike Tech jogger pants in fleece – Men \n",
+ "113 NikeCourt Heritage men's tennis pants in green. \n",
+ "126 Nike Sportswear Club T-shirt for men in black with logo detail. \n",
+ "127 Nike Tech jogger pants and hoodie in fleece for men. \n",
+ "151 Wedze Men's BL100 Ski Base Layer Bottoms in black, full-length view. \n",
+ "155 Maglione da uomo con zip, slim fit, collo a lupetto. \n",
+ "179 Nike Sportswear Club Therma-FIT sleeveless jacket for men \n",
+ "204 JACK & JONES Plain Knitted Pullover \n",
+ "207 Nike Sportswear Club T-shirt for men. \n",
+ "216 Jordan Flight puffer jacket for men in black. \n",
+ "217 Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men. \n",
+ "230 Black long-sleeve Calvin Klein tee, product image for men's clothing. \n",
+ "231 Sega a nastro per taglio legno 550W Scheppach hbs261. \n",
+ "232 Nike Club Zip a metà lunghezza per l'inverno – Uomo \n",
+ "248 Sega a nastro per taglio legno Scheppach hbs261 550W. \n",
+ "249 Dyson logo. \n",
+ "\n",
+ " flesch_reading_ease \n",
+ "2 91.67 \n",
+ "5 91.07 \n",
+ "10 122.80 \n",
+ "18 91.67 \n",
+ "42 98.87 \n",
+ "48 94.19 \n",
+ "50 92.16 \n",
+ "54 91.67 \n",
+ "64 91.26 \n",
+ "101 94.30 \n",
+ "112 111.88 \n",
+ "113 91.26 \n",
+ "126 111.10 \n",
+ "127 109.70 \n",
+ "151 103.01 \n",
+ "155 97.67 \n",
+ "179 94.97 \n",
+ "204 92.16 \n",
+ "207 120.46 \n",
+ "216 113.80 \n",
+ "217 116.04 \n",
+ "230 101.09 \n",
+ "231 94.71 \n",
+ "232 91.67 \n",
+ "248 94.71 \n",
+ "249 114.09 "
+ ]
+ },
+ "execution_count": 127,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#testi facili flesh\n",
+ "df[df[\"flesch_reading_ease\"]>90][[\"llm_alt_text\",\"flesch_reading_ease\"]]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "id": "8f21c813",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | llm_alt_text | \n", + "flesch_reading_ease | \n", + "
|---|---|---|
| 2 | \n", + "Carta da regalo natalizia di New York City x 4 fogli | \n", + "91.67 | \n", + "
| 5 | \n", + "Polo Club Maglione a Treccia da Uomo con Logo e Scollo Tondo | \n", + "91.07 | \n", + "
| 10 | \n", + "Dyson brand logo | \n", + "122.80 | \n", + "
| 18 | \n", + "Carta da regalo natalizia di New York City x 4 fogli | \n", + "91.67 | \n", + "
| 42 | \n", + "Schott NYC Plecorage1 Pullover Uomo (Pacco da 1) | \n", + "98.87 | \n", + "
| 48 | \n", + "Nike Stride Giacca da running Repel UV per uomo in nero. | \n", + "94.19 | \n", + "
| 50 | \n", + "Nike Windrunner jacket for men | \n", + "92.16 | \n", + "
| 54 | \n", + "Carta da regalo natalizia di New York City in 4 fogli | \n", + "91.67 | \n", + "
| 64 | \n", + "Nike Solo Swoosh Felpa con cappuccio per uomo. | \n", + "91.26 | \n", + "
| 101 | \n", + "Quechua Men's MH100 Hiking Fleece in blue being worn. | \n", + "94.30 | \n", + "
| 112 | \n", + "Nike Tech jogger pants in fleece – Men | \n", + "111.88 | \n", + "
| 113 | \n", + "NikeCourt Heritage men's tennis pants in green. | \n", + "91.26 | \n", + "
| 126 | \n", + "Nike Sportswear Club T-shirt for men in black with logo detail. | \n", + "111.10 | \n", + "
| 127 | \n", + "Nike Tech jogger pants and hoodie in fleece for men. | \n", + "109.70 | \n", + "
| 151 | \n", + "Wedze Men's BL100 Ski Base Layer Bottoms in black, full-length view. | \n", + "103.01 | \n", + "
| 155 | \n", + "Maglione da uomo con zip, slim fit, collo a lupetto. | \n", + "97.67 | \n", + "
| 179 | \n", + "Nike Sportswear Club Therma-FIT sleeveless jacket for men | \n", + "94.97 | \n", + "
| 204 | \n", + "JACK & JONES Plain Knitted Pullover | \n", + "92.16 | \n", + "
| 207 | \n", + "Nike Sportswear Club T-shirt for men. | \n", + "120.46 | \n", + "
| 216 | \n", + "Jordan Flight puffer jacket for men in black. | \n", + "113.80 | \n", + "
| 217 | \n", + "Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men. | \n", + "116.04 | \n", + "
| 230 | \n", + "Black long-sleeve Calvin Klein tee, product image for men's clothing. | \n", + "101.09 | \n", + "
| 231 | \n", + "Sega a nastro per taglio legno 550W Scheppach hbs261. | \n", + "94.71 | \n", + "
| 232 | \n", + "Nike Club Zip a metà lunghezza per l'inverno – Uomo | \n", + "91.67 | \n", + "
| 248 | \n", + "Sega a nastro per taglio legno Scheppach hbs261 550W. | \n", + "94.71 | \n", + "
| 249 | \n", + "Dyson logo. | \n", + "114.09 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " llm_alt_text \\\n",
+ "10 Dyson brand logo \n",
+ "30 Simond Men's MT500 black down puffer jacket for outdoor use. \n",
+ "32 Men's dark petrol blue hooded down puffer jacket, Simond Forclaz MT500. \n",
+ "33 Forclaz Men's MT100 2-in-1 zip-off hiking pants in carbon gray. \n",
+ "48 Nike Stride Giacca da running Repel UV per uomo in nero. \n",
+ "72 Sega a nastro taglio legno 550W Scheppach hbs261 \n",
+ "77 Simond Men's MT500 Down Puffer Jacket in black, displayed on a model. \n",
+ "79 Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue. \n",
+ "99 Simond Men's MT100 Hooded Down Puffer Jacket in navy blue. \n",
+ "101 Quechua Men's MH100 Hiking Fleece in blue being worn. \n",
+ "112 Nike Tech jogger pants in fleece – Men \n",
+ "126 Nike Sportswear Club T-shirt for men in black with logo detail. \n",
+ "127 Nike Tech jogger pants and hoodie in fleece for men. \n",
+ "129 Samsung logo linking to Samsung products \n",
+ "151 Wedze Men's BL100 Ski Base Layer Bottoms in black, full-length view. \n",
+ "207 Nike Sportswear Club T-shirt for men. \n",
+ "216 Jordan Flight puffer jacket for men in black. \n",
+ "217 Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men. \n",
+ "220 Simond Men's MT500 Down Puffer Jacket, black color. \n",
+ "222 Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue. \n",
+ "231 Sega a nastro per taglio legno 550W Scheppach hbs261. \n",
+ "240 Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue. \n",
+ "248 Sega a nastro per taglio legno Scheppach hbs261 550W. \n",
+ "249 Dyson logo. \n",
+ "\n",
+ " gunning_fog_index \n",
+ "10 1.2 \n",
+ "30 4.0 \n",
+ "32 4.4 \n",
+ "33 4.4 \n",
+ "48 4.4 \n",
+ "72 2.4 \n",
+ "77 4.8 \n",
+ "79 4.8 \n",
+ "99 4.0 \n",
+ "101 3.6 \n",
+ "112 2.8 \n",
+ "126 4.8 \n",
+ "127 4.0 \n",
+ "129 2.4 \n",
+ "151 4.8 \n",
+ "207 2.8 \n",
+ "216 3.2 \n",
+ "217 4.4 \n",
+ "220 3.2 \n",
+ "222 4.8 \n",
+ "231 2.8 \n",
+ "240 4.8 \n",
+ "248 2.8 \n",
+ "249 0.8 "
+ ]
+ },
+ "execution_count": 128,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#testi semplici gunning\n",
+ "df[df[\"gunning_fog_index\"]<5][[\"llm_alt_text\",\"gunning_fog_index\"]]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "id": "05ec9102",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | llm_alt_text | \n", + "gunning_fog_index | \n", + "
|---|---|---|
| 10 | \n", + "Dyson brand logo | \n", + "1.2 | \n", + "
| 30 | \n", + "Simond Men's MT500 black down puffer jacket for outdoor use. | \n", + "4.0 | \n", + "
| 32 | \n", + "Men's dark petrol blue hooded down puffer jacket, Simond Forclaz MT500. | \n", + "4.4 | \n", + "
| 33 | \n", + "Forclaz Men's MT100 2-in-1 zip-off hiking pants in carbon gray. | \n", + "4.4 | \n", + "
| 48 | \n", + "Nike Stride Giacca da running Repel UV per uomo in nero. | \n", + "4.4 | \n", + "
| 72 | \n", + "Sega a nastro taglio legno 550W Scheppach hbs261 | \n", + "2.4 | \n", + "
| 77 | \n", + "Simond Men's MT500 Down Puffer Jacket in black, displayed on a model. | \n", + "4.8 | \n", + "
| 79 | \n", + "Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue. | \n", + "4.8 | \n", + "
| 99 | \n", + "Simond Men's MT100 Hooded Down Puffer Jacket in navy blue. | \n", + "4.0 | \n", + "
| 101 | \n", + "Quechua Men's MH100 Hiking Fleece in blue being worn. | \n", + "3.6 | \n", + "
| 112 | \n", + "Nike Tech jogger pants in fleece – Men | \n", + "2.8 | \n", + "
| 126 | \n", + "Nike Sportswear Club T-shirt for men in black with logo detail. | \n", + "4.8 | \n", + "
| 127 | \n", + "Nike Tech jogger pants and hoodie in fleece for men. | \n", + "4.0 | \n", + "
| 129 | \n", + "Samsung logo linking to Samsung products | \n", + "2.4 | \n", + "
| 151 | \n", + "Wedze Men's BL100 Ski Base Layer Bottoms in black, full-length view. | \n", + "4.8 | \n", + "
| 207 | \n", + "Nike Sportswear Club T-shirt for men. | \n", + "2.8 | \n", + "
| 216 | \n", + "Jordan Flight puffer jacket for men in black. | \n", + "3.2 | \n", + "
| 217 | \n", + "Jordan Sport Hoop Fleece full-zip Dri-FIT hoodie for men. | \n", + "4.4 | \n", + "
| 220 | \n", + "Simond Men's MT500 Down Puffer Jacket, black color. | \n", + "3.2 | \n", + "
| 222 | \n", + "Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue. | \n", + "4.8 | \n", + "
| 231 | \n", + "Sega a nastro per taglio legno 550W Scheppach hbs261. | \n", + "2.8 | \n", + "
| 240 | \n", + "Simond Forclaz Men's MT500 Hooded Down Puffer Jacket in dark petrol blue. | \n", + "4.8 | \n", + "
| 248 | \n", + "Sega a nastro per taglio legno Scheppach hbs261 550W. | \n", + "2.8 | \n", + "
| 249 | \n", + "Dyson logo. | \n", + "0.8 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " llm_alt_text \\\n",
+ "0 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",
+ "15 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",
+ "16 Bandiera da campeggio in feltro con la scritta 'Non posso lavorare oggi, sono in sciopero', vintage, regalo di pesca divertente, stampa artistica per amanti della vita all'aria aperta. \n",
+ "17 Culla mobile con sistema solare, decorazione per cameretta con pianeti e astronauta in feltro, neonato, mobile spazio, mobile galassia, decorazione appendibile. \n",
+ "41 Maglione da uomo, invernale, tinta unita, lavorato a cavo, girocollo, maniche lunghe, vestibilità regolare. \n",
+ "46 BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 - impastatrice per cemento \n",
+ "51 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",
+ "66 BETONIERA ELETTRICA 160L 650W SCHEPPACH MIX160 IMPASTATRICE MISCELATORE CEMENTO \n",
+ "68 Vorwerk TM6 ricondizionato con garanzia, offerta natalizia e idea regalo. \n",
+ "74 BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO \n",
+ "86 Candela Baguette: Candela profumata al pane in cera d'api a 4 stoppini, decorazione artigianale e realistica, regali fatti a mano. \n",
+ "90 Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100% \n",
+ "95 Nintendo GameCube console with Viper Cobra reader and original controller, excellent condition. \n",
+ "105 Il primo Natale del bambino, ornamento in legno dipinto personalizzato con nome e unicorno, regalo di Natale per neonato. \n",
+ "108 Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe con Cerniera sul Collo, Pullover 100% Cotone \n",
+ "118 Ornamento personalizzato di Natale per bambino, unicorno dipinto, regalo unico per neonato. \n",
+ "132 Kit di pittura su ceramica personalizzato per idee regalo di addio al nubilato, incluso pennelli e portaoggetti. \n",
+ "142 Gli 11 migliori regali Nike per ciclisti: abbigliamento sportivo per allenamenti indoor. \n",
+ "153 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",
+ "170 Maglione uomo girocollo manica lunga invernale rosso. \n",
+ "171 Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100% \n",
+ "182 Peluche Yeti della Terra - Creatura morbida e coccolabile, peluche fatto a mano con pelliccia intera, ideale come regalo unico per bambini \n",
+ "186 Annuncio sponsorizzato – COOFANDY Maglione uomo con zip grigio, pullover morbido ideale per l'inverno. \n",
+ "191 Migliori regali Nike per giocatori di tennis, consigliati per prestazioni elevate \n",
+ "197 Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato. \n",
+ "200 Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato. \n",
+ "202 Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone \n",
+ "213 Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100% \n",
+ "215 Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100% \n",
+ "\n",
+ " gunning_fog_index \n",
+ "0 28.58 \n",
+ "15 28.58 \n",
+ "16 25.39 \n",
+ "17 33.16 \n",
+ "41 28.46 \n",
+ "46 29.07 \n",
+ "51 28.58 \n",
+ "66 35.73 \n",
+ "68 25.82 \n",
+ "74 35.73 \n",
+ "86 26.00 \n",
+ "90 25.60 \n",
+ "95 28.13 \n",
+ "105 26.55 \n",
+ "108 25.60 \n",
+ "118 34.80 \n",
+ "132 25.62 \n",
+ "142 26.22 \n",
+ "153 27.32 \n",
+ "170 25.66 \n",
+ "171 25.60 \n",
+ "182 29.35 \n",
+ "186 25.60 \n",
+ "191 26.22 \n",
+ "197 28.33 \n",
+ "200 28.33 \n",
+ "202 27.33 \n",
+ "213 25.60 \n",
+ "215 25.60 "
+ ]
+ },
+ "execution_count": 129,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#testi difficili gunning\n",
+ "df[df[\"gunning_fog_index\"]>25][[\"llm_alt_text\",\"gunning_fog_index\"]]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "id": "bfc93215",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | llm_alt_text | \n", + "gunning_fog_index | \n", + "
|---|---|---|
| 0 | \n", + "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", + "28.58 | \n", + "
| 15 | \n", + "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", + "28.58 | \n", + "
| 16 | \n", + "Bandiera da campeggio in feltro con la scritta 'Non posso lavorare oggi, sono in sciopero', vintage, regalo di pesca divertente, stampa artistica per amanti della vita all'aria aperta. | \n", + "25.39 | \n", + "
| 17 | \n", + "Culla mobile con sistema solare, decorazione per cameretta con pianeti e astronauta in feltro, neonato, mobile spazio, mobile galassia, decorazione appendibile. | \n", + "33.16 | \n", + "
| 41 | \n", + "Maglione da uomo, invernale, tinta unita, lavorato a cavo, girocollo, maniche lunghe, vestibilità regolare. | \n", + "28.46 | \n", + "
| 46 | \n", + "BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 - impastatrice per cemento | \n", + "29.07 | \n", + "
| 51 | \n", + "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", + "28.58 | \n", + "
| 66 | \n", + "BETONIERA ELETTRICA 160L 650W SCHEPPACH MIX160 IMPASTATRICE MISCELATORE CEMENTO | \n", + "35.73 | \n", + "
| 68 | \n", + "Vorwerk TM6 ricondizionato con garanzia, offerta natalizia e idea regalo. | \n", + "25.82 | \n", + "
| 74 | \n", + "BETONIERA ELETTRICA 180L 800W SCHEPPACH MIX180 IMPASTATRICE MISCELATORE CEMENTO | \n", + "35.73 | \n", + "
| 86 | \n", + "Candela Baguette: Candela profumata al pane in cera d'api a 4 stoppini, decorazione artigianale e realistica, regali fatti a mano. | \n", + "26.00 | \n", + "
| 90 | \n", + "Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100% | \n", + "25.60 | \n", + "
| 95 | \n", + "Nintendo GameCube console with Viper Cobra reader and original controller, excellent condition. | \n", + "28.13 | \n", + "
| 105 | \n", + "Il primo Natale del bambino, ornamento in legno dipinto personalizzato con nome e unicorno, regalo di Natale per neonato. | \n", + "26.55 | \n", + "
| 108 | \n", + "Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe con Cerniera sul Collo, Pullover 100% Cotone | \n", + "25.60 | \n", + "
| 118 | \n", + "Ornamento personalizzato di Natale per bambino, unicorno dipinto, regalo unico per neonato. | \n", + "34.80 | \n", + "
| 132 | \n", + "Kit di pittura su ceramica personalizzato per idee regalo di addio al nubilato, incluso pennelli e portaoggetti. | \n", + "25.62 | \n", + "
| 142 | \n", + "Gli 11 migliori regali Nike per ciclisti: abbigliamento sportivo per allenamenti indoor. | \n", + "26.22 | \n", + "
| 153 | \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", + "27.32 | \n", + "
| 170 | \n", + "Maglione uomo girocollo manica lunga invernale rosso. | \n", + "25.66 | \n", + "
| 171 | \n", + "Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100% | \n", + "25.60 | \n", + "
| 182 | \n", + "Peluche Yeti della Terra - Creatura morbida e coccolabile, peluche fatto a mano con pelliccia intera, ideale come regalo unico per bambini | \n", + "29.35 | \n", + "
| 186 | \n", + "Annuncio sponsorizzato – COOFANDY Maglione uomo con zip grigio, pullover morbido ideale per l'inverno. | \n", + "25.60 | \n", + "
| 191 | \n", + "Migliori regali Nike per giocatori di tennis, consigliati per prestazioni elevate | \n", + "26.22 | \n", + "
| 197 | \n", + "Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato. | \n", + "28.33 | \n", + "
| 200 | \n", + "Il primo Natale del bambino, ornamento personalizzato in legno dipinto con unicorno e nome del bambino, ideale come regalo di Natale per neonato. | \n", + "28.33 | \n", + "
| 202 | \n", + "Annuncio sponsorizzato – Polo Club Maglione Uomo Maniche Lunghe Maglioni con Cerniera sul Collo Pullover 100% Cotone | \n", + "27.33 | \n", + "
| 213 | \n", + "Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100% | \n", + "25.60 | \n", + "
| 215 | \n", + "Amazon Essentials Uomo Maglione da Pescatore Girocollo a Coste a Manica Lunga in Cotone 100% | \n", + "25.60 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(df[\"gunning_fog_index\"], df[\"flesch_reading_ease\"], gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+ "plt.colorbar(label='Count')\n",
+ "plt.plot(\n",
+ " np.unique(df[\"gunning_fog_index\"]),\n",
+ " np.poly1d(np.polyfit(df[\"gunning_fog_index\"], df[\"flesch_reading_ease\"], 1))(np.unique(df[\"gunning_fog_index\"])),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"gunning_fog_index\")\n",
+ "plt.ylabel(\"flesch_reading_ease\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 131,
+ "id": "dbadce38",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-weighted similarities Pearson \\\n",
+ "Results -0.827875 \n",
+ "\n",
+ " User LLM assessment-weighted similarities Spearman \\\n",
+ "Results -0.843708 \n",
+ "\n",
+ " User LLM assessment-weighted similarities Kendall Tau \n",
+ "Results -0.656827 "
+ ]
+ },
+ "execution_count": 131,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(df[\"gunning_fog_index\"], df[\"flesch_reading_ease\"])[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(df[\"gunning_fog_index\"], df[\"flesch_reading_ease\"])\n",
+ "kendall_tau_correlation, _ = kendalltau(df[\"gunning_fog_index\"], df[\"flesch_reading_ease\"])\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-weighted similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-weighted similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-weighted similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2c4b9e70",
+ "metadata": {},
+ "source": [
+ "## correlazione fra leggibilità e llm-alt-txt assessmnet"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "id": "d7369a9d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | User LLM assessment-weighted similarities Pearson | \n", + "User LLM assessment-weighted similarities Spearman | \n", + "User LLM assessment-weighted similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "-0.827875 | \n", + "-0.843708 | \n", + "-0.656827 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hexbin(df[\"user_llm_assessment\"],df[\"flesch_reading_ease\"], gridsize=20, cmap='YlOrRd', mincnt=1)\n",
+ "plt.colorbar(label='Count')\n",
+ "plt.plot(\n",
+ " np.unique(df[\"user_llm_assessment\"]),\n",
+ " np.poly1d(np.polyfit(df[\"user_llm_assessment\"], df[\"flesch_reading_ease\"], 1))(np.unique(df[\"user_llm_assessment\"])),\n",
+ " 'b-', linewidth=2\n",
+ ")\n",
+ "plt.xlabel(\"user_llm_assessment\")\n",
+ "plt.ylabel(\"flesch_reading_ease\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "id": "8d3b6e03",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "RangeIndex: 254 entries, 0 to 253\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",
