diff --git a/SSHOC_Data_Repositories_analysis.ipynb b/SSHOC_Data_Repositories_analysis.ipynb deleted file mode 100644 index 4c6fed8..0000000 --- a/SSHOC_Data_Repositories_analysis.ipynb +++ /dev/null @@ -1,658 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "cooked-panic", - "metadata": {}, - "source": [ - "### Welcome to the D 3.5 Repository Evaluation Notebook\n", - "\n", - "This notebook serves as supplemental material to the analysisy contained in SSHOC Deliverable D 3.5. The analysis made uses the information collected in the document [D 3.5 Repository Evaluation](https://docs.google.com/spreadsheets/d/1h3ZKLv_aR3sqjpKQ67uyzzsJXLWV7Yo-clX4BzVxJGE/edit#gid=1723227300) to create a db of information about repositories, for a number of such repositories the data is enriched with the information provided by [Re3Data](https://www.re3data.org/). " - ] - }, - { - "cell_type": "markdown", - "id": "international-thesis", - "metadata": {}, - "source": [ - "### Install and download data" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "massive-patrol", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import requests\n", - "import re\n", - "import pickle\n", - "import os.path\n", - "import os\n", - "import json\n", - "import numpy as np\n", - "import xml.etree.ElementTree as ET" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "favorite-melbourne", - "metadata": {}, - "outputs": [], - "source": [ - "def getRe3data(repid):\n", - " headers_dict = {\"locale\":\"en-EN\"};\n", - " labels=['re3data.orgIdentifier','institutionName', 'repositoryName',\n", - " 'repositoryURL', 'contentType','type','keyword',\n", - " 'additionalName', 'enhancedPublication',\n", - " \"pidSystem\", 'versioning',\n", - " 'dataLicenseURL','dataAccessType','metadataStandardName', 'api']\n", - "\n", - " cols = []\n", - " data = []\n", - " df_n1=pd.DataFrame(columns=labels)\n", - "\n", - " for repid in repids:\n", - " rd =requests.get(repurl+repid, headers=headers_dict, timeout=3)\n", - " root = ET.XML(rd.text) # Parse XML\n", - " data=[]\n", - " for label in labels:\n", - " #print (label)\n", - " value=[]\n", - " for elem in root.iter('{http://www.re3data.org/schema/2-2}'+label):\n", - " #print (elem.text)\n", - " value.append(elem.text)\n", - " #print(value)\n", - " data.append(value)\n", - " a_series = pd.Series(data, index = df_n1.columns)\n", - " df_n1=df_n1.append(a_series, ignore_index=True)\n", - "\n", - " #df_n = pd.DataFrame(data).T\n", - " #df_n.columns =labels\n", - " #df_n1.head(15)\n", - " return df_n1;" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "unusual-modeling", - "metadata": {}, - "outputs": [], - "source": [ - "url='https://www.re3data.org/api/v1/repositories'\n", - "df_desc_par=pd.read_xml(url)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "hired-internship", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(2749, 3)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#r3d100010136\n", - "df_desc_par.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "headed-investigator", - "metadata": {}, - "outputs": [], - "source": [ - "repurl='https://www.re3data.org/api/v1/repository/'\n", - "repids=df_desc_par['id'].values" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "metric-earthquake", - "metadata": {}, - "outputs": [], - "source": [ - "#df_n1=getRe3data(repids)\n", - "#df_n1.to_pickle('../data/re3data.pickle')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "trained-logan", - "metadata": {}, - "outputs": [], - "source": [ - "df_n1 = pd.read_pickle('../data/re3data.pickle')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "flying-mobile", - "metadata": {}, - "outputs": [], - "source": [ - "df_re=pd.read_csv(filepath_or_buffer='../data/datarepo.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "imperial-penalty", - "metadata": {}, - "outputs": [], - "source": [ - "df_sshoc_repo=df_re[['Community', 'Repository name', 'Abbreviation', 'Host organisation', 'Country', 'Website', 're3data_id','Discipline_subject ', 'example_id', 'PID system', 'model_citation_lp']]\n", - "#df_sshoc_repo.tail()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "defined-nepal", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/tljh/user/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " \"\"\"Entry point for launching an IPython kernel.\n" - ] - } - ], - "source": [ - "df_sshoc_repo['PID system']=df_sshoc_repo['PID system'].apply(lambda y: 'na' if y is np.nan else y)\n", - "#df_sshoc_repo['PID system'].tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "nutritional-denial", - "metadata": {}, - "outputs": [], - "source": [ - "df_n1.metadataStandardName=df_n1.metadataStandardName.apply(lambda y: ['none'] if len(y)==0 else y)\n", - "df_n1.pidSystem=df_n1.pidSystem.apply(lambda y: np.nan if ','.join(map(str, y))=='none' else y)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "certified-operator", - "metadata": {}, - "outputs": [], - "source": [ - "#df_n1['MetadataStandard']=[', '.join(map(str, l)) for l in df_n1['metadataStandardName']]\n", - "df_n1['identifier']=['https://www.re3data.org/repository/'+ ''.join(map(str, l)) for l in df_n1['re3data.orgIdentifier']]#df_n1['re3data.orgIdentifier']" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "theoretical-corporation", - "metadata": {}, - "outputs": [], - "source": [ - "test=pd.merge(left=df_sshoc_repo, right=df_n1, left_on='re3data_id', right_on='identifier', how='left').fillna(np.nan)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "spread-dutch", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(127, 27)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "test.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "occasional-diagram", - "metadata": {}, - "outputs": [], - "source": [ - "test_ex=test.explode('metadataStandardName')" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "designing-minute", - "metadata": {}, - "outputs": [], - "source": [ - "test_ex['metadataStandardName']=test_ex['metadataStandardName'].apply(lambda y: 'na' if y is np.nan else y)" - ] - }, - { - "cell_type": "markdown", - "id": "straight-hepatitis", - "metadata": {}, - "source": [ - "### Number of repositories by Metadata Standards" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "military-nature", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "na 78\n", - "Dublin Core 29\n", - "DDI - Data Documentation Initiative 15\n", - "none 11\n", - "DataCite Metadata Schema 5\n", - "Name: metadataStandardName, dtype: int64" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_ms_ex=test_ex['metadataStandardName'].value_counts()\n", - "df_ms_ex.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "interior-stand", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "fig, ax = plt.subplots()\n", - "df_ms_ex.plot(kind='bar', figsize=(15,6))\n", - "plt.grid(alpha=0.6)\n", - "ax.yaxis.set_label_text(\"\")\n", - "ax.set_title(\"Number of repositories by Metadata standard\", fontsize=15)\n", - "ax.set_xlabel('Metadata standard', fontsize=14)\n", - "ax.set_ylabel('Repositories', fontsize=14);\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "mature-spain", - "metadata": {}, - "source": [ - "### Number of repositories by PID Type" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "overall-expense", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "test[\"pidSystem\"].fillna(test[\"PID system\"], inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "diverse-pilot", - "metadata": {}, - "outputs": [], - "source": [ - "test[\"pidSystem\"]=test[\"pidSystem\"].apply(lambda y: 'none' if (y=='None' or y=='none') else y)\n", - "test[\"pidSystem\"]=test[\"pidSystem\"].apply(lambda y: y if isinstance(y, list) else [y])" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "placed-sapphire", - "metadata": {}, - "outputs": [], - "source": [ - "test_pis_ex=test.explode('pidSystem')" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "empty-yorkshire", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "hdl 35\n", - "na 31\n", - "none 28\n", - "DOI 23\n", - "Can't find 10\n", - "URN 4\n", - "Other (local) 1\n", - "PURL 1\n", - "Other - permanent URLs 1\n", - "Permalink 1\n", - "Name: pidSystem, dtype: int64" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pippo_pis_ex=test_pis_ex['pidSystem'].value_counts()\n", - "pippo_pis_ex.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "imperial-corpus", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "pippo_pis_ex.plot(kind='bar', figsize=(15,6))\n", - "plt.grid(alpha=0.6)\n", - "ax.yaxis.set_label_text(\"\")\n", - "ax.set_title(\"Number of repositories by PID type\", fontsize=15)\n", - "ax.set_xlabel('Metadata standard', fontsize=14)\n", - "ax.set_ylabel('Repositories', fontsize=14);\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "expired-ottawa", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure()\n", - "ax = fig.add_axes([0,0,1,1])\n", - "ax.axis('equal')\n", - "explode = [0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3]\n", - "\n", - "ax.pie(pippo_pis_ex.values, labels = pippo_pis_ex.index, autopct='%1.2f%%', radius = 2)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "composite-robertson", - "metadata": {}, - "source": [ - "### Inspect PID Type" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "operational-berkeley", - "metadata": {}, - "outputs": [], - "source": [ - "df_pis_kw=test_pis_ex.explode('metadataStandardName')" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "european-sailing", - "metadata": {}, - "outputs": [], - "source": [ - "df_pis_kw['metadataStandardName']=df_pis_kw['metadataStandardName'].apply(lambda y: 'none' if y is np.nan else y)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "desirable-switzerland", - "metadata": {}, - "outputs": [], - "source": [ - "tt_a_df=df_pis_kw.groupby(['metadataStandardName', 'pidSystem']).count()['Repository name'].unstack('pidSystem')\n", - "#tt_a_df.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "returning-consolidation", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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WEYdQntN+Yy0/PbAWpXfKP+rrQcvMSyPiUMrTH26KiFPpeU77k7x5QjtJ0qQ2MZ8f55dffvk1NX0xyOerD1S+bXnrazzlUVx3UWYa34G25yVPQHzzUSaYe6Tus+MzqCmzV4+nTBw2dx/7WrO1PSVxPK/G+CxwLrBSH9sFZUb68ykJ88uUxOgSyvPA39NWdntKsno3pfXwCUo39t3p8BzqPo63dauOgfUoz5V+ntJ6fRqwxADbH1y3P+At1Herjo4fZPk3Pae9bd1wyiPq7qQkvs9Qhhz8DtigQ/ldgFspE8y94TnalOTtcMqNkBfrdfVjYKa67N4O+5uNciPnwbrNbZTH9C1K5+e0zwTsS7lB8iJlZvRfUm4wjKU+Ba/XNivV6+JpSgKdwJq93svr6vv3eL02lq3X4BvK9lPH76/nMY4ygeNL9ZxPpYy/n6Qx0eG56h0+98N7LZ+eMt7+7rZ496VMJtfpOe3D6vt/C+Uz/HC9ThbudAx6ntM+pp96C8rvndY19Z/6fs7e1zXjl19++eXXpPuKzLf95CBJ0hBWu1v/g5JsfnGAMqMzc5/JFNpkFxFjKWPn35eZd3Y5HEmSJMe0S5Jen0H8sK5G0WV1DPlHgL+ZsEuSpKZwTLskTYUiYllK9/EVKeObz87MifIouaEmIv6PMo59G0qX6P6eKy9JkjRZmbRL0tRpRcq45mcoE7D1NTnb1GAPyuRkdwNfzMwruxyPJEnS6xzTLkmSJElSQzmmXZIkSZKkhjJplyRJkiSpoUzaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJkiRJaiiTdkmSJEmSGsqkXZIkSZKkhjJplyRJkiSpoUzaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJkiRJaqhh3Q5Akppq9OjR2e0YJEmSNOUbNWpU9LXOpF2S+rHKxl/vdghdd8WphwOwyXa7djmS7vvD0QcCsMeeo7ocSfftv+9owLqAnroYNcq6GD3a66LF66JH67p4xxpf6HIk3ffSxccDsN8fH+tyJN33nQ3mBeCnNy7U5Ui6b/dl/93vervHS5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkMN63YAkqQevz/sx9w87p/MMvucfPcXvwPg+WefYczP9uaJxx5mrnnfyTa7/oCZZpmty5FOXs89+yy/POAH/Pueu4iAHfYYxZJLL9/tsLpi772+y0UXjmWuuebm9DPP7nY4XWVdqBOvCwFc8tuDuf/GK5lh1jnYcO8j3rDupvNO56rTjmHzA05khllm71KEk887ph/Geb/eiemnH8awaafljPOu5UdH/oXtN/0wO2yxFostNC8LrrUH/33q+W6HOsktMPfM/OqbazDf7DOSJMf+/Q4O/8stHLfzmizx7vK/1ewzT8/Tz7/Marud1d1g29jSLkkNsvJan2L77//sDcvOO+N4llhuRb7/y5NYYrkVOe/047sUXff8+rADWGHl1fnl707n4F+fzIILLdrtkLpm/Q024oijjul2GI1gXagTrwsBvHe1j7HON3/4puXPPfEYD95yDTPPNW8XouqOl15+lU9udwirbLofq2z2Ez6++lKsvOxwLrvubj61/aHc95//djvEyWb8+Nf43nFXMXLnM1jru2ez3SeXZMkFZ+dLB49ltd3OYrXdzuLMy+/jzCvu63aob2DSLkkN8t6lRzDTrG9sRb/pyotZec11AVh5zXW58cqLuxFa1zz/3LPcfP01fOzTGwAw3XTTMcuss3Y3qC5aceRKzDb7lN8yNBjWhTrxuhDAOxdflnfM/Oa/FVeeejQrbfRlguhCVN3z/AsvAzDdsGkZNmxaMpPrb3+Afz/0RJcjm7wefuoFrrun3KR47sVXuf3Bp3n3XDO/ocxGqy/CKZfc043w+mTSLqnRImJ4RNwaEb+KiJsj4tyImDEiRkTE5RFxQ0ScERFz1vJjI2L/iLgyIu6IiDXq8mkj4oCIuKpu87XuntngPfvUk8w+1zwAzDbn3Dz71JNdjmjyeuSh/zD7HHNyyH77sPNXN+ewn/6AF194odthSZKGmPuuv4yZ5pibuRac+nprTTNNcPlJ3+Hf5+/HBZffxlU3NasluRsWmncWlh8+F1fd+djryz74/vl59OkXuOvhZ7oY2ZuZtEsaChYHfpmZSwNPAZ8DfgvskZnLATcCo9rKD8vMlYGd2pZ/BXg6M1cCVgK2jYhFJk/4E09EMJU1DvDa+PHcdcdtrLv+xhx8zInMMOOMnPb7Y7sdliRpCHn15Re54ZyTWeEzX+x2KF3x2mvJqpvtx3s/sRcjl1mYpRZ7V7dD6qqZZxjG73ddi93HXMmzL7zy+vLPf2hRTrnk7i5G1plJu6Sh4J7MvK6+vhpYDJgjMy+sy44DPtxW/vS2ssPr648DW0XEdcAVwNyUmwFvEBHbRcS4iBg3bty4iXkOb9msc8zJ0088DsDTTzzOrLPP2eWIJq+5552PueedjyWWWhaA1T7yUe6+87YuRyVJGkqeeewhnnv8Ec780Tc4Zc+tef6pxznrxzvyv6enru7hTz/3AheOu4OPr75Ut0PpmmHTBr/fdW1Ovvhuzmobuz7tNMH6qyzMqZc2q2s8mLRLGhpeans9HphjkOXH0/OUjAC+mZkj6tcimXlu7w0z8+jMHJmZI0eOHPl2454ollnpQ1w59q8AXDn2ryyz8hpdjmjymnPueZhnvvl58N/3AnDD1VfynoWHXCcJSVIXzbXAImx+wIl8ft8xfH7fMcw8xzx89nuHMNPsc3U7tElunjlnYfZZZgRghndMx0dXWZLb732ky1F1zxFf/xC3P/AUh5598xuWr73cu7n9waf5zxP/61JkfTNplzQUPQ082RqvDnwRuLCf8gB/A/4vIqYDiIglImLmAbaZ7I47aBQ//872PPqff7P3VzfksvPO5mMbfYHbrx/HD7+xGXfcMI6PbfiFboc52W274x4c9KM9+daXN+Gef93Bxl/4SrdD6po9dt2FrbbYjPvuvYd11v4wp592SrdD6hrrQp14XQhg7K/3588/3YWnH3mAk7/7Re649G/dDqlr3jnPbJzzqx258uTvcsnxu3H+Fbfx14tv4uubf4R/nfNDFphvDq76w/c4fO8tuh3qJLfakvOxxUfey0eWfReXHfBZLjvgs3ziAwsCsPEHF+GUS5vXNR58TrukoetLwJERMRNwN7DNAOWPoXSVvyYiAngM2GBSBvhWfGmX0R2X7zD6F5M5kmZZdPH38bOjT+h2GI2w/4EHdTuExrAu1InXhQDW/Moe/a7//L5jJk8gDXDTnf9htc33f9Pyw0+8kMNPHKjNY8py2W2PMvPGnefF+dovL5nM0QyeSbukRsvMe4Fl2n4+sG31qh3Kr9n2+nHqmPbMfA34Xv2SJEmShgS7x0uSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQkZndjkGSGmn06NH+gpQkSdIkN2rUqOhrnS3tkiRJkiQ11LBuByBJTTZq1Khuh9B1o0ePBmDnPb7f5Ui67+D9fwh4XUDPdWFdWBftrIse1kUP/4708O9IDz8jPVp10Rdb2iVJkiRJaiiTdkmSJEmSGsqkXZIkSZKkhjJplyRJkiSpoUzaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJkiRJaiiTdkmSJEmSGsqkXZIkSZKkhjJplyRJkiSpoUzaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWqoYd0OQJKk/jz88EPss+d3eOKJ/wKw4cabsPmWW3U5KknSUOHfEQ11trRPISJifERcFxE3RcSfImKOyXTcf9bvwyNii0l4nLERcXtE3BARt0XEYZPiHCPi3oiYZ2Lvt23/wyPipj6WZ0T8qG3ZPBHxSkQcNsA+14yI1d9CLAOea0R87y3sd72IuDYiro+IWyLia/2U7VgfUrth007LTrvuzh/OOJtjjz+ZU0/6PXff9a9uhyVJGiL8O6KhzqR9yvFCZo7IzGWAJ4BvTI6DZmYrWRwOTFDSHhET2tNjy8xcDlgOeAk4cwK3b7p7gE+3/fx54OZBbLcmMMFJ+yBNUNIeEdMBRwOfyczlgQ8AYydBXJqKzDPvfCz5/qUBmHnmmRm+6GI89ugjXY5KkjRU+HdEQ51J+5TpMmABgIhYLCLOiYirI+LiiFiyLh8TEUdGxLiIuCMi1qvLZ4iIYyPixtpaulZdvnREXFlb82+IiMXr8ufqMfcD1qjrd+5nP1tHxFkRcQFwfkT8NiI2aAUeESdExPr9nVxmvgzsDiwUEcvX7b7QFt9RETFtRGwfEQe07XvrVqt1p/K9jxMRu9SeCzdFxE512fDa0n9CRNwaEadGxEx13YoRcWGt679FxLvall8fEdfT/82U/wG3RsTI+vOmwB/a4pk3Ik6LiKvq1wcjYjiwPbBzPZc1IuIzEXFFrffzImL+uv3cEXFuRNwcEccA0bbvP9a4b46I7eqy/YAZ635P6KtcL7NSht38t75XL2Xm7XXb+SPijFZdtPUOmDYiflX3eW5EzFjL93ftHhERl0fE3VF6Gvymvh9j2s7piHp93xwRo9uW7xelB8ANEXFgP++HGug/Dz7I7bfdytLLLt/tUCRJQ5B/RzQUmbRPYWry+VHgrLroaOCbmbkisCtweFvx4cDKlNbdIyNiBkpSmZm5LLA5cFxdvj3wi8wcAYwEHuh16O8AF9fW/oP72Q/ACsDGmfkR4NfA1jX22Sktxn8e6DwzczxwPbBkRLyfkuB+sMY3HtgSOA3YsG2zTYGT+infXo8rAtsAqwCrAttGxAfq6vcBh2fm+4FngK9HaWE+tJ7XisBvgH1r+WMp78Fg/jqcBGwWEe+pcf2nbd0vgIMzcyXgc8AxmXkvcGRdPiIzLwYuAVbNzA/U/e1etx8FXJKZSwNnAAu17fvLNe6RwI4RMXdmfoeeHhxb9lWuPfjMfIJy7d0XESdGxJYR0fo9cwhwYa2HFejpRbA48Msa11P13KD/a3dOYDVg53q8g4GlgWUjYkQts2dmjqT0zPhIRCxX490QWLr22vgRvUTEdjXZHzdu3Ljeq9VF//vf8+zx7R3ZZbfvMMsss3Q7HEnSEOPfEQ1VTkQ35ZgxIq6jtLDfCvw9ImahJMGnRLzeqPqOtm3+kJmvAXdGxN3AksCHKMknmXlbRNwHLEFpvd8zIhYETs/MOweIp6/9APy9Jndk5oURcXhEzEtJ1k7LzFcHec6tk/oosCJwVT3PGYFHM/Ox2hK7KnBnPb9LKTcU3lS+Q/xnZObzABFxOrAGJUG8PzMvreWOB3YEzgGWodQ7wLTAQ1HG3c+RmRfV8r8D1u3nnM4Bfgg8Apzca93HgKXa3svZ6nvc24LAybWlf3pKt3uADwMbAWTmnyPiybZtdoyI1g2O91AS6f922PeA5TLzqxGxbI13V2Adyo2ZtYGtapnxwNMRMSdwT2ZeVze/Ghg+iGv3T5mZEXEj8Ehm3ggQETdTbkZdB2xSewMMA94FLAXcArwI/DoizgbO7n2CmXk05YYBo0ePzg51oC549ZVX2GOXb/HJT32GtT/28W6HI0kaYvw7oqHMpH3K8UJmjojSVftvlMR0DPBUbU3upHdC0meCkpm/j4grKK3yf4mIr2XmBW8x1ud7/fxb4AvAZpTWbSLib8D8wLjM/GrvHdQeBctSblDMBxyXmd/tcKyTgE2A2yhJeEbJAvsqPxid6i2AmzNztV5xzjFBO858OSKuBr5NSTI/27Z6GkoL+ou9jtF7N4cCB2XmWRGxJrBPf8esZT4GrJaZ/4uIscAMb7VcPY8bgRsj4neUmwZb9xPCS22vx1NuokxD/9dua5vXem3/GjAsIhah3DBYKTOfrN3mZ8jMVyNiZcqNno2BHSg3E9RgmckP99mL4YsuypZbbd3tcCRJQ4x/RzTU2T1+CpOZ/6O0/H6bMkb6noj4PEAU7V20Px8R00TEYsCiwO3AxdSu4hGxBKUL9e0RsShwd2YeQpkAbrleh36WMp65peN++gh7DLBTjf+W+v0TtVt2p4R9OuAnlBbvG4DzgY0jYr66fq6IWLgWPwNYn9JF/6S6rL/y7fFvEBEzRcTMlC7VF9d1C0VEKznfgtId/XZg3tbyiJguIpbOzKeApyLiQ7X8G7rh9+FnwB6t3ghtzgW+2VYPI+rL3nU/O/Bgff2ltuUX1XiJiHUpXcxb5Z+sifiSlOEALa/U+h6oXCumWWpy3zICuK++Ph/4v1pu2jocoqPMfIb+r92BzEa5OfR0lDH967biA2bPzL9QutY7oG0IuP7aa/jL2Wcx7sor2GKTDdlikw259OILux2WJGmI8O+Ihjpb2qdAmXltRNxASVS3BI6IiL2A6SiJ6/W16L+BKykJzvaZ+WJEHF7L3wi8CmydmS9FxCbAFyPiFeBh4Me9DnsDMD7KZGtjKOOPO+2nU7yPRMStwB8HOLUTIuIlSjfp8yjJOJl5Sz2/c+v46VcoPQ3uq62stwJLZeaVA5Vvi+ma2jp7ZV10TK3X4ZQE/RsR8RtKd+sjagv5xsAhNRkdBvycMm57G+A3EZGUxLtfmXkznWeN3xH4ZX1vh1GS8O2BPwGnRpnA75uUlvVTavf3C4BF6vajgRNrF/J/Ut5/KF3yt6/1dDtwedsxjwZuiIhrgC/3U64lgN0j4ijgBUrivHVd9y3g6Ij4CqVF/f+Ah/qpiv6u3X5l5vURcS2lh8X9lGERUG5unBllfoUAdhnM/tRdI1ZYkauuv7XbYUiShij/jmioM2mfQmTmLL1+/kzbj5/sY7PzMnP7Xtu9SO2i3mv5fpQZ4jseNzNf4c3djDvtZwwlqX9d7dK/OHBiH3GSmWv2ta6uP5k3jwFvrVtvsOUzc3jb64OAgzrs8tXM/EKHba+jjBvvvfxq3tiiu3uHMvdSxsT3Xj6GWl+Z+ThlAr3eZe7gzT0f3vQ4vMz8L9DXIK6O4+wzcw9gj4HKtZV/FvhUH+seod5o6WWZtjIHtr2+hw7XbmZu3fb63l7bb93pdS8r97FckiRJahy7x6urIuJjlHHph2bm092OR5IkSZKaxJb2qVQ/rZCTVWaeB/QeT95YfbWIS5IkSdKkYEu7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkNFZnY7BklqpNGjR/sLUpIkSZPcqFGjoq91trRLkiRJktRQw7odgCQ12ahRo7odQteNHj0agD32tC7237fUhddFz3VhXVgX7ayLHtZFD+uih3XRw7ro0aqLvtjSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSGm/vvb7Lmmusxkbrr9ftUCRJkiYrk3ZNVSJifERcFxE3RcSfImKOunx4RLwQEddGxK0RcWVEbN223dYR8Vjd9rqI+G2Hfe8TEQ/W9