+ "dtypes: float64(3), int64(6)\n",
+ "memory usage: 18.0 KB\n",
+ "None\n",
+ "\n",
+ "Training set size: 203\n",
+ "Test set size: 51\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Dataset shape:\", df.shape)\n",
+ "print(\"\\nClass distribution:\")\n",
+ "print(df['user_llm_assessment'].value_counts().sort_index())\n",
+ "print(\"\\nDataset info:\")\n",
+ "print(df.info())\n",
+ "\n",
+ "# Prepare features and target\n",
+ "X = df.drop('user_llm_assessment', axis=1)\n",
+ "y = df['user_llm_assessment']\n",
+ "\n",
+ "# Split the data\n",
+ "X_train, X_test, y_train, y_test = train_test_split(\n",
+ " X, y, test_size=0.2, random_state=42, stratify=y\n",
+ ")\n",
+ "\n",
+ "# Scale the features\n",
+ "scaler = StandardScaler()\n",
+ "X_train_scaled = scaler.fit_transform(X_train)\n",
+ "X_test_scaled = scaler.transform(X_test)\n",
+ "\n",
+ "print(f\"\\nTraining set size: {len(X_train)}\")\n",
+ "print(f\"Test set size: {len(X_test)}\")\n",
+ "\n",
+ "# Define models to compare\n",
+ "models = {\n",
+ " 'Random Forest': RandomForestClassifier(n_estimators=5, random_state=42, max_depth=3),\n",
+ " 'Gradient Boosting': GradientBoostingClassifier(n_estimators=5, random_state=42, max_depth=3),\n",
+ " 'Logistic Regression': LogisticRegression(max_iter=1000, random_state=42, multi_class='multinomial'),\n",
+ " 'SVM': SVC(kernel='rbf', random_state=42)\n",
+ "}\n",
+ "\n",
+ "# Store results\n",
+ "results = []"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 141,
+ "id": "2561ec13",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "============================================================\n",
+ "Training Random Forest...\n",
+ "============================================================\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",
+ "\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",
+ "\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",
+ "\n",
+ "\n",
+ "============================================================\n",
+ "Training Gradient Boosting...\n",
+ "============================================================\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",
+ "\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",
+ "\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",
+ "\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"
+ ]
+ },
+ {
+ "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\\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",
+ "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"
+ ]
+ }
+ ],
+ "source": [
+ "# Train and evaluate each model\n",
+ "for name, model in models.items():\n",
+ " print(f\"\\n{'='*60}\")\n",
+ " print(f\"Training {name}...\")\n",
+ " print('='*60)\n",
+ " \n",
+ " # Train\n",
+ " if name in ['Logistic Regression', 'SVM']:\n",
+ " model.fit(X_train_scaled, y_train)\n",
+ " y_train_pred = model.predict(X_train_scaled)\n",
+ " y_test_pred = model.predict(X_test_scaled)\n",
+ " else:\n",
+ " model.fit(X_train, y_train)\n",
+ " y_train_pred = model.predict(X_train)\n",
+ " y_test_pred = model.predict(X_test)\n",
+ " \n",
+ " # Calculate metrics\n",
+ " train_accuracy = accuracy_score(y_train, y_train_pred)\n",
+ " test_accuracy = accuracy_score(y_test, y_test_pred)\n",
+ " \n",
+ " train_f1_macro = f1_score(y_train, y_train_pred, average='macro')\n",
+ " test_f1_macro = f1_score(y_test, y_test_pred, average='macro')\n",
+ " \n",
+ " train_f1_weighted = f1_score(y_train, y_train_pred, average='weighted')\n",
+ " test_f1_weighted = f1_score(y_test, y_test_pred, average='weighted')\n",
+ " \n",
+ " # Store results\n",
+ " results.append({\n",
+ " 'Model': name,\n",
+ " 'Train Accuracy': train_accuracy,\n",
+ " 'Test Accuracy': test_accuracy,\n",
+ " 'Train F1 (Macro)': train_f1_macro,\n",
+ " 'Test F1 (Macro)': test_f1_macro,\n",
+ " 'Train F1 (Weighted)': train_f1_weighted,\n",
+ " 'Test F1 (Weighted)': test_f1_weighted\n",
+ " })\n",
+ " \n",
+ " # Print overall metrics\n",
+ " print(f\"\\n{name} - Overall Metrics:\")\n",
+ " print(f\"Train Accuracy: {train_accuracy:.4f}\")\n",
+ " print(f\"Test Accuracy: {test_accuracy:.4f}\")\n",
+ " print(f\"Train F1 (Macro): {train_f1_macro:.4f}\")\n",
+ " print(f\"Test F1 (Macro): {test_f1_macro:.4f}\")\n",
+ " print(f\"Train F1 (Weighted): {train_f1_weighted:.4f}\")\n",
+ " print(f\"Test F1 (Weighted): {test_f1_weighted:.4f}\")\n",
+ " \n",
+ " # Detailed classification report for test set\n",
+ " print(f\"\\n{name} - Detailed Classification Report (Test Set):\")\n",
+ " print(classification_report(y_test, y_test_pred, \n",
+ " target_names=[f'Class {i}' for i in range(1, 6)],\n",
+ " digits=4))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 142,
+ "id": "fcbb2c50",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "================================================================================\n",
+ "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"
+ ]
+ },
+ {
+ "data": {
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+ "text/plain": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " User LLM assessment-weighted similarities Pearson \\\n",
+ "Results 0.047358 \n",
+ "\n",
+ " User LLM assessment-weighted similarities Spearman \\\n",
+ "Results 0.038695 \n",
+ "\n",
+ " User LLM assessment-weighted similarities Kendall Tau \n",
+ "Results 0.029091 "
+ ]
+ },
+ "execution_count": 133,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pearson_correlation = np.corrcoef(df[\"user_llm_assessment\"], df[\"flesch_reading_ease\"])[0, 1]\n",
+ "spearman_correlation, _ = spearmanr(df[\"user_llm_assessment\"], df[\"flesch_reading_ease\"])\n",
+ "kendall_tau_correlation, _ = kendalltau(df[\"user_llm_assessment\"], df[\"flesch_reading_ease\"])\n",
+ "\n",
+ "correlation_table = pd.DataFrame({\n",
+ " \"User LLM assessment-weighted similarities Pearson\": [pearson_correlation],\n",
+ " \"User LLM assessment-weighted similarities Spearman\": [spearman_correlation],\n",
+ " \"User LLM assessment-weighted similarities Kendall Tau\": [kendall_tau_correlation]\n",
+ "}, index=['Results'])\n",
+ "correlation_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8b5688eb",
+ "metadata": {},
+ "source": [
+ "# Provo a considerare lexical similarity a gruppi"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 134,
+ "id": "055306be",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+ "import re\n",
+ "def cosine_similarity(a, b):\n",
+ " return np.dot(a, b) / (\n",
+ " np.linalg.norm(a) * np.linalg.norm(b) + 1e-10\n",
+ " ) # Use epsilon for numerical stability\n",
+ "def preprocess_text(text):\n",
+ " text = text.lower()\n",
+ " text = re.sub(r\"[^\\w\\s]\", \"\", text) # Remove punctuation\n",
+ " text = re.sub(r\"\\s+\", \" \", text).strip() # Normalize whitespace\n",
+ " return text"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "id": "a472f6df",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def lexical_similarity(text1, text2):\n",
+ " #vectorizer = TfidfVectorizer(stop_words=None, analyzer=\"char\", ngram_range=(3, 6))\n",
+ " vectorizer = TfidfVectorizer(analyzer=\"word\", ngram_range=(1, 3))\n",
+ " \n",
+ " text1 = preprocess_text(text1) # only lexical needs preprocessing\n",
+ " text2 = preprocess_text(text2)\n",
+ " tfidf_matrix = vectorizer.fit_transform([text1, text2])\n",
+ " vec1 = tfidf_matrix.toarray()[0]\n",
+ " vec2 = tfidf_matrix.toarray()[1]\n",
+ " return cosine_similarity(vec1, vec2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "id": "bd0ae039",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df['lexical_similarity_group'] = df.apply(\n",
+ " lambda row:lexical_similarity(\n",
+ " row['user_alt_text'], \n",
+ " row['llm_alt_text']\n",
+ " ), \n",
+ " axis=1\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 137,
+ "id": "96842e0c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | User LLM assessment-weighted similarities Pearson | \n", + "User LLM assessment-weighted similarities Spearman | \n", + "User LLM assessment-weighted similarities Kendall Tau | \n", + "
|---|---|---|---|
| Results | \n", + "0.047358 | \n", + "0.038695 | \n", + "0.029091 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
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+ "
"
+ ],
+ "text/plain": [
+ " page_url user \\\n",
+ "0 https://giove.isti.cnr.it/users/leonardi/etsy.html Chiara Giordano \n",
+ "1 https://giove.isti.cnr.it/users/leonardi/etsy.html Chiara Giordano \n",
+ "2 https://giove.isti.cnr.it/users/leonardi/etsy.html Chiara Giordano \n",
+ "3 https://giove.isti.cnr.it/users/leonardi/etsy.html Chiara Giordano \n",
+ "4 https://giove.isti.cnr.it/users/leonardi/etsy.html 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.html whitewolf \n",
+ "252 https://giove.isti.cnr.it/users/leonardi/nike.html whitewolf \n",
+ "253 https://giove.isti.cnr.it/users/leonardi/nike.html whitewolf \n",
+ "\n",
+ " original_alt_text \\\n",
+ "0 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",
+ "1 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",
+ "2 Carta da regalo natalizia di New York City x 4 fogli \n",
+ "3 Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork \n",
+ "4 Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato \n",
+ ".. ... \n",
+ "249 NaN \n",
+ "250 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850 \n",
+ "251 Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo \n",
+ "252 Gli otto migliori regali Nike per lo yoga \n",
+ "253 I migliori regali Nike per chi gioca a tennis, approvati dall'élite \n",
+ "\n",
+ " user_alt_text \\\n",
+ "0 Ciondolo con pietra di smeraldo in argento sterling placcato oro 18 carati \n",
+ "1 Bandiera da campeggio in feltro con la scritta: Non posso lavorare oggi, sono in sciopero \n",
+ "2 Carta da regalo natalizia di New York City x 4 fogli \n",
+ "3 Gilet trapuntato patchwork in lino artigianale con stelle per bambini \n",
+ "4 Stampa artistica personalizzata con timbro di viaggio del luogo preferito \n",
+ ".. ... \n",
+ "249 Prodotti marca dyson \n",
+ "250 Pialla a filo e spessore combinata per legno 1250 W 204 MM Scheppach HMS850 \n",
+ "251 Nike Sportswear: Piumino smanicato Therma-FIT – Uomo \n",
+ "252 Guida agli acquisti:\\ntrova le idee giuste con questa guida ai regali Nike. \n",
+ "253 I migliori regali Nike per chi gioca a tennis, approvati dall'élite \n",
+ "\n",
+ " llm_alt_text \\\n",
+ "0 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",
+ "1 Bandiera da campeggio in feltro con scritta divertente 'Non posso lavorare oggi, sono in sciopero', regalo per amanti della vita all'aria aperta. \n",
+ "2 Carta da regalo natalizia di New York City x 4 fogli \n",
+ "3 Gilet trapuntato artigianale per bambini con stella patchwork in lino. \n",
+ "4 Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato \n",
+ ".. ... \n",
+ "249 Dyson logo. \n",
+ "250 PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850 \n",
+ "251 Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo \n",
+ "252 Gli otto migliori regali Nike per lo yoga \n",
+ "253 I migliori regali Nike per chi gioca a tennis, approvati dall'élite \n",
+ "\n",
+ " 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",
+ ".. ... ... ... \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",
+ "\n",
+ " original_alt_text_length user_alt_text_length ... \\\n",
+ "0 188 74 ... \n",
+ "1 257 89 ... \n",
+ "2 52 52 ... \n",
+ "3 133 69 ... \n",
+ "4 96 73 ... \n",
+ ".. ... ... ... \n",
+ "249 0 20 ... \n",
+ "250 75 75 ... \n",
+ "251 56 52 ... \n",
+ "252 41 74 ... \n",
+ "253 67 67 ... \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",
+ "\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",
+ "\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",
+ "\n",
+ " lexical_similarity_group \n",
+ "0 0.480410 \n",
+ "1 0.517871 \n",
+ "2 1.000000 \n",
+ "3 0.352829 \n",
+ "4 0.547981 \n",
+ ".. ... \n",
+ "249 0.136276 \n",
+ "250 1.000000 \n",
+ "251 0.580333 \n",
+ "252 0.056885 \n",
+ "253 1.000000 \n",
+ "\n",
+ "[254 rows x 25 columns]"
+ ]
+ },
+ "execution_count": 137,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "89f6ca64",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 138,
+ "id": "2296aaa6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "... | \n", + "original_alt_text_english | \n", + "user_alt_text_english | \n", + "llm_alt_text_english | \n", + "english_site | \n", + "is_language_switched | \n", + "flesch_reading_ease | \n", + "gunning_fog_index | \n", + "user_flesch_reading_ease | \n", + "user_gunning_fog_index | \n", + "lexical_similarity_group | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.html | \n", + "Chiara Giordano | \n", + "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", + "Ciondolo con pietra di smeraldo in argento sterling placcato oro 18 carati | \n", + "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", + "3 | \n", + "5 | \n", + "3 | \n", + "188 | \n", + "74 | \n", + "... | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "38.18 | \n", + "28.58 | \n", + "61.41 | \n", + "22.58 | \n", + "0.480410 | \n", + "
| 1 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.html | \n", + "Chiara Giordano | \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", + "Bandiera da campeggio in feltro con la scritta: Non posso lavorare oggi, sono in sciopero | \n", + "Bandiera da campeggio in feltro con scritta divertente 'Non posso lavorare oggi, sono in sciopero', regalo per amanti della vita all'aria aperta. | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "257 | \n", + "89 | \n", + "... | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "48.90 | \n", + "23.11 | \n", + "71.14 | \n", + "16.67 | \n", + "0.517871 | \n", + "
| 2 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.html | \n", + "Chiara Giordano | \n", + "Carta da regalo natalizia di New York City x 4 fogli | \n", + "Carta da regalo natalizia di New York City x 4 fogli | \n", + "Carta da regalo natalizia di New York City x 4 fogli | \n", + "5 | \n", + "5 | \n", + "5 | \n", + "52 | \n", + "52 | \n", + "... | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "91.67 | \n", + "12.00 | \n", + "91.67 | \n", + "12.00 | \n", + "1.000000 | \n", + "
| 3 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.html | \n", + "Chiara Giordano | \n", + "Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork | \n", + "Gilet trapuntato patchwork in lino artigianale con stelle per bambini | \n", + "Gilet trapuntato artigianale per bambini con stella patchwork in lino. | \n", + "4 | \n", + "5 | \n", + "5 | \n", + "133 | \n", + "69 | \n", + "... | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "55.61 | \n", + "16.00 | \n", + "55.61 | \n", + "16.00 | \n", + "0.352829 | \n", + "
| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/etsy.html | \n", + "Chiara Giordano | \n", + "Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato | \n", + "Stampa artistica personalizzata con timbro di viaggio del luogo preferito | \n", + "Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato | \n", + "5 | \n", + "5 | \n", + "4 | \n", + "96 | \n", + "73 | \n", + "... | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "20.95 | \n", + "21.47 | \n", + "43.59 | \n", + "16.00 | \n", + "0.547981 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 249 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "NaN | \n", + "Prodotti marca dyson | \n", + "Dyson logo. | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "20 | \n", + "... | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "114.09 | \n", + "0.80 | \n", + "82.73 | \n", + "14.53 | \n", + "0.136276 | \n", + "
| 250 | \n", + "https://giove.isti.cnr.it/users/manca/eBay.html | \n", + "whitewolf | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850 | \n", + "Pialla a filo e spessore combinata per legno 1250 W 204 MM Scheppach HMS850 | \n", + "PIALLA A FILO E SPESSORE COMBINATA PER LEGNO 1250 W 204 MM SCHEPPACH HMS850 | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "75 | \n", + "75 | \n", + "... | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "83.26 | \n", + "11.67 | \n", + "83.26 | \n", + "11.67 | \n", + "1.000000 | \n", + "
| 251 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.html | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT – Uomo | \n", + "Nike Sportswear Club Piumino smanicato Therma-FIT – Uomo | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "... | \n", + "True | \n", + "True | \n", + "True | \n", + "False | \n", + "0 | \n", + "68.72 | \n", + "13.20 | \n", + "60.36 | \n", + "14.23 | \n", + "0.580333 | \n", + "
| 252 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.html | \n", + "whitewolf | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "Guida agli acquisti:\\ntrova le idee giuste con questa guida ai regali Nike. | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "41 | \n", + "74 | \n", + "... | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "83.75 | \n", + "13.20 | \n", + "74.36 | \n", + "11.35 | \n", + "0.056885 | \n", + "
| 253 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.html | \n", + "whitewolf | \n", + "I migliori regali Nike per chi gioca a tennis, approvati dall'élite | \n", + "I migliori regali Nike per chi gioca a tennis, approvati dall'élite | \n", + "I migliori regali Nike per chi gioca a tennis, approvati dall'élite | \n", + "5 | \n", + "4 | \n", + "5 | \n", + "67 | \n", + "67 | \n", + "... | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "0 | \n", + "71.04 | \n", + "18.13 | \n", + "71.04 | \n", + "18.13 | \n", + "1.000000 | \n", + "
254 rows × 25 columns
\n", + "\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ ".. ... ... ... \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",
+ "\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",
+ ".. ... ... ... \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",
+ "\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",
+ ".. ... ... ... \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",
+ "\n",
+ "[254 rows x 9 columns]"
+ ]
+ },
+ "execution_count": 138,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#df=df[[\"user_assessment\",\"llm_assessment\",\"user_llm_assessment\",\"original_alt_text_length\",\"user_alt_text_length\",\"llm_alt_text_length\",\"semantic_similarity\",\"lexical_similarity\",\"bert_score_similarity\"]]\n",
+ "\n",
+ "#df=df[[\"user_assessment\",\"llm_assessment\",\"user_llm_assessment\",\"original_alt_text_length\",\"user_alt_text_length\",\"llm_alt_text_length\",\"semantic_similarity\",\"lexical_similarity\",\"bert_score_similarity\",\"flesch_reading_ease\",\"gunning_fog_index\"]]\n",
+ "\n",
+ "# i due indici di leggibilità sono fortemnete correlati ne uso uno\n",
+ "#df=df[[\"user_assessment\",\"llm_assessment\",\"user_llm_assessment\",\"original_alt_text_length\",\"user_alt_text_length\",\"llm_alt_text_length\",\"semantic_similarity\",\"lexical_similarity\",\"bert_score_similarity\",\"flesch_reading_ease\"]]\n",
+ "\n",
+ "\n",
+ "#senza flesch e semantic \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\"]]\n",
+ "\n",
+ "#senza semantic (the best) -se considero quelle con allineamneto linguistico dove vale lexical sim- ##########\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",
+ "# con il is_langiage switched - da risultati peggiori- utente non è stato imfluenzato da switch lingua- come visto da statistiche sopra. aggiungere tale info non migliora il classificatore\n",
+ "#df=df[[\"user_llm_assessment\",\"original_alt_text_length\",\"user_alt_text_length\",\"llm_alt_text_length\",\"semantic_similarity\",\"lexical_similarity\",\"bert_score_similarity\",\"flesch_reading_ease\",\"is_language_switched\"]]\n",
+ "\n",
+ "#senza semnatic e lunghezza testo\n",
+ "#df=df[[\"user_assessment\",\"llm_assessment\",\"user_llm_assessment\",\"original_alt_text_length\",\"user_alt_text_length\",\"lexical_similarity\",\"bert_score_similarity\",\"flesch_reading_ease\"]]\n",
+ "\n",
+ "#lexical similarity group\n",
+ "#df=df[[\"user_assessment\",\"llm_assessment\",\"user_llm_assessment\",\"original_alt_text_length\",\"user_alt_text_length\",\"semantic_similarity\",\"lexical_similarity_group\",\"bert_score_similarity\",\"flesch_reading_ease\"]]\n",
+ "\n",
+ "#senza lexical -ha senso per considerare anche casi con disallineamneto linguistico -(molto peggiore)\n",
+ "#df=df[[\"user_assessment\",\"llm_assessment\",\"user_llm_assessment\",\"original_alt_text_length\",\"user_alt_text_length\",\"llm_alt_text_length\",\"bert_score_similarity\",\"flesch_reading_ease\"]]\n",
+ "\n",
+ "\n",
+ "# 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",
+ "\n",
+ "\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 139,
+ "id": "1778f14c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n",
+ "from sklearn.linear_model import LogisticRegression\n",
+ "from sklearn.svm import SVC\n",
+ "from sklearn.metrics import (accuracy_score, f1_score, precision_score, \n",
+ " recall_score, classification_report, \n",
+ " confusion_matrix, ConfusionMatrixDisplay)\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 140,
+ "id": "516fe71e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Dataset shape: (254, 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",
+ "Name: count, dtype: int64\n",
+ "\n",
+ "Dataset info:\n",
+ "| \n", + " | user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "flesch_reading_ease | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "188 | \n", + "74 | \n", + "188 | \n", + "0.651989 | \n", + "0.801564 | \n", + "38.18 | \n", + "
| 1 | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "257 | \n", + "89 | \n", + "145 | \n", + "0.669191 | \n", + "0.885096 | \n", + "48.90 | \n", + "
| 2 | \n", + "5 | \n", + "5 | \n", + "5 | \n", + "52 | \n", + "52 | \n", + "52 | \n", + "1.000000 | \n", + "1.000000 | \n", + "91.67 | \n", + "
| 3 | \n", + "4 | \n", + "5 | \n", + "5 | \n", + "133 | \n", + "69 | \n", + "70 | \n", + "0.820021 | \n", + "0.887233 | \n", + "55.61 | \n", + "
| 4 | \n", + "5 | \n", + "5 | \n", + "4 | \n", + "96 | \n", + "73 | \n", + "96 | \n", + "0.846647 | \n", + "0.874647 | \n", + "20.95 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 249 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "20 | \n", + "11 | \n", + "0.260556 | \n", + "0.486935 | \n", + "114.09 | \n", + "
| 250 | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "75 | \n", + "75 | \n", + "75 | \n", + "1.000000 | \n", + "1.000000 | \n", + "83.26 | \n", + "
| 251 | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "0.867364 | \n", + "0.936773 | \n", + "68.72 | \n", + "
| 252 | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "41 | \n", + "74 | \n", + "41 | \n", + "0.102140 | \n", + "0.665948 | \n", + "83.75 | \n", + "
| 253 | \n", + "5 | \n", + "4 | \n", + "5 | \n", + "67 | \n", + "67 | \n", + "67 | \n", + "1.000000 | \n", + "1.000000 | \n", + "71.04 | \n", + "
254 rows × 9 columns
\n", + ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Create comparison DataFrame\n",
+ "results_df = pd.DataFrame(results)\n",
+ "print(\"\\n\" + \"=\"*80)\n",
+ "print(\"MODEL COMPARISON SUMMARY\")\n",
+ "print(\"=\"*80)\n",
+ "print(results_df.to_string(index=False))\n",
+ "\n",
+ "# Visualizations\n",
+ "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n",
+ "\n",
+ "# 1. Accuracy comparison\n",
+ "ax = axes[0, 0]\n",
+ "x = np.arange(len(results_df))\n",
+ "width = 0.35\n",
+ "ax.bar(x - width/2, results_df['Train Accuracy'], width, label='Train', alpha=0.8)\n",
+ "ax.bar(x + width/2, results_df['Test Accuracy'], width, label='Test', alpha=0.8)\n",
+ "ax.set_xlabel('Model')\n",
+ "ax.set_ylabel('Accuracy')\n",
+ "ax.set_title('Model Accuracy Comparison')\n",
+ "ax.set_xticks(x)\n",
+ "ax.set_xticklabels(results_df['Model'], rotation=45, ha='right')\n",
+ "ax.legend()\n",
+ "ax.grid(axis='y', alpha=0.3)\n",
+ "\n",
+ "# 2. F1-Score comparison\n",
+ "ax = axes[0, 1]\n",
+ "ax.bar(x - width/2, results_df['Train F1 (Macro)'], width, label='Train', alpha=0.8)\n",
+ "ax.bar(x + width/2, results_df['Test F1 (Macro)'], width, label='Test', alpha=0.8)\n",
+ "ax.set_xlabel('Model')\n",
+ "ax.set_ylabel('F1-Score (Macro)')\n",
+ "ax.set_title('Model F1-Score Comparison')\n",
+ "ax.set_xticks(x)\n",
+ "ax.set_xticklabels(results_df['Model'], rotation=45, ha='right')\n",
+ "ax.legend()\n",
+ "ax.grid(axis='y', alpha=0.3)\n",
+ "\n",
+ "# 3. Confusion matrix for best model\n",
+ "best_model_name = results_df.loc[results_df['Test Accuracy'].idxmax(), 'Model']\n",
+ "best_model = models[best_model_name]\n",
+ "\n",
+ "if best_model_name in ['Logistic Regression', 'SVM']:\n",
+ " y_pred_best = best_model.predict(X_test_scaled)\n",
+ "else:\n",
+ " y_pred_best = best_model.predict(X_test)\n",
+ "\n",
+ "cm = confusion_matrix(y_test, y_pred_best)\n",
+ "ax = axes[1, 0]\n",
+ "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', ax=ax,\n",
+ " xticklabels=range(1, 6), yticklabels=range(1, 6))\n",
+ "ax.set_xlabel('Predicted')\n",
+ "ax.set_ylabel('Actual')\n",
+ "ax.set_title(f'Confusion Matrix - {best_model_name}')\n",
+ "\n",
+ "# 4. Per-class F1 scores for best model\n",
+ "ax = axes[1, 1]\n",
+ "per_class_f1 = f1_score(y_test, y_pred_best, average=None)\n",
+ "classes = [f'Class {i}' for i in range(1, 6)]\n",
+ "colors = plt.cm.viridis(np.linspace(0, 1, 5))\n",
+ "bars = ax.bar(classes, per_class_f1, color=colors, alpha=0.8)\n",
+ "ax.set_xlabel('Class')\n",
+ "ax.set_ylabel('F1-Score')\n",
+ "ax.set_title(f'Per-Class F1-Score - {best_model_name}')\n",
+ "ax.set_ylim([0, 1])\n",
+ "ax.grid(axis='y', alpha=0.3)\n",
+ "\n",
+ "# Add value labels on bars\n",
+ "for bar in bars:\n",
+ " height = bar.get_height()\n",
+ " ax.text(bar.get_x() + bar.get_width()/2., height,\n",
+ " f'{height:.3f}', ha='center', va='bottom')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 143,
+ "id": "2e83e794",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
+ "\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 "
+ ]
+ },
+ "execution_count": 143,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 144,
+ "id": "35bdea77",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Best performing model: Gradient Boosting\n",
+ "Test Accuracy: 0.5882\n",
+ "Test F1-macro: 0.5110\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f\"\\nBest performing model: {best_model_name}\")\n",
+ "print(f\"Test Accuracy: {results_df.loc[results_df['Test Accuracy'].idxmax(), 'Test Accuracy']:.4f}\")\n",
+ "print(f\"Test F1-macro: {results_df.loc[results_df['Test F1 (Macro)'].idxmax(), 'Test F1 (Macro)']:.4f}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "418e77b3",
+ "metadata": {},
+ "source": [
+ "performances migliori rispetto a aquelly dummy sotto (soprattutto in termini di F1 score circa il doppio)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "ecbc49a5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_25120\\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",
+ " sns.barplot(data=feature_importance, x='importance', y='feature', palette='viridis')\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "| \n", + " | Model | \n", + "Train Accuracy | \n", + "Test Accuracy | \n", + "Train F1 (Macro) | \n", + "Test F1 (Macro) | \n", + "Train F1 (Weighted) | \n", + "Test F1 (Weighted) | \n", + "
|---|---|---|---|---|---|---|---|
| 0 | \n", + "Random Forest | \n", + "0.546798 | \n", + "0.431373 | \n", + "0.335462 | \n", + "0.155072 | \n", + "0.463144 | \n", + "0.300654 | \n", + "
| 1 | \n", + "Gradient Boosting | \n", + "0.625616 | \n", + "0.588235 | \n", + "0.545717 | \n", + "0.511038 | \n", + "0.571459 | \n", + "0.544498 | \n", + "
| 2 | \n", + "Logistic Regression | \n", + "0.463054 | \n", + "0.529412 | \n", + "0.332533 | \n", + "0.388889 | \n", + "0.404156 | \n", + "0.478680 | \n", + "
| 3 | \n", + "SVM | \n", + "0.546798 | \n", + "0.470588 | \n", + "0.319570 | \n", + "0.168388 | \n", + "0.451666 | \n", + "0.344840 | \n", + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\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"
+ ]
+ }
+ ],
+ "source": [
+ "# Feature importance for tree-based models\n",
+ "#best_model=models['Gradient Boosting']\n",
+ "#best_model_name= 'Gradient Boosting'\n",
+ "if best_model_name in ['Random Forest', 'Gradient Boosting']:\n",
+ " plt.figure(figsize=(10, 6))\n",
+ " feature_importance = pd.DataFrame({\n",
+ " 'feature': X.columns,\n",
+ " 'importance': best_model.feature_importances_\n",
+ " }).sort_values('importance', ascending=False)\n",
+ " \n",
+ " sns.barplot(data=feature_importance, x='importance', y='feature', palette='viridis')\n",
+ " plt.title(f'Feature Importance - {best_model_name}')\n",
+ " plt.xlabel('Importance')\n",
+ " plt.ylabel('Feature')\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ " \n",
+ " print(\"\\nFeature Importance:\")\n",
+ " print(feature_importance.to_string(index=False))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2abce271",
+ "metadata": {},
+ "source": [
+ "# Confronto con classificatori dummies"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "f3770f5c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.dummy import DummyClassifier\n",
+ "\n",
+ "from sklearn.metrics import f1_score, classification_report"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "be22d53b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Class distribution in training set:\n",
+ "[ 0 9 31 92 59 12]\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Class distribution in training set:\")\n",
+ "print(np.bincount(y_train))\n",
+ "print()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "5e5b1c57",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "==================================================\n",
+ "DUMMY CLASSIFIERS\n",
+ "==================================================\n",
+ "\n",
+ "1. Most Frequent Strategy:\n",
+ "Accuracy: 0.4510\n",
+ "F1-Macro Score: 0.1243\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",
+ "Predicts randomly based on training class frequencies\n",
+ "\n",
+ "3. Uniform Strategy:\n",
+ "Accuracy: 0.2549\n",
+ "F1-Macro Score: 0.2065\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",
+ "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",
+ "\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",
+ "\n",
+ "Note: For a balanced 5-class problem, random guessing ≈ 20% accuracy\n"
+ ]
+ }
+ ],
+ "source": [
+ "# ===== DUMMY CLASSIFIERS =====\n",
+ "print(\"=\"*50)\n",
+ "print(\"DUMMY CLASSIFIERS\")\n",
+ "print(\"=\"*50)\n",
+ "\n",
+ "# 1. Most Frequent Strategy - always predicts the most common class\n",
+ "dummy_most_frequent = DummyClassifier(strategy='most_frequent', random_state=42)\n",
+ "dummy_most_frequent.fit(X_train, y_train)\n",
+ "y_pred_mf = dummy_most_frequent.predict(X_test)\n",
+ "\n",
+ "print(\"\\n1. Most Frequent Strategy:\")\n",
+ "print(f\"Accuracy: {accuracy_score(y_test, y_pred_mf):.4f}\")\n",
+ "print(f\"F1-Macro Score: {f1_score(y_test, y_pred_mf, average='macro'):.4f}\")\n",
+ "print(\"Always predicts the most common class in training data\")\n",
+ "\n",
+ "# 2. Stratified Strategy - predicts based on training class distribution\n",
+ "dummy_stratified = DummyClassifier(strategy='stratified', random_state=42)\n",
+ "dummy_stratified.fit(X_train, y_train)\n",
+ "y_pred_strat = dummy_stratified.predict(X_test)\n",
+ "\n",
+ "print(\"\\n2. Stratified Strategy:\")\n",
+ "print(f\"Accuracy: {accuracy_score(y_test, y_pred_strat):.4f}\")\n",
+ "print(f\"F1-Macro Score: {f1_score(y_test, y_pred_strat, average='macro'):.4f}\")\n",
+ "print(\"Predicts randomly based on training class frequencies\")\n",
+ "\n",
+ "# 3. Uniform Strategy - predicts each class with equal probability\n",
+ "dummy_uniform = DummyClassifier(strategy='uniform', random_state=42)\n",
+ "dummy_uniform.fit(X_train, y_train)\n",
+ "y_pred_uniform = dummy_uniform.predict(X_test)\n",
+ "\n",
+ "print(\"\\n3. Uniform Strategy:\")\n",
+ "print(f\"Accuracy: {accuracy_score(y_test, y_pred_uniform):.4f}\")\n",
+ "print(f\"F1-Macro Score: {f1_score(y_test, y_pred_uniform, average='macro'):.4f}\")\n",
+ "print(\"Predicts each class with equal probability (20% each for 5 classes)\")\n",
+ "\n",
+ "# 4. Constant Strategy - always predicts a specific class\n",
+ "dummy_constant = DummyClassifier(strategy='constant', constant=3, random_state=42)\n",
+ "dummy_constant.fit(X_train, y_train)\n",
+ "y_pred_const = dummy_constant.predict(X_test)\n",
+ "\n",
+ "print(\"\\n4. Constant Strategy (predicts class 3):\")\n",
+ "print(f\"Accuracy: {accuracy_score(y_test, y_pred_const):.4f}\")\n",
+ "print(f\"F1-Macro Score: {f1_score(y_test, y_pred_const, average='macro'):.4f}\")\n",
+ "print(\"Always predicts class 3\")\n",
+ "\n",
+ "\n",
+ "\n",
+ "# ===== COMPARISON =====\n",
+ "print(\"\\n\" + \"=\"*50)\n",
+ "print(\"SUMMARY COMPARISON (Accuracy)\")\n",
+ "print(\"=\"*50)\n",
+ "print(f\"Most Frequent: {accuracy_score(y_test, y_pred_mf):.4f}\")\n",
+ "print(f\"Stratified: {accuracy_score(y_test, y_pred_strat):.4f}\")\n",
+ "print(f\"Uniform: {accuracy_score(y_test, y_pred_uniform):.4f}\")\n",
+ "print(f\"Constant (class 2):{accuracy_score(y_test, y_pred_const):.4f}\")\n",
+ "\n",
+ "print(\"\\n\" + \"=\"*50)\n",
+ "print(\"SUMMARY COMPARISON (F1-Macro Score)\")\n",
+ "print(\"=\"*50)\n",
+ "print(f\"Most Frequent: {f1_score(y_test, y_pred_mf, average='macro'):.4f}\")\n",
+ "print(f\"Stratified: {f1_score(y_test, y_pred_strat, average='macro'):.4f}\")\n",
+ "print(f\"Uniform: {f1_score(y_test, y_pred_uniform, average='macro'):.4f}\")\n",
+ "print(f\"Constant (class 2):{f1_score(y_test, y_pred_const, average='macro'):.4f}\")\n",
+ "\n",
+ "print(\"\\nNote: For a balanced 5-class problem, random guessing ≈ 20% accuracy\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 146,
+ "id": "e5a607f2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "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])"
+ ]
+ },
+ "execution_count": 146,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "y_pred_mf"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e58c7e9d",
+ "metadata": {},
+ "source": [
+ "# Dependency plots"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "15125bc3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_20776\\2618467543.py:9: 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",
+ " sns.barplot(data=feature_importance, x='importance', y='feature', palette='viridis')\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\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",
+ "\n",
+ "================================================================================\n",
+ "FEATURE DIRECTION ANALYSIS\n",
+ "================================================================================\n",
+ "\n",
+ "Correlation with target (user_llm_assessment):\n",
+ "user_assessment 0.259144\n",
+ "lexical_similarity 0.226384\n",
+ "bert_score_similarity 0.173295\n",
+ "flesch_reading_ease 0.047358\n",
+ "llm_alt_text_length -0.033479\n",
+ "user_alt_text_length -0.055021\n",
+ "original_alt_text_length -0.093053\n",
+ "llm_assessment -0.132341\n",
+ "Name: user_llm_assessment, dtype: float64\n",
+ "\n",
+ "Generating Partial Dependence Plots for top features...\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\inspection\\_partial_dependence.py:717: FutureWarning: The column 3 contains integer data. Partial dependence plots are not supported for integer data: this can lead to implicit rounding with NumPy arrays or even errors with newer pandas versions. Please convert numerical featuresto floating point dtypes ahead of time to avoid problems. This will raise ValueError in scikit-learn 1.9.\n",
+ " warnings.warn(\n",
+ "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\inspection\\_partial_dependence.py:717: FutureWarning: The column 0 contains integer data. Partial dependence plots are not supported for integer data: this can lead to implicit rounding with NumPy arrays or even errors with newer pandas versions. Please convert numerical featuresto floating point dtypes ahead of time to avoid problems. This will raise ValueError in scikit-learn 1.9.\n",
+ " warnings.warn(\n",
+ "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\inspection\\_partial_dependence.py:717: FutureWarning: The column 4 contains integer data. Partial dependence plots are not supported for integer data: this can lead to implicit rounding with NumPy arrays or even errors with newer pandas versions. Please convert numerical featuresto floating point dtypes ahead of time to avoid problems. This will raise ValueError in scikit-learn 1.9.\n",