XdGxOkRsdQgYto6It79Fs5lq3oeN9a4dx3EcQ6b0OPUbUdFxE96LRsREbe+lf112P/wiLhpArd5y+ejoWf9DTbiiKOO6XYYkiRJk51Ju6Y2L2TmiMxcBngC+Ebbursy8wOZ+X5gM2CniNimbf3JddsRmblVH/s/uK5fHDgZuCAi5h0gpq2BCUraI2JdYCfg45m5LLAq8PSE7GMCnQhs2mvZZnX5kBARw7odg966FUeuxGyzz97tMCRJkiY7k3ZNzS4DFui0IjPvBnYBdnyrO8/Mk4FzgS0AImLviLiqto4fHcXGwEjghNpCP2Onch12/11g18z8Tz3WS5n5q3qcsRExsr6eJyLubdvuPXX9nRExqrUwIr5QexdcFxFHRcS0vc7lDuDJiFilbfEmwIm1xf3yiLghIs6IiDnrPt8bEedFxPURcU1ELBYRs0TE+fXnGyNi/bb9DYuIE2pPh1MjYqa6n3sjYp76emREjO1dGRHxmYi4ovY4OC8i5q/L94mI30XEpcDvIuKiiBjRtt0lEbF8H2+hJEmS1HUm7Zoq1aT0o8BZ/RS7Bliy7edN27rHb9PXRv3s47DMXKm28s8IrJeZpwLjgC1rC/0Lncp12O8ywNWDjKHdysDngOWAz9ck+P2UVvQPZuYIYDywZYdtT6S0rhMRqwJPZOadwG+BPTJzOeBGoHUz4ATgl5m5PLA68BDwIrBhZq4ArAX8rO2mxPuAw2tPh2eAr0/AeV0CrJqZHwBOAnZvW7cU8LHM3Bz4NaVnAxGxBDBDZl4/AceRJEmSJiuTdk1tZoyI64CHgfmBv/dTtncLd3v3+GMHebz2faxVW4NvBNYGlu5jm8GWeyv+npn/rTcHTgc+RLl5sSJwVa2bjwKLdtj2ZGDjiJiG2jU+ImYH5sjMC2uZ44APR8SswAKZeQZAZr6Ymf+j1MePI+IG4DxKT4f567b3Z+al9fXxNbbBWhD4W62z3XhjnZ1VzxfgFGC9iJgO+DIwpveOImK7iBgXEePGjRs3ASFIkiRJE59Ju6Y2L9TW5IUpCeQ3+in7AeDtTrT2AeDWiJgBOBzYuI5B/xUwQ+/Cgy0H3ExJtDt5lZ7Pdu9ts8PPARzXdkPifZm5T++dZub9wD3ARyit9Sf3cfz+bAnMC6xY34dH2mLsFBv0fz4th1J6KCwLfK1XuefbzuF/lBs161O695/Qe0eZeXRmjszMkSNHjhzkaUmSJEmThkm7pko1edsR+HanCcoiYjhwICUZfEsi4nPAxyndyltJ5OMRMQuwcVvRZ4FZ6+v+yrX7CXBARLyzHmv6iPhqXXcvPQl97+3XiYi5ImJGYAPgUuB8Sgv6fHVfc0XEwn0c90TgYODuzHwgM5+mjHVfo67/InBhZj4LPBARG9R9vqOOUZ8deDQzX4mItSg3T1oWiojV6ustKF3ee5/P5/qIa3bgwfr6S32UaTkGOAS4KjOfHKCsGmKPXXdhqy02475772GdtT/M6aed0u2QJEmSJgtnU9ZUKzOvrd20NwcuBhaLiGspifOzwCGZOWYCd7tzRHwBmBm4CVg7Mx8DiIhf1WUPA1e1bTMGODIiXgBWo7SudyrXHvtf6mRr59Ux4Qn8pq4+EPhDRGwH/LnXplcCp1G6kx+fmeNqbHsB59au769QeiDc1+HQp1AS3m+2LftSjX8m4G6gNd7/i8BREfGDus/PU1q2/1S7sY8Dbmvbz+3ANyLiN8AtwBF1+Wjg1xHxQ2Bsp/oA9gFOiYgngQuARfooR2ZeHRHPAIMd4qAG2P/Ag7odgiRJUleYtGuqkpmz9Pr5M20/ztjPdmPoMP65V5l9KMljX+v3AvbqsPw0SiLd0rFch+2OpUPimZm3USaaa99fv+dQZ7ofsLt7Zj4OTNdr2XWUR871LnsnZUx+b6t1WAZvnPSvfT8XA0t0WD6Gej6ZeSZwZocy+/ReFhHvpvQyOrePOCRJkqTGsHu8pKlGRGwFXAHsmZmvdTseSZIkaSC2tEuaamTmbymPqJMkSZKGBFvaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJkiRJaiiTdkmSJEmSGsqkXZIkSZKkhjJplyRJkiSpoUzaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIaKzOx2DJLUSKNHj/YXpCRJkia5UaNGRV/rbGmXJEmSJKmhhnU7AElqslGjRnU7hK4bPXo0AHvsaV3sv2+pC6+LnuvCurAu2lkXPayLHq262HmP73c5ku47eP8fAl4X4GekXasu+mJLuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDXUsG4HIEnSQPbe67tcdOFY5pprbk4/8+xuhyNJGkIefvgh9tnzOzzxxH8B2HDjTdh8y626HJU0eAO2tEfEghFxZkTcGRF3RcQvImL6XmX+GBGX91q2T0Ts2sc+p4+In0fEv+p+z4yIBdvWj4+I6yLipoj4U0TMUZcPj4gX6rrW1wR94gZzPpNKp3oa5HZrRkTH/1Ij4piIWOrtR9dx332+h21lRkbEIW1xrt62bvuB3p+I2KA9/oj4QUR8bCLEHhGxV32f74iIf0TE0m3rn+tju7d0/HptbtHPutZ1e0tE/DYippvQY3RbRIyNiJF9LL+97TN56lvY99YRcdjEiVRTovU32Igjjjqm22FIkoagYdNOy0677s4fzjibY48/mVNP+j133/WvboclDVq/SXtEBHA68MfMXBxYApgF2LetzBzAisDsEbHoII/7Y2BW4H11v38ETq/HA3ghM0dk5jLAE8A32ra9q65rff12kMcc1PlMKoOpp4iY4J4PmfnVzLzlbYb3lmXmuMzcsf64JrB627ojB/H+bAC8nrRn5t6Zed5ECO0bNZblM3MJ4CfAWRExQ38bvY3jDwc6Ju3VXZk5AlgWWBDY5C0co8m2bPtMbtztYDTlWXHkSsw2++zdDkOSNATNM+98LPn+0nYz88wzM3zRxXjs0Ue6HJU0eAO1tK8NvJiZxwJk5nhgZ+DLETFTLbMR8CfgJGCzgQ5Yt9sG2Lnuj7r/l+rxersMWGDgUxmUfs+ntvadWVsO74yIUW1xfyEirqwtiUdFxLR1+XMRsW9EXB8Rl0fE/H0cu2M9RcSYiDgyIq4AfhoR742I8+r+romIxWrRWSLi1Ii4LSJOaN3gaLV+1lbtA9r2+3rLZafY69eY2pvhxojYub+Kq8fZv+7njohYoy5fMyLOjojhwPbAzvU4a7S31EfEthFxVT2v02p9rw58FjigbrNYjWnjiPhkRJzSdvzXextExMcj4rJaP6dExCwdQt4D2CEz/1ff63OBfwJbtu3z4Ii4OSLOj4h5296PjevrFSPiwoi4OiL+FhHvqss7vUf7AWvU8+izLus1dyX1mu7nGK+3akfEPBFxb329dNt7eUNELN7Xe9zhPdy7vgc3RcTRva6hTu/tjBFxUkTcGhFnADP2dV6dRPksbVVffy0iTqivV4qIf9b6uzIiZq2bvDsizony2ftp236OiIhx9b0a3bb83ogYXd+DGyNiybp83oj4ey1/TETcFxHzDLaeJEnSlOs/Dz7I7bfdytLLLt/tUKRBGyhpXxq4un1BZj4D/Bt4b120OXBi/dp8EMd8L/Dvup924+rxXlf/of4ocFbb4sXijd3j1xjEMVsGcz4rA58DlgM+HyUhfj+wKfDB2lo6np7kb2bg8sxcHrgI2LaPY/dXTwsCq2fmLsAJwC/r/lYHHqplPgDsRGmVXhT4YK99nAZs2PbzpsBJ/cQ+AlggM5fJzGWBY/uIu92wzFy5xjGqfUVm3gscCRxcW1sv7rXt6Zm5Uj2vW4GvZOY/Ke/tbnWbu9rKnwesEhEz9zqfeYC9gI9l5gqU62aX9gNFxGzAzJl5d68Y2q+xmYFxmbk0cGHv84nSff1QYOPMXBH4DT09Mjq9R98BLq7ncXCnyqv7nQFYBThngGP0ZXvgF/W9HAk8MMD12e6w+h4sQ0nA12tb1+m9/T/gf5n5/rpsxX7iOqHtM9m6ebQdsHf9jH4b+GaUoSgnA9+q9fcx4IVafkQ9j2WBTSPiPXX5npk5kvKZ/EhELNd23MfrdXAE0BrKMQq4oL63pwILAUxAPUmSpCnQ//73PHt8e0d22e07zDJLpzYfqZne1kR0UVqVFwcuycyMiFciYpnMvOltxjVjRFxHaY28Ffh727pWN+NJ5e+Z+V+AiDgd+BDwKiVhuao2Ts4IPFrLvwy0xptfDazTe4eDqKdTMnN8bXFcIDPPAMjMF+v2AFdm5gP15+so3bEvaR0jMx+LiLsjYlXgTmBJ4FJKN/FOsf8JWDQiDgX+DJw7iLo5ve08hw+ifLtlIuJHwByUIQl/669wZr4aEecAn4kyRvrTwO7ARyg3Li6t5zM9pTfGhHqNkjwCHE/PubW8D1gG+Hs9zrTAQwO8R/1ZrL5viwB/zswbImKZTscYYD+XAXtGmQPi9My8MyI+St/XZ7u1ImJ3YCZgLuBmynUAnd/bDwOH1PO8ISJu6CeuLTNzXPuCzHwkIvYG/gFsmJlPRMSywEOZeVUt8wy8Xn/nZ+bT9edbgIWB+4FNImI7yu+rd1He/1Ys7XFvVF9/iHoDKzPPiYgn6/JB1VM91nYA6623Xu/VkiRpCHr1lVfYY5dv8clPfYa1P/bxbocjTZCBkvZbgDeMT62tmAsB/wK+AswJ3FP/CZ6N0oq8Z1v599CTGBwJ/A5YKCJmzcxn23a9Ij3J7wuZOSJKV/q/URLPQwZzQhGxCnBU/XHvzGxvpR/ofFYAstcuEwjguMz8bodDvpKZrW3G07lON6H/enp+4DPjpbbXfR3npHqs24Az6g2CPmOPiOWBT1BabzcBvjzIGPo6fn/GABtk5vURsTVl/PtATgJ2oMxrMC4zn63n8/fM7LNXR2Y+ExHPR8SivVrbV6S0qnfcrNfPAdycmau9YWFPV+4JdVe9pueh3HD4LHBPp2NUr9LTE+b1cfiZ+fsoQyk+DfwlIr5G/9dnK+4ZgMOBkZl5f0Ts075f3t57259lgf8C7x5E2Tdd4xGxCKUFfaXMfDIixvDW4x6wngAy82jgaIDRo0f3vi4kSdIQk5n8cJ+9GL7oomy51dbdDkeaYAN1jz8fmKltXOq0wM+AMXWs8ObAJzNzeGYOpyRFbxjXnpn3t01QdWRmPg8cBxwUPePCt6K0/l3Qa9v/ATsC345BTtKWmVe0He+sXqsHOh+AdSJiroiYkTJJ2qV1u40jYr663VwRsfBg4qkGrKca+7OU7s4b1OO8I3rmDhiMM4D16/FOqss6xl6Tx2ky8zRKd/MVJuA4fXmWMsFgJ7NSWqqn441dkvvb5sIa17b0nM/lwAcj4r0AETFzRCzRYdsDgEPq+0iUGeE/BPy+rp+Gnhs4W9DWa6G6HZg3Ilar208XEUv38x71dx6vy8zHKV3pv9vXMWrRe+npjv76jaYokxjenZmHAGdSuowP5vpsJbqPR5kDYDCTxV1EnVyv9gpYrv/ibxQRKwPrUoZ27FoT8NuBd0XESrXMrAN8tmej3NR6uvZYWXcQh76UOtFfRHyccsMM3v7nWF20x667sNUWm3Hfvfewztof5vTTThl4I0mSgOuvvYa/nH0W4668gi022ZAtNtmQSy/uqx1Hap5+E+HaUrshcHhEfJ+S6PwF+F6UiccWpiRRrfL3RMTTtbW7P98FDgTuiIjXKC3DG7a1WLfHcG3tlrs5cDE93YxbflMTmAH1dz5txa6kjA9fEDi+1eU3IvYCzo2IaYBXKK3/9w10zLdQT18EjoqIH9TjfH4w51b3+2RE3AoslZlX1mW39BH7C8CxdRmU9+Tt+hNwakSsD3yz17rvA1cAj9XvrQT3JOBXEbEjvRLJOmTgbGBr4Et12WO1pf7EiHhHLboXcEev4x1KSdZujIjxwMPA+pnZGj/9PLByrZtHKWOd2w6dL0eZkO6QiJid8ln5OaVLeaf36AZgfERcT7kJ1Oe4dsrTEvahjG3v6xgHAn+oXbX/3LbtJsAXI+KVek4/rt3O+70+M/OpiPgVcFPd7qp+4ms5gnKN3EoZpnJ1P2VPiIhW3T5O6QnwK2CbzPxPRHybMmZ/bUpdH1pvqLxAGdfeUe2ZcS3ld8T9lIR8IKMp18cXKcMJHgaezczH3+rnWN23/4EHdTsESdIQNWKFFbnq+lu7HYb0lg3Yep2Z9wOf6bDqXjrM6l4nhYKSmPW1z5coSV3vxK61fpZeP7cff4JmsO6w777Op+WBzNygw3Yn0zMGun35LG2vT6VMfNW+/l4moJ4y807ePIv+3cDYtjI7tL1es9f2bxqE21fsDNC6npn7dDpObS0eXl+PbcWWmXfwxtbYi9u2OYKSBPY+xqW0PfKNkqC3r9+B0kW+fdkFwEoDxJ6U5G10H+v7mn1kbkp3fDLzOsq47t7bdnqP6GNZ6xpYplds7VOWdjrGbbyxLveqy/ejzFTfu3xf73F7mb1a++m1fM221+3v7QsM4okQva/BNsu3lTmLngklrwJW7VV2TP1qlV+v7fXWfRx3eNvrcfQMuXga+ESWeRFWo3Stf6mWG7CeJEmSpCaZmGNXpSEtIn5DGabRu6u8hpaFKL0UpqFMFNnXEx0kSZKkxjNpb5OZY2hr7dPUJTMHmohPQ0DtCfGBbschSZIkTQwDTUQnSZIkSZK6xKRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJkiRJaiiTdkmSJEmSGsqkXZIkSZKkhjJplyRJkiSpoUzaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaEiM7sdgyQ10ujRo/0FKUmSpElu1KhR0dc6W9olSZIkSWqoYd0OQJKabNSoUd0OoetGjx4NwB57Whf771vqwuui57qwLqyLdtZFD+uih3XRw7roYV30aNVFX2xplyRJkiSpoUzaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJkiRJaiiTdkmSJEmSGsqkXZIkSZKkhjJplyRJkiSpoUzaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJjbf3Xt9lzTVWY6P11+t2KJIkSZOVSbs0hYiIjIjj234eFhGPRcTZ9eetI+Kw+nqfiHgwIq6LiDsj4vSIWKrX/kbUfX6y1/I9I+LmiLihbr9Kh1iGR8RNvZbtExG7TuA5fTYivlNfb9A7Rk091t9gI4446phuhyFJkjTZmbRLU47ngWUiYsb68zrAg/2UPzgzR2Tm4sDJwAURMW/b+s2BS+p3ACJiNWA9YIXMXA74GHD/RDyH10XEsMw8KzP3q4s2AEzap1IrjlyJ2WafvdthSJIkTXYm7dKU5S/Ap+vrzYETB7NRZp4MnAtsARARAXwe2BpYJyJmqEXfBTyemS/V7R7PzP9MaJARsVhEnBMRV0fExRGxZF0+JiKOjIgrgJ+2egdExOrAZ4EDauv+YhGxbURcFRHXR8RpETFT274vj4gbI+JHEfFc23F3q9vcEBGjJzRuSZIkaXIzaZemLCcBm9UkezngignY9hpgyfp6deCezLwLGEvPjYBzgfdExB0RcXhEfKSf/S1WE+zrIuI6YPu2dUcD38zMFYFdgcPb1i0IrJ6Zu7QWZOY/gbOA3WrvgLuA0zNzpcxcHrgV+Eot/gvgF5m5LPBAax8R8XFgcWBlYASwYkR8uHfQEbFdRIyLiHHjxo3r5/QkSZKkSc+kXZqCZOYNwHBKK/tfJnDzaHu9OeUGAPX75nX/zwErAtsBjwEnR8TWfezvrppgj8jMEcCRABExC+WmwCk1mT+K0oLfckpmjh9EvMvUVvobgS2Bpevy1YBT6uvft5X/eP26lp4bFIv33mlmHp2ZIzNz5MiRIwcRhiRJkjTpDOt2AJImurOAA4E1gbknYLsPAOMiYlrgc8D6EbEnJZmfOyJmzcxna0I9FhhbE+YvRcStlOQbYG/ghn6OMw3wVE3kO3l+kPGOATbIzOvrjYM1BygfwE8y86gBykmSJEmNYUu7NOX5DTA6M28c7AYR8TlKK/SJwEeBGzLzPZk5PDMXBk4DNoyI90VEe+v0COC+zLyirVX9rP6OlZnPAPdExOfrsSMilh9EmM8Cs7b9PCvwUERMR2lpb7mcctMBYLO25X8Dvlxb+omIBSJivkEcVw2wx667sNUWm3Hfvfewztof5vTTThl4I0mSpCmALe3SFCYzHwAOGUTRnSPiC8DMwE3A2pn5WERsDpzRq+xpwP8BNwOHRsQcwKvAvyhd5SfUlsAREbEXMB2lC/71A2xzEvCriNgR2Bj4PmXM/mP1eyuh3wk4vvYSOAd4GiAzz42I9wOXlXn2eA74AvDoW4hfk9n+Bx7U7RAkSZK6wqRdmkJk5iwdlo2ldGUnM8dQupSTmfsA+/Sxn206LDuL0u0eynj0gWK5F1im17J92l7fA3ySXjJz614/t8d8KW985NsR9au3B4FVMzMjYjPgfW37+wVlojpJkiRpSDBplzSlWRE4rD627ingy90NR5IkSXrrTNolTVEy82JgMGPkJUmSpMZzIjpJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJkiRJaiiTdkmSJEmSGsqkXZIkSZKkhjJplyRJkiSpoUzaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJkiRJaiiTdkmSJEmSGsqkXZIkSZKkhorM7HYMktRIo0eP9hekJEmSJrlRo0ZFX+tsaZckSZIkqaGGdTsASWqyUaNGdTuErhs9ejQAS2+wXZcj6b6b/3g04HUBPdeFddFTF3vsaV3sv6/XRUvruvjKjt/tciTd9+tDfgLAle9ct8uRdN/KD/8V8DMC/h1p16qLvtjSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkMN63YAkiR1ctrh+3P7NZcx8+xz8K2fjQHgxsvGcsEpY3jswfvY/sdHsOBiS3Y3SKkh9t7ru1x04VjmmmtuTj/z7G6HowYZP348X99mM+aedz5+/LNfdjucyeZbH1mElReeg6deeIVvnHITAIvMNSPf+PAizDhsGh557iUOOP8uXnjltS5HKg3MlnZJfYqI8RFxXUTcHBHXR8S3I2LA3xsR8Vwfy8dExMb19TERsdQExrNuRIyLiFsi4tqI+NmEbK+hZYU1P8mXvvfTNyyb/z2LsMWuP2D4+5frUlRSM62/wUYccdQx3Q5DDXT6ycez0PBFuh3GZHfeHY+z919uf8OyHT+yCGOuuJ9vnHoTl93zJJ9b/l1dik6aMCbtkvrzQmaOyMylgXWAdYFRE2PHmfnVzLxlsOUjYhngMOALmbkUMBL41wRsb8+iIWaRpZZnpllmfcOy+RZcmHnfvVCXIpKaa8WRKzHb7LN3Oww1zGOPPswV/7yYT332c90OZbK7+aFnefbFV9+wbIHZZ+Cmh54F4NoHnuGDi87VjdCkCWbSLmlQMvNRYDtghyi2jojDWusj4uyIWLPt54NrC/35ETFv7/1FxNiIGFlfPxcR+9bW/MsjYv4OIewO7JuZt9V4xmfmEXX74RFxQUTcUI+3UF0+JiKOjIgrgJ9GxGIRcU5EXB0RF0eEfaslSVOsXx78U7bbYWcG0UluqvDvJ19g1eFzAPChRedinpmn725A0iD5CZY0aJl5NzAtMN8ARWcGxtUW+gsZuHV+ZuDyzFweuAjYtkOZZYCr+9j+UOC4zFwOOAE4pG3dgsDqmbkLcDTwzcxcEdgVOHyAuCRJGpIuu+RC5pxzLpZYculuh9IYP7/wHj691Pz8YqOlmXH6aXj1tex2SNKg2F1U0qTwGnByfX08cPoA5V8GWjMnXU3pij8hVgM2qq9/B7QPhD4lM8dHxCzA6sApEdFa947eO4qI7Sg9ClhvvfUmMAxJkprh5huu5Z8X/4Mr/nkxL7/8Ev97/nl+POo7fG/0ft0OrWseeOpFvl/Hub979hlYaaE5uhuQNEgm7ZIGLSIWBcYDjwKv8sbeOjP0s+lAt7JfycxWmfF0/t10M7AicP3gon3d8/X7NMBTmTmiv8KZeTSlRZ7Ro0d7C16SNCR99es78dWv7wTAdVdfxR9+P2aqTtgBZp9hGE+/+CoBbLbCu/nrLY92OyRpUEzaJQ1KHZd+JHBYZmZE3At8vc4mvwCwclvxaYCNgZOALYBLJkIIBwCnR8QlmXlHPe52mXkk8E9gM0or+5bAxb03zsxnIuKeiPh8Zp4Spbl9ucyc0JsAmkxO/vkPuPuW6/jfs0+z//Yb89FNtmHGWWbj7N/8guefeZrf7vdd3jX8vWyz5wHdDlXquj123YVxV13JU089yTprf5j/+8Y32ehzn+92WFLX7P7RxVj2XbMy2wzDOG7LEZww7gFmmG5a1lu6TJvzz3ue4O+3P97lKKXBMWmX1J8ZI+I6YDpKy/rvgIPqukuBe4BbgFuBa9q2ex5YOSL2orTKb/p2A8nMGyJiJ+DEiJiJ0nrf6lL/TeDYiNgNeAzYpo/dbAkcUeOajnJTwaS9oTbdae+Oy5deeY3JHInUfPsfeNDAhTTVGrHiSoxYcaVuhzFZ/fT8uzouP+umRyZzJNLbZ9IuqU+ZOW0/65KSBHdaN0sfy7due71mp/KZeSpwah/bn01Pot6+/D5g7f6OV3++B/hkp31LkiRJTeTs8ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDVUZGa3Y5CkRho9erS/ICVJkjTJjRo1KvpaZ0u7JEmSJEkNNazbAUhSk40aNarbIXTd6NGjAfjC13fvciTdd/zhPwW8LqDnurAurIt21kUP66KHddHDuuhhXfRo1UVfbGmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJkiRJaiiTdkmSJEmSGsqkXZIkSZKkhjJplyRJkiSpoUzaJUmSJElqKJN2SZIkSZIayqRdkiRJkqSGMmmXJEmSJKmhTNolSZIkSWook3ZJkiRJkhrKpF2SJEmSpIYyaZckSZIkqaFM2iVJkiRJaiiTdkmSJEmSGsqkXZIkSZKkhjJplyRJkiSpoYZ1OwBJkgay9cbrMuNMMzPtNNMwzbTDOOTXv+92SJIkSZOFLe2a4kXE+Ii4LiJujojrI+LbEdHvtR8RwyNii0Huf4mI+EtE3BkR10TEHyJi/ogYGRGH1DJrRsTqExj3mhGREfHVtmUj6rJdB9h2g4hYakKOV7d7boD1c0TE19/Cfr8cETdGxA0RcVNErN9P2TUj4uwJPYamfPsd8isOG/MHE3ZJkjRVMWnX1OCFzByRmUsD6wDrAqMG2GY4MGDSHhEzAH8GjsjMxTNzBeBwYN7MHJeZO9aiawITlLRXNwGbtP28OXD9ILbbAJjgpH0Q5gAmKGmPiAWBPYEPZeZywKrADRM/NEmSJGnKY9KuqUpmPgpsB+wQxfCIuLi2kF/T1hq+H7BGbaHfuZ9yWwCXZeaf2o4xNjNvarUYR8RwYHtg57q/NSJi3og4LSKuql8f7CPk+4AZast9AJ8E/tpaGRGLRcQ5EXF1jW/JGttngQPq8RaLiG3rca6vx52pbr9IRFxWW8F/1LbfWSLi/HquN7a1jO8HLFb3e0A/5drNBzwLPFfr57nMvKce570RcV6N65qIWKxuM0tEnBoRt0XECfXciYgVI+LCer5/i4h31eVjI+LgiBgXEbdGxEoRcXrt/dB+Xn+s294cEdv1UedqoIhgr13+jx2/vDl/PfPUbocjSZI02TimXVOdzLw7IqalJJOPAutk5osRsThwIjAS+A6wa2auB1CT3E7llgGuHuB490bEkcBzmXlg3d/vgYMz85KIWAj4G/D+PnZxKvB54FrgGuCltnVHA9tn5p0RsQpweGauHRFnAWdn5qn1eE9l5q/q6x8BXwEOBX5B6SXw24j4Rtt+XwQ2zMxnImIe4PK6z+8Ay2TmiLqvYZ3KZWa27et64BHgnog4Hzi97SbHCcB+mXlG7bUwDfAe4APA0sB/gEuBD0bEFTXm9TPzsYjYFNgX+HLd18uZOTIivgWcCawIPAHcFREHZ+Z/gS9n5hMRMSNwVUScVpe/ribz2wGst956fbwlmtwOOPxY5pl3fp568gn23Gl7Flx4EZYdsWK3w5IkSZrkTNo1tZsOOCwiRgDjgSXeZrnB+hiwVG1ABpgtImbJzE5jyv8AnAwsSblZsDqU1vD6+pS2/byjj+MtU5P1OYBZKDcJAD4IfK6+/h2wf30dwI8j4sPAa8ACwPwd9ttXuYdbBTJzfER8ElgJ+ChwcESsCPwMWCAzz6jlXqznBXBlZj5Qf76OMlzhKcpNkr/XMtMCD7XFclb9fiNwc2Y+VLe/m3Ij4L/AjhGxYS33HmDxuvx1mXk05WYIo0ePbr/5oC6aZ95y+c0x51ys9uG1uOOWm0zaJUnSVMGkXVOdiFiUkng/Shnb/giwPKWV98U+Ntu5j3I3Ax95C2FMA6zaSlT7k5kPR8QrlPH436JnbPw0wFOtVu8BjAE2yMzrI2Jryhj71w/RofyWwLzAipn5SkTcC8zwVsvVlvcrgSsj4u/AsZSkvS/tvQnGU35XBSUZX22AbV7rtf1rwLCIWJNys2S1zPxfRIzt45zUMC++8AKv5WvMNNPMvPjCC1x71WVsvvXXuh2WJEnSZOGYdk1VImJe4EjgsJpIzg48lJmvAV+ktN5CGYM9a9umfZX7PbB6RHy67Rgfjohleh269/7OBb7Zts2IAULfG9gjM8e3FmTmM5Qu55+v+4iIWL6P480KPBQR01ES7ZZLgc3q6/blswOP1kR8LWDhPvbbV7nXRcS7I2KFtkUjgPsy81nggYjYoJZ7R2usfR9uB+aNiNVq+ekiYul+yvc2O/BkTdiXpEyIpyHgySf+y27/tw3f+NIm7LTtlqy02hqMXLWvaSAkSZKmLLa0a2owY+1iPR3wKqUb+EF13eHAaRGxFXAO8HxdfgMwPiKup7RSdyyXmS9ExHrAzyPi58ArddtvAfO0xfAn4NQ6Uds3gR2BX0bEDZTP4UWUyeo6ysx/9rFqS+CIiNirnt9JlDHkJwG/iogdgY2B7wNXAI/V763E+1vA7yNiD8o48JYTgD9FxI3AOOC2Gsd/I+LSiLiJMiHe/p3K9TIdcGBEvJvSQ+GxtnP9InBURPyg1t3n+6mDlyNiY+CQiJidUm8/p/R2GIxzgO0j4lbKDYDLB7mduuxdCyzIL4/7Q7fDkCRJ6gqTdk3xMnPaftbdCSzXtmiPuvwVYO1exd9Urpa9jTKre2+PAGNrmTt6bQ+w6QBxj21t32v5Pm2v7+l07My8lDc+8u2I+tW73D1Ae3fzveryx3stb9+m96Pw+uqu3ip/H2+uy9a6Ozusu5u2887MHdpeXwd8uMN+1mx7PbbX9mu2FV23v1glSZKkprF7vCRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDVUZGa3Y5CkRho9erS/ICVJkjTJjRo1KvpaZ0u7JEmSJEkNNazbAUhSk40aNarbIXTd6NGjAVh6g+26HEn33fzHowGvC+i5LqwL66KdddGjVRdf32XPLkfSfYcftC8Ae+zpdbH/vn5GWlqfEa+LnuuiL7a0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FDDuh2AJEmdnHb4/tx+zWXMPPscfOtnYwC48bKxXHDKGB578D62//ERLLjYkt0NUpIa6qWXXmKHbbfi5VdeZvz48az10Y/zla/t0O2wumLvvb7LRReOZa655ub0M8/udjhqiKF0XdjSrrcsIsZHxHURcXNEXB8R346Iaeq6NSPi6Yi4NiJuj4iLImK9tm33iYhdJ/B4Y+u+boiI2yLisIiYYxDbfe8tnNtbOlYTRMQcEfH1CS0XEe+OiFMnUgxjI2LkAGW2j4it6uutI+LdbeuOiYilBth+p4iYqe3nvwyV90iDs8Kan+RL3/vpG5bN/55F2GLXHzD8/ct1KSpJGhqmn356fnHkbzjuxDMY8/vTuPyfl3DTjdd3O6yuWH+DjTjiqGO6HYYaZihdFybtejteyMwRmbk0sA6wLjCqbf3FmfmBzHwfsCNwWER89G0ec8vMXA5YDngJOHMQ20xw0v42jtUEcwADJu29y2XmfzJz40kU05tk5pGZ+dv649bAu9vWfTUzbxlgFzsBryftmfmpzHxqIoepLlpkqeWZaZZZ37BsvgUXZt53L9SliCRp6IgIZpppZgBeffVVxr/6KhHR5ai6Y8WRKzHb7LN3Oww1zFC6LkzaNVFk5qPAdsAO0eEvQmZeB/wAmCj9sjLzZWB3YKGIWB4gIv4YEVfXlv/t6rL9gBlrj4AT+ir3Fo61S0TcVL92apWNiK1q6/z1EfG7umxMRGzcVua5+n3NiLgwIs6MiLsjYr+I2DIiroyIGyNisVpu3og4LSKuql8frMv3iYjf1FbtuyNix3qI/YDF6jkfEBGzRMT5EXFN3e/6fZQbHhE31X3PEBHH1vLXRsRadfnWEXF6RJwTEXdGxBubQTuIiOciYt9aJ5dHxPxt8e9a62YkcEKNZcb2lvqIOCIixtX3a3RdtiMlyf9HRPyjLrs3Iuap9fiNtuO/3qsjInardXhDa1+SJE2pxo8fz9ZbbMRn1lmDkausxtLL2EtJGopM2jXRZObdwLTAfH0UuQaYaANQM3M8cH3bPr+cmStSEsAdI2LuzPwOPT0Ctuyr3IQcKyJWBLYBVgFWBbaNiA9ExNLAXsDambk88K1BnMbywPbA+4EvAktk5srAMcA3a5lfAAdn5krA5+q6liWBTwArA6MiYjrgO8Bd9Zx3A14ENszMFYC1gJ/VGyu9y7X7RjntXBbYHDguImao60YAmwLLAptGxHsGOMeZgctrnVwEbNu+MjNPBcZRejaMyMwXem2/Z2aOpPR4+EhELJeZhwD/AdbKzLV6lT8Z2KTt502AkyPi48Dita5GACtGxId7BxsR29WbBOPGjRs3wKlJktRc0047LWN+fzqn/+UCbr35Ru7+153dDknSW2DSrslpUvTJat/njhFxPXA58B5KgtbJYMv1dawPAWdk5vOZ+RxwOrAGsDZwSmY+DpCZTwxin1dl5kOZ+RJwF3BuXX4jMLy+/hhlaMF1wFnAbBExS13358x8qR7zUWD+PuL+cUTcAJwHLNBHuXYfAo6v53EbcB+wRF13fmY+nZkvArcACw+wr5eB1uweV7ed12BtEhHXANcCSwP9jnXPzGuB+aKM0V8eeDIz7wc+Xr+upecG0pve+8w8OjNHZubIkSP7HZYvSdKQMOuss7HCyJW5/LJLuh2KpLfA2eM10UTEosB4SvL4/g5FPgDc2s/201KSOoCzMnPvAY43LaW199aIWJOS3K6Wmf+LiLHADB22GVS5/o4FvHOg8r28Sr1BFmWivunb1r3U9vq1tp9fo+fzOQ2wak2S22Pqvf14On+mtwTmBVbMzFci4l4Gcc79GMwx272SmTkB5V8XEYsAuwIrZeaTETGGwcV+CrAx5b06ubU74CeZedRgjy9J0lD15JNPMGzYMGaddTZeevFFrrriMrb80le6HZakt8CWdk0UETEvcCRwWFuC1r5+OeD7wC/72kdmjq/do0cMImGfDvgJcH9m3gDMTmlR/V9ELEnptt7ySi3PAOUGe6yLgQ0iYqaImBnYsC67APh8q7t9RMxVd3EvsGJ9/VlgOibMufR0lSciRgxQ/lmgffau2YFHa8K+Fj0t473LtbuYkuwTEUsACwG3T2DcE6KvWGYDngeermPh1x3ENlAS9c0oifspddnfgC+3eilExAIR0ddQDjXAyT//AUfu9Q0e/8/97L/9xoy74M/cfOXF7L/9xvz7jlv47X7f5dh9e4/skCQB/Pfxx9jxa9vwpc025KtbbcpKq6zGB9dYs9thdcUeu+7CVltsxn333sM6a3+Y0087ZeCNNMUbSteFLe16O2asXbano7Qm/w44qG39GhFxLWWG70eBHTPz/Ld5zBMi4iXgHZSu3q1J1c4Bto+IWynJ5eVt2xwN3FC7WH+5n3KDOlZmXlNbfK+s5Y6pXbKJiH2BCyNiPKUb9tbAr4Aza5f8cyhJ6ITYEfhl7d4+jDIufPu+CmfmfyPi0jqp3F+B/YE/RcSNlLHjt/VRrv2GyuHAEXWbV4GtM/OlmHSzzo4BjoyIF4DV2s7l+noN3QbcD1zats3RwDkR8Z/e49oz8+aImBV4MDMfqsvOjYj3A5fV83gO+ALl2lQDbbpT53t3S6+8xmSORJKGnvcu/j6O/f1p3Q6jEfY/8KCBC2mqM5SuC5N2vWWZOW0/68ZSWnj7Wr/PWzjemv2se4k3tsK2r9sD2KNtUcdygz1WXX8Qb7xB0Vp+HHBcr2WP8MYW/T3q8rHA2E7HbF9Xx6tv2uFY+/T6eZm211v0Kr4aHXQot0xd/iJlsr3e5cdQEuzWz+v1sd81217P0vb6VODU3vFn5mlA+38W7dtv3ccxDgUObft5eK/1y3bY5heUif0kSZKkIcHu8ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDWUSbskSZIkSQ1l0i5JkiRJUkOZtEuSJEmS1FAm7ZIkSZIkNZRJuyRJkiRJDWXSLkmSJElSQ5m0S5IkSZLUUCbtkiRJkiQ1lEm7JEmSJEkNZdIuSZIkSVJDmbRLkiRJktRQJu2SJEmSJDVUZGa3Y5CkRho9erS/ICVJkjTJjRo1KvpaZ9IuSQ0XEdtl5tHdjqMJrIse1kUP66KHddHDuuhhXfSwLgrrocdQqAu7x0tS823X7QAaxLroYV30sC56WBc9rIse1kUP66KwHno0vi5M2iVJkiRJaiiTdkmSJEmSGsqkXZKar9HjrCYz66KHddHDuuhhXfSwLnpYFz2si8J66NH4unAiOkmSJEmSGsqWdkmSJEmSGsqkXZIaICI+ERGLdTuOpoiIYd2OQc0SEX0+v1aSpCmZSbskdVlN1tcDtuh2LN0WEe+MiO8Dn+l2LN1mklpExDQA6Xg+ddC6PqZ2ETFdROwcETN0O5Zui4h5IuKb3Y5Dmpj8RSdJXdKWjNwF/BN4T0Ss3N2ouqPtH+9ngRmA5SLi3V0Mqasi4r3AdyJiyW7H0m2Z+RpARHwqIg6MiAW7HVM3RMRCETFrt+NoioiYCXquDzEH8GFg5y7H0TUR8Y768p3A5yLik92MR80TETNGxMzdjuOtMGmXpC7JzNciYqaIOArYElgW+OzU1HIUETNHxM+AvSLiE8ALwO+B+YC1uhpcF0TE0hGxTGb+i3ID42cRMbLbcXVTREwfEccAuwEXZ+YD3Y5pcouI6YETmcp+P3QSEe+IiP8DvhLFsIg4vP7+mKpExDoR8XmAzHwM+Dnw8YhYtKuBdUEdUvW7iNg7M28CTga2mdp7LEXEovXz8aV6M3iqFRF7AecCP42I5bodz4Saqn/xS9Lk1Puf7frPxJeAYZm5HnAmsACwYRfCm+wiYn1gHDA98ATwdeCUzLwZuB74QEQs3cUQJ6vaSrQe8COAzDwM+AuweURs1M3YJoeagK3X4T2fFngR+Dbwp4gYHhELTP4IJ7+IWCAiZszMl4HfABtQfkdMtTLzJWAYsDCwNKWFef7M/Fs345rc6mfgGGBMROwWEYtn5oXA5cDu3Y1u8oqIaTPzVeBgYP2ImBM4DXgF2K6rwXVRRHwZ+CNwDbAEsNtU3FNpF2C+zFyD0hPjp0Pt74hJuyRNYhExTURM09bN9z31n4wEVgf+XYseA1wNrB0Rc3Qn2slqTWDnzPxmTVA3AWaKiJ8AvwOmAz4ypbcstg2TeAk4A3gmIr5UV58IXAtsERHzdinEyWU24CvAhyJilrbl8wBPAn8ADqX0xDgwIj4++UOcPCLiMxFxFXAk8FuAzPw15QbGRhExXS037dTQktjhd8AZwHhgDeCTwE213BQ9njsiZqjjtYdl5oPAYcBVwFzAryNiDcrn490RsXY3Y52cMnN8nRtmBPAysHtmPkq5TtaLiPm7Gd/k1jbM7kFgVeBWSmPAQsBXuxXX5FY/L63fj68Ad0TEIcD8wI/rZ2jImKL/EZKkbmr9o5CZr9Wu8AtExOnAqcDhtdgfgfkjYu7MfJzSPfxDwFbdiHlSiohpey36GKUFlYiYriat36QkbrMA/wDeS6mPKU69mRO9xuTeS2ld3ygi5sjMJ4CLKTd2Pt+FMCepiFg1Ij4WEe/KzKcpNylGUoaKAJCZ9wP7A5/NzG8AGwP3AM90I+ZJKcpkYgcCPwW+B2xGmd9hj1rkEEpvjPfXxG18ZmZEzNalkCe5eoOzdcNzjdqi/AAwFlie8jtjAYDMfLFrgU5iEbE95Qbe4cAv6uJjgdeAvwInAdsA3wCuALae/FFOHh16ra0OXAjMBFwCbBgRH6D8fb2H0otrihcRS0TEWcDvI2J/4GlgGeDHwLbAr4GVI2LVLoY5ydUhNEdT/p5sXxe/h/LZuDszP5SZF0XEMjGEnlRj0i5JE1kdYzkn8ONW4l7HW/4KOBv4COUf8S2BR4D/AT+sm7+XkqTdNtkDn0Rqa+APgP0iYtuIWKGuuoIy6RyZ+UrtjfAvyjCBVSj/lE8HrFrH9E5R6s2cjIhVIuK4iFgPmB34E/AQsEMt+hClJXHGKaUeImK+iDiW0pK8LeW9JjP/QLlxtUZEzFfLTp+ZzwF3RsTCwF7AR4HHuhH7pFCT9TUz8xXgecqNvXGZ+TywC2WSymkzcyxwJ7B5Zr4aZVKlI4GjppRrA16/Pt4Hr7eizhURPwKOB0ZFxKjM/CvwH+Bx4H0RcVJE/C4iRncx9ImuDgf5LWUo1ecoXd+3rtfL45TW5G2B04FdgRkpN0Q3jYhNuhT2JBERH4+ILdpu4qxSVy0LHJSZPwO+DxwNjM7M8ZSbGR+NKXyS14j4ImVIwKGUm1lQeqF8gzLs7FLgHcCsTIFPZ2m1qEfEZ4HvUnpn/ZzSS21T4BTgZuCWWu4bwAnAUt2I960waZekiSgiPkVJxJeh/CP1nrpqXsr4y3/V1qD9KX84n6H8YXlnRFxKaTH6TmaeO5lDnyQi4iuUFpAFgOsosxufERFzUcaxr9Kh6+KSwFOZ+RRlyMBhdUzvkNfe26DezPgxZRzmX4C1KV32nqf8g7FaRCxVz/1pYOkpoR6izNz7S2DBzByRmZsCz9V/oqB0g18GWAmg7Zw3oHymnsnMVepTF6YUn6ZMrLYK5UbGIsBqdd0GlH9AW08SOIDyuTmG0u11GLDtFHJttLqybk4ZCkBErETpAv5sZi4MHEi5kfcRSkJ2O3AEpUXtCODhyR33pFB/P3yBMknpdMBRwD2ZeS9l3ovlATLzUMrNvo1qz5wvU36nXAHc34XQJ6XZge/XFtI/AidExHcpw8xaExGOBy4AloiIDTLzn5S/I490I+DJ6BbKuPVn6t+Qcyk92WYCvhVlwtfdgP0yc8/uhTlptD0SdEvKzYqj6hwP+9Svayh/V78aERdQfudumZk3TP5o3xqTdkmaSGo3q/dR7vLeSRmLe3hEbJuZx1OSkbUBMvOPwFPApsCj9fv6mblVbVUc8mpL6a+Ar2bmVzLzhMz8IiWJPxgYQ/nHc6OImL0OIRhJmTX9QYDMvD4z/9edM5j4assPEfHe+vofmbk6pQVkLcrMz5/NzPMp/2R8r276R8o41eGTP+qJIyLeF2X23heAc4DL23pd7E/5h5zMvAS4G1ghIuaMiE0j4g7K+OWfZOZ36v56D7cYUuKNkyBdQPmd8QlKy/E/gC9FGdf+PuBdwHm15fQBSrfoeSm/M746JfzOiDKz9b4RsXJm/gKYvrYmX0X5fdB6BOTtlBbFHTPzDkpr+6rAOzLzn5l5RDfin9jq74cZKf+r30W5ifX+et2vDTwdZRw3lJtgG0XEsnXIxFmZ+eHMvKwrwU86p1I+K8dSbtB8gNJyfBuwVERsWHurTE/5nGwDkJljMvO+7oQ8eWTm1ZThMzvVRRcCz1E+L7+iDLHaIDP/3JUAJ5GIWCQiDo2IHevnYSfKvAZz195J51OGlRyUmSdTho1sn5mfqk8ZGDJM2iVpIqmz176TMsbyLMrEWqOBbaPMDP4nYIHoeXbsbygt8bNn5iu1q+MUo04E9GtK6/rrz1UGvkYZlzsdsB9luMCpEfGHWv6EzLxn8kc86UXE5yLiMkqXRTLz7xHxTeCLlIn5fkbPzM+nAjfXepuW0sI4lFsRF6AM//gkJemakfKEgJWBnwCL1p4ZUK6DD1BuXOwO/F9m7piZz0fVugEyFEUZb3tJ1LHomfkMcBHlUYefpEw+9yxwZU2+vkr5Z/RzwMGZ+bvMXD8zr+/KCUwaL1CGy6wRZczyRsBmUZ5N/31gnYiYKTNfAP5MSeq/RukKvX9mDvmW1Nr9e/O2RadRelI8QUlEdwRuoIxjXxs4PyI+mGXm/DspLa3tPRamKLU19WhgOUpvrGeB8yl1czmwR0T8BjgO+Flmrt+1YLvjQGCRiPhE/X/kSsrfjBMy8xe1l8YUo/7t+CulF8VclL8b01Nucn+V8j8YlJb2dSNinsz8X73ZN+RET28CSdKEiDfOCD8NJQn9AbAu8KM6PpeIOJ4y+cneEbEb8H5KK9GQbx0bSO0KfT/w7sx8MSLekZkvRZls6x2Z+c3acrQssGxm/q6rAU9EreujJphZWwGOAn6QmRfVMtNRJgm6ODPPioidKTd6vl57Z7Tvb9qhlKhGmQF+ldrS0boWtgBWpHTTXIOShLyXMkTkCUpdnExpGXo3sEBmnli3D8r/La8xBNXrfAvgUkor4IHAa5m5U1uZXSgzG+8PrEzpGn9CZl5c189WE/wpQu9ruo5H/QSl2/vNlB45f8/M4yPiZMrv0e/WuvwIJY/7RzdinxSiPHP9B8DyreEOEbEupfv3c5QbWVdn5gF13bcpyfuZwDFD9bMxoerfjwUyc/Paw+1rwIKUz9Y0wPVTest6X+qNrG9l5pAZqz2hImKVzLwiIrYDZsnMg+rfhx0on5WtKEPOjgLOyDIvxoz1ht+QZUu7JE2gKJMkrdb+D1KWScVeysw9KGNOP1hb06C0Jn+2dv/8M2V221en1NaQdnVs3fcoXRkBWneK56NOCENJXK6bUhL26HmE22s1KW91414deDXLrLWtxwC+Qmlx/mREnEoZx/yJ9oS9dZ0MpYS9Wh74e62D1rVwBWXixc0z8y+UsconZOZhmfl7yjwPrwHrZuZFbQn7tFkMyaSk9iC4hPLP5IGU2ax/AawZEcu2Ff075ckJi2bmOZRW1rUjojV0YIpJ2OENw0Vak4SdQ+nu/glKy/tfgbWiTEC4G7BjRLyvdgG/YEpK2KtTKZ+JUW3L/k6ZnPBFykzos0fEiLru58AXMvPoofrZeIsOoHOL8tV1aMBUmbBXY4CD69+YKep/jOiZHf+EiPge8EF65jIYRvl9MXN9fTblb1Dr7+eQTtjBpF2SBi3KI9vmovzzdHBEbBQRZ7X+4Yyex9CcSfnHe+XaMnYTpevrlzLzlsz8TWa+mFNPV6ejKV1bF8nMl+s/nHNTEjimlHqI8sQA2npf7E65SXNYRKxImYjvySiPrHqt7Z/sXSnDKW4DtmmNQ21L1odc/dQbEpdSZrY+rG3VTZT3fcUoY7r/AswW9bn0mXljZn43y+RarxuCNyxeFz1zO3wpM9ehPIZoBKUb54mUrputGxM3AsOB1lj/g4HfZnkc3hQnIraMiCuB3eo/4e+k/P6cizJR1CnAS5QJo/5NGaM85LvB96V+1g+k5yZva9jVZZSeBcdQJjRdMcpjMsdn5pNdC7hL6lCIYymfDzLzqtr9+6HuRtZ9tfHgV/VvzJD729GXeOPs+B+g/I91B2+cy+DdlIn4XqjXw/fr52eKYNIuSYNQWwv3o8zQ+wxlErnjgD9k5pXwesvqNHX9HyktqyPrLnbLzO9P9sAboCanmwCnRXls03HA6Zl5TXcjm3gi4vvA6NoFnIj4HGUs/9coM39/ifIYpsso3d+JiHUi4h/A8Mw8JzP3yjpmG4ZWst6hRaf189eBzaPn8V2vAVdTZnheiDIO9RlgroiYcYB9DknZM7fDOnXROEpy+hx1pviI+EKrCydlLPvNddubcwqZ3yF6TRwYER+mtJStR0lGNwW+UW9yXk+ZXO6dlNbnmSJi5sz8Q5anSkyxssxmfRZlqEhr2YXAnJTW5J8Ap9UkZWo2him0RVkdtc+O35rLYFrK39TdI+Io4HDK35T2RpQpxhR3QpI0MfXqxnwypfV8BUrr4UP0PPNzGPS0smbmnyiP6cr680tdCL8xsjx252nKxDArZ+avuxzS2xYRM0XEZlEmGTyV0gLWGhKxNnBVTbgOoiRq81JaCmaOiFMo/3wflJm3te93KCXr8Pqs31vU1zPC68/WHlZbxA6jjC2krvsXsDAwRz3XwzLz4N7dF4daPQxgJ8pNnRkoQwBeAV6qLeh7AjtFxBHAPymPhby0a5FOZO3DO6I8DaD1bO0rKE/a2JIyhv90yhMSPkbpoTEP8PHaDX6vOrxiavEjYPmI2CEiPlK7BN8DvJKZV07pNy4GY0ptUVZn2Xl2/P9SnqzwQ0pDybqZeVgtP8UNF3EiOknqoK/WzojYDPhrZj4dEdtSumuukW+cTGm6zHwlIqbPKeDZyRNLDLGJ1AYSZaK1s4GtM/PeiNib0rV5B+BTlFnAd87MZyNiK2CtzNymJm5zZOZQngn+DSLiYeB4yhjCvbJMEhStz09E3E3pqXIG8FFKD4SvZ+atbfuIKfmf74j4KuXmxRHATzPz361zrkMFRgDXZeaD3YxzYom2iTrrz5+g/NP9KOVJGr+l9DY4CvhylgkqL6ZMSLg55Vn1t06J/3wPRkSsQXmixIeBEzPzN92NSOquiJifMnxmVGb+LSJWovRo/MPUMDTCpF2S+hERS1ImUvsH8Mfe4wcj4nLKP52XU2bKHjPZg9RkFz0zw/+QMqP1sVEezXYmpYveg8BmwIuZ+b0os8Ivlpk7dNrPZD+Bt6He0Ip6/tPWFtSLKQn7Upn5QFvZYZn5akSsDXwWWIbS42J07QY81aj19gCwQmY+EhHTU1pOp+h/xKLMCD8j5akZx9XXXwHupiTuj9d1iwDbUibsO652gZ3qDcXfEdKkElPB7Ph9MWmXpA7qGPYdKInIA5SxVNcBR2Tmk22t6asB36b80/nLzDy8WzFr0unU86KO0f02JQk9ITOfqxOqrUd5tviMlBs6LwAzUVoTh+TzYVvijY85XABYJDMvifI4uz8D+2TmSVEf7ddh++FZnxU8pbesd1J/X/w8M1cZsPAQ1Ov6mI/S/X1Vyhj9DSk9UV6k3MD5NOXzsyXlM/MeSu+LCyd/5JKGgjocbSvKPCE5Nf0NMWmXNNXr1JIRZYbzq4GtMvOEiPg48HHKI2Vef2507dr6TuCpzHxxcseuSa+9W3/0etZrRGxMSUb2bEtGT6I+S7lOTPfOzLyrC6FPEvUGxg7ANyiTyF2Wmd+qY5FPyMz5W+Xq56PT52uqbT2MiH8C209JPQ16DYWYlZKUv4syY/6ydfk1lBsWv43yCLevUJ6xvEtEzJuZj3UrfklqOieikzTVa2sZ+mhEfCwi5svM6yhdNzeuxS4C7gNGRMQSdVmr9fVhE/YpV1vCviOwfx3L3lp3KuWZsJ+NiHfVxb+mPHd9vsx8vpWwD8XZbHvPzFxbT/cFNszMJYF1gaUjYv3MPA+4KSIOjIj1ge9A5wmBptaEvVpjSkrYoacHSkR8ijIh1JKUSTqfrjc8oTza7ttRZoG/jzLr81X1Bo4JuyT1Y8j9AyFJb1dELBwRu0fEElHMW1tH96FManJ2Lfp9YKGIWLsm5ZcBcwCrwFSfeEyx2hPV+vq9EXEj5fFTP8nM51rr6iYHU5KUzWu38L9THg34aPt+h9r1UltPX6ut5YvWmxVPUGbsnTci3pWZ/6U8nmrDiJiN0tV5YcpEc3/vWvANNiVMxlh/b07Ta9lHgb0pPS++T5nn4yzgY1Em5TyLcu3sVzf5W2aeONQ+F5LUDSbtkqYaNQH7KWUG69koSdjMwGLA2Mxcg5KUjIyIXeuEWr+mJO9k5jjg0Mz8XVdOQJNcq9t2TVTnr6//Rble5s7Mh6LM/t7+eL/LKc+ZXpj6bOUsTxcY0n9jax3MFRG/pvQ6+Q1lRvwzgHPp6YVyBOVm1leyzIi/TWZ+qn5eNIVpdYWvExEuFhEbR8R7KL2RLgOWqJ+jJyiPdZuR8gx2KBPNnQVD7yaWJHXTkP6HQpIm0JbAosDqWZ77e1FtNb0COC0i/lTXf5ry3ORFKYnKDBGxJkBm3tSVyDVZ1ERkzog4FhgTEd+OiAUp185mtcyL7V3G67JrgD2A+yNimaE4ZrtOrNfbdsCNmfkhyv8Mu1Me03UVpVv8iMx8hTIr+MMAbT0ROu1PQ1BETBsRX4yIRYAZ6rI9gNMoE8hdACxHeXrCY8D6ddNrKc8XXzkiZsnMu2pPFEnSBDBplzRVqAnEesBva9I1fV3emkBpHuDVzNwlM/9KGaf8vdot/hOZObZbsWvS6Z1YRnls2yjgYmAbSmvyrpl5CXBFRBxYi/buGjxNvVYOycybhlLC3uoR0DZ2/91ty98BzBIRFwAvA1vWbv8XA89TbmaQmWe0JmhsmRK6gQsi4iuUx7B9EfgZ8LX6uZkZWIfyOMz5KE/YuJ4yU/xaETFPZj4DnArs0bqZI0macMO6HYAkTQ5ZniX9KrBQXfRKXd56hMa8lEmTdqS0tp9BmVCJ+o+npiB1MsEnWxNgtc0KP4xyA+d54EjgfkqiAvBV4N6IOLROpPW6tq7yQyZZb2mbiHFBSov5DBHxZ+AAStfmz1K6vl9Wy32O8tk4ifK4u/aZ4qe6x7hNyerEg78ClszMOyLi85TJB79KGQ5yMvAq8Mm26+NiYGXgQ8AfM/PfXQlekqYgtrRLmirU7swXAYvXxwtla2xyRMxI+X14PPAJ4LnM/L/M/Fv3ItakEuVxft8BPhIRi9QE9ZcRsUa9QTMdZVLCQzNzk8y8PyJWqsnHnsBcvbvHDzWt1vXWpHsRsS+wE3AspUv8osCOwGHAs8CCdfzyL4C9gMUz86qsz51vJeom7FOW2qvi15QWdSiPwZyH0h1+OHBxZn48My+LiJERsUdm3giMysw/diNmSZoS+Zx2SVONiHgf5fnSd2Xmz9uWfxP4b2b+vs5y/HK3YtSkUZPsBTPz/vrzt4G5gfdTelXMQrk2PgJsQZmc8JeZeXtEHAXMSWltfrYb8U8svcfat36OiF8Ca1MeR/Z4RIyk9DDYAngfpXX1A8AN9Awb0VQgImamPO5yQcoNnXUzc92I+BKwIXAdkMDnKcOPftqtWCVpSmXSLmmqEhGfpLSingeMozyaajpg59pCpClQRCwJfIzSQjgLpZVwTWCxzPxELfNH4EJKF/EvAZ+iDJsYC+zVNsHakO8CHuU56ptRWk5/AQRlPPIOmXl+Hdu/M7BcZm5at5kzM5+sr6d1zPrUIyK+ChxFeVLAAa3hIRHxQcpjMt8J/MKu8JI0aZi0S5rqRMSqlPGWKwAXZeaRXQ5Jk0BELEXpQfFIlGeM/w5YEbiSkpSvT+n2e0xmXhoRy1O6h38xM2+OiHmAd2Tmg3V/QzJZb2tNn4Zyg2pfYCngu8CBwHWZuVtEfJnSm+CDdbv3AbtSHnn4aN1HgN3gpzb1fX8AWKF+nlpzQEiSJgOTdklTraGahKl/EbEw8EtgfspEco9TWo1/TRmP+8PMvDAiFgL+D/gvcHRmPhMRxwGPZObubfsb8olqe7f4iPjI/7d35zF2llUcx7+/TtmEQlGjEBQFN1xoaAi2gEiCYUkQJaIGRKIJiyGC7BjcQKyYQBEixkCirKKWpUghiGCIKCAkiqglIigtSythEbUCAm2Pf7zPbW9HCgXazp2Z7+efee97n/vk7WQm7ek5zzl0GfaDgBOAvwAXVNVlSW6jax52ur8f6pdkR+Dsqpo20s8iSeONjegkjVsGJGNPkkl03a5/U1U7AMfRlcN/j6753CXAfkne0Ep5b6ObM71n2+LQ/oAdup+T0fSz0msy1/f6MODnSY5PMrGqbgYOAHaqqq3pZq4fkuR1dN+jjWD578fw/TQ+te7wS5JMGelnkaTxxr+IJUljyVS6kvhvAlTVPLp561u29/4EDAEfauvn03VHf7Zl1BfD8uz6aNOy472M+hZJpgLTgdPpRrcdlGQdYBvg7+1jjwOTgZ2r6ldV9bX+PUfjGDutMbtU1R9H+iEkabxxTrskaSxZTNf5HYCWWX42yaXAF6tqejvrfmCSk4DvA2dV1RPtI6NydFmvlL2NMtwUOAeYBiygO7N/Y5LX0jXjmwtcDZyZ5DpgfeDYqrqlb78JBusazuaDkjQyPNMuSRoz2jn1U4ErquraFrQvTrIxcD3w8apa2KYIbFJVs0b0gV+lYWfVJwL70DXXewz4Ot3YtvdV1e5tzdnAQuB84O3Au6vqgr79PMcuSdKAsTxekjSWLADuA3ZvI8oWt/tTgXuqaiFAVV3fC9hHayk8LC9dT/JhulF129HNnv9ne+9kYP0kn2ofmUNXLr9ZVd3eC9iTDLX9DNglSRowBu2SpDGjle9eQjfa7KIkU5J8AvgucDf8f5A+mgLVdCb0XW+S5BTgYODbVXUycAswKcmbqurfdKXyX25Z9JuAI6tqbv++lj1LkjS4DNolSWNK6wp/DPAgcARwGHBMVZ3Z3h81QXq/vnPrS5Ns3K7/RdftfTPgqbb0SuAdwPZJhqrqMuAOYErbY8HI/AkkSdIr4Zl2SdKYlWTdqnquXY/6eesASU4EPk1X6n4/cBVwLnAhcENVLUlyHPAeYGZV/XmknlWSJL16ZtolSWPZ87CsYduom7c+vJQ/yWeAzYFdgCfpRrktAu4EdqVrLgdwKXAXXbXBsv3W/FNLkqTVzb/AJUljVi9IH03jy3rn1qtqad8It16lwHbArcAZwN7A/q3Z3kXAVsCuSTaoqkeq6pyq6pXMj6rvgSRJWs457ZIkDZD2Hw2VZF1gJrBTkiuBHwJ/Ay6jG103GyDJjsDvgVnAE1X1TG8vR7hJkjT6mWmXJGnAJDkA+AnwMHAIXTf8C4GLgXuBp5Ksl+TzdIH9dlU1u6pu7t/HgF2SpNHPRnSSJA2YJPsCs4Edqup37d4V7d4jdIH8FsCjwClVdfcIPaokSVrDDNolSRpASW4Bfl1VJ7XXRwKTq+ob7fXWVXV/u57gmXVJksYmy+MlSRogSYba5aHA8Ul2a6/3BBb21hmwS5I0PphplyRpLVhZcP1C95NMrKrFSc4FPgb8CJgEHF1Vi9bOE0uSpEFg0C5J0hrUm7XeawrXC8hfYN02wFNV9VAvkE+yDjAfOLyq5vT2s8GcJEnjh+XxkiStQdUkmdwy59v3v59kUpKrgLOA17TPLG3B/fPt/rlt7QQDdkmSxhfntEuStJr1Zcp7X48DpgD3VNUdw5ZvCNxUVef03+xl46tqZpLe7HUDdkmSxhnL4yVJWo36y9eTbFBVzyQ5ATgN2KKqHn2R8+1DVbWk77VN5iRJGucsj5ckaTVqpfDTk1wOzEiyc1WdAcwD9mnLspLPLhn22oBdkqRxzky7JEmvwgtkx6fRZdW/CuwE7At8FtgKuLiqNm/rbCgnSZJekpl2SZJegSRvheXZ8V6XeOBtwPXABsBB7Xp+Vd0I3JXkB2v/aSVJ0mhl0C5J0suQZGKSo4DDk6yf5CNJzgcOb0v+AxwDHAHsU1UzgIlJNmprNmzZebPskiTpJRm0S5K0ClqAPql1dZ8LDAEzgM8BNwBfSbIf8BBwNXBNVT2YZFtgNrB7Vc2vqv2Hn12XJElaGUe+SZL0EpJMAj4ArAf8FHgaeAzYCzizqq5NsoQuu34AMAs4M8kewLbAeVV1Vd9+QwbukiRpVZhplyRpJZK8BaCqFtFl1k9O8gDwZuAaYD7wzhaEXw48CRxSVb+kC+hnAu+vqu+0/dL2M2CXJEmrxEy7JEnDtAz5DODxJPcBc4BFwBvpyt4va+tuBd4FTAdubZ+Zk+TiqnqQLhu/LLPuOXZJkvRymWmXJKlPkgOBbwFfAg4G/gD8GPgH8Eng6SQfbcuvA54DdkkyuaruBPZqAfsyZtYlSdIrZdAuSRIrjGzbHji1qn4BPFpV5wPnAUfRNZl7GNgNoKoWAg8Ak4HXt3tz1+6TS5KkscygXZIkoK90fQqwcbseal9PAz4IbE53ln2dJFcnmUXXSf6Uqvrr2nxeSZI0Phi0S5K0op8BU5OsU1XPJdmgqp6hK4Xfo6ruBc4A5gFnVdVtVfXfvky9JEnSamPQLknSim6nG+22N0AL2KHLvv+23ZtXVUdX1e19HeFtMidJklY7g3ZJklZ0O13J+7FJ9kyyaZITgffSnV9fJskEg3VJkrQmxX9rSJK0opY9/wIwDdgSWACcMLwrvCRJ0ppm0C5J0otIsmUvWG+Z9aUj/UySJGn8MGiXJGkVGLBLkqSRYNAuSZIkSdKAshGdJEmSJEkDyqBdkiRJkqQBZdAuSZIkSdKAMmiXJEmSJGlAGbRLkiRJkjSgDNolSZIkSRpQBu2SJEmSJA2o/wGOKWsIuzeL2gAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import seaborn as sns\n", - "fig, ax = plt.subplots(figsize=(12, 8))\n", - "sns.heatmap(tt_a_df, annot=True, linewidths=0.1, fmt='.0f', ax=ax, cbar=None, cmap='Blues', linecolor='gray')\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation=30, ha='right')\n", - "ax.set_yticklabels(ax.get_yticklabels(), rotation=0)\n", - "ax.invert_yaxis()\n", - "ax.set_xlabel(None)\n", - "ax.set_ylabel(None)\n", - "#sns.heatmap(df, linewidths=2, linecolor='yellow')\n", - "title = ' PID types by Metadata standard\\n'\n", - "plt.title(title, loc='left', fontsize=20)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "beneficial-mason", - "metadata": {}, - "outputs": [], - "source": [ - "comm_a_df=df_pis_kw.groupby(['Community', 'pidSystem']).count()['Repository name'].unstack('pidSystem')" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "focal-tracker", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(12, 12))\n", - "sns.heatmap(comm_a_df, annot=True, linewidths=0.1, fmt='.0f', ax=ax, cbar=None, cmap='Blues', linecolor='gray')\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation=30, ha='right')\n", - "ax.set_yticklabels(ax.get_yticklabels(), rotation=0)\n", - "ax.invert_yaxis()\n", - "ax.set_xlabel(None)\n", - "ax.set_ylabel(None)\n", - "#sns.heatmap(df, linewidths=2, linecolor='yellow')\n", - "title = ' PID types by Communities\\n'\n", - "plt.title(title, loc='left', fontsize=20)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "important-hydrogen", - "metadata": {}, - "outputs": [], - "source": [ - "ds_a_df=df_pis_kw.groupby(['Discipline_subject ', 'pidSystem']).count()['Repository name'].unstack('pidSystem')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "stable-jewel", - "metadata": {}, - "outputs": [], - "source": [ - "co_a_df=df_pis_kw.groupby(['Country', 'pidSystem']).count()['Repository name'].unstack('pidSystem')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "together-triumph", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Tv3tJ26FJkjRuTJgwgX0P+BCbvHgzHn3kEf71XW9j8su3Y6ONX9B2aKNuPOViXBQlS6qq+oH+5uMU4GFgsYqShUnyUjoFyVur6hrgGuBby3IbWjEkYdXVVgdg3ty5zJs3l2TEB59KkqRhrLf+Bqy3/gYArL7GGjxv0sbcc/ddY/KL+PI2nnLxlLimJMnsJMckuSLJL5Ns37RPSXJeM9KyH/DBJNcm2T7JBknOSnJl83pVs8x6Sb6X5MYkJwML+lb4d8A5wDuq6opm+X2SnNBMn5LkM0kuSfKbJLs37Ssl+VySm5J8P8l3uub9fdN+NZ2Rl4F9XDfJOUmuT3JZUwyR5PAkpya5OMntSXZL8okkNyS5IMnKyzTZWq7mz5vHwe/di/3e+npe8rJX8MJNt1j4QpIkaVh/uPMObvnlTWy6uWcdjPVcPCWKksbTqurlwAeA3u4ZVXUb8HngU1W1VVVdDPx383kb4C3AyU33XuAnVbU58E3geQvY5rnA+6vqJwvo8yzg1cBUYOCUrt2AScBmwDuA7QCSrAp8AdgFmAz8Tdd6+oBrquqlwEeBL3fNewGwI/APwFeBH1fVS4DHgDcPF1SSGUn6k/T39/cP10UtWGnCBI6a9TVOOO18fn3zjfz2tlvaDkmSpHHpsUcf5YiDD+S9H/gwa6yxZtvhtGo85GK8FCW1CO1nN+9X0fnCvzA7ASckuZbO6VZrJ1kT2IHOF3uq6nzgvgWs4wfAvySZsIA+51TV/Kr6ObBh0/Zq4Mym/Q/Aj5v2TYFbq+pXVVUDcXQt85Umrh8B6yVZu5n3/6rqSeAGYAJwQdN+AyPkoqpOqqqequrp6elZQPhqwxprrsVmW07muisvbTsUSZLGnblzn6Tvowey4xvezPZTdmo7nFaNl1yMl6LkT8AzhrStC3RffD6neZ/Hol0rsxKwbTNyslVVPaeqHl7MuN7fvH9uAX3mdE0vrwsE5gBU1XzgyaagAZjPU/y6oaeSB++/j0cefgiAJ+Y8zg1XX8Gznzup3aAkSRpnqopPHtnL8zbamN33nN52OK0aT7kYF0VJUyzcmWRH6FxfAfw9sKDTpoZ6CFir6/P3gP0HPiTZqpm8CNiraXsjf10MdZvf9N00yRGLEctPgbc015ZsSOcifICbgElJBq4+2rNrmYuBtzdxTQHuqaoHF2ObGuPuv/ce/uPD+zFzvz05dP938pKtX87W227fdliSJI0rN15/DT+44DyuveoK9p2+B/tO34PLL7m47bBaMZ5yMZ7+ij4d+GyS45rPfVX168VY/tvAN5JMo1OMHNCs73o6ebiIzsXwfcDpSW6kc6eu/1vQSqvq8ST/AFyY5I/AI4sQy1nA64CfA78FrgYeaNY1Azg/yaN0CpGBQupw4ItNvI8C71zkPde48Lznb8JRnzut7TAkSRrXtthya75/6fVthzEmjKdcjJuipLkm47UjzJvSNX0PzXUUVTUbmN1M/xJ46ZBF3zrMuv4EvH4R4pnUNf0AsFXX7FOa9n2GLLNm8z4/yUFV9XCS9YAr6Fz/QVVdQOfakqHbuxfYdZj2w4fbxnDzJEmSpLFo3BQlT0HnJVkHWAX4eHPBuyRJkrTCsShpSffojiRJkrQiGxcXukuSJEl66rIokSRJktQqixJJkiRJrcrgc/a0ourr6/MgkCRJ0nLV29s74oPEHSmRJEmS1CrvviUAent72w6hdX19fYC5AHPRzVwMMheDzEWHeRg0kIuZh5iLY470uBjgz8iggVyMxJESSZIkSa2yKJEkSZLUKosSSZIkSa2yKJEkSZLUKosSSZIkSa2yKJEkSZLUKosSSZKkp4DDDj2YKdtvx27TprYdirTYLErGqCSTkvxsSNvhSQ5Ksm2Sy5Ncm+QXSQ4f0u/TSe5I4r+vJEkriGm77sasE09uOwxpifildXw6FZhRVVsBWwD/OzCjKUT+Efgt8JpWopMkSaNucs82rD1xYtthSEvEomR8eiZwJ0BVzauqn3fNmwLcCMwC9hz90CRJkqTFY1EyPn0KuDnJN5Psm2TVrnl7AqcD3wTenGTl4VaQZEaS/iT9/f39oxCyJEmSNDyLkrGrRmqvqiOAHuB7wF7ABQBJVgHeBJxTVQ8ClwNvGGElJ1VVT1X19PT0LPPgJUmSpEX1tLYD0Ij+BDxjSNu6wK0AVfVrYFaSLwB3J1kPeCWwDnBDEoDVgceA80YpZkmSJGmxOVIyRlXVw8CdSXYESLIu8PfAT5K8OU3VAWwCzAPup3Pq1r9U1aSqmgRsDOycZPXRjl+SJI2umQcdyPS93sbtt93KzjvuwNlnndl2SNIic6RkbJsOfDbJcc3nvqr6dZIjgU8leRSYC7wdeDqdomW/gYWr6pEkPwF2Ac4Y3dAlSdJoOubY4xbeSRqjLErGsOauWq8dpv1tIyyy7jB9d1vWcUmSJEnLkqdvSZIkSWqVRYkkSZKkVlmUSJIkSWqVRYkkSZKkVlmUSJIkSWqVRYkkSZKkVqWq2o5BLevr6/MgkCRJ0nLV29ubkeY5UiJJkiSpVT48UQD09va2HULr+vr6AJh5iLk45shOLjwuBo8Lc2EuupmLDvMwyFwMMheD/G4xaOC7xUgcKZEkSZLUKosSSZIkSa2yKJEkSZLUKosSSZIkSa2yKJEkSZLUKosSSZIkSa2yKJHGiMMOPZgp22/HbtOmth2KJEl6ihgv3y8sSoAkhyS5Mcn1Sa5N8opFWOaIJDs10x9IsvoyiuXwJActo3WdkmT3ZbEuLX/Tdt2NWSee3HYYkiTpKWS8fL9Y4R+emGQ7YCqwdVXNSbI+sMrClquqw7o+fgD4KvDoUsaywv97rMgm92zDHXf8ru0wJEnSU8h4+X7hSAk8C7inquYAVNU9wHOSnA2QZFqSx5KskmTVJL9p2k9JsnuSA4BnAz9O8uMk/9CMtlyb5OYktzb9Jye5MMlVSb6b5FlN++wkn07SD/xbd2BJ3pPkyiTXJTlrYDSm2fZnklyS5DcDoyHpOKHZ7g+AZ45GAiVJkqSlYVEC3wOem+SXST6X5DXANcBWzfztgZ8B2wCvAC7vXriqPgP8HnhtVb22qr5VVVtV1VbAdcCxSVYGjgd2r6rJwBeBI7tWs0pV9VTVJ4fEdnZVbVNVWwK/AP65a96zgFfTGeU5umn7R+DFwGbAdOCVI+10khlJ+pP09/f3LyRFkiRJ0vKzwhclVfUwMBmYAdwNnAHsDfw6yd8BLweOA3agU6BcvCjrTfJh4LGq+iydQmEL4PtJrgUOBf62q/sZI6xmiyQXJ7kBeDuwede8c6pqflX9HNiwadsBOL2q5lXV74EfLWC/T2oKoZ6enp5F2SVJkiRpufAaBqCq5gGzgdlNAfBO4CLgjcCTwA+AU4AJwL8vbH3NBfB70CkSAALcWFXbjbDIIyO0nwLsWlXXJdkHmNI1b073JhcWkyRJkjRWrfAjJUlenGSTrqatgNvpjIh8ALi0qu4G1qMz4vGzYVbzELBWs76NgM8Ce1TVY838m4ENmovqSbJyks2HWc9QawF3Nqd/vX0R+l8EvDXJhOaaldcuwjIaI2YedCDT93obt992KzvvuANnn3Vm2yFJkqRxbrx8v3CkBNYEjk+yDjAXuIXOqVyP0Dkt6qKm3/XA31RVDbOOk4ALkvyezojLesA5SQB+X1Vvai5G/0ySiXTy/mngxoXE9jE617Dc3byvtZD+3wR2BH4O/B9w6UL6aww55tjj2g5BkiQ9xYyX7xcrfFFSVVcx8gXhT+/qN2PIcvt0TR9P50L2AX3DbOdaBk/n6m6fMuTz4V3Ts4BZwyyzz5DPazbvBbx/uB2RJEmSxqoV/vQtSZIkSe2yKJEkSZLUKosSSZIkSa2yKJEkSZLUKosSSZIkSa3K8He41Yqkr6/Pg0CSJEnLVW9v74gP/HakRJIkSVKrVvjnlKijt7e37RBa19fXebzMTRtPazmS9m1667mAxwUMHhfmwlx0Mxcd5mHQQC5mHmIujjnSXAwwF4MGcjESR0okSZIktcqiRJIkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktcqiRJIkSVKrvCWwNIasvvIEZrzyufztOqtCwYmX/B+/uufRtsOSJI0Dhx16MBddOJt1112Ps889r+1wWmUuBo2XXDhSsowlOSTJjUmuT3Jtklcsw3U/vKzWpbHpnS9/Dtfd8SAHnXsTM8+7mTsemNN2SJKkcWLarrsx68ST2w5jTDAXg8ZLLixKlqEk2wFTga2r6qXATsBv241K48VqK6/Eps9cgx/fci8A8+YXjz45r+WoJEnjxeSebVh74sS2wxgTzMWg8ZILi5Jl61nAPVU1B6Cq7gGek+RsgCTTkjyWZJUkqyb5TdP+giQXJLkqycVJNm3aN05yaZIbkvxH94