+ " warnings.warn(\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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fv1x9+tOnT+uZZ55R69atVaFCBYWFhalJkyYaNWqUS7mkpCTdd999qlu3roKCghQVFaXu3btr5syZLuXOfY7SsmXL1LFjR4WEhGjIkCFWuZ9//lk33nijqlatqsDAQFWrVk233367/vzzT7fO0dlnn32mLl26KDIyUoGBgYqLi1OXLl00YsQIq9/pzjzm33zzje677z5VqlRJ0dHRGjp0qDIyMrR3716rfxoXF6fHH39cDofD2kdR56t+9tln1b17d1WvXl0hISEKDQ1V48aN9fjjj+vUqVMuZZ37jHv37tXVV1+tyMhINW3aNFf87vT5v/76a4WFhVnXn3O/PDs7WzExMbLZbKpUqZIyMzMLPI8zZ85o/PjxatmypcLCwhQaGqoWLVro2Wef1ZkzZ/I9j6SkJN18882qWLGiwsPDdf311ys5ObnQenMWFBSkLl26qFu3bnrooYc0YMAAa11Of//cdvn888/VsmVLBQUFacKECS7l3RmnSWc/C3L6xHXr1tWrr76ab4wFzZE+b9489e3b1zpmtWrVdM0112jPnj1WXz7nbnTp78+MnHFAQdfc+f6url27VhdffLFCQ0PzvM4BGQBuGz16tJFkJJmBAwfmW27JkiVWuXN/Bg4cmO+6hIQEY4wx69atM1FRUXmWqVChglm9erV1rDNnzpjevXvnu09jTIHH7NatW4HnvHr1ahMeHp7ntjabzbz22mtunbM7deVczjnmJUuWWMtzlkVFRZlKlSrliufxxx/Pdfzw8HCTnJxc4Hk6O3DgQL7nIsmMHTvWKrtr165cdXkh9V1YXUoyu3btMsYY88QTT+RbpmvXriYjI8Pa5//93/9Z62bPnm3OnDljmjZtaiSZgIAAs379epdzyevHuR0Kkl/bvfXWW8Zut+e578TERJc2ct5HnTp1cpWvVauWyczMtMq/+OKLucoEBASYxo0bu8Ti7jk6X2dxcXG5yj322GOF1kNycrJp2LBhvse64YYbXMrnLI+IiMh1bbt7zKlTp+Z7rV1xxRXWurvvvjtX+XPreerUqcaYol1nn3zyibHZbLnKNW/ePNd+jTEmISHBWu7stttuK/D6d/4sPvcn53PU+dxGjx5t7dvdzzRjXH8XExIS8rx+Fy5cWGi7AABKHv30/P+mFUc/vVGjRiYgICDX9uPGjXM53x49euR7rIcffthl/znLIyMjXfo+3bp1c+kjnPvj/He9IE8++WS+++jcubNVLjU11bRs2bLAdjfGmN9//z3PfmHOz4gRI6yyzn3O+Ph4ExwcnKvO586da4KCgvLcV1xcnPn999/dOk9jjFm6dGm+/WxJVr/ZnbFX3bp1c21/8803m9q1a+da/tZbb1n7KOq4LjExMd94L774Ypfzc74enPusOe1z7jHc6fM7b7N8+XLrWMuWLbOW33nnnQXWe3p6urnooovyPc5FF13k0lfO7zxyfgYMGFBoW5/bP3V2//33W+v69OmTq3zt2rVd+uo5v0tFGaetWLHCBAYG5irn3N93/h3t1q2btTxnHGuMMWPHji2wfZz78nn9nHtuztfc+f6uVq1a1YSEhBR4nQMk0oEiKCh54/zhnZKSYpYvX+7SIZs5c6ZZvny52bFjh1m+fLm59dZbrXWPPvqoWb58uVm7dq1xOBxWglOSGT58uFmwYIEZP3688fPzM5JM48aNjcPhMMYY8/zzz1tlQ0NDzVNPPWXmzZtn3nrrLdOuXTtjjDE7duwwM2fOtMq1bNnSLF++3Cxfvtz8/PPP+Z6vw+FwSURec801Zs6cOeaJJ56w/tAGBgaavXv3FnrO+TnfRLok849//MN89dVX5oYbbnBZfsUVV5jZs2ebLl26WMv+97//ud3Oqamp5sknnzSffPKJWbBggVmyZImZMWOGqV+/vpHODpJyOkR5JdLPt75zFFSXy5cvN+np6WbNmjUuf/CnTJli5s2bZ/r162ctf/bZZ6197t+/31SsWNHqcI0cOdIqN2bMGGPM2Y7g8uXLzaWXXmqte+WVV6zjpqSkuFV/ebXdn3/+aQ0UwsPDzaRJk8z8+fNdfg9ykrvn7iMgIMCMHz/efP7556ZGjRrW8tmzZxtjjDl27JgJDQ21lt97771mzpw55sYbb8zVIXP3HJ23a9iwofnss8/MU089ZS2rXLlyofVw9913W+WbNWtmPv/8c/P2229b7SDJzJgxwypfHMfMK5GemZlp5s2b5zJQe/XVV3OVl2R69+5tvvjiC/PJJ5+YNWvWFOk6y8rKMtWqVbOW33DDDWbOnDnmgQcecDlGYYn0Tz/91Frm5+dn/vOf/5i5c+ea9957z/Tq1cvs3r3b7NmzxyxfvtwqFxcXZ7Xh2rVrc51bTme+KJ9pxuROPFxxxRXm66+/dvnMueaaawptFwBAyaOfXrL9dEmmf//+uf62BwUFmcOHDxtjjJkwYYJLP33WrFnm008/dUmY/vDDD9b+nfcdGxtr3nzzTTN//nzz/vvvm7Vr15pHH33UWn/rrbda9bJnzx63rok2bdoY6eyNER988IFZtGiRee+998zdd9/t8vd76NCh1nGio6PNxIkTzbx588ykSZNM7969rXJ9+vSxynXv3t189dVX5sUXX3RJkuec37mJ3Hr16pkPPvjAzJ0718yaNcucPHnSxMTEGEnG39/fPP3002bBggXm4YcftrbJSYS6Y/jw4dZ2zzzzjPn222/NjBkzzOOPP24aN25ssrKycrVpfmOvsLAw8+abb5q3337bJbkaFxdnZsyYYcaMGWMta9u2bZ7XizvjuokTJ5r333/fzJ071yxdutR89dVXpm/fvlbZFStWWGWd+4xhYWHmxRdfNAsWLDBvvPFGnsdwp8/vnDB3Hof85z//yTPevDz77LNW2Ro1apjp06ebjz76yNSsWTNXX/nc86hatar54IMPzGuvvWYlpv38/Aodc+WVSM/OzjY//PCDdU1JMg899FCu8pJMu3btzMyZM80XX3xhFi1aVORx2j/+8Q9rec+ePc3XX39tnnrqKesz0LnvbUzeifS1a9e6xDR48GDz9ddfm48++shce+215rvvvjMHDx40y5cvd0mI57Rfzj8+8rvmLuR3tXPnzubLL7809913X57XOUAiHSgCdzvoOfL77+u5+3JOLG3YsCHPjvTy5ctNx44drXU//vijMcaYFi1aWMtyOhJ5ySvhW5j169e7dJzOnDljrbv66qutdRMnTnTrnPNyIYn0nI6/8x/i0NBQk5aWZowxLoOSYcOGuXXOOb7++mvTq1cvU7lyZZdOQc7PTz/9ZIzJv17Pp77PVVBdOt9tkDPAW758ufn666+t5U2bNnXZ5v333891Hq1bt3a5s9uY/OveXXltP3HiRGuZ80Bo2bJlVhI8MjLSZGdn59rH/fffb+3bubP60ksvGWOM+fjjj61lbdq0scpmZmaa6tWr53kuhZ2jcx1t2LDBWu58h3lBndzs7GyXhPmmTZusdZMmTbKWX3HFFcV2TGNyJ8bz+qlZs6b1O+JcPiEhIde1UJTrbPXq1day+Ph4l3117tw5z8+7vBLpznfOP/LIIwWer3PsBdVFTme+qJ9pzp9PsbGxJj093RhjTFJSksvnNADA8+inl2w/vWbNmlYy1hjXv+3vvfdervP95JNPrLpxvjN86NCh1j6c22fBggW5jp/ft8vclZPwq1atmlm1apU5efJkrjLZ2dkmOjraOs78+fPz3NfRo0etO3mDgoLMkSNHrHXOSeycfqtzm9rtdrNt2zaX/c2aNctaf+mll7pcS7Vq1TLS2W8V5PyTojDON8nMnDnTJT5n7oy9Hn30UWt5kyZNrOVTpkwxxpz9J07ONyGioqKKtG/nfvfmzZvNDTfcYKpXr57ntx1efvllq6xzn/HNN9/MdV75HaOwPn+DBg2MJFOpUiXrdyjnHz/x8fHW2CQ/zndhf/3119Zy575yixYt8jyPWbNmWcudE78bN24s8JiFfXs5p112796dq3yFChXM0aNHXfZXlHHawYMHrbJBQUEu+xowYECev695fe44jzFuvPHGAs83v2+wnntuOdfchfyuBgYGmqSkJGPM2c+GnPN3vs4BHjYKnKe8HmJUHE+K3rFjh/V648aN6tq1a57ltm7dqjZt2riU/7//+78LPn5+sbRu3VoBAQHW+/bt2+uzzz7LVa60REVFWQ+UiY6OtpYnJiYqPDxcklS5cmVreUpKitv7/vzzz3X11VcXWKYo+ysJznX+zDPPWA+SdLZt2zaX9zfddJM+/vhjzZ49W5Lk5+end999N9fDt0qCc7xTp07V1KlTc5VJTU3V/v37Vb16dZflzg/4qlSpkvU6pw1+//13a1mHDh2s1/7+/mrXrt15zTGZIyIiQi1btsz3+JGRkXlud/jwYWs+wdDQUGv+Runs706OvH53zveYhbHb7erbt68mTZpk/Y4469OnT65roSjXmXM7tGzZ0mVf7du314oVK9yK01s/0/7xj38oKChIUt7XIQDAe9BPL/5+etu2beXn5+dyjJy/7Tl9AOdjXXfddXnuJ6955IODg9WrV69iidPZ4MGD9cMPP2jfvn3q2LGjbDab6tSpox49emj48OFq0KCBjhw5Ys1LHRQUpJ49e+a5r507d1rzaNetW9elL1BY365+/fpKTEx0WeZc7ptvvtE333yTaztjjLZt2+bWwxQHDBigiRMnKiMjQ9dee62ks88K6Ny5s+699958zysvzufjPM7KeUi8zWZTdHS0jh8/ft79oD179qhTp05KS0vLt0x++77sssvO65h5ue222zRy5EgdPXpU8+bNU8OGDbV9+3ZJ0vXXXy+7veDHCjq3o/M4pLBrQip8jHO+unbtqkmTJikhISHXus6dO7u06bnxFTZOcx5X1a1b12Vf7du314cffuhWjCX52Xghv6sNGza0/lbY7XZVrFhRp06dor8PFyTSgfOU8xAjTzl58qTHji0pz4cDlibnZKJzByciIiLP8jl/TN3xv//9z3o9aNAg9e/fXyEhIXryySe1cOFCSfKJB45kZWUpIyPDSv5lZGRo165d1vrs7Gxt3brVJcnraXld1xUrVrReOydn82rT4r4unY/tzvHzcm5MhcVYHMeUziazJ02aJJvNptDQUNWrVy/PBHqO800w5FxnBfH054U7itIu59smAIDSQT+95P/unu8x8qqb2NjYCw0nT7fffruqV6+u6dOna8OGDdq5c6d+++03/fbbb/rqq69yJfXzewB6YQrb5kL+iePutdS0aVOtW7dOb775plavXq1t27bp0KFDmjVrlr788kstX75cnTp1cmtfRR1nnY93333XSqJ37NhRI0aMUKVKlfT111/rueeek5T/eKs4/imWY+DAgXr88ceVlZWlDz74QO3atbPW9e/f/7z36851VBx9y7i4OOvhmcHBwapTp06uRLmzkrwWy1p/X1Kp3HAG31Pwv9cAlLoGDRpYr7t16yZzdgoml5+TJ0/qrrvuylV+zpw5+e7XuRPkbhLYed8bNmxQVlaW9X716tV5lisL9u3bZ72eNGmSevXqpU6dOrksL8z51HdR9uFc51OnTs33OslJokvSmDFjtGXLFkmy7igaMmSIDh8+XOyxn8s53tGjR+cb77l367ijbt261uu1a9dar7OyslzeOyuJc3QWExOjqKgoSWc7nTn1LpXe705kZKS6dOmizp07q1WrVgUm0aW8O5ZFuc7q1Kljld24caOys7Ot987nXBh3P9OcY+YzDQBQGspzP33dunUusTkfI6cP4Hys33//Pc/6+fbbb3PtO7/k1oX214wx6tOnj9577z1t2rRJJ06c0LBhwyRJSUlJWrlypSpXrmwlz9LT07Vo0aI891WvXj0rzt9++01Hjx611hVW34X1sQYOHJjvtdS7d2+3z7VJkyZ6+eWX9cMPPyglJUWffvqppLN198UXX7i1n9LiPK569NFHdcUVV6hLly5KTU0tdNuiJGwLu4bi4uLUt29fSdLXX3+tjz76SNLZ9s65A78gzu24Zs0a63Vp9SuDgoLUpUsXdenSRW3bti0wiS4Vfi0WNk6rXbu2Vfb333+3voErlVx/v6ifAxfyuwq4g3+vAOfp0KFD+v7773Mtb9eunUvysqhatGihpk2bavPmzfruu+90yy236Nprr1VAQIB2796tNWvWaNasWdYfrZtuukk//fSTJOmBBx7QoUOH1K5dO+3bt09vvvmmVq1aJcn1v6ubNm3SF198ocqVK6tmzZqqWbNmnrG0bNlSjRo10tatW3XgwAENGDBAgwYN0urVqzVr1ixJUmBgYKHToPiahIQE66teo0aNUu/evfX+++/rl19+cXsf51PfBe3jrbfeUt++fRUSEqK2bduqf//+evnllyWdbffk5GQ1b95cKSkp+u2337RgwQIlJCTonXfekXS2YzdhwgRJZ7/SNmTIEA0cOFCHDx/Wvffea93JcO5xP/jgA/n5+cnPz++C7uy65pprNHLkSGVkZOjZZ5+VzWZTx44dderUKe3atUtLlizR6dOnrTv+i6JXr14KDQ3VqVOntGbNGg0bNsxqs/ymdSmJc3Rmt9t1ww03aPLkyZLOft129OjROnbsmEaPHm2Vu/HGG4vleCWlKNdZmzZtVK1aNe3bt0/79+/XLbfcoptuuknffvut29O6SGc/07788ktJ0nPPPaesrCxdfPHFOnr0qD744ANNnjzZ+qpqxYoVlZycrP379+vDDz9UQkKCqlSpYk37dK7y+pkGAOUN/fTi/5u2Z88eDRw4UP3793f52x4UFKQ+ffpIOtvfyTnf//u//9PDDz+s6tWr68CBA9q2bZu+/PJLDR8+XIMGDXLrmM71Mm/ePF100UUKDg5Ws2bN3Jrq7pprrlF4eLi6du2q6tWrKysrSz/++KO1PiMjQ3a7Xf3799err74q6Wzf54knnlDDhg31+++/66uvvtLcuXNVqVIl9e7dW/PmzVNGRoauu+46PfDAA/rtt9/02muvWft0t2/Xq1cvxcTE6PDhw3rvvfcUHR2tXr16KTs7W7t379aKFSv0008/uT3+eO6557R06VL169dPNWvWVFhYmObPn+9yrt7EedqRV155RYGBgVq9erWmTJlSrMdxp88/ePBgffXVVzp9+rTWr18vyf127N+/v37++WdJZ29QOn78uGw2m0aOHGmV8fb+flHGaVWqVFGHDh20evVqpaen64YbbtB9992nn376STNmzHD7mAMGDLDGGNOnT1dYWJiuuOIKnTx5Ul9++aXuuusuXXTRRZLOtmHOt6onTZqkNm3aKDIyUs2aNctz38X9uwrkUsxzrgNlWmEPMdI5D+45n4cYGWPMunXrTFRUVIHHyXHmzBnTs2fPQssZ8/eT651/Cntwz+rVq62HyZz7Y7PZzGuvveZSvrQeNur8cMH8HtCU374L4/yQ0pyf4OBgl/rLiamgh0OdT307c34oZV7n/cQTTxR4jeSc8+nTp02jRo2MJBMQEGB+/vlnY4wxffv2tcp+/PHH1n6dH46T37VUkPza7q233jJ2uz3feJ3rL7995PfQqRdffDHX/gICAlwe1Om8n8LOMa/6NqZo1/fRo0ddjn/uzw033GAcDkexHtO5ftx5WJk7D/Fy9zozxpiPPvoozzL16tXL8/Muv4cHObf/uT/OdeD8MLVz48nv3IrymVbQZ0h+7QUA8Az66SXbT69Tp06e/bj//ve/VvmMjAzTo0ePAuvGuT4L+1t6+PBhExQUlGsfeT00Mi8FxVKlShXrIe4pKSkuD410/nGO7bfffjNxcXH57nPEiBFWWXceIDtnzpw8z+98+hhPPfVUvvux2+3m+++/N8YUfeyV3zWTVx+uKPves2eP9SBH5x/nh9g6X/8FPXCyoPjdGddkZmbmatdffvnFrXpPT083Xbt2zbfuL7roIpORkVHoeRT2UFRnzvXszjXizpi4KOO0ZcuW5flw2Pr16+fZdvldQ6NGjcr3eM514PyA0HPjye/ciut3tbDrDuUTU7sAXqh169bauHGj7r77btWpU0eBgYGKiopS06ZNdffdd7t8JTIgIEDffPONXnnlFbVv314VKlRQcHCw6tWrpzvuuMNlvx999JH69OmTa+6vgrRv317r1q3TwIEDVa1aNfn7+6tixYrq06ePFixYoHvuuafYzttbXHPNNXrjjTdUv359BQcHq127dpo3b16R5xI/n/p2dtddd2nEiBGqWbNmng+6efLJJzV79mz16dNHlSpVUkBAgKpVq6YuXbro2Wef1dixYyWdvas+Zw7Ihx56yPrv/eTJk63pPoYMGaJDhw5JOnsH0fPPP6+6desW67xwt99+u5YtW6Z//etfqlKlivz9/VWlShW1b99eTzzxhMsdAkX1wAMP6NVXX1Xt2rUVFBSk1q1ba86cOWrYsKFVJjQ01HpdUufoLDo6Wj/88IMeeeQRJSYmKigoSGFhYWrXrp1ef/11TZ8+3SfmEnT3OpOkG264QR999JEaNWqkwMBAJSYm6p133tGAAQOKdMxp06bp/fffV7du3RQZGanAwEDVrFlTAwYMcPl9+t///qfrrrtOMTExbu+7PH6mAQCKT3ntp3ft2lVfffWVWrVqpaCgICUkJOiFF17QY489ZpUJDAzUvHnzrPMNDw9XcHCwateurX79+mnKlCm66qqr3D5m5cqV9cUXX6hVq1YKCQkpcsz33nuvrr/+etWtW1cVKlSQv7+/qlWrpgEDBuj777+37mqPjIzUqlWr9NRTT6lFixYKCQlRaGioGjVqpFtuucXaX506dbR+/XoNHTpUtWvXVkBAgCIiInTRRRfp448/1rPPPluk+Pr27asff/xRN998s6pXr66AgABVrlxZLVu21IMPPujyjVF39nXXXXepadOmqlixovz8/BQdHa1LLrlE8+fPV+fOnYsUW0mrWbOmFixYoPbt2yskJER169bVa6+9pttvv71Yj+NOn9/f318DBw603rdo0UKNGjVya/9BQUFauHChnn32WTVv3lwhISHWtybGjRunBQsWKDAwsFjOpSQVZZzWtWtXzZ07V61bt1ZgYKASEhI0fvx4PfLII0U65tixYzVnzhyXMUZ8fLz+9a9/uUwhM3r0aN15552Kj493e+xU3L+rgDObMTwlCwDg24wxuTpWZ86cUb169fTHH3/IZrPp8OHDLk9tBwAAAIBly5apW7dukqTx48fr4Ycf9nBEALwVc6QDKFfymi/TWYMGDRQbG1uiMfz4449KT0/Pd31R5lEvTYcOHbLmjs9Pcc0xXlTTp0/XihUrdO2116pevXpKSkrSc889pz/++EOS1LNnT5LoAAAAZUBGRka+D5TP4e486r7AV8cOvuD06dNKS0vT66+/Lkny8/NT//79PRwVAG/GHekAypXCvg42depUtx+AdL5q1aqlPXv25Lt+9OjRGjNmTInGcD6mTZumW2+9tcAynvqTUlBscXFx+v7771W3bt1SjgoAAADFbffu3S5TP+RlyZIl6t69e+kEVMJ8dezgC7p3767vvvvOen/HHXfozTff9GBEALwdc6QDAHxe69atdfXVV6tmzZoKCgpSSEiImjRpooceekg//fQTSXQAAAAAeapcubLuuusuvfTSS54OBYCX4450AAAAAAAAAAAKwB3pAAAAAAAAAAAUgEQ6AAAAAAAAAAAFIJEOAAAAAAAAAEAB/D0dgC9wOBzav3+/wsPDZbPZPB0OAAAAvIQxRsePH1d8fLzsdu5R8Vb05wEAAJCXovTnSaS7Yf/+/apRo4anwwAAAICX+uOPP1S9enVPh4F80J8HAABAQdzpz5NId0N4eLiksxUaERHh4Wi8n8Ph0OHDhxUTE8OdWcWA+iw+1GXxoj6LD3VZvKjP4kNdFi4tLU01atSw+ovwTmW5P8/vaflCe5c/tHn5Q5uXL7S35xWlP08i3Q05X/+MiIgocx3vkuBwOJSenq6IiAg+BIoB9Vl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",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "--------------------------------------------------------------------------------\n",
+ "DIRECTION OF EFFECT FOR EACH FEATURE:\n",
+ "--------------------------------------------------------------------------------\n",
+ "\n",
+ "user_assessment:\n",
+ " Correlation with target: 0.2591\n",
+ " Overall trend: NEGATIVE ↓ (change: -0.8478)\n",
+ " When feature = 2.00 → prediction is LOWEST (-0.3204)\n",
+ " When feature = 1.00 → prediction is HIGHEST (0.5277)\n",
+ " Pattern: NON-MONOTONIC - complex relationship\n",
+ "\n",
+ "llm_assessment:\n",
+ " Correlation with target: -0.1323\n",
+ " Overall trend: NEGATIVE ↓ (change: 0.0000)\n",
+ " When feature = 1.00 → prediction is LOWEST (-0.1755)\n",
+ " When feature = 1.00 → prediction is HIGHEST (-0.1755)\n",
+ " Pattern: Monotonic INCREASING - higher values consistently lead to higher predictions\n",
+ "\n",
+ "original_alt_text_length:\n",
+ " Correlation with target: -0.0931\n",
+ " Overall trend: NEGATIVE ↓ (change: 0.0000)\n",
+ " When feature = 0.00 → prediction is LOWEST (-0.1755)\n",
+ " When feature = 0.00 → prediction is HIGHEST (-0.1755)\n",
+ " Pattern: Monotonic INCREASING - higher values consistently lead to higher predictions\n",
+ "\n",
+ "user_alt_text_length:\n",
+ " Correlation with target: -0.0550\n",
+ " Overall trend: POSITIVE ↑ (change: 0.4859)\n",
+ " When feature = 34.00 → prediction is LOWEST (-0.1939)\n",
+ " When feature = 138.44 → prediction is HIGHEST (0.2920)\n",
+ " Pattern: Monotonic INCREASING - higher values consistently lead to higher predictions\n",
+ "\n",
+ "llm_alt_text_length:\n",
+ " Correlation with target: -0.0335\n",
+ " Overall trend: NEGATIVE ↓ (change: -1.0622)\n",
+ " When feature = 50.00 → prediction is LOWEST (-0.3160)\n",
+ " When feature = 11.00 → prediction is HIGHEST (1.1993)\n",
+ " Pattern: NON-MONOTONIC - complex relationship\n",
+ "\n",
+ "lexical_similarity:\n",
+ " Correlation with target: 0.2264\n",
+ " Overall trend: NEGATIVE ↓ (change: 0.0000)\n",
+ " When feature = 0.10 → prediction is LOWEST (-0.1755)\n",
+ " When feature = 0.10 → prediction is HIGHEST (-0.1755)\n",
+ " Pattern: Monotonic INCREASING - higher values consistently lead to higher predictions\n",
+ "\n",
+ "bert_score_similarity:\n",
+ " Correlation with target: 0.1733\n",
+ " Overall trend: NEGATIVE ↓ (change: 0.0000)\n",
+ " When feature = 0.48 → prediction is LOWEST (-0.1755)\n",
+ " When feature = 0.48 → prediction is HIGHEST (-0.1755)\n",
+ " Pattern: Monotonic INCREASING - higher values consistently lead to higher predictions\n",
+ "\n",
+ "flesch_reading_ease:\n",
+ " Correlation with target: 0.0474\n",
+ " Overall trend: NEGATIVE ↓ (change: 0.0000)\n",
+ " When feature = 29.37 → prediction is LOWEST (-0.1755)\n",
+ " When feature = 29.37 → prediction is HIGHEST (-0.1755)\n",
+ " Pattern: Monotonic INCREASING - higher values consistently lead to higher predictions\n",
+ "\n",
+ "--------------------------------------------------------------------------------\n",
+ "AVERAGE PREDICTIONS BY FEATURE QUANTILES:\n",
+ "--------------------------------------------------------------------------------\n",
+ "\n",
+ "user_alt_text_length:\n",
+ "quantile\n",
+ "Q1 (Low) 3.151515\n",
+ "Q2 3.274194\n",
+ "Q3 3.203125\n",
+ "Q4 (High) 3.048387\n",
+ "Name: user_llm_assessment, dtype: float64\n",
+ " → When user_alt_text_length is LOW (Q1): avg target = 3.15\n",
+ " → When user_alt_text_length is HIGH (Q4): avg target = 3.05\n",
+ " → Direction: NEGATIVE\n",
+ "\n",
+ "user_assessment:\n",
+ "quantile\n",
+ "Q1 (Low) 2.969388\n",
+ "Q2 3.052632\n",
+ "Q3 3.442857\n",
+ "Q4 (High) 4.100000\n",
+ "Name: user_llm_assessment, dtype: float64\n",
+ " → When user_assessment is LOW (Q1): avg target = 2.97\n",
+ " → When user_assessment is HIGH (Q4): avg target = 4.10\n",
+ " → Direction: POSITIVE\n",
+ "\n",
+ "llm_alt_text_length:\n",
+ "quantile\n",
+ "Q1 (Low) 3.076923\n",
+ "Q2 3.333333\n",
+ "Q3 3.193548\n",
+ "Q4 (High) 3.078125\n",
+ "Name: user_llm_assessment, dtype: float64\n",
+ " → When llm_alt_text_length is LOW (Q1): avg target = 3.08\n",
+ " → When llm_alt_text_length is HIGH (Q4): avg target = 3.08\n",
+ " → Direction: POSITIVE\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\inspection\\_partial_dependence.py:717: FutureWarning: The column 1 contains integer data. Partial dependence plots are not supported for integer data: this can lead to implicit rounding with NumPy arrays or even errors with newer pandas versions. Please convert numerical featuresto floating point dtypes ahead of time to avoid problems. This will raise ValueError in scikit-learn 1.9.\n",
+ " warnings.warn(\n",
+ "c:\\Users\\nicola\\anaconda3\\envs\\accessibility\\lib\\site-packages\\sklearn\\inspection\\_partial_dependence.py:717: FutureWarning: The column 2 contains integer data. Partial dependence plots are not supported for integer data: this can lead to implicit rounding with NumPy arrays or even errors with newer pandas versions. Please convert numerical featuresto floating point dtypes ahead of time to avoid problems. This will raise ValueError in scikit-learn 1.9.\n",
+ " warnings.warn(\n",
+ "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_20776\\2618467543.py:118: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
+ " avg_by_quantile = df_with_pred.groupby('quantile')['user_llm_assessment'].mean()\n",
+ "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_20776\\2618467543.py:118: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
+ " avg_by_quantile = df_with_pred.groupby('quantile')['user_llm_assessment'].mean()\n",
+ "C:\\Users\\nicola\\AppData\\Local\\Temp\\ipykernel_20776\\2618467543.py:118: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
+ " avg_by_quantile = df_with_pred.groupby('quantile')['user_llm_assessment'].mean()\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Feature importance for tree-based models\n",
+ "if best_model_name in ['Random Forest', 'Gradient Boosting']:\n",
+ " plt.figure(figsize=(10, 6))\n",
+ " feature_importance = pd.DataFrame({\n",
+ " 'feature': X.columns,\n",
+ " 'importance': best_model.feature_importances_\n",
+ " }).sort_values('importance', ascending=False)\n",
+ " \n",
+ " sns.barplot(data=feature_importance, x='importance', y='feature', palette='viridis')\n",
+ " plt.title(f'Feature Importance - {best_model_name}')\n",
+ " plt.xlabel('Importance')\n",
+ " plt.ylabel('Feature')\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ " \n",
+ " print(\"\\nFeature Importance:\")\n",
+ " print(feature_importance.to_string(index=False))\n",
+ " \n",
+ " # FEATURE DIRECTION ANALYSIS\n",
+ " print(\"\\n\" + \"=\"*80)\n",
+ " print(\"FEATURE DIRECTION ANALYSIS\")\n",
+ " print(\"=\"*80)\n",
+ " \n",
+ " # 1. Correlation analysis between features and target\n",
+ " print(\"\\nCorrelation with target (user_llm_assessment):\")\n",
+ " correlation_with_target = df.corr()['user_llm_assessment'].drop('user_llm_assessment').sort_values(ascending=False)\n",
+ " print(correlation_with_target)\n",
+ " \n",
+ " # 2. Partial Dependence Plots for top features\n",
+ " from sklearn.inspection import partial_dependence, PartialDependenceDisplay\n",
+ " \n",
+ " # Get top 4 most important features\n",
+ " top_feature_number=4\n",
+ " top_features = feature_importance.head(top_feature_number)['feature'].tolist()\n",
+ " top_feature_indices = [list(X.columns).index(f) for f in top_features]\n",
+ " \n",
+ " print(f\"\\nGenerating Partial Dependence Plots for top features...\")\n",
+ " fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n",
+ " axes = axes.ravel()\n",
+ " \n",
+ " for idx, (feat_idx, feat_name) in enumerate(zip(top_feature_indices, top_features)):\n",
+ " # Calculate partial dependence\n",
+ " pd_result = partial_dependence(best_model, X_train, [feat_idx], kind='average')\n",
+ " #pd_result =PartialDependenceDisplay.from_estimator(best_model, X_train, [feat_idx],kind='both')\n",
+ " \n",
+ " ax = axes[idx]\n",
+ " ax.plot(pd_result['grid_values'][0], pd_result['average'][0], linewidth=2, color='steelblue')\n",
+ " ax.set_xlabel(feat_name, fontsize=11)\n",
+ " ax.set_ylabel('Partial Dependence', fontsize=11)\n",
+ " ax.set_title(f'Effect of {feat_name} on Prediction', fontsize=12, fontweight='bold')\n",
+ " ax.grid(True, alpha=0.3)\n",
+ " \n",
+ " # Add trend indication\n",
+ " values = pd_result['average'][0]\n",
+ " if values[-1] > values[0]:\n",
+ " trend = \"↑ Increases\"\n",
+ " color = 'green'\n",
+ " else:\n",
+ " trend = \"↓ Decreases\"\n",
+ " color = 'red'\n",
+ " ax.text(0.02, 0.98, f\"Trend: {trend}\", transform=ax.transAxes, \n",
+ " fontsize=10, verticalalignment='top', bbox=dict(boxstyle='round', \n",
+ " facecolor=color, alpha=0.3))\n",
+ " \n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ " \n",
+ " # 3. Detailed direction analysis for each feature\n",
+ " print(\"\\n\" + \"-\"*80)\n",
+ " print(\"DIRECTION OF EFFECT FOR EACH FEATURE:\")\n",
+ " print(\"-\"*80)\n",
+ " \n",
+ " for feat_name in X.columns:\n",
+ " feat_idx = list(X.columns).index(feat_name)\n",
+ " pd_result = partial_dependence(best_model, X_train, [feat_idx], kind='average')\n",
+ " \n",
+ " values = pd_result['average'][0]\n",
+ " grid_vals = pd_result['grid_values'][0]\n",
+ " \n",
+ " # Calculate overall trend\n",
+ " start_val = values[0]\n",
+ " end_val = values[-1]\n",
+ " change = end_val - start_val\n",
+ " \n",
+ " # Find min and max\n",
+ " min_val = values.min()\n",
+ " max_val = values.max()\n",
+ " min_idx = values.argmin()\n",
+ " max_idx = values.argmax()\n",
+ " \n",
+ " print(f\"\\n{feat_name}:\")\n",
+ " print(f\" Correlation with target: {correlation_with_target[feat_name]:.4f}\")\n",
+ " print(f\" Overall trend: {'POSITIVE ↑' if change > 0 else 'NEGATIVE ↓'} (change: {change:.4f})\")\n",
+ " print(f\" When feature = {grid_vals[min_idx]:.2f} → prediction is LOWEST ({min_val:.4f})\")\n",
+ " print(f\" When feature = {grid_vals[max_idx]:.2f} → prediction is HIGHEST ({max_val:.4f})\")\n",
+ " \n",
+ " # Determine if monotonic\n",
+ " diffs = np.diff(values)\n",
+ " if np.all(diffs >= 0):\n",
+ " print(f\" Pattern: Monotonic INCREASING - higher values consistently lead to higher predictions\")\n",
+ " elif np.all(diffs <= 0):\n",
+ " print(f\" Pattern: Monotonic DECREASING - higher values consistently lead to lower predictions\")\n",
+ " else:\n",
+ " print(f\" Pattern: NON-MONOTONIC - complex relationship\")\n",
+ " \n",
+ " # 4. Average predictions by feature quantiles\n",
+ " print(\"\\n\" + \"-\"*80)\n",
+ " print(\"AVERAGE PREDICTIONS BY FEATURE QUANTILES:\")\n",
+ " print(\"-\"*80)\n",
+ " \n",
+ " for feat_name in top_features[:3]: # Top 3 features\n",
+ " print(f\"\\n{feat_name}:\")\n",
+ " \n",
+ " # Create quantile groups\n",
+ " df_with_pred = df.copy()\n",
+ " df_with_pred['quantile'] = pd.qcut(df_with_pred[feat_name], q=4, labels=['Q1 (Low)', 'Q2', 'Q3', 'Q4 (High)'], duplicates='drop')\n",
+ " \n",
+ " avg_by_quantile = df_with_pred.groupby('quantile')['user_llm_assessment'].mean()\n",
+ " print(avg_by_quantile)\n",
+ " \n",
+ " print(f\" → When {feat_name} is LOW (Q1): avg target = {avg_by_quantile.iloc[0]:.2f}\")\n",
+ " print(f\" → When {feat_name} is HIGH (Q4): avg target = {avg_by_quantile.iloc[-1]:.2f}\")\n",
+ " print(f\" → Direction: {'POSITIVE' if avg_by_quantile.iloc[-1] > avg_by_quantile.iloc[0] else 'NEGATIVE'}\")"
+ ]
+ }
+ ],
+ "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_embedding.ipynb b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_embedding.ipynb
new file mode 100644
index 0000000..ad0e1c3
--- /dev/null
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_embedding.ipynb
@@ -0,0 +1,1134 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "8f2127a0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ee039722",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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",
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+ ".. ... ... \n",
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+ "490 [[-7.47130215e-02 6.85523152e-02 -1.90371135e... 0.388492 \n",
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+ "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": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df=pd.read_csv(\"language_not_aligned_def.csv\", sep=';') #lavoro su semantic quindi ok considerare dataset non allineato sulla lingua\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "85bcd61f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n",
+ "from sklearn.linear_model import LogisticRegression\n",
+ "from sklearn.svm import SVC\n",
+ "from sklearn.metrics import (accuracy_score, f1_score, precision_score, \n",
+ " recall_score, classification_report, \n",
+ " confusion_matrix, ConfusionMatrixDisplay)\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "4ec93d3b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import re\n",
+ "\n",
+ "def parse_embedding(s):\n",
+ " # Remove brackets and split\n",
+ " s = re.sub(r'[\\[\\]]', '', s)\n",
+ " return np.fromstring(s, sep=' ')\n",
+ "df[\"semantic_representation\"] = df[\"semantic_representation\"].apply(parse_embedding)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "2709b114",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Prepare features and target\n",
+ "X = np.stack(df[\"semantic_representation\"].values)\n",
+ "#y = df['user_llm_assessment']\n",
+ "y = df['llm_assessment'] # capire come nuovo alttext legato alla valutazione iniziale llm\n",
+ "#y = df['user_assessment'] # capire come nuovo alttext legato alla valutazione iniziale utente "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "4ff0b569",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[-0.0065801 , 0.06359012, -0.04199746, ..., -0.06735636,\n",
+ " -0.09699082, 0.03530233],\n",
+ " [-0.16550268, 0.10280045, -0.01864609, ..., -0.07105887,\n",
+ " -0.05380552, -0.03321363],\n",
+ " [-0.11226591, 0.03719861, 0.03169905, ..., -0.09614217,\n",
+ " -0.01722459, 0.0066889 ],\n",
+ " ...,\n",
+ " [-0.05391657, 0.05895018, -0.06878025, ..., -0.06516469,\n",
+ " -0.01130295, 0.03047357],\n",
+ " [-0.03915178, 0.06304795, -0.04932847, ..., -0.08448564,\n",
+ " -0.07000971, 0.00262754],\n",
+ " [-0.07221396, 0.06184775, -0.01447462, ..., -0.09930646,\n",
+ " -0.07180693, 0.0159129 ]], shape=(494, 384))"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "5a3b22a5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Dataset shape: (494, 19)\n",
+ "\n",
+ "Class distribution:\n",
+ "user_llm_assessment\n",
+ "1 21\n",
+ "2 66\n",
+ "3 214\n",
+ "4 141\n",
+ "5 52\n",
+ "Name: count, dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Dataset shape:\", df.shape)\n",
+ "print(\"\\nClass distribution:\")\n",
+ "print(df['user_llm_assessment'].value_counts().sort_index())\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "499e64eb",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Training set size: 395\n",
+ "Test set size: 99\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Split the data\n",
+ "X_train, X_test, y_train, y_test = train_test_split(\n",
+ " X, y, test_size=0.2, random_state=42, stratify=y\n",
+ ")\n",
+ "\n",
+ "# Scale the features\n",
+ "#scaler = StandardScaler()\n",
+ "#X_train_scaled = scaler.fit_transform(X_train)\n",
+ "#X_test_scaled = scaler.transform(X_test)\n",
+ "\n",
+ "print(f\"\\nTraining set size: {len(X_train)}\")\n",
+ "print(f\"Test set size: {len(X_test)}\")\n",
+ "\n",
+ "# Define models to compare\n",
+ "models = {\n",
+ " 'Random Forest': RandomForestClassifier(n_estimators=5, random_state=42, max_depth=3),\n",
+ " 'Gradient Boosting': GradientBoostingClassifier(n_estimators=5, random_state=42, max_depth=3),\n",
+ " 'Logistic Regression': LogisticRegression(max_iter=1000, random_state=42, multi_class='multinomial'),\n",
+ " 'SVM': SVC(kernel='rbf', random_state=42)\n",
+ "}\n",
+ "\n",
+ "# Store results\n",
+ "results = []"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f2eb1233",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "f4601b3e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "============================================================\n",
+ "Training Random Forest...\n",
+ "============================================================\n",
+ "\n",
+ "Random Forest - Overall Metrics:\n",
+ "Train Accuracy: 0.5949\n",
+ "Test Accuracy: 0.5455\n",
+ "Train F1 (Macro): 0.4139\n",
+ "Test F1 (Macro): 0.3710\n",
+ "Train F1 (Weighted): 0.5065\n",
+ "Test F1 (Weighted): 0.4939\n",
+ "\n",
+ "Random Forest - Detailed Classification Report (Test Set):\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " Class 1 0.6957 0.6957 0.6957 23\n",
+ " Class 2 0.0000 0.0000 0.0000 6\n",
+ " Class 3 1.0000 0.1000 0.1818 10\n",
+ " Class 4 0.4844 0.8378 0.6139 37\n",
+ " Class 5 0.6000 0.2609 0.3636 23\n",
+ "\n",
+ " accuracy 0.5455 99\n",
+ " macro avg 0.5560 0.3789 0.3710 99\n",
+ "weighted avg 0.5830 0.5455 0.4939 99\n",
+ "\n",
+ "\n",
+ "============================================================\n",
+ "Training Gradient Boosting...\n",
+ "============================================================\n",
+ "\n",
+ "Gradient Boosting - Overall Metrics:\n",
+ "Train Accuracy: 0.7823\n",
+ "Test Accuracy: 0.5354\n",
+ "Train F1 (Macro): 0.7353\n",
+ "Test F1 (Macro): 0.3618\n",
+ "Train F1 (Weighted): 0.7685\n",
+ "Test F1 (Weighted): 0.4860\n",
+ "\n",
+ "Gradient Boosting - Detailed Classification Report (Test Set):\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " Class 1 0.8000 0.6957 0.7442 23\n",
+ " Class 2 0.0000 0.0000 0.0000 6\n",
+ " Class 3 0.3333 0.1000 0.1538 10\n",
+ " Class 4 0.4769 0.8378 0.6078 37\n",
+ " Class 5 0.5000 0.2174 0.3030 23\n",
+ "\n",
+ " accuracy 0.5354 99\n",
+ " macro avg 0.4221 0.3702 0.3618 99\n",
+ "weighted avg 0.5139 0.5354 0.4860 99\n",
+ "\n",
+ "\n",
+ "============================================================\n",
+ "Training Logistic Regression...\n",
+ "============================================================\n",
+ "\n",
+ "Logistic Regression - Overall Metrics:\n",
+ "Train Accuracy: 0.7139\n",
+ "Test Accuracy: 0.6364\n",
+ "Train F1 (Macro): 0.5800\n",
+ "Test F1 (Macro): 0.4890\n",
+ "Train F1 (Weighted): 0.6788\n",
+ "Test F1 (Weighted): 0.6065\n",
+ "\n",
+ "Logistic Regression - Detailed Classification Report (Test Set):\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " Class 1 0.9167 0.9565 0.9362 23\n",
+ " Class 2 0.0000 0.0000 0.0000 6\n",
+ " Class 3 0.6000 0.3000 0.4000 10\n",
+ " Class 4 0.5600 0.7568 0.6437 37\n",
+ " Class 5 0.5000 0.4348 0.4651 23\n",
+ "\n",
+ " accuracy 0.6364 99\n",
+ " macro avg 0.5153 0.4896 0.4890 99\n",
+ "weighted avg 0.5990 0.6364 0.6065 99\n",
+ "\n",
+ "\n",
+ "============================================================\n",
+ "Training SVM...\n",
+ "============================================================\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "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"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVM - Overall Metrics:\n",
+ "Train Accuracy: 0.8152\n",
+ "Test Accuracy: 0.6566\n",
+ "Train F1 (Macro): 0.7609\n",
+ "Test F1 (Macro): 0.5026\n",
+ "Train F1 (Weighted): 0.8040\n",
+ "Test F1 (Weighted): 0.6255\n",
+ "\n",
+ "SVM - Detailed Classification Report (Test Set):\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " Class 1 0.9545 0.9130 0.9333 23\n",
+ " Class 2 0.0000 0.0000 0.0000 6\n",
+ " Class 3 0.6000 0.3000 0.4000 10\n",
+ " Class 4 0.5536 0.8378 0.6667 37\n",
+ " Class 5 0.6250 0.4348 0.5128 23\n",
+ "\n",
+ " accuracy 0.6566 99\n",
+ " macro avg 0.5466 0.4971 0.5026 99\n",
+ "weighted avg 0.6345 0.6566 0.6255 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",
+ " _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"
+ ]
+ }
+ ],
+ "source": [
+ "# Train and evaluate each model\n",
+ "for name, model in models.items():\n",
+ " print(f\"\\n{'='*60}\")\n",
+ " print(f\"Training {name}...\")\n",
+ " print('='*60)\n",
+ " \n",
+ " # Train\n",
+ " #if name in ['Logistic Regression', 'SVM']:\n",
+ " # model.fit(X_train_scaled, y_train)\n",
+ " # y_train_pred = model.predict(X_train_scaled)\n",
+ " # y_test_pred = model.predict(X_test_scaled)\n",
+ " #else:\n",
+ " model.fit(X_train, y_train)\n",
+ " y_train_pred = model.predict(X_train)\n",
+ " y_test_pred = model.predict(X_test)\n",
+ " \n",
+ " # Calculate metrics\n",
+ " train_accuracy = accuracy_score(y_train, y_train_pred)\n",
+ " test_accuracy = accuracy_score(y_test, y_test_pred)\n",
+ " \n",
+ " train_f1_macro = f1_score(y_train, y_train_pred, average='macro')\n",
+ " test_f1_macro = f1_score(y_test, y_test_pred, average='macro')\n",
+ " \n",
+ " train_f1_weighted = f1_score(y_train, y_train_pred, average='weighted')\n",
+ " test_f1_weighted = f1_score(y_test, y_test_pred, average='weighted')\n",
+ " \n",
+ " # Store results\n",
+ " results.append({\n",
+ " 'Model': name,\n",
+ " 'Train Accuracy': train_accuracy,\n",
+ " 'Test Accuracy': test_accuracy,\n",
+ " 'Train F1 (Macro)': train_f1_macro,\n",
+ " 'Test F1 (Macro)': test_f1_macro,\n",
+ " 'Train F1 (Weighted)': train_f1_weighted,\n",
+ " 'Test F1 (Weighted)': test_f1_weighted\n",
+ " })\n",
+ " \n",
+ " # Print overall metrics\n",
+ " print(f\"\\n{name} - Overall Metrics:\")\n",
+ " print(f\"Train Accuracy: {train_accuracy:.4f}\")\n",
+ " print(f\"Test Accuracy: {test_accuracy:.4f}\")\n",
+ " print(f\"Train F1 (Macro): {train_f1_macro:.4f}\")\n",
+ " print(f\"Test F1 (Macro): {test_f1_macro:.4f}\")\n",
+ " print(f\"Train F1 (Weighted): {train_f1_weighted:.4f}\")\n",
+ " print(f\"Test F1 (Weighted): {test_f1_weighted:.4f}\")\n",
+ " \n",
+ " # Detailed classification report for test set\n",
+ " print(f\"\\n{name} - Detailed Classification Report (Test Set):\")\n",
+ " print(classification_report(y_test, y_test_pred, \n",
+ " target_names=[f'Class {i}' for i in range(1, 6)],\n",
+ " digits=4))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "a454480f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "================================================================================\n",
+ "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 0.594937 0.545455 0.413922 0.370994 0.506516 0.493886\n",
+ " Gradient Boosting 0.782278 0.535354 0.735325 0.361781 0.768472 0.486006\n",
+ "Logistic Regression 0.713924 0.636364 0.579981 0.488993 0.678820 0.606522\n",
+ " SVM 0.815190 0.656566 0.760922 0.502564 0.804018 0.625537\n"
+ ]
+ },
+ {
+ "data": {
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+ "text/plain": [
+ "| \n", + " | page_url | \n", + "user | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "original_alt_text_length | \n", + "user_alt_text_length | \n", + "llm_alt_text_length | \n", + "semantic_representation | \n", + "semantic_similarity | \n", + "lexical_similarity | \n", + "bert_score_similarity | \n", + "original_alt_text_english | \n", + "user_alt_text_english | \n", + "llm_alt_text_english | \n", + "english_site | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*ultra-black-8542384*} | \n", + "Boxer da uomo neri. | \n", + "Simond MT500 black merino wool men's boxer bri... | \n", + "2 | \n", + "2 | \n", + "4 | \n", + "23 | \n", + "19 | \n", + "67 | \n", + "[[-6.58009807e-03 6.35901242e-02 -4.19974625e... | \n", + "0.283133 | \n", + "0.083409 | \n", + "0.416152 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
| 1 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "Forclaz MT500 Lightweight Packable Hiking Sandals | \n", + "Sandali da trekking grigi con cinturini (model... | \n", + "Forclaz MT500 lightweight packable hiking sand... | \n", + "3 | \n", + "4 | \n", + "4 | \n", + "49 | \n", + "58 | \n", + "66 | \n", + "[[-1.65502682e-01 1.02800451e-01 -1.86460856e... | \n", + "0.283294 | \n", + "0.063355 | \n", + "0.471250 | \n", + "True | \n", + "False | \n", + "True | \n", + "True | \n", + "
| 2 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*unspecified-8553119*} | \n", + "Scarponcino da trekking nero/blu | \n", + "Quechua Men's MH100 Waterproof Mid Hiking Boot... | \n", + "1 | \n", + "1 | \n", + "5 | \n", + "23 | \n", + "32 | \n", + "82 | \n", + "[[-1.12265915e-01 3.71986143e-02 3.16990539e... | \n", + "0.155173 | \n", + "0.000000 | \n", + "0.311027 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
| 3 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*carbon-gray-8572546*} | \n", + "Pantaloni cargo Forclaz Travel 100 da uomo gri... | \n", + "Forclaz Men's Travel 100 Cargo Pants in carbon... | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "23 | \n", + "58 | \n", + "51 | \n", + "[[-5.91035746e-02 1.34611323e-01 -4.70575355e... | \n", + "0.551771 | \n", + "0.288254 | \n", + "0.545059 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Chiara Giordano | \n", + "{*laurel-green-8749613*} | \n", + "Giacca in pile Quechua MH120 da uomo verde alloro | \n", + "Quechua Men's MH120 Fleece Hiking Jacket in la... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "24 | \n", + "49 | \n", + "57 | \n", + "[[-6.08187169e-02 6.86808676e-02 -9.30010428e... | \n", + "0.335090 | \n", + "0.201993 | \n", + "0.514356 | \n", + "False | \n", + "False | \n", + "True | \n", + "True | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 489 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Club Felpa con cappuccio e zip a tutta lu... | \n", + "Felpa con cappuccio e zip a tutta lunghezza in... | \n", + "Nike Club full-zip fleece hoodie for men in gr... | \n", + "4 | \n", + "5 | \n", + "3 | \n", + "70 | \n", + "72 | \n", + "74 | \n", + "[[-4.15091664e-02 8.97801593e-02 -3.34872603e... | \n", + "0.459371 | \n", + "0.237900 | \n", + "0.476374 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 490 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Tech Pantaloni in fleece a blocchi di col... | \n", + "Pantaloni in fleece a blocchi di colore con or... | \n", + "Nike Tech fleece pants with color blocks and o... | \n", + "3 | \n", + "5 | \n", + "3 | \n", + "72 | \n", + "63 | \n", + "59 | \n", + "[[-7.47130215e-02 6.85523152e-02 -1.90371135e... | \n", + "0.388492 | \n", + "0.050656 | \n", + "0.388927 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
| 491 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "Nike Sportswear: Piumino smanicato Therma-FIT ... | \n", + "Nike Sportswear Club Piumino smanicato Therma-... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "56 | \n", + "52 | \n", + "56 | \n", + "[[-5.39165661e-02 5.89501821e-02 -6.87802508e... | \n", + "0.975856 | \n", + "0.867364 | \n", + "0.936773 | \n", + "True | \n", + "True | \n", + "True | \n", + "False | \n", + "
| 492 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "Guida agli acquisti:\\ntrova le idee giuste con... | \n", + "Gli otto migliori regali Nike per lo yoga | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "41 | \n", + "74 | \n", + "41 | \n", + "[[-3.91517766e-02 6.30479455e-02 -4.93284650e... | \n", + "0.646167 | \n", + "0.102140 | \n", + "0.665948 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
| 493 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "whitewolf | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "I migliori regali Nike per chi gioca a tennis,... | \n", + "5 | \n", + "4 | \n", + "5 | \n", + "67 | \n", + "67 | \n", + "67 | \n", + "[[-7.22139552e-02 6.18477501e-02 -1.44746248e... | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
494 rows × 19 columns
\n", + ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Create comparison DataFrame\n",
+ "results_df = pd.DataFrame(results)\n",
+ "print(\"\\n\" + \"=\"*80)\n",
+ "print(\"MODEL COMPARISON SUMMARY\")\n",
+ "print(\"=\"*80)\n",
+ "print(results_df.to_string(index=False))\n",
+ "\n",
+ "# Visualizations\n",
+ "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n",
+ "\n",
+ "# 1. Accuracy comparison\n",
+ "ax = axes[0, 0]\n",
+ "x = np.arange(len(results_df))\n",
+ "width = 0.35\n",
+ "ax.bar(x - width/2, results_df['Train Accuracy'], width, label='Train', alpha=0.8)\n",
+ "ax.bar(x + width/2, results_df['Test Accuracy'], width, label='Test', alpha=0.8)\n",
+ "ax.set_xlabel('Model')\n",
+ "ax.set_ylabel('Accuracy')\n",
+ "ax.set_title('Model Accuracy Comparison')\n",
+ "ax.set_xticks(x)\n",
+ "ax.set_xticklabels(results_df['Model'], rotation=45, ha='right')\n",
+ "ax.legend()\n",
+ "ax.grid(axis='y', alpha=0.3)\n",
+ "\n",
+ "# 2. F1-Score comparison\n",
+ "ax = axes[0, 1]\n",
+ "ax.bar(x - width/2, results_df['Train F1 (Macro)'], width, label='Train', alpha=0.8)\n",
+ "ax.bar(x + width/2, results_df['Test F1 (Macro)'], width, label='Test', alpha=0.8)\n",
+ "ax.set_xlabel('Model')\n",
+ "ax.set_ylabel('F1-Score (Macro)')\n",
+ "ax.set_title('Model F1-Score Comparison')\n",
+ "ax.set_xticks(x)\n",
+ "ax.set_xticklabels(results_df['Model'], rotation=45, ha='right')\n",
+ "ax.legend()\n",
+ "ax.grid(axis='y', alpha=0.3)\n",
+ "\n",
+ "# 3. Confusion matrix for best model\n",
+ "best_model_name = results_df.loc[results_df['Test Accuracy'].idxmax(), 'Model']\n",
+ "best_model = models[best_model_name]\n",
+ "\n",
+ "if best_model_name in ['Logistic Regression', 'SVM']:\n",
+ " #y_pred_best = best_model.predict(X_test_scaled)\n",
+ " y_pred_best = best_model.predict(X_test)\n",
+ "else:\n",
+ " y_pred_best = best_model.predict(X_test)\n",
+ "\n",
+ "cm = confusion_matrix(y_test, y_pred_best)\n",
+ "ax = axes[1, 0]\n",
+ "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', ax=ax,\n",
+ " xticklabels=range(1, 6), yticklabels=range(1, 6))\n",
+ "ax.set_xlabel('Predicted')\n",
+ "ax.set_ylabel('Actual')\n",
+ "ax.set_title(f'Confusion Matrix - {best_model_name}')\n",
+ "\n",
+ "# 4. Per-class F1 scores for best model\n",
+ "ax = axes[1, 1]\n",
+ "per_class_f1 = f1_score(y_test, y_pred_best, average=None)\n",
+ "classes = [f'Class {i}' for i in range(1, 6)]\n",
+ "colors = plt.cm.viridis(np.linspace(0, 1, 5))\n",
+ "bars = ax.bar(classes, per_class_f1, color=colors, alpha=0.8)\n",
+ "ax.set_xlabel('Class')\n",
+ "ax.set_ylabel('F1-Score')\n",
+ "ax.set_title(f'Per-Class F1-Score - {best_model_name}')\n",
+ "ax.set_ylim([0, 1])\n",
+ "ax.grid(axis='y', alpha=0.3)\n",
+ "\n",
+ "# Add value labels on bars\n",
+ "for bar in bars:\n",
+ " height = bar.get_height()\n",
+ " ax.text(bar.get_x() + bar.get_width()/2., height,\n",
+ " f'{height:.3f}', ha='center', va='bottom')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "a797aded",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ ": Simond Men's MT500 Merin... \n",
+ "1 : Save 33% : Vendor:
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Model Train Accuracy Test Accuracy Train F1 (Macro) \\\n",
+ "0 Random Forest 0.594937 0.545455 0.413922 \n",
+ "1 Gradient Boosting 0.782278 0.535354 0.735325 \n",
+ "2 Logistic Regression 0.713924 0.636364 0.579981 \n",
+ "3 SVM 0.815190 0.656566 0.760922 \n",
+ "\n",
+ " Test F1 (Macro) Train F1 (Weighted) Test F1 (Weighted) \n",
+ "0 0.370994 0.506516 0.493886 \n",
+ "1 0.361781 0.768472 0.486006 \n",
+ "2 0.488993 0.678820 0.606522 \n",
+ "3 0.502564 0.804018 0.625537 "
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "e751a886",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Best performing model: SVM\n",
+ "Test Accuracy: 0.6566\n",
+ "Test F1-macro: 0.5026\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f\"\\nBest performing model: {best_model_name}\")\n",
+ "print(f\"Test Accuracy: {results_df.loc[results_df['Test Accuracy'].idxmax(), 'Test Accuracy']:.4f}\")\n",
+ "print(f\"Test F1-macro: {results_df.loc[results_df['Test F1 (Macro)'].idxmax(), 'Test F1 (Macro)']:.4f}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ebf18430",
+ "metadata": {},
+ "source": [
+ "## rappresentazione embeddings alt-text generato LLM e user llm assesment\n",
+ "### quanto nuovo testo generato va a giustificare l'assessmnet finale dell'utente\n",
+ ". Best performing model: Logistic Regression\n",
+ "- Test Accuracy: 0.4545\n",
+ "- Test F1-macro: 0.1923\n",
+ "\n",
+ "## rappresentazione embeddings alt-text generato LLM e llm assesment\n",
+ "### quanto nuovo testo generato va a giustificare l'assessmnet iniziale dell'LLM (sarebbe meglio farlo con embeddings GTP4-o ?)\n",
+ ". Best performing model: SVM\n",
+ "- Test Accuracy: 0.6566\n",
+ "- Test F1-macro: 0.5026\n",
+ "\n",
+ "\n",
+ "## rappresentazione embeddings alt-text generato LLM e user assesment\n",
+ "### quanto nuovo testo generato va a giustificare l'assessmnet iniziale dell'utente\n",
+ ". Best performing model: Random Forest\n",
+ "- Test Accuracy: 0.4141\n",
+ "- Test F1-macro: 0.3145\n",
+ "\n",
+ "\n",
+ "## Conclusione- Si vede come nuovo testo è più in linea a giustificare l'assessmnet iniziale dell'LLM. Ok ha senso. \n",
+ "### da grafico si vede come compensa perfettamente la classe 1 e bene la 4\n",
+ "### non lo so se va bene, perchè indica che basta del testo per migliorare caso 1 ad esempio ? ma per il 4 ? sarebbero da vedere gli esempi della trasformazione che fa in base classe predetta "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "id": "7389b368",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(array([[-0.04149382, 0.05053511, -0.00678516, ..., -0.12101738,\n",
+ " -0.01819879, 0.02595632],\n",
+ " [-0.06835919, 0.06009925, -0.01471591, ..., -0.0277857 ,\n",
+ " 0.10255845, 0.05390918],\n",
+ " [-0.03193457, 0.06058358, -0.02803561, ..., 0.01570326,\n",
+ " -0.06375514, 0.00628113],\n",
+ " ...,\n",
+ " [-0.02381237, 0.07130562, -0.06164946, ..., -0.02162255,\n",
+ " -0.01367021, -0.06393158],\n",
+ " [-0.08409701, 0.01325293, 0.06535447, ..., 0.05884878,\n",
+ " -0.01525032, 0.04141894],\n",
+ " [-0.07221396, 0.06184775, -0.01447462, ..., -0.09930646,\n",
+ " -0.07180693, 0.0159129 ]], shape=(99, 384)),\n",
+ " array([4, 1, 4, 4, 4, 4, 4, 1, 4, 4, 4, 1, 4, 5, 4, 4, 3, 4, 4, 4, 4, 4,\n",
+ " 5, 5, 1, 4, 3, 4, 1, 5, 4, 1, 4, 1, 4, 4, 5, 1, 5, 5, 4, 4, 4, 4,\n",
+ " 3, 4, 1, 5, 1, 4, 1, 1, 5, 4, 4, 5, 4, 4, 4, 4, 1, 5, 1, 4, 4, 4,\n",
+ " 4, 1, 1, 1, 5, 3, 4, 4, 4, 4, 4, 4, 4, 1, 3, 4, 5, 1, 4, 1, 4, 1,\n",
+ " 5, 5, 4, 4, 4, 4, 4, 4, 5, 1, 4]))"
+ ]
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X_test, y_test_pred"
+ ]
+ }
+ ],
+ "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
new file mode 100644
index 0000000..ea1f957
--- /dev/null
+++ b/scripts/esercitazione_12_2025/analisi_esercitazione_12_2025_models_comparisons.ipynb
@@ -0,0 +1,10523 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "e709b12a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import json"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "ba5e207a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from utils_API import call_API_urlibrequest, encode_image_from_url,parse_mllm_alt_text_response"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "ca75d576",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_esercitazione = pd.read_csv(\"dataset_esercitazione.csv\",sep=\";\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "bf83b009",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "| \n", + " | Model | \n", + "Train Accuracy | \n", + "Test Accuracy | \n", + "Train F1 (Macro) | \n", + "Test F1 (Macro) | \n", + "Train F1 (Weighted) | \n", + "Test F1 (Weighted) | \n", + "
|---|---|---|---|---|---|---|---|
| 0 | \n", + "Random Forest | \n", + "0.594937 | \n", + "0.545455 | \n", + "0.413922 | \n", + "0.370994 | \n", + "0.506516 | \n", + "0.493886 | \n", + "
| 1 | \n", + "Gradient Boosting | \n", + "0.782278 | \n", + "0.535354 | \n", + "0.735325 | \n", + "0.361781 | \n", + "0.768472 | \n", + "0.486006 | \n", + "
| 2 | \n", + "Logistic Regression | \n", + "0.713924 | \n", + "0.636364 | \n", + "0.579981 | \n", + "0.488993 | \n", + "0.678820 | \n", + "0.606522 | \n", + "
| 3 | \n", + "SVM | \n", + "0.815190 | \n", + "0.656566 | \n", + "0.760922 | \n", + "0.502564 | \n", + "0.804018 | \n", + "0.625537 | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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 : Vendor: | \n", + " | page_url | \n", + "user | \n", + "image_url | \n", + "original_alt_text | \n", + "user_alt_text | \n", + "llm_alt_text | \n", + "user_assessment | \n", + "llm_assessment | \n", + "user_llm_assessment | \n", + "llm_model | \n", + "html_context | \n", + "immediate_context | \n", + "nearby_context | \n", + "page_title | \n", + "page_description | \n", + "page_keywords | \n", + "llm_evaluation_result | \n", + "llm_judgment | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "{\"username\": \"Galesi\"} | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "{*ultra-black-8542384*} | \n", + "Mutanda lunga aderente di colore nero (indossa... | \n", + "Simond Men's MT500 Merino Wool Boxer Briefs in... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "gpt-4o | \n", + "<span>: Vendor: <h3>: Simond Men's MT500 Merin... | \n", + "No immediate context found | \n", + "No nearby text found | \n", + "Men's Outdoor Apparel – Decathlon | \n", + "Shop our selection of outdoor clothes and gear... | \n", + "NaN | \n", + "The alt-text '*ultra-black-8542384*' is inadeq... | \n", + "failure | \n", + "
| 1 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "{\"username\": \"Galesi\"} | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "Forclaz MT500 Lightweight Packable Hiking Sandals | \n", + "Sandalo grigio con suola bassa (modello Forcla... | \n", + "Forclaz MT500 Lightweight Packable Hiking Sand... | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "gpt-4o | \n", + "<span>: Save 33% <span>: Vendor: <h3>: Forclaz... | \n", + "No immediate context found | \n", + "<span> [154px]: Save 33% | \n", + "Men's Outdoor Apparel – Decathlon | \n", + "Shop our selection of outdoor clothes and gear... | \n", + "NaN | \n", + "The alt-text describes the product accurately ... | \n", + "success | \n", + "
| 2 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "{\"username\": \"Galesi\"} | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "{*unspecified-8553119*} | \n", + "Scarpa da trekking di colore grigio scuro | \n", + "Quechua Men's MH100 Waterproof Mid Hiking Boot... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "gpt-4o | \n", + "<span>: Vendor: <h3>: Quechua Men's MH100 Wate... | \n", + "No immediate context found | \n", + "No nearby text found | \n", + "Men's Outdoor Apparel – Decathlon | \n", + "Shop our selection of outdoor clothes and gear... | \n", + "NaN | \n", + "The alt-text is not appropriate as it does not... | \n", + "failure | \n", + "
| 3 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "{\"username\": \"Galesi\"} | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "{*carbon-gray-8572546*} | \n", + "pantaloni grigio scuri con cintura scura. Sono... | \n", + "Men's Travel 100 Cargo Pants in carbon gray by... | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "gpt-4o | \n", + "<span>: Vendor: <h3>: Forclaz Men's Travel 100... | \n", + "No immediate context found | \n", + "No nearby text found | \n", + "Men's Outdoor Apparel – Decathlon | \n", + "Shop our selection of outdoor clothes and gear... | \n", + "NaN | \n", + "The original alt-text, '*carbon-gray-8572546*'... | \n", + "failure | \n", + "
| 4 | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "{\"username\": \"Galesi\"} | \n", + "https://giove.isti.cnr.it/users/leonardi/decat... | \n", + "{*laurel-green-8749613*} | \n", + "ragazzo in tuta sportiva, indossa felpa verde ... | \n", + "Quechua Men's MH120 green fleece hiking jacket. | \n", + "1 | \n", + "1 | \n", + "3 | \n", + "gpt-4o | \n", + "<span>: Vendor: <h3>: Quechua Men's MH120 Flee... | \n", + "No immediate context found | \n", + "<span> [184px]: $59.99 <span> [185px]: Was\\n ... | \n", + "Men's Outdoor Apparel – Decathlon | \n", + "Shop our selection of outdoor clothes and gear... | \n", + "NaN | \n", + "The original alt-text 'laurel-green-8749613' d... | \n", + "failure | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 489 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "{\"username\": \"r.dipiazza\"} | \n", + "https://giove.isti.cnr.it/users/leonardi/nike/... | \n", + "Nike Icon Pantaloni in tessuto da basket - Uomo | \n", + "Pantaloni in tessuto da basket Nike Icon per U... | \n", + "Nike Icon Pantaloni in tessuto da basket - Uom... | \n", + "4 | \n", + "4 | \n", + "4 | \n", + "gpt-4o | \n", + "<a>: Nike Icon | \n", + "No immediate context found | \n", + "<a> [93px]: Nike Icon | \n", + "Acquista Abbigliamento da Uomo. Nike IT | \n", + "Trova l'abbigliamento da uomo Nike per lo spor... | \n", + "Acquista Abbigliamento da Uomo | \n", + "The alt-text is appropriate as it clearly iden... | \n", + "success | \n", + "
| 490 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "{\"username\": \"r.dipiazza\"} | \n", + "https://giove.isti.cnr.it/users/leonardi/nike/... | \n", + "Kobe Pantaloni da basket Therma-FIT | \n", + "Pantaloni felpati da basket Therma-FIT Kobe, c... | \n", + "Kobe Pantaloni da basket Therma-FIT | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "gpt-4o | \n", + "<a>: Kobe | \n", + "No immediate context found | \n", + "<a> [93px]: Kobe | \n", + "Acquista Abbigliamento da Uomo. Nike IT | \n", + "Trova l'abbigliamento da uomo Nike per lo spor... | \n", + "Acquista Abbigliamento da Uomo | \n", + "The alt-text is appropriate as it identifies t... | \n", + "success | \n", + "
| 491 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "{\"username\": \"r.dipiazza\"} | \n", + "https://giove.isti.cnr.it/users/leonardi/nike/... | \n", + "Nike Stride Giacca da running Repel UV – Uomo | \n", + "Giacca da running nera da uomo Nike Stride, Re... | \n", + "Nike Stride Repel UV running jacket for men av... | \n", + "3 | \n", + "4 | \n", + "2 | \n", + "gpt-4o | \n", + "<a>: Nike Stride | \n", + "No immediate context found | \n", + "<a> [110px]: Nike Stride <span> [163px]: +1 | \n", + "Acquista Abbigliamento da Uomo. Nike IT | \n", + "Trova l'abbigliamento da uomo Nike per lo spor... | \n", + "Acquista Abbigliamento da Uomo | \n", + "The alt-text describes the product effectively... | \n", + "success | \n", + "
| 492 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "{\"username\": \"r.dipiazza\"} | \n", + "https://giove.isti.cnr.it/users/leonardi/nike/... | \n", + "Nike Tech Pantaloni jogger in fleece – Uomo | \n", + "Pantaloni jogger in pile da uomo Nike Tech, bi... | \n", + "Nike Tech jogger pants in fleece for men, disp... | \n", + "2 | \n", + "4 | \n", + "5 | \n", + "gpt-4o | \n", + "<a>: Nike Tech | \n", + "No immediate context found | \n", + "<a> [93px]: Nike Tech | \n", + "Acquista Abbigliamento da Uomo. Nike IT | \n", + "Trova l'abbigliamento da uomo Nike per lo spor... | \n", + "Acquista Abbigliamento da Uomo | \n", + "The alt-text provides adequate information abo... | \n", + "success | \n", + "
| 493 | \n", + "https://giove.isti.cnr.it/users/leonardi/nike.... | \n", + "{\"username\": \"r.dipiazza\"} | \n", + "https://giove.isti.cnr.it/users/leonardi/nike/... | \n", + "Nike Windrunner Piumino - Uomo | \n", + "Piumino da uomo con cappuccio, Nike, colore nero | \n", + "Nike Windrunner jacket for men, black, with vi... | \n", + "2 | \n", + "4 | \n", + "4 | \n", + "gpt-4o | \n", + "<a>: Nike Windrunner | \n", + "No immediate context found | \n", + "<a> [93px]: Nike Windrunner | \n", + "Acquista Abbigliamento da Uomo. Nike IT | \n", + "Trova l'abbigliamento da uomo Nike per lo spor... | \n", + "Acquista Abbigliamento da Uomo | \n", + "The alt-text 'Nike Windrunner Piumino - Uomo' ... | \n", + "success | \n", + "
494 rows × 18 columns
\n", + ": Simond Men's MT500 Merin... \n",
+ "1 : Save 33% : Vendor: : Forclaz... \n",
+ "2 : Vendor: : Quechua Men's MH100 Wate... \n",
+ "3 : Vendor: : Forclaz Men's Travel 100... \n",
+ "4 : Vendor: : Quechua Men's MH120 Flee... \n",
+ ".. ... \n",
+ "489 : Nike Icon \n",
+ "490 : Kobe \n",
+ "491 : Nike Stride \n",
+ "492 : Nike Tech \n",
+ "493 : 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 [154px]: Save 33% \n",
+ "2 No nearby text found \n",
+ "3 No nearby text found \n",
+ "4 [184px]: $59.99 [185px]: Was\\n ... \n",
+ ".. ... \n",
+ "489 [93px]: Nike Icon \n",
+ "490 [93px]: Kobe \n",
+ "491 [110px]: Nike Stride [163px]: +1 \n",
+ "492 [93px]: Nike Tech \n",
+ "493 [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": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_esercitazione"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "bf03d850",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "openai_model=True\n",
+ "if openai_model:\n",
+ " mllm_end_point = \"https://hiis-accessibility-fonderia.cognitiveservices.azure.com/openai/deployments/gpt-4.1/chat/completions?api-version=2025-01-01-preview\"#\"https://hiis-accessibility-fonderia.cognitiveservices.azure.com/openai/deployments/gpt-4o-mini/chat/completions?api-version=2025-01-01-preview\"#\"https://hiis-accessibility-fonderia.cognitiveservices.azure.com/openai/deployments/gpt-4o/chat/completions?api-version=2025-01-01-preview\"\n",
+ " mllm_api_key = \"4lwGUwrx7jsqdxESGBpN9wYYyLNsxzC2s8ZLQlZPCQUayDWuDo3NJQQJ99BKACfhMk5XJ3w3AAAAACOGs2uw\"#\"4lwGUwrx7jsqdxESGBpN9wYYyLNsxzC2s8ZLQlZPCQUayDWuDo3NJQQJ99BKACfhMk5XJ3w3AAAAACOGs2uw\"#\"4lwGUwrx7jsqdxESGBpN9wYYyLNsxzC2s8ZLQlZPCQUayDWuDo3NJQQJ99BKACfhMk5XJ3w3AAAAACOGs2uw\"\n",
+ " mllm_model_id = \"gtp-4o\"#\"gpt-4.1\"#\"gpt-4o-mini\"\n",
+ "else:\n",
+ " mllm_end_point = \"https://vgpu.hiis.cloud.isti.cnr.it/api/chat\"\n",
+ " mllm_api_key = \"7122746edd8e53398ce4be0b08a822ef7ab5a4deeab54b5c7aa5e2fcf3766131\"\n",
+ " mllm_model_id = \"gemma3:12b\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 188,
+ "id": "c9309b68",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "system_prompt = \"\"\"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",
+ " - The surrounding context of the image.\n",
+ " - The page title, headings and the content of the “keywords” and “description” 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"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 189,
+ "id": "54e96e7a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "system_prompt_1 = \"\"\"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",
+ " - The surrounding context of the image.\n",
+ " - The page title, headings and the content of the “keywords” and “description” 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 natural language (e.g., English, Spanish, Italian) 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": 190,
+ "id": "12c6064d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "system_prompt_2 = \"\"\"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",
+ " - The surrounding context of the image.\n",
+ " - The page title, headings and the content of the “keywords” and “description” 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.\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 natural language (e.g., English, Spanish, Italian) 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": 193,
+ "id": "25d7ae7c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#scelgo il system prompt\n",
+ "system_prompt=system_prompt_2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "770ab52b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def call_llm_alt_text_assessment(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",
+ " 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 tag: \"\n",
+ " + str(page_description)\n",
+ " )\n",
+ " page_text = (\n",
+ " page_text\n",
+ " + \", content of the 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": 195,
+ "id": "40183b44",
+ "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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "({'original_alt_text_assessment': '1',\n",
+ " 'assessment': 'failure',\n",
+ " 'evaluation_result': \"The original alt-text 'ultra-black-8542384' is not descriptive and does not convey any meaningful information about the image or its purpose. The image shows a pair of black men's boxer briefs, which is relevant for a product listing. The alt-text should describe the product clearly for users relying on screen readers.\",\n",
+ " 'new_alt_text': 'Men’s black merino wool boxer briefs, Simond MT500.',\n",
+ " 'model_id': 'gpt-4.1'},\n",
+ " dict)"
+ ]
+ },
+ "execution_count": 195,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#testo\n",
+ "llm_assessment=call_llm_alt_text_assessment(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": 13,
+ "id": "098440c5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def process_row_safe(row):\n",
+ " try:\n",
+ " result = call_llm_alt_text_assessment(\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",
+ " })\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 197,
+ "id": "c460a446",
+ "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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 33% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di claudetteworters\\n \\n Annuncio dal negozio claudetteworters\\n \\n claudetteworters\\n \\n Dal negozio claudetteworters : claudetteworters : Dal negozio claudetteworters : € 143,34 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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 "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.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7392255789_i13e.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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.
: Annuncio di BenoitsDesignCo\\n \\n Annuncio dal negozio BenoitsDesignCo\\n \\n BenoitsDesignCo\\n \\n Dal negozio BenoitsDesignCo : BenoitsDesignCo : Dal negozio BenoitsDesignCo : Prezzo scontato € 39,14\\n \\n \\n € 39,14 : Prezzo scontato € 39,14 : € 39,14 : € 46,05\\n \\n Prezzo originale € 46,05\\n \\n \\n \\n (15% di sconto) : € 46,05 : Prezzo originale € 46,05 : (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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di WoolDreamland\\n \\n Annuncio dal negozio WoolDreamland\\n \\n WoolDreamland\\n \\n Dal negozio WoolDreamland : WoolDreamland : Dal negozio WoolDreamland : € 132,81 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Carta da regalo natalizia di New York City x 4 fogli
: Annuncio di WindowCards\\n \\n Annuncio dal negozio WindowCards\\n \\n WindowCards\\n \\n Dal negozio WindowCards : WindowCards : Dal negozio WindowCards : € 18,46 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork
: Annuncio di NinisAndFamily\\n \\n Annuncio dal negozio NinisAndFamily\\n \\n NinisAndFamily\\n \\n Dal negozio NinisAndFamily : NinisAndFamily : Dal negozio NinisAndFamily : Prezzo scontato € 102,50\\n \\n \\n € 102,50 : Prezzo scontato € 102,50 : € 102,50 : € 256,25\\n \\n Prezzo originale € 256,25\\n \\n \\n \\n (60% di sconto) : € 256,25 : Prezzo originale € 256,25 : (60% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato
: Annuncio di StudioMenaArt\\n \\n Annuncio dal negozio StudioMenaArt\\n \\n StudioMenaArt\\n \\n Dal negozio StudioMenaArt : StudioMenaArt : Dal negozio StudioMenaArt : Prezzo scontato € 221,39\\n \\n \\n € 221,39 : Prezzo scontato € 221,39 : € 221,39 : € 276,74\\n \\n Prezzo originale € 276,74\\n \\n \\n \\n (20% di sconto) : € 276,74 : Prezzo originale € 276,74 : (20% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 20% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 19% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 30% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di AnatomyOfJoy\\n \\n Annuncio dal negozio AnatomyOfJoy\\n \\n AnatomyOfJoy\\n \\n Dal negozio AnatomyOfJoy : AnatomyOfJoy : Dal negozio AnatomyOfJoy : € 175,25 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'Italia.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4465057277_6v42.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia.
: Annuncio di ComplimentsofTheChef\\n \\n Annuncio dal negozio ComplimentsofTheChef\\n \\n ComplimentsofTheChef\\n \\n Dal negozio ComplimentsofTheChef : ComplimentsofTheChef : Dal negozio ComplimentsofTheChef : € 50,43 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di NabeelaRumi\\n \\n Annuncio dal negozio NabeelaRumi\\n \\n NabeelaRumi\\n \\n Dal negozio NabeelaRumi : NabeelaRumi : Dal negozio NabeelaRumi : € 43,11 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'agnello'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.1684224167_jh61.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello
: Annuncio di NINAFUEHRER\\n \\n Annuncio dal negozio NINAFUEHRER\\n \\n NINAFUEHRER\\n \\n Dal negozio NINAFUEHRER : NINAFUEHRER : Dal negozio NINAFUEHRER : € 79,00 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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! : Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente
: Annuncio di knitbylyss\\n \\n Annuncio dal negozio knitbylyss\\n \\n knitbylyss\\n \\n Dal negozio knitbylyss : knitbylyss : Dal negozio knitbylyss : € 93,20 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 
Apple : Apple : 
Dyson : Dyson : 
Samsung : Samsung : 
Nintendo : Nintendo : 
Pokémon : Pokémon : 
PlayStation : PlayStation : 
Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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
: Annuncio di AGIOTAGE\\n \\n Annuncio dal negozio AGIOTAGE\\n \\n AGIOTAGE\\n \\n Dal negozio AGIOTAGE : AGIOTAGE : Dal negozio AGIOTAGE : Prezzo scontato € 55,52\\n \\n \\n € 55,52
: Quechua Men's MH100 Wate... \n",
+ "3 : Vendor: : Forclaz Men's Travel 100... \n",
+ "4 : Vendor: : Quechua Men's MH120 Flee... \n",
+ ".. ... \n",
+ "489 : Nike Icon \n",
+ "490 : Kobe \n",
+ "491 : Nike Stride \n",
+ "492 : Nike Tech \n",
+ "493 : 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 [154px]: Save 33% \n",
+ "2 No nearby text found \n",
+ "3 No nearby text found \n",
+ "4 [184px]: $59.99 [185px]: Was\\n ... \n",
+ ".. ... \n",
+ "489 [93px]: Nike Icon \n",
+ "490 [93px]: Kobe \n",
+ "491 [110px]: Nike Stride [163px]: +1 \n",
+ "492 [93px]: Nike Tech \n",
+ "493 [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": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_esercitazione"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "bf03d850",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "openai_model=True\n",
+ "if openai_model:\n",
+ " mllm_end_point = \"https://hiis-accessibility-fonderia.cognitiveservices.azure.com/openai/deployments/gpt-4.1/chat/completions?api-version=2025-01-01-preview\"#\"https://hiis-accessibility-fonderia.cognitiveservices.azure.com/openai/deployments/gpt-4o-mini/chat/completions?api-version=2025-01-01-preview\"#\"https://hiis-accessibility-fonderia.cognitiveservices.azure.com/openai/deployments/gpt-4o/chat/completions?api-version=2025-01-01-preview\"\n",
+ " mllm_api_key = \"4lwGUwrx7jsqdxESGBpN9wYYyLNsxzC2s8ZLQlZPCQUayDWuDo3NJQQJ99BKACfhMk5XJ3w3AAAAACOGs2uw\"#\"4lwGUwrx7jsqdxESGBpN9wYYyLNsxzC2s8ZLQlZPCQUayDWuDo3NJQQJ99BKACfhMk5XJ3w3AAAAACOGs2uw\"#\"4lwGUwrx7jsqdxESGBpN9wYYyLNsxzC2s8ZLQlZPCQUayDWuDo3NJQQJ99BKACfhMk5XJ3w3AAAAACOGs2uw\"\n",
+ " mllm_model_id = \"gtp-4o\"#\"gpt-4.1\"#\"gpt-4o-mini\"\n",
+ "else:\n",
+ " mllm_end_point = \"https://vgpu.hiis.cloud.isti.cnr.it/api/chat\"\n",
+ " mllm_api_key = \"7122746edd8e53398ce4be0b08a822ef7ab5a4deeab54b5c7aa5e2fcf3766131\"\n",
+ " mllm_model_id = \"gemma3:12b\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 188,
+ "id": "c9309b68",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "system_prompt = \"\"\"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",
+ " - The surrounding context of the image.\n",
+ " - The page title, headings and the content of the “keywords” and “description” 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"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 189,
+ "id": "54e96e7a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "system_prompt_1 = \"\"\"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",
+ " - The surrounding context of the image.\n",
+ " - The page title, headings and the content of the “keywords” and “description” 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 natural language (e.g., English, Spanish, Italian) 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": 190,
+ "id": "12c6064d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "system_prompt_2 = \"\"\"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",
+ " - The surrounding context of the image.\n",
+ " - The page title, headings and the content of the “keywords” and “description” 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.\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 natural language (e.g., English, Spanish, Italian) 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": 193,
+ "id": "25d7ae7c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#scelgo il system prompt\n",
+ "system_prompt=system_prompt_2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "770ab52b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def call_llm_alt_text_assessment(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",
+ " 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 tag: \"\n",
+ " + str(page_description)\n",
+ " )\n",
+ " page_text = (\n",
+ " page_text\n",
+ " + \", content of the 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": 195,
+ "id": "40183b44",
+ "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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "({'original_alt_text_assessment': '1',\n",
+ " 'assessment': 'failure',\n",
+ " 'evaluation_result': \"The original alt-text 'ultra-black-8542384' is not descriptive and does not convey any meaningful information about the image or its purpose. The image shows a pair of black men's boxer briefs, which is relevant for a product listing. The alt-text should describe the product clearly for users relying on screen readers.\",\n",
+ " 'new_alt_text': 'Men’s black merino wool boxer briefs, Simond MT500.',\n",
+ " 'model_id': 'gpt-4.1'},\n",
+ " dict)"
+ ]
+ },
+ "execution_count": 195,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#testo\n",
+ "llm_assessment=call_llm_alt_text_assessment(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": 13,
+ "id": "098440c5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def process_row_safe(row):\n",
+ " try:\n",
+ " result = call_llm_alt_text_assessment(\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",
+ " })\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 197,
+ "id": "c460a446",
+ "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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 33% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di claudetteworters\\n \\n Annuncio dal negozio claudetteworters\\n \\n claudetteworters\\n \\n Dal negozio claudetteworters : claudetteworters : Dal negozio claudetteworters : € 143,34 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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 "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.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7392255789_i13e.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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.
: Annuncio di BenoitsDesignCo\\n \\n Annuncio dal negozio BenoitsDesignCo\\n \\n BenoitsDesignCo\\n \\n Dal negozio BenoitsDesignCo : BenoitsDesignCo : Dal negozio BenoitsDesignCo : Prezzo scontato € 39,14\\n \\n \\n € 39,14 : Prezzo scontato € 39,14 : € 39,14 : € 46,05\\n \\n Prezzo originale € 46,05\\n \\n \\n \\n (15% di sconto) : € 46,05 : Prezzo originale € 46,05 : (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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di WoolDreamland\\n \\n Annuncio dal negozio WoolDreamland\\n \\n WoolDreamland\\n \\n Dal negozio WoolDreamland : WoolDreamland : Dal negozio WoolDreamland : € 132,81 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Carta da regalo natalizia di New York City x 4 fogli
: Annuncio di WindowCards\\n \\n Annuncio dal negozio WindowCards\\n \\n WindowCards\\n \\n Dal negozio WindowCards : WindowCards : Dal negozio WindowCards : € 18,46 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork
: Annuncio di NinisAndFamily\\n \\n Annuncio dal negozio NinisAndFamily\\n \\n NinisAndFamily\\n \\n Dal negozio NinisAndFamily : NinisAndFamily : Dal negozio NinisAndFamily : Prezzo scontato € 102,50\\n \\n \\n € 102,50 : Prezzo scontato € 102,50 : € 102,50 : € 256,25\\n \\n Prezzo originale € 256,25\\n \\n \\n \\n (60% di sconto) : € 256,25 : Prezzo originale € 256,25 : (60% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato
: Annuncio di StudioMenaArt\\n \\n Annuncio dal negozio StudioMenaArt\\n \\n StudioMenaArt\\n \\n Dal negozio StudioMenaArt : StudioMenaArt : Dal negozio StudioMenaArt : Prezzo scontato € 221,39\\n \\n \\n € 221,39 : Prezzo scontato € 221,39 : € 221,39 : € 276,74\\n \\n Prezzo originale € 276,74\\n \\n \\n \\n (20% di sconto) : € 276,74 : Prezzo originale € 276,74 : (20% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 20% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 19% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 30% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di AnatomyOfJoy\\n \\n Annuncio dal negozio AnatomyOfJoy\\n \\n AnatomyOfJoy\\n \\n Dal negozio AnatomyOfJoy : AnatomyOfJoy : Dal negozio AnatomyOfJoy : € 175,25 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'Italia.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4465057277_6v42.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia.
: Annuncio di ComplimentsofTheChef\\n \\n Annuncio dal negozio ComplimentsofTheChef\\n \\n ComplimentsofTheChef\\n \\n Dal negozio ComplimentsofTheChef : ComplimentsofTheChef : Dal negozio ComplimentsofTheChef : € 50,43 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di NabeelaRumi\\n \\n Annuncio dal negozio NabeelaRumi\\n \\n NabeelaRumi\\n \\n Dal negozio NabeelaRumi : NabeelaRumi : Dal negozio NabeelaRumi : € 43,11 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'agnello'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.1684224167_jh61.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello
: Annuncio di NINAFUEHRER\\n \\n Annuncio dal negozio NINAFUEHRER\\n \\n NINAFUEHRER\\n \\n Dal negozio NINAFUEHRER : NINAFUEHRER : Dal negozio NINAFUEHRER : € 79,00 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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! : Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente
: Annuncio di knitbylyss\\n \\n Annuncio dal negozio knitbylyss\\n \\n knitbylyss\\n \\n Dal negozio knitbylyss : knitbylyss : Dal negozio knitbylyss : € 93,20 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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
: Annuncio di AGIOTAGE\\n \\n Annuncio dal negozio AGIOTAGE\\n \\n AGIOTAGE\\n \\n Dal negozio AGIOTAGE : AGIOTAGE : Dal negozio AGIOTAGE : Prezzo scontato € 55,52\\n \\n \\n € 55,52
: Quechua Men's MH120 Flee... \n",
+ ".. ... \n",
+ "489 : Nike Icon \n",
+ "490 : Kobe \n",
+ "491 : Nike Stride \n",
+ "492 : Nike Tech \n",
+ "493 : 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 [154px]: Save 33% \n",
+ "2 No nearby text found \n",
+ "3 No nearby text found \n",
+ "4 [184px]: $59.99 [185px]: Was\\n ... \n",
+ ".. ... \n",
+ "489 [93px]: Nike Icon \n",
+ "490 [93px]: Kobe \n",
+ "491 [110px]: Nike Stride [163px]: +1 \n",
+ "492 [93px]: Nike Tech \n",
+ "493 [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": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_esercitazione"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "bf03d850",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "openai_model=True\n",
+ "if openai_model:\n",
+ " mllm_end_point = \"https://hiis-accessibility-fonderia.cognitiveservices.azure.com/openai/deployments/gpt-4.1/chat/completions?api-version=2025-01-01-preview\"#\"https://hiis-accessibility-fonderia.cognitiveservices.azure.com/openai/deployments/gpt-4o-mini/chat/completions?api-version=2025-01-01-preview\"#\"https://hiis-accessibility-fonderia.cognitiveservices.azure.com/openai/deployments/gpt-4o/chat/completions?api-version=2025-01-01-preview\"\n",
+ " mllm_api_key = \"4lwGUwrx7jsqdxESGBpN9wYYyLNsxzC2s8ZLQlZPCQUayDWuDo3NJQQJ99BKACfhMk5XJ3w3AAAAACOGs2uw\"#\"4lwGUwrx7jsqdxESGBpN9wYYyLNsxzC2s8ZLQlZPCQUayDWuDo3NJQQJ99BKACfhMk5XJ3w3AAAAACOGs2uw\"#\"4lwGUwrx7jsqdxESGBpN9wYYyLNsxzC2s8ZLQlZPCQUayDWuDo3NJQQJ99BKACfhMk5XJ3w3AAAAACOGs2uw\"\n",
+ " mllm_model_id = \"gtp-4o\"#\"gpt-4.1\"#\"gpt-4o-mini\"\n",
+ "else:\n",
+ " mllm_end_point = \"https://vgpu.hiis.cloud.isti.cnr.it/api/chat\"\n",
+ " mllm_api_key = \"7122746edd8e53398ce4be0b08a822ef7ab5a4deeab54b5c7aa5e2fcf3766131\"\n",
+ " mllm_model_id = \"gemma3:12b\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 188,
+ "id": "c9309b68",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "system_prompt = \"\"\"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",
+ " - The surrounding context of the image.\n",
+ " - The page title, headings and the content of the “keywords” and “description” 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"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 189,
+ "id": "54e96e7a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "system_prompt_1 = \"\"\"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",
+ " - The surrounding context of the image.\n",
+ " - The page title, headings and the content of the “keywords” and “description” 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 natural language (e.g., English, Spanish, Italian) 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": 190,
+ "id": "12c6064d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "system_prompt_2 = \"\"\"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",
+ " - The surrounding context of the image.\n",
+ " - The page title, headings and the content of the “keywords” and “description” 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.\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 natural language (e.g., English, Spanish, Italian) 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": 193,
+ "id": "25d7ae7c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#scelgo il system prompt\n",
+ "system_prompt=system_prompt_2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "770ab52b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def call_llm_alt_text_assessment(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",
+ " 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 tag: \"\n",
+ " + str(page_description)\n",
+ " )\n",
+ " page_text = (\n",
+ " page_text\n",
+ " + \", content of the 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": 195,
+ "id": "40183b44",
+ "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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "({'original_alt_text_assessment': '1',\n",
+ " 'assessment': 'failure',\n",
+ " 'evaluation_result': \"The original alt-text 'ultra-black-8542384' is not descriptive and does not convey any meaningful information about the image or its purpose. The image shows a pair of black men's boxer briefs, which is relevant for a product listing. The alt-text should describe the product clearly for users relying on screen readers.\",\n",
+ " 'new_alt_text': 'Men’s black merino wool boxer briefs, Simond MT500.',\n",
+ " 'model_id': 'gpt-4.1'},\n",
+ " dict)"
+ ]
+ },
+ "execution_count": 195,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#testo\n",
+ "llm_assessment=call_llm_alt_text_assessment(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": 13,
+ "id": "098440c5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def process_row_safe(row):\n",
+ " try:\n",
+ " result = call_llm_alt_text_assessment(\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",
+ " })\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 197,
+ "id": "c460a446",
+ "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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 33% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di claudetteworters\\n \\n Annuncio dal negozio claudetteworters\\n \\n claudetteworters\\n \\n Dal negozio claudetteworters : claudetteworters : Dal negozio claudetteworters : € 143,34 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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 "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.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7392255789_i13e.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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.
: Annuncio di BenoitsDesignCo\\n \\n Annuncio dal negozio BenoitsDesignCo\\n \\n BenoitsDesignCo\\n \\n Dal negozio BenoitsDesignCo : BenoitsDesignCo : Dal negozio BenoitsDesignCo : Prezzo scontato € 39,14\\n \\n \\n € 39,14 : Prezzo scontato € 39,14 : € 39,14 : € 46,05\\n \\n Prezzo originale € 46,05\\n \\n \\n \\n (15% di sconto) : € 46,05 : Prezzo originale € 46,05 : (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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di WoolDreamland\\n \\n Annuncio dal negozio WoolDreamland\\n \\n WoolDreamland\\n \\n Dal negozio WoolDreamland : WoolDreamland : Dal negozio WoolDreamland : € 132,81 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Carta da regalo natalizia di New York City x 4 fogli
: Annuncio di WindowCards\\n \\n Annuncio dal negozio WindowCards\\n \\n WindowCards\\n \\n Dal negozio WindowCards : WindowCards : Dal negozio WindowCards : € 18,46 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork
: Annuncio di NinisAndFamily\\n \\n Annuncio dal negozio NinisAndFamily\\n \\n NinisAndFamily\\n \\n Dal negozio NinisAndFamily : NinisAndFamily : Dal negozio NinisAndFamily : Prezzo scontato € 102,50\\n \\n \\n € 102,50 : Prezzo scontato € 102,50 : € 102,50 : € 256,25\\n \\n Prezzo originale € 256,25\\n \\n \\n \\n (60% di sconto) : € 256,25 : Prezzo originale € 256,25 : (60% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato
: Annuncio di StudioMenaArt\\n \\n Annuncio dal negozio StudioMenaArt\\n \\n StudioMenaArt\\n \\n Dal negozio StudioMenaArt : StudioMenaArt : Dal negozio StudioMenaArt : Prezzo scontato € 221,39\\n \\n \\n € 221,39 : Prezzo scontato € 221,39 : € 221,39 : € 276,74\\n \\n Prezzo originale € 276,74\\n \\n \\n \\n (20% di sconto) : € 276,74 : Prezzo originale € 276,74 : (20% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 20% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 19% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 30% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di AnatomyOfJoy\\n \\n Annuncio dal negozio AnatomyOfJoy\\n \\n AnatomyOfJoy\\n \\n Dal negozio AnatomyOfJoy : AnatomyOfJoy : Dal negozio AnatomyOfJoy : € 175,25 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'Italia.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4465057277_6v42.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia.
: Annuncio di ComplimentsofTheChef\\n \\n Annuncio dal negozio ComplimentsofTheChef\\n \\n ComplimentsofTheChef\\n \\n Dal negozio ComplimentsofTheChef : ComplimentsofTheChef : Dal negozio ComplimentsofTheChef : € 50,43 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di NabeelaRumi\\n \\n Annuncio dal negozio NabeelaRumi\\n \\n NabeelaRumi\\n \\n Dal negozio NabeelaRumi : NabeelaRumi : Dal negozio NabeelaRumi : € 43,11 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'agnello'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.1684224167_jh61.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello
: Annuncio di NINAFUEHRER\\n \\n Annuncio dal negozio NINAFUEHRER\\n \\n NINAFUEHRER\\n \\n Dal negozio NINAFUEHRER : NINAFUEHRER : Dal negozio NINAFUEHRER : € 79,00 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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! : Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente
: Annuncio di knitbylyss\\n \\n Annuncio dal negozio knitbylyss\\n \\n knitbylyss\\n \\n Dal negozio knitbylyss : knitbylyss : Dal negozio knitbylyss : € 93,20 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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
: Annuncio di AGIOTAGE\\n \\n Annuncio dal negozio AGIOTAGE\\n \\n AGIOTAGE\\n \\n Dal negozio AGIOTAGE : AGIOTAGE : Dal negozio AGIOTAGE : Prezzo scontato € 55,52\\n \\n \\n € 55,52
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 33% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di claudetteworters\\n \\n Annuncio dal negozio claudetteworters\\n \\n claudetteworters\\n \\n Dal negozio claudetteworters : claudetteworters : Dal negozio claudetteworters : € 143,34 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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 "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.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7392255789_i13e.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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.
: Annuncio di BenoitsDesignCo\\n \\n Annuncio dal negozio BenoitsDesignCo\\n \\n BenoitsDesignCo\\n \\n Dal negozio BenoitsDesignCo : BenoitsDesignCo : Dal negozio BenoitsDesignCo : Prezzo scontato € 39,14\\n \\n \\n € 39,14 : Prezzo scontato € 39,14 : € 39,14 : € 46,05\\n \\n Prezzo originale € 46,05\\n \\n \\n \\n (15% di sconto) : € 46,05 : Prezzo originale € 46,05 : (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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di WoolDreamland\\n \\n Annuncio dal negozio WoolDreamland\\n \\n WoolDreamland\\n \\n Dal negozio WoolDreamland : WoolDreamland : Dal negozio WoolDreamland : € 132,81 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Carta da regalo natalizia di New York City x 4 fogli
: Annuncio di WindowCards\\n \\n Annuncio dal negozio WindowCards\\n \\n WindowCards\\n \\n Dal negozio WindowCards : WindowCards : Dal negozio WindowCards : € 18,46 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork
: Annuncio di NinisAndFamily\\n \\n Annuncio dal negozio NinisAndFamily\\n \\n NinisAndFamily\\n \\n Dal negozio NinisAndFamily : NinisAndFamily : Dal negozio NinisAndFamily : Prezzo scontato € 102,50\\n \\n \\n € 102,50 : Prezzo scontato € 102,50 : € 102,50 : € 256,25\\n \\n Prezzo originale € 256,25\\n \\n \\n \\n (60% di sconto) : € 256,25 : Prezzo originale € 256,25 : (60% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato
: Annuncio di StudioMenaArt\\n \\n Annuncio dal negozio StudioMenaArt\\n \\n StudioMenaArt\\n \\n Dal negozio StudioMenaArt : StudioMenaArt : Dal negozio StudioMenaArt : Prezzo scontato € 221,39\\n \\n \\n € 221,39 : Prezzo scontato € 221,39 : € 221,39 : € 276,74\\n \\n Prezzo originale € 276,74\\n \\n \\n \\n (20% di sconto) : € 276,74 : Prezzo originale € 276,74 : (20% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 20% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 19% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 30% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di AnatomyOfJoy\\n \\n Annuncio dal negozio AnatomyOfJoy\\n \\n AnatomyOfJoy\\n \\n Dal negozio AnatomyOfJoy : AnatomyOfJoy : Dal negozio AnatomyOfJoy : € 175,25 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'Italia.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4465057277_6v42.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia.
: Annuncio di ComplimentsofTheChef\\n \\n Annuncio dal negozio ComplimentsofTheChef\\n \\n ComplimentsofTheChef\\n \\n Dal negozio ComplimentsofTheChef : ComplimentsofTheChef : Dal negozio ComplimentsofTheChef : € 50,43 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di NabeelaRumi\\n \\n Annuncio dal negozio NabeelaRumi\\n \\n NabeelaRumi\\n \\n Dal negozio NabeelaRumi : NabeelaRumi : Dal negozio NabeelaRumi : € 43,11 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'agnello'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.1684224167_jh61.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello
: Annuncio di NINAFUEHRER\\n \\n Annuncio dal negozio NINAFUEHRER\\n \\n NINAFUEHRER\\n \\n Dal negozio NINAFUEHRER : NINAFUEHRER : Dal negozio NINAFUEHRER : € 79,00 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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! : Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente
: Annuncio di knitbylyss\\n \\n Annuncio dal negozio knitbylyss\\n \\n knitbylyss\\n \\n Dal negozio knitbylyss : knitbylyss : Dal negozio knitbylyss : € 93,20 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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
: Annuncio di AGIOTAGE\\n \\n Annuncio dal negozio AGIOTAGE\\n \\n AGIOTAGE\\n \\n Dal negozio AGIOTAGE : AGIOTAGE : Dal negozio AGIOTAGE : Prezzo scontato € 55,52\\n \\n \\n € 55,52
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di claudetteworters\\n \\n Annuncio dal negozio claudetteworters\\n \\n claudetteworters\\n \\n Dal negozio claudetteworters : claudetteworters : Dal negozio claudetteworters : € 143,34 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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 "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.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7392255789_i13e.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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.
: Annuncio di BenoitsDesignCo\\n \\n Annuncio dal negozio BenoitsDesignCo\\n \\n BenoitsDesignCo\\n \\n Dal negozio BenoitsDesignCo : BenoitsDesignCo : Dal negozio BenoitsDesignCo : Prezzo scontato € 39,14\\n \\n \\n € 39,14 : Prezzo scontato € 39,14 : € 39,14 : € 46,05\\n \\n Prezzo originale € 46,05\\n \\n \\n \\n (15% di sconto) : € 46,05 : Prezzo originale € 46,05 : (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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di WoolDreamland\\n \\n Annuncio dal negozio WoolDreamland\\n \\n WoolDreamland\\n \\n Dal negozio WoolDreamland : WoolDreamland : Dal negozio WoolDreamland : € 132,81 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Carta da regalo natalizia di New York City x 4 fogli
: Annuncio di WindowCards\\n \\n Annuncio dal negozio WindowCards\\n \\n WindowCards\\n \\n Dal negozio WindowCards : WindowCards : Dal negozio WindowCards : € 18,46 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork
: Annuncio di NinisAndFamily\\n \\n Annuncio dal negozio NinisAndFamily\\n \\n NinisAndFamily\\n \\n Dal negozio NinisAndFamily : NinisAndFamily : Dal negozio NinisAndFamily : Prezzo scontato € 102,50\\n \\n \\n € 102,50 : Prezzo scontato € 102,50 : € 102,50 : € 256,25\\n \\n Prezzo originale € 256,25\\n \\n \\n \\n (60% di sconto) : € 256,25 : Prezzo originale € 256,25 : (60% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato
: Annuncio di StudioMenaArt\\n \\n Annuncio dal negozio StudioMenaArt\\n \\n StudioMenaArt\\n \\n Dal negozio StudioMenaArt : StudioMenaArt : Dal negozio StudioMenaArt : Prezzo scontato € 221,39\\n \\n \\n € 221,39 : Prezzo scontato € 221,39 : € 221,39 : € 276,74\\n \\n Prezzo originale € 276,74\\n \\n \\n \\n (20% di sconto) : € 276,74 : Prezzo originale € 276,74 : (20% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 20% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 19% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 30% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di AnatomyOfJoy\\n \\n Annuncio dal negozio AnatomyOfJoy\\n \\n AnatomyOfJoy\\n \\n Dal negozio AnatomyOfJoy : AnatomyOfJoy : Dal negozio AnatomyOfJoy : € 175,25 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'Italia.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4465057277_6v42.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia.
: Annuncio di ComplimentsofTheChef\\n \\n Annuncio dal negozio ComplimentsofTheChef\\n \\n ComplimentsofTheChef\\n \\n Dal negozio ComplimentsofTheChef : ComplimentsofTheChef : Dal negozio ComplimentsofTheChef : € 50,43 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di NabeelaRumi\\n \\n Annuncio dal negozio NabeelaRumi\\n \\n NabeelaRumi\\n \\n Dal negozio NabeelaRumi : NabeelaRumi : Dal negozio NabeelaRumi : € 43,11 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'agnello'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.1684224167_jh61.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello
: Annuncio di NINAFUEHRER\\n \\n Annuncio dal negozio NINAFUEHRER\\n \\n NINAFUEHRER\\n \\n Dal negozio NINAFUEHRER : NINAFUEHRER : Dal negozio NINAFUEHRER : € 79,00 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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! : Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente
: Annuncio di knitbylyss\\n \\n Annuncio dal negozio knitbylyss\\n \\n knitbylyss\\n \\n Dal negozio knitbylyss : knitbylyss : Dal negozio knitbylyss : € 93,20 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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
: Annuncio di AGIOTAGE\\n \\n Annuncio dal negozio AGIOTAGE\\n \\n AGIOTAGE\\n \\n Dal negozio AGIOTAGE : AGIOTAGE : Dal negozio AGIOTAGE : Prezzo scontato € 55,52\\n \\n \\n € 55,52
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di claudetteworters\\n \\n Annuncio dal negozio claudetteworters\\n \\n claudetteworters\\n \\n Dal negozio claudetteworters : claudetteworters : Dal negozio claudetteworters : € 143,34 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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 "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.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7392255789_i13e.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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.
: Annuncio di BenoitsDesignCo\\n \\n Annuncio dal negozio BenoitsDesignCo\\n \\n BenoitsDesignCo\\n \\n Dal negozio BenoitsDesignCo : BenoitsDesignCo : Dal negozio BenoitsDesignCo : Prezzo scontato € 39,14\\n \\n \\n € 39,14 : Prezzo scontato € 39,14 : € 39,14 : € 46,05\\n \\n Prezzo originale € 46,05\\n \\n \\n \\n (15% di sconto) : € 46,05 : Prezzo originale € 46,05 : (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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di WoolDreamland\\n \\n Annuncio dal negozio WoolDreamland\\n \\n WoolDreamland\\n \\n Dal negozio WoolDreamland : WoolDreamland : Dal negozio WoolDreamland : € 132,81 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Carta da regalo natalizia di New York City x 4 fogli
: Annuncio di WindowCards\\n \\n Annuncio dal negozio WindowCards\\n \\n WindowCards\\n \\n Dal negozio WindowCards : WindowCards : Dal negozio WindowCards : € 18,46 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork
: Annuncio di NinisAndFamily\\n \\n Annuncio dal negozio NinisAndFamily\\n \\n NinisAndFamily\\n \\n Dal negozio NinisAndFamily : NinisAndFamily : Dal negozio NinisAndFamily : Prezzo scontato € 102,50\\n \\n \\n € 102,50 : Prezzo scontato € 102,50 : € 102,50 : € 256,25\\n \\n Prezzo originale € 256,25\\n \\n \\n \\n (60% di sconto) : € 256,25 : Prezzo originale € 256,25 : (60% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato
: Annuncio di StudioMenaArt\\n \\n Annuncio dal negozio StudioMenaArt\\n \\n StudioMenaArt\\n \\n Dal negozio StudioMenaArt : StudioMenaArt : Dal negozio StudioMenaArt : Prezzo scontato € 221,39\\n \\n \\n € 221,39 : Prezzo scontato € 221,39 : € 221,39 : € 276,74\\n \\n Prezzo originale € 276,74\\n \\n \\n \\n (20% di sconto) : € 276,74 : Prezzo originale € 276,74 : (20% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 20% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 19% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 30% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di AnatomyOfJoy\\n \\n Annuncio dal negozio AnatomyOfJoy\\n \\n AnatomyOfJoy\\n \\n Dal negozio AnatomyOfJoy : AnatomyOfJoy : Dal negozio AnatomyOfJoy : € 175,25 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'Italia.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4465057277_6v42.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia.
: Annuncio di ComplimentsofTheChef\\n \\n Annuncio dal negozio ComplimentsofTheChef\\n \\n ComplimentsofTheChef\\n \\n Dal negozio ComplimentsofTheChef : ComplimentsofTheChef : Dal negozio ComplimentsofTheChef : € 50,43 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : 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
: Annuncio di NabeelaRumi\\n \\n Annuncio dal negozio NabeelaRumi\\n \\n NabeelaRumi\\n \\n Dal negozio NabeelaRumi : NabeelaRumi : Dal negozio NabeelaRumi : € 43,11 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'agnello'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.1684224167_jh61.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello
: Annuncio di NINAFUEHRER\\n \\n Annuncio dal negozio NINAFUEHRER\\n \\n NINAFUEHRER\\n \\n Dal negozio NINAFUEHRER : NINAFUEHRER : Dal negozio NINAFUEHRER : € 79,00 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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! : Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente
: Annuncio di knitbylyss\\n \\n Annuncio dal negozio knitbylyss\\n \\n knitbylyss\\n \\n Dal negozio knitbylyss : knitbylyss : Dal negozio knitbylyss : € 93,20 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Apple : Apple : Dyson : Dyson : Samsung : Samsung : Nintendo : Nintendo : Pokémon : Pokémon : PlayStation : PlayStation : Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : 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
: Annuncio di AGIOTAGE\\n \\n Annuncio dal negozio AGIOTAGE\\n \\n AGIOTAGE\\n \\n Dal negozio AGIOTAGE : AGIOTAGE : Dal negozio AGIOTAGE : Prezzo scontato € 55,52\\n \\n \\n € 55,52
: 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
: Annuncio di claudetteworters\\n \\n Annuncio dal negozio claudetteworters\\n \\n claudetteworters\\n \\n Dal negozio claudetteworters : claudetteworters : Dal negozio claudetteworters : € 143,34 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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 "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.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.7392255789_i13e.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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) : Annuncio di BenoitsDesignCo\\n \\n Annuncio dal negozio BenoitsDesignCo\\n \\n BenoitsDesignCo\\n \\n Dal negozio BenoitsDesignCo : BenoitsDesignCo : Dal negozio BenoitsDesignCo : Prezzo scontato € 39,14\\n \\n \\n € 39,14 : Prezzo scontato € 39,14 : € 39,14 : € 46,05\\n \\n Prezzo originale € 46,05\\n \\n \\n \\n (15% di sconto) : € 46,05 : Prezzo originale € 46,05 : (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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Annuncio di WoolDreamland\\n \\n Annuncio dal negozio WoolDreamland\\n \\n WoolDreamland\\n \\n Dal negozio WoolDreamland : WoolDreamland : Dal negozio WoolDreamland : € 132,81 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Annuncio di WindowCards\\n \\n Annuncio dal negozio WindowCards\\n \\n WindowCards\\n \\n Dal negozio WindowCards : WindowCards : Dal negozio WindowCards : € 18,46 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Annuncio di NinisAndFamily\\n \\n Annuncio dal negozio NinisAndFamily\\n \\n NinisAndFamily\\n \\n Dal negozio NinisAndFamily : NinisAndFamily : Dal negozio NinisAndFamily : Prezzo scontato € 102,50\\n \\n \\n € 102,50 : Prezzo scontato € 102,50 : € 102,50 : € 256,25\\n \\n Prezzo originale € 256,25\\n \\n \\n \\n (60% di sconto) : € 256,25 : Prezzo originale € 256,25 : (60% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Annuncio di StudioMenaArt\\n \\n Annuncio dal negozio StudioMenaArt\\n \\n StudioMenaArt\\n \\n Dal negozio StudioMenaArt : StudioMenaArt : Dal negozio StudioMenaArt : Prezzo scontato € 221,39\\n \\n \\n € 221,39 : Prezzo scontato € 221,39 : € 221,39 : € 276,74\\n \\n Prezzo originale € 276,74\\n \\n \\n \\n (20% di sconto) : € 276,74 : Prezzo originale € 276,74 : (20% di sconto) : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 20% : Vendor: : Annuncio di AnatomyOfJoy\\n \\n Annuncio dal negozio AnatomyOfJoy\\n \\n AnatomyOfJoy\\n \\n Dal negozio AnatomyOfJoy : AnatomyOfJoy : Dal negozio AnatomyOfJoy : € 175,25 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'Italia.'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.4465057277_6v42.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : Annuncio di ComplimentsofTheChef\\n \\n Annuncio dal negozio ComplimentsofTheChef\\n \\n ComplimentsofTheChef\\n \\n Dal negozio ComplimentsofTheChef : ComplimentsofTheChef : Dal negozio ComplimentsofTheChef : € 50,43 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\n",
+ "Creating OpenAI format payload\n",
+ "user prompt: [{'type': 'text', 'text': 'Here is the alt-text of the image: 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'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.6418108049_pomi.jpg'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Annuncio di MAERRIMENT\\n \\n Annuncio dal negozio MAERRIMENT\\n \\n MAERRIMENT\\n \\n Dal negozio MAERRIMENT : MAERRIMENT : Dal negozio MAERRIMENT : € 76,08 : € : 76,08 : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 : Annuncio di NabeelaRumi\\n \\n Annuncio dal negozio NabeelaRumi\\n \\n NabeelaRumi\\n \\n Dal negozio NabeelaRumi : NabeelaRumi : Dal negozio NabeelaRumi : € 43,11 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'agnello'}, {'type': 'image_url', 'image_url': {'url': 'https://giove.isti.cnr.it/users/leonardi/etsy/il_300x300.1684224167_jh61.jpg'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : 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 : Annuncio di NINAFUEHRER\\n \\n Annuncio dal negozio NINAFUEHRER\\n \\n NINAFUEHRER\\n \\n Dal negozio NINAFUEHRER : NINAFUEHRER : Dal negozio NINAFUEHRER : € 79,00 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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! : Annuncio di knitbylyss\\n \\n Annuncio dal negozio knitbylyss\\n \\n knitbylyss\\n \\n Dal negozio knitbylyss : knitbylyss : Dal negozio knitbylyss : € 93,20 : € : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : : Annuncio di AGIOTAGE\\n \\n Annuncio dal negozio AGIOTAGE\\n \\n AGIOTAGE\\n \\n Dal negozio AGIOTAGE : AGIOTAGE : Dal negozio AGIOTAGE : Prezzo scontato € 55,52\\n \\n \\n € 55,52 : 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.
: 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
: Carta da regalo natalizia di New York City x 4 fogli
: Gilet trapuntato patchwork in lino per bambini/Gilet trapuntato in lino per bambini/Gilet trapuntato artigianale con stella patchwork
: Stampa artistica personalizzata del luogo preferito: regalo con timbro di viaggio personalizzato
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Save 19% : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 30% : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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
: 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
: 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
: Felpa Cannoli - Regalo per gli amanti della cucina italiana, i trendsetter e i buongustai amanti del divertimento. Indossa il tuo amore per l'Italia.
: 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
: 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
: graziosa sciarpa a forma di papera per bambini con strisce rosse, sciarpa lavorata a maglia in morbida lana d'agnello
: Maglione personalizzato ricamato, lettera ricamata grande, lettera ricamata a scacchi, maglione con lettera personalizzata, maglione con nome del cliente
Apple : Apple :
Dyson : Dyson :
Samsung : Samsung :
Nintendo : Nintendo :
Pokémon : Pokémon :
PlayStation : PlayStation :
Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: :
Apple : Apple :
Dyson : Dyson :
Samsung : Samsung :
Nintendo : Nintendo :
Pokémon : Pokémon :
PlayStation : PlayStation :
Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: :
Apple : Apple :
Dyson : Dyson :
Samsung : Samsung :
Nintendo : Nintendo :
Pokémon : Pokémon :
PlayStation : PlayStation :
Lego : Lego'}, {'type': 'text', 'text': \"Here is the content of the page: Title of the page: eBay | Il Marketplace delle passioni, content of the tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Save 22% : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': \"Here is the surrounding HTML context of the element: : Vendor:
: 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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'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 tag: page_description, content of the tag: page_keywords\"}]\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'}}, {'type': 'text', 'text': 'Here is the surrounding HTML context of the element: : 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)
: 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