aS/HuSK5sRmb6mbVKSXyT5QjNa870kq41mArTknrnm03lwzlz2e+XzOGrqi3jPds/l6U/zR1SSJD31+Y1n2foe8Nwkv0zyuSSvAa4Btmrmbw/8DNgGeAVwedN+ErB/VU0GDgI+17T/NzCrql4C3DmwkSSvBzYBXt6se3KSHZrZmwCfrarNgfuBtwwXaJIZSfqT9Pf39y/tfmsZmLASbLzu6nz/l/dw8Hm/ZM7c+fzDFs9sOyxJkqTlzqJkGaqqh4HJwAzgbuAMYG/g10n+jk4RcRywA50C5eIkawKvBM5Mci1wIp0RF4BXAac301/p2tTrm9c1wNXApnSKEYBbq+raZvoqYNIIsZ5UVT1V1dPT07PkO61l5k+PPMm9jz7Jr5sL2y+//X42XteBLkmS9NTn3beWsaqaB8wGZie5AXgncBHwRuBJ4AfAKcAE4N/pFIb3V9VWI61ymLYAR1XViX/RmEwCuq+Mngf4rXaceODxufzpkSd41tpP584H57DFs9bid17oLkmSVgCOlCxDSV6cZJOupq2A24GLgQ8Al1bV3cB6wIuBn1XVg8CtSfZo1pEkWzbL/xR4WzP99q71fhd4dzPKQpLnJPE8n6eAU664g/e/eiOO2eXFbPSM1Tj3hj+2HZIkaZyYedCBTN/rbdx+263svOMOnH3WmW2H1BpzMWi85MKRkmVrTeD4JOsAc4Fb6JzK9QiwIZ0RE4Drgb+pqoFRkLcDs5IcCqwMfB24Dvg34GtJZgLnDmykqr7XnA52aRKAh+mcJuatmsa52+97jEO+88u2w5AkjUPHHHtc2yGMGeZi0HjJhUXJMlRVV9G5PmQ4T+/qN2PIcrcCfz/M+m4FtutqOrRr3n/TuRB+qC26+hy7SIFLkiRJLfL0LUmSJEmtsiiRJEmS1CqLEkmSJEmtsiiRJEmS1CqLEkmSJEmtyuBdabWi6uvr8yCQJEnSctXb25uR5jlSIkmSJKlVPqdEAPT29rYdQuv6+voAcwHmopu5GGQuBpmLDvMwaCAXMw8xF8cc6XExYOC4eNf+H2k5kvZ96fijFzjfkRJJkiRJrbIokSRJktQqixJJkiRJrbIokSRJktQqixJJkiRJrbIokSRJktQqbwksSZL0FHDYoQdz0YWzWXfd9Tj73PPaDkdjwF1//AOfOOIQ7rv3TyThTdPewm5v3bvtsIblSEmLkhyS5MYk1ye5NskrlmAd/5DEm19LkrSCm7brbsw68eS2w9AYMmHCBPY94EP8z+nn8JkvfJVvnXUGt9/667bDGpYjJS1Jsh0wFdi6quYkWR9YZXHXU1XfAr61rOOTJEnjy+Sebbjjjt+1HYbGkPXW34D11t8AgNXXWIPnTdqYe+6+i402fkHLkf01R0ra8yzgnqqaA1BV91TV75PcluQTSW5IckWSFwIk2SXJ5UmuSfKDJBs27fskOaGZPiXJZ5JckuQ3SXZvbe8kSZI0Zvzhzju45Zc3senmL2k7lGFZlLTne8Bzk/wyyeeSvKZr3gNV9RLgBODTTdtPgG2r6mXA14EPj7DeZwGvpjMKc/RIG08yI0l/kv7+/v6l3BVJkiSNVY89+ihHHHwg7/3Ah1ljjTXbDmdYFiUtqaqHgcnADOBu4Iwk+zSzT+96366Z/lvgu0luAP4d2HyEVZ9TVfOr6ufAhgvY/klV1VNVPT09PUu3M5IkSRqT5s59kr6PHsiOb3gz20/Zqe1wRmRR0qKqmldVs6uqF3g/8JaBWd3dmvfjgROaEZR9gVVHWO2cruksy3glSZI0flQVnzyyl+dttDG77zm97XAWyKKkJUlenGSTrqatgNub6bd2vV/aTE8E7mim37ncA5QkSePKzIMOZPpeb+P2225l5x134Oyzzmw7JLXsxuuv4QcXnMe1V13BvtP3YN/pe3D5JRe3HdawvPtWe9YEjk+yDjAXuIXOqVxTgWckuZ7OqMeeTf/DgTOT3Af8CNh4tAOWJElj1zHHHtd2CBpjtthya75/6fVth7FILEpaUlVXAa8c2p4E4L+qauaQ/ucC5w6znlOAU5rpfYbMG5tXMkmSJEldPH1LkiRJUqscKRljqmpS2zFIkiRJo8mREkmSJEmtsiiRJEmS1CqLEkmSJEmtSlUtvJee0vr6+jwIJEmStFz19vaO+GBvR0okSZIktcq7bwmAmYf0th1C6445sg8wFzCYi95ec9HXZy4GmItB5qLDPAwayMXUd36w5Ujad96pnwLMBQzmwp+RwZ+RkThSIkmSJKlVFiWSJEmSWmVRIkmSJKlVFiWSJEmSWmVRIkmSJKlVFiWSJEmSWuUtgdWqww49mIsunM26667H2eee13Y4rTIXkqSl8cQTczjiQzOY++STzJs3l1ds/zp2n75v22GNOvMwPjlSsgwkOSTJjUmuT3JtklckmZ2kZ5S2v1+S6aOxrWVt2q67MevEk9sOY0wwF5KkpbHyyqtw6CdmcfTnv8ZRs77Gdf2X8qtf3NB2WKPOPIxPjpQspSTbAVOBratqTpL1gVVGM4aq+vxobm9ZmtyzDXfc8bu2wxgTzIUkaWkkYdXVVgdg3ty5zJs3lyQtRzX6zMP45EjJ0nsWcE9VzQGoqnuq6vfdHZLsmeSGJD9LckzTtl+S/+rqs0+SE5rpvZNc0Yy6nJhkQtP+cJIjk1yX5LIkGzbthyc5qJl+T5Irmz5nJVl9VLIgSZJaN3/ePA5+717s99bX85KXvYIXbrpF2yG1wjyMPxYlS+97wHOT/DLJ55K8pntmkmcDxwA7AlsB2yTZFTgL+Meurm8Fvp7k75rpV1XVVsA84O1NnzWAy6pqS+Ai4D3DxHN2VW3T9PkF8M/DBZ1kRpL+JP39/f1LsNuSJGmsWWnCBI6a9TVOOO18fn3zjfz2tlvaDqkV5mH8sShZSlX1MDAZmAHcDZyRZJ+uLtsAs6vq7qqaC5wG7FBVdwO/SbJtkvWATYGfAq9r1ndlkmubz89v1vUEMHAF9FXApGFC2iLJxUluoFPMbD5C3CdVVU9V9fT0jMqlL5IkaZSsseZabLblZK678tK2Q2mVeRg/LEqWgaqaV1Wzq6oXeD/wlkVc9OvAPzX9v1lVBQQ4taq2al4vrqrDm/5PNn2gM4Iy3DVBpwDvr6qXAH3Aqku0U5IkaVx58P77eOThhwB4Ys7j3HD1FTz7uZPaDaoF5mF88kL3pZTkxcD8qvpV07QVcDswcPLiFcBnmgvg7wP2BI5v5n0TOAR4GTCzafshcG6ST1XVXUnWBdaqqtsXMaS1gDuTrExnpOSOJd65UTDzoAPpv/IK7r//PnbecQfe+7792e0te7QdVivMhSRpadx/7z3MOvZw5s+fT82fz7Y77MTW227fdlijzjyMTxYlS29N4Pgk6wBzgVvonMr1DYCqujPJR4Af0xkFOb+qzm3m3ZfkF8BmVXVF0/bzJIcC30uyEvAk8D46hc6i+BhwOZ1TyS6nU6SMWccce1zbIYwZ5kKStDSe9/xNOOpzp7UdRuvMw/hkUbKUquoq4JXDzJrS1ed04PQRlp86TNsZwBnDtK/ZNf0NBgufw7vaZwGzFjV+SZIkqW1eUyJJkiSpVRYlkiRJklplUSJJkiSpVRYlkiRJklplUSJJkiSpVRl8Fp9WVH19fR4EkiRJWq56e3sz0jxHSiRJkiS1yueUCIDe3t62Q2hdX18fADMPMRfHHNnJhcfF4HFhLsxFN3PRYR4GmYtB5mKQuRg0kIuROFIiSZIkqVUWJZIkSZJaZVEiSZIkqVUWJZIkSZJaZVEiSZIkqVUWJZIkSZJaZVEijRGHHXowU7bfjt2mTW07FEmSpFFlUbIMJDkkyY1Jrk9ybZJXJJmdpGcZb+fhYdqeneQby3I7ase0XXdj1okntx2GJEnSqPPhiUspyXbAVGDrqpqTZH1gldHaflX9Hth9tLan5Wdyzzbcccfv2g5DkiRp1DlSsvSeBdxTVXMAquqeplD4syR7Jrkhyc+SHNO07Zfkv7r67JPkhGb6nCRXNaMvM4ZuMMn6SS5N8uYkk5L8rGmflOTiJFc3r1cux/2WJEmSlgmLkqX3PeC5SX6Z5HNJXtM9M8mzgWOAHYGtgG2S7AqcBfxjV9e3Al9vpt9dVZOBHuCAJOt1rW9D4HzgsKo6f0gsdwE7V9XWzfo+M1LQSWYk6U/S39/fv7j7LEmSJC0zFiVLqaoeBiYDM4C7gTOS7NPVZRtgdlXdXVVzgdOAHarqbuA3SbZtio5NgZ82yxyQ5DrgMuC5wCZN+8rAD4EPV9X3hwlnZeALSW4AzgQ2W0DcJ1VVT1X19PQs00tfJEmSpMXiNSXLQFXNA2YDs5uC4J2LuOjXgX8CbgK+WVWVZAqwE7BdVT2aZDawatN/LnAV8AbgwmHW90Hgj8CWdArOx5dgdyRJkqRR5UjJUkry4iSbdDVtBdze9fkK4DXNdSATgD0ZLCi+CUxr2gZO3ZoI3NcUJJsC23atq4B3A5smmTlMOBOBO6tqPvAOYMJS7ZxG1cyDDmT6Xm/j9ttuZecdd+Dss85sOyRJkqRR4UjJ0lsTOD7JOnRGMm6hcyrXNwCq6s4kHwF+DAQ4v6rObebdl+QXwGZVdUWzvguA/Zr2m+mcwvVnVTUvyZ7At5I8BHyna/bngLOSTG/W88jy2GEtH8cce1zbIUiSJLXComQpVdVVwHB3uZrS1ed04PQRlp865PMc4I0j9F2zq88bumZt0bT/CnhpV/twoymSJEnSmOLpW5IkSZJaZVEiSZIkqVUWJZIkSZJaZVEiSZIkqVUWJZIkSZJalapqOwa1rK+vz4NAkiRJy1Vvb29GmudIiSRJkqRW+ZwSAdDb29t2CK3r6+sDzAWYi27mYpC5GGQuOszDIHMxyFwMGsjFzEPMxTFH9i1wviMlkiRJklplUSJJkiSpVRYlkiRJklplUSJJkiSpVRYlkiRJklplUSJJkiSpVRYlkiRJ0lPUYYcezJTtt2O3aVPbDmWBLEpGWZJDktyY5Pok1yZ5xWIse0qS3Ydp70nymWUbqSRJksa7abvuxqwTT247jIXy4YmjKMl2wFRg66qak2R9YJVFXHbEf6uq6gf6l02UkiRJeqqY3LMNd9zxu7bDWChHSkbXs4B7qmoOQFXdU1W/TzI5yYVJrkry3STPAkgyO8mnk/QD/9asY6ck/Ul+mWRq029KkvOa6ZcnuTTJNUkuSfLiFvZTkiRJWmQWJaPre8Bzm4Lic0lek2Rl4Hhg96qaDHwROLJrmVWqqqeqPtl8ngS8HHgz8Pkkqw7Zxk3A9lX1MuAw4D+HCyTJjKa46e/vd5BFkiRJ7fH0rVFUVQ8nmQxsD7wWOAP4D2AL4PtJACYAd3YtdsaQ1fxvVc0HfpXkN8CmQ+ZPBE5NsglQwMojxHIScBJAX19fLc1+SZIkSUvDomSUVdU8YDYwO8kNwPuAG6tquxEWeWToKhby+ePAj6vqH5NMarYlSZIkjVmevjWKkry4GcEYsBXwC2CD5iJ4kqycZPMFrGaPJCsleQHwfODmIfMnAnc00/ssk8AlSZI0Ls086ECm7/U2br/tVnbecQfOPuvMtkMaliMlo2tN4Pgk6wBzgVuAGXROo/pMkol0/k0+Ddw4wjr+D7gCWBvYr6oeb077GvAJOqdvHQqcvxz2QZIkSePEMcce13YIi8SiZBRV1VXAK4eZdQ+wwzD9pwz5vM8I651Nc5pWVV0KvKhr9qFLEqskSZI0Wjx9S5IkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktSpVQx8IrhVNX1+fB4EkSZKWq97e3ow0z5ESSZIkSa3y4YkCoLe3t+0QWtfX1weYCzAX3czFIHMxyFx0mIdB5mKQuRg0kIuZh5iLY47sW+B8R0okSZIktcqiRJIkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktcqiRJIkSVKrLEokSZKkp6jDDj2YKdtvx27TprYdygJZlCyFJPOSXJvkZ0m+nWSdluLYL8n0NrYtSZKksWvarrsx68ST2w5joSxKls5jVbVVVW0B3Au8r40gqurzVfXlNrYtSZKksWtyzzasPXFi22EslEXJsnMp8ByAJFsluSzJ9Um+meQZTfvsJJ9K0p/kF0m2SXJ2kl8l+Y+BFSU5J8lVSW5MMqOr/eEkRya5rln/hk374UkOaqbfk+TKps9ZSVYf1SxIkiRJi8miZBlIMgF4HfCtpunLwMyqeilwA9Db1f2JquoBPg+cS2d0ZQtgnyTrNX3eXVWTgR7ggK72NYDLqmpL4CLgPcOEc3ZVbdP0+QXwzyPEPKMpjvr7+/uXbMclSZKkZcCiZOmsluRa4A/AhsD3k0wE1qmqC5s+pwI7dC0zULjcANxYVXdW1RzgN8Bzm3kHJLkOuKxp26RpfwI4r5m+Cpg0TExbJLk4yQ3A24HNhwu8qk6qqp6q6unp6VmcfZYkSZKWKYuSpfNYVW0FbASERbumZE7zPr9reuDz05JMAXYCtmtGO64BVm36PFlV1UzPA542zPpPAd5fVS8B+rqWlSRJksYki5JloKoeBQ4APgQ8AtyXZPtm9juAC0dadhgTgfuq6tEkmwLbLmY4awF3JlmZzkiJJEmSVlAzDzqQ6Xu9jdtvu5Wdd9yBs886s+2QhjXcX9q1BKrqmiTXA3sC7wQ+31xk/hvgXYuxqguA/ZL8AriZzilci+NjwOXA3c37Wou5vCRJkp4ijjn2uLZDWCQWJUuhqtYc8nmXro9/NcJRVVO6pmcDs4ebB7xxYdurqm8A32imD+9qnwXMWpT4JUmSpLHA07ckSZIktcqiRJIkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktSqDz+LTiqqvr8+DQJIkSctVb29vRprnSIkkSZKkVvmcEgEw85DetkNo3TFH9gHmAgZz0dtrLvr6zMUAczHIXHSYh0EDudh81xktR9K+G885CYCp7/xgy5G077xTPwX43QIGv1uMxJESSZIkSa2yKJEkSZLUKosSSZIkSa2yKJEkSZLUKosSSZIkSa2yKJEkSZLUKm8JrFYddujBXHThbNZddz3OPve8tsNplbmQJC2t+fPn8bmP7Mva667P9I8c3XY4rXjiiTkc8aEZzH3ySebNm8srtn8du0/ft+2wWjNevl84UrIMJJmX5NokP0tyZpLVF2PZrZK8aTnFdXiSg5bHupeVabvuxqwTT247jDHBXEiSltYl3zmLDZ6zUdthtGrllVfh0E/M4ujPf42jZn2N6/ov5Ve/uKHtsFozXr5fWJQsG49V1VZVtQXwBLDfoiyU5GnAVsByKUrGg8k927D2xIlthzEmmAtJ0tJ44E93cfPVl9Hzuje3HUqrkrDqap2/D8+bO5d58+aSpOWo2jNevl94+taydzHw0iTrAl8Eng88CsyoquuTHA68oGn/P+BVwGpJXg0cBfwd8HBVHQuQ5GfA1Kq6LcnHgL2Bu4HfAldV1bFJ3gPMAFYBbgHeUVWPjtoeS5Kk1p1/ygn8/d77MucxvwLMnzePQ97/Dv7w+9/x+l324IWbbtF2SFoIR0qWoWbk443ADUAfcE1VvRT4KPDlrq6bATtV1Z7AYcAZzUjLGQtY9zbAW4Atm230dM0+u6q2qaotgV8A/7wIsc5I0p+kv7+/f7H2U5IkjS03XXUJa0x8Bs95/ovbDmVMWGnCBI6a9TVOOO18fn3zjfz2tlvaDkkL4UjJsrFakmub6YuB/wEup1NEUFU/SrJekrWbPt+qqscWcxuvAs6tqseBx5N8u2veFkn+A1gHWBP47sJWVlUnAScB9PX11WLGIkmSxpDbb/4ZN/X/lF9ecxlzn3iCOY89yv9+5j/4pwMObTu0Vq2x5lpstuVkrrvyUp476YVth6MFsChZNh6rqq26GxZy7uIjC5g3l78cwVp1EbZ/CrBrVV2XZB9gyiIsI0mSniLesNcM3rDXDAB+c+M1/OTbZ6ywBcmD99/HhKc9jTXWXIsn5jzODVdfwS7/NL3tsLQQnr61/FwMvB0gyRTgnqp6cJh+DwFrdX2+Ddi6WW5rYOOm/afALklWTbImMLVrmbWAO5OsPLDN8WLmQQcyfa+3cfttt7Lzjjtw9llnth1Sa8yFJElL7/577+E/PrwfM/fbk0P3fycv2frlbL3t9m2H1Zrx8v3CkZLl53Dgi0mup3Oh+ztH6Pdj4CPN6V9HAWcB05PcSOcUsF8CVNWVSb4FXA/8kc51Kw806/hY0/fu5r27yBnTjjn2uLZDGDPMhSRpWXj+5i/j+Zu/rO0wWvO852/CUZ87re0wxozx8v3ComQZqKo1h2m7F9h1mPbDh+m3zZBurx9hU8dW1eHNc1AuAq5q1jELmLWwbUmSJEljkUXJ+HJSks3oXGdyalVd3XZAkiRJ0tKyKBlHqmqvtmOQJEmSljUvdJckSZLUKosSSZIkSa2yKJEkSZLUqlT5MO8VnU90lyRJ0vLW29s74tPFHSmRJEmS1CrvviUA3rX/R9oOoXVfOv5oAGYe0ttyJO075sg+AHp7zUVfn7kYYC4GmYsO8zBoIBeb7zqj5Ujad+M5JwH+PoXB36fmYjAXI3GkRJIkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktcqiRK26649/4KD3/TP/vOeu/Mte/8jZZ3y17ZBac9ihBzNl++3YbdrUtkORJI1T8+fP44QP/wtfPnrFvtW/v1MHjZdcWJSMgiTzklyb5GdJzkyy+gL67pPkhGW03cOTHLQs1rW8TJgwgX0P+BD/c/o5fOYLX+VbZ53B7bf+uu2wWjFt192YdeLJbYchSRrHLvnOWWzwnI3aDqN1/k4dNF5yYVEyOh6rqq2qagvgCWC/tgMaK9ZbfwM2efFmAKy+xho8b9LG3HP3XS1H1Y7JPduw9sSJbYchSRqnHvjTXdx89WX0vO7NbYfSOn+nDhovubAoGX0XAy9Msm6Sc5Jcn+SyJC8d2jHJLkkuT3JNkh8k2bBpPzzJF5PMTvKbJAd0LXNIkl8m+Qnw4tHbraX3hzvv4JZf3sSmm7+k7VAkSRp3zj/lBP5+731J0nYo0mKzKBlFSZ4GvBG4AegDrqmqlwIfBb48zCI/AbatqpcBXwc+3DVvU+ANwMuB3iQrJ5kMvA3YCngTsM0CYpmRpD9Jf39//1Lv29J67NFHOeLgA3nvBz7MGmus2XY4kiSNKzdddQlrTHwGz3n+uPp7pPRnT2s7gBXEakmubaYvBv4HuBx4C0BV/SjJeknWHrLc3wJnJHkWsApwa9e886tqDjAnyV3AhsD2wDer6lGAJN8aKaCqOgk4CaCvr6+Wcv+Wyty5T9L30QPZ8Q1vZvspO7UZiiRJ49LtN/+Mm/p/yi+vuYy5TzzBnMce5X8/8x/80wGHth2atEgsSkbHY1W1VXfDIg6tHg8cV1XfSjIFOLxr3pyu6XmM03/LquKTR/byvI02Zvc9p7cdjiRJ49Ib9prBG/aaAcBvbryGn3z7DAsSjSuevtWei4G3AzQFxz1V9eCQPhOBO5rpdy7COi8Cdk2yWpK1gF2WTajLz43XX8MPLjiPa6+6gn2n78G+0/fg8ksubjusVsw86ECm7/U2br/tVnbecQfOPuvMtkOSJGlc8nfqoPGSi3H51/WniMOBLya5HniU4YuOw4Ezk9wH/AjYeEErrKqrk5wBXAfcBVy5LANeHrbYcmu+f+n1bYcxJhxz7HFthyBJegp4/uYv4/mbv6ztMFrl79RB4yUXFiWjoKr+6srtqroX2HWY9lOAU5rpc4Fzh+lz+JDPW3RNHwkcuXQRS5IkSaPH07ckSZIktcqiRJIkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktSpVrT7MW2NA2090lyRJ0lNfb2/viE8Pd6REkiRJUqt8TokA6O3tbTuE1vX19QEw8xBzccyRnVx4XAweF+bCXHQzFx3mYZC/Qwb5O2SQPyODBnIxEkdKJEmSJLXKokSSJElSqyxKJEmSJLXKokSSJElSqyxKJEmSJLXKokSSJElSqyxKpDHisEMPZsr227HbtKlthyJJGof8PaLxzKJkOUhSST7Z9fmgJIe3GJLGgWm77sasE09uOwxJ0jjl7xGNZxYly8ccYLck6y/Jwkl8qOUKaHLPNqw9cWLbYUiSxil/j2g8syhZPuYCJwEfHDojyaQkP0pyfZIfJnle035Kks8nuRz4RJIbkqyTjj8lmd70+3KSnZv1XJzk6ub1yq75u3Zt77Qk00ZjpyVJkqQlYVGy/HwWeHuSoX+yOB44tapeCpwGfKZr3t8Cr6yqA4GfAq8CNgd+A2zf9NkOuAS4C9i5qrYG3tq1nv8B9gFotv1K4PyhwSWZkaQ/SX9/f/9S7qokSZK05CxKlpOqehD4MnDAkFnbAV9rpr8CvLpr3plVNa+ZvhjYoXnNAl6S5DnAfVX1CLAy8IUkNwBnAps1270Q2CTJBsCewFlVNXeY+E6qqp6q6unp6Vn6HZYkSZKWkEXJ8vVp4J+BNRax/yNd0xfRGR3ZHpgN3A3sTqdYgc6pYX8EtgR6gFW6lv0ysDfwLuCLSxS5JEmSNEosSpajqroX+F86hcmAS4C3NdNvZ7DIGLrsb4H1gU2q6jfAT4CD6BQrABOBO6tqPvAOYELX4qcAH2jW8/NlsCsaBTMPOpDpe72N22+7lZ133IGzzzqz7ZAkSeOIv0c0nnmXp+Xvk8D7uz7vD3wpyb/TGf141wKWvZzBYuNi4Cg6xQnA54CzmgvgL6BrlKWq/pjkF8A5y2IHNDqOOfa4tkOQJI1j/h7ReGZRshxU1Zpd038EVu/6fDuw4zDL7DNM2zu6pi+ha2Srqn4FvLSr+8yBiSSrA5sApy/pPkiSJEmjxdO3nmKS7AT8Aji+qh5oOx5JkiRpYRwpeYqpqh8AG7UdhyRJkrSoHCmRJEmS1CqLEkmSJEmtsiiRJEmS1KpUVdsxqGV9fX0eBJIkSVquent7M9I8R0okSZIktcq7bwmA3t7etkNoXV9fHwDv2v8jLUfSvi8dfzTgcQGDx4W5MBfdzEWH/28OGvh/01yYi27mYtBALkbiSIkkSZKkVlmUSJIkSWqVRYkkSZKkVlmUSJIkSWqVRYkkSZKkVlmUSJIkSWqVtwSWxoi7/vgHPnHEIdx3759IwpumvYXd3rp322FJ0pjm/50d5mGQuRg0nnKxwhYlSQo4rqo+1Hw+CFizqg5fwDJTgCeq6pLm8ynAeVX1jaWI4zagp6ruWdJ1dK3r4apac2nXo3ZMmDCBfQ/4EJu8eDMefeQR/vVdb2Pyy7djo41f0HZokjRm+X9nh3kYZC4GjadcrMinb80Bdkuy/mIsMwV45bLYeDpW5PxriPXW34BNXrwZAKuvsQbPm7Qx99x9V8tRSdLY5v+dHeZhkLkYNJ5ysSJ/KZ4LnAR8cOiMJBskOSvJlc3rVUkmAfsBH0xybZLtm+47JLkkyW+S7N61jn9vlr0+SV/TNinJzUm+DPwMeO6Q7Z6T5KokNyaZ0dX+cJIjk1yX5LIkGzbtGye5NMkNSf6jq/+zklzUxPmzrlg1Tvzhzju45Zc3senmL2k7FEkaN/y/s8M8DDIXg8Z6LlbkogTgs8Dbk0wc0v7fwKeqahvgLcDJVXUb8Pmmfauqurjp+yzg1cBU4GiAJK8HNgFeDmwFTE6yQ9N/E+BzVbV5Vd0+ZLvvrqrJQA9wQJL1mvY1gMuqakvgIuA9XXHOqqqXAHd2rWcv4LtVtRWwJXDt0B1PMiNJf5L+/v7+haRJo+mxRx/liIMP5L0f+DBrrOHZeJK0KPy/s8M8DDIXg8ZDLlbooqSqHgS+DBwwZNZOwAlJrgW+BaydZKR/wXOqan5V/RzYsGl7ffO6Brga2JROMQJwe1VdNsK6DkhyHXAZnVGUgWWeAM5rpq8CJjXTrwJOb6a/0rWeK4F3JTkceElVPTR0Q1V1UlX1VFVPT0/PCOFotM2d+yR9Hz2QHd/wZrafslPb4UjSuOD/nR3mYZC5GDRecrHCXuje5dN0CocvdbWtBGxbVY93d0wy3PJzurt0vR9VVScOWX4S8MhwK2kuot8J2K6qHk0yG1i1mf1kVVUzPY+//Hcrhqiqi5qRmTcDpyQ5rqq+PNx2NXZUFZ88spfnbbQxu+85ve1wJGlc8P/ODvMwyFwMGk+5WKFHSgCq6l7gf4F/7mr+HrD/wIckWzWTDwFrLcJqvwu8e2B0JclzkjxzIctMBO5rCpJNgW0XYTs/Bd7WTL+9K96NgD9W1ReAk4GtF2FdatmN11/DDy44j2uvuoJ9p+/BvtP34PJLLl74gpK0AvP/zg7zMMhcDBpPuXCkpOOTwPu7Ph8AfDbJ9XRydBGdi9y/DXwjyTS6ipahqup7Sf4OuLQZXXkY2JvOKMdILgD2S/IL4GY6p3AtzL8BX0syEzi3q30K8O9Jnmy2PbZLYwGwxZZb8/1Lr287DEkaV/y/s8M8DDIXg8ZTLlbYoqT7eR5V9Udg9a7P9wBvHWaZXwIv7Wq6eMj87nX+N50L0YfaYsgyk7o+vnERYv0G8I1m+lZgu66uhzbtpwKnDrcuSZIkaaxZ4U/fkiRJktQuixJJkiRJrbIokSRJktQqixJJkiRJrbIokSRJktSqDD6TTyuqvr4+DwJJkiQtV729vcM+iRwcKZEkSZLUshX2OSX6S1Pf+cG2Q2jdead+CoDe3t6WI2lfX18fYC7AXHQzF4PMRYd5GDSQi5mHmItjjuzk4uhz7m45kvZ9ZNcNAPh/T5/SbiBjwBvnzF7gfEdKJEmSJLXKokSSJElSqyxKJEmSJLXKokSSJElSqyxKJEmSJLXKokSSJElSq7wlsFr1xBNzOOJDM5j75JPMmzeXV2z/Onafvm/bYUmSNO4cdujBXHThbNZddz3OPve8tsMZdZ/vfTtv3GEL7r73IXr2+E8AnrH26nzlmHez0bPX5fbf38veH/4f7n/osZYjHT3PW3c1/mPaZn/+/Jx1VuWki2/jjP47WoxqeI6UjEFJHm7eJyXZaxH6T0rys+Uf2bK38sqrcOgnZnH057/GUbO+xnX9l/KrX9zQdliSJI0703bdjVknntx2GK35yrcvY9r7PvsXbQe9a2dmX3EzL5l2BLOvuJmD3vX6lqJrx//d+xjTv3QV0790FfucchWPPzmfC395T9thDcuiZGybBCy0KBnPkrDqaqsDMG/uXObNm0uSlqOSJGn8mdyzDWtPnNh2GK356dW/5t4HHv2LtqlTXspXv305AF/99uXs8tqXthHamNCz0TO44/7H+MODc9oOZVgWJWPb0cD2Sa5N8sFmROTiJFc3r1cOXSDJRUm26vr8kyRbjmbQi2v+vHkc/N692O+tr+clL3sFL9x0i7ZDkiRJTwHPXG8t/nDPgwD84Z4HeeZ6a7UcUXt23mwDvvfzu9oOY0QWJWPbR4CLq2qrqvoUcBewc1VtDbwV+Mwwy/wPsA9AkhcBq1bVdUM7JZmRpD9Jf39//3LbgUWx0oQJHDXra5xw2vn8+uYb+e1tt7QajyRJemqqajuCdjxtpbD9C9fnRzfd3XYoI7IoGV9WBr6Q5AbgTGCzYfqcCUxNsjLwbuCU4VZUVSdVVU9V9fT09CyveBfLGmuuxWZbTua6Ky9tOxRJkvQUcNefHuJv1l8bgL9Zf23uvvehliNqx3YvWJeb//gQ9z76ZNuhjMiiZHz5IPBHYEugB1hlaIeqehT4PjAN+CfgtNEMcHE9eP99PPJw5z+IJ+Y8zg1XX8Gznzup3aAkSdJTwvkX3sDeu7wCgL13eQXnzb6+5Yja8fq/e+aYPnULvCXwWPcQ0H3y40Tgd1U1P8k7gQkjLHcy8G06p37dt5xjXCr333sPs449nPnz51Pz57PtDjux9bbbtx2WJEnjzsyDDqT/yiu4//772HnHHXjv+/Znt7fs0XZYo+bUo/Zh+8mbsP46a3LLBR/n45//Dsd+6ft89Zh3885dt+P/7ryXvT/8xbbDHHWrrrwSL9/4GRz93V+2HcoCWZSMbdcD85JcR+c0rM8BZyWZDlwAPDLcQlV1VZIHgS+NVqBL6nnP34SjPjemB3MkSRoXjjn2uLZDaNU7Dz5l2PY37Xf86AYyxjz+5Hze8N+XtB3GQlmUjEFVtWbz/iSw45DZ3feym9n0uw348y2rkjybzql531uugUqSJEnLgNeUPMU0oyiXA4dU1fy245EkSZIWxpGSp5iq+jLw5bbjkCRJkhaVIyWSJEmSWmVRIkmSJKlVFiWSJEmSWpWqajsGtayvr8+DQJIkSctVb29vRprnSIkkSZKkVnn3LQHQ29vbdgit6+vrA+Bd+3+k5Uja96XjjwY8LmDwuDAX5qKbuegwD4PMxSBzMchcDBrIxUgcKZEkSZLUKosSSZIkSa2yKJEkSZLUKosSSZIkSa2yKJEkSZLUKosSSZIkSa2yKJEkSZLUKp9TIo0Rd/3xD3ziiEO4794/kYQ3TXsLu71177bDkiRJWu4sSpazJA9X1ZqL0X8ScF5VbbEMtj0FOKiqpi7turT8TZgwgX0P+BCbvHgzHn3kEf71XW9j8su3Y6ONX9B2aJIkScuVp2+1IInFoP7KeutvwCYv3gyA1ddYg+dN2ph77r6r5agkSZKWP4uSUZJkSpKLk3wL+HmSCUn+K8mVSa5Psu8wy0xqlrm6eb2ya12zk3wjyU1JTkuSZt7fN21XA7uN7l5qWfnDnXdwyy9vYtPNX9J2KJIkScudf7EfXVsDW1TVrUlmAA9U1TZJng78NMn3gOrqfxewc1U9nmQT4HSgp5n3MmBz4PfAT4FXJekHvgDsCNwCnDFSIM32ZwBMnerZXWPJY48+yhEHH8h7P/Bh1lhjkc/8kyRJGrccKRldV1TVrc3064HpSa4FLgfWAzYZ0n9l4AtJbgDOBDYbsq7fVdV84FpgErApcGtV/aqqCvjqSIFU1UlV1VNVPT09PSN10yibO/dJ+j56IDu+4c1sP2WntsORJEkaFY6UjK5HuqYD7F9V3+3u0FzoPuCDwB+BLekUkI93zZvTNT0P/y3Hvarik0f28ryNNmb3Pae3HY4kSdKocaSkPd8F3ptkZYAkL0qyxpA+E4E7m9GQdwATFrLOm4BJSQZu17TnsgxYy9eN11/DDy44j2uvuoJ9p+/BvtP34PJLLm47LEmSpOXOv66352Q6p1xd3Vykfjew65A+nwPOSjIduIC/HGn5K821JzOA85M8ClwMrLWM49ZyssWWW/P9S69vOwxJkqRRZ1GynA08o6SqZgOzu9rnAx9tXt0eALZo+vwKeGnXvJkjrOv9XdMX0Lm2RJIkSRoXPH1LkiRJUqssSiRJkiS1yqJEkiRJUqssSiRJkiS1yqJEkiRJUqvSefC3VmR9fX0eBJIkSVquent7M9I8R0okSZIktcrnlAiA3t7etkNoXV9fH2AuYDAXMw8xF8cc6XExwJ+RQeaiwzwMMheDBnIx9Z0fbDmS9p136qcAjwsYPC5G4kiJJEmSpFZZlEiSJElqlUWJJEmSpFZZlEiSJElqlUWJJEmSpFZZlEiSJElqlbcEljTmHHbowVx04WzWXXc9zj73vLbDkSSNI088MYcjPjSDuU8+ybx5c3nF9q9j9+n7th2WFsKRkqWU5OEhn/dJckJb8UhPBdN23Y1ZJ57cdhiSpHFo5ZVX4dBPzOLoz3+No2Z9jev6L+VXv7ih7bC0EBYlTyFJHPnSU8Lknm1Ye+LEtsOQJI1DSVh1tdUBmDd3LvPmzSVJy1FpYSxKlqMkpyTZvevzw837lCSzk3wjyU1JTkvz05LkTU3bVUk+k+S8pv3lSS5Nck2SS5K8uGnfJ8m3kvwI+GGSLyfZtWubpyWZNpr7LUmS1Kb58+Zx8Hv3Yr+3vp6XvOwVvHDTLdoOSQthUbL0Vkty7cALOGIRl3sZ8AFgM+D5wKuSrAqcCLyxqiYDG3T1vwnYvqpeBhwG/GfXvK2B3avqNcD/APsAJJkIvBI4f+jGk8xI0p+kv7+/f1H3VZIkacxbacIEjpr1NU447Xx+ffON/Pa2W9oOSQthUbL0HquqrQZedAqGRXFFVf2uquYD1wKTgE2B31TVrU2f07v6TwTOTPIz4FPA5l3zvl9V9wJU1YXAJkk2APYEzqqquUM3XlUnVVVPVfX09PQs6r5KkiSNG2usuRabbTmZ6668tO1QtBAWJcvXXJocJ1kJWKVr3pyu6Xks/E5oHwd+XFVbALsAq3bNe2RI3y8DewPvAr64+GFLkiSNTw/efx+PPPwQAE/MeZwbrr6CZz93UrtBaaG8MHr5ug2YDPwv8A/AygvpfzPw/CSTquo24K1d8yYCdzTT+yxkPacAVwB/qKqfL1bE0hgw86AD6b/yCu6//z523nEH3vu+/dntLXu0HZYkaRy4/957mHXs4cyfP5+aP59td9iJrbfdvu2wtBAWJcvXF4Bzk1wHXMBfj2j8hap6LMm/AhckeQS4smv2J4BTkxzKMNeIDFnPH5P8AjhnaYKX2nLMsce1HYIkaZx63vM34ajPndZ2GFpMFiVLqarWHPL5FDojFVTVH4Ftu2bPbNpnA7O7lnl/V58fV9Wmzd24Pgv0N30uBV7U1e/QodsbkGR1YBP+8poUSZIkaUzympKx5z3NXbxupHPK1omLs3CSnYBfAMdX1QPLPjxJkiRp2XKkZIypqk/RubvWki7/A2CjZReRJEmStHw5UiJJkiSpVRYlkiRJklplUSJJkiSpVamqtmNQy/r6+jwIJEmStFz19vZmpHmOlEiSJElqlXffEgC9vb1th9C6vr4+AGYeYi6OObKTC4+LwePCXJiLbuaiwzwMMheD/H06aOD3qbkYzMVIHCmRJEmS1CqLEkmSJEmtsiiRJEmS1CqLEkmSJEmtsiiRJEmS1CqLEkmSJEmtsiiRxojDDj2YKdtvx27TprYdiiRJ45q/UweNl1xYlCxnSTZM8rUkv0lyVZJLk/xj23Fp7Jm2627MOvHktsOQJGnc83fqoPGSC4uS5ShJgHOAi6rq+VU1GXgb8LdD+vkQSzG5ZxvWnjix7TAkSRr3/J06aLzkwqJk+doReKKqPj/QUFW3V9XxSfZJ8q0kPwJ+mGSNJF9MckWSa5JMA0gyIcl/JbkyyfVJ9h1YV5KZSW5Icl2So5u2FyS5oBmVuTjJpqO905IkSdLi8C/0y9fmwNULmL818NKqujfJfwI/qqp3J1kHuCLJD4C3Aw9U1TZJng78NMn3gE2BacArqurRJOs26zwJ2K+qfpXkFcDn6BRHfyHJDGAGwNSpY/scQ0mSJD21OVIyipJ8thnVuLJp+n5V3dtMvx74SJJrgdnAqsDzmvbpTfvlwHrAJsBOwJeq6lGAprBZE3glcGbT/0TgWcPFUlUnVVVPVfX09PQs832VJEmSFpUjJcvXjcBbBj5U1fuSrA/0N02PdPUN8Jaqurl7Bc11KftX1XeHtL9hmO2tBNxfVVstg9glSZKkUeFIyfL1I2DVJO/talt9hL7fBfZvihCSvKyr/b1JVm7aX5RkDeD7wLuSrN60r1tVDwK3JtmjaUuSLZf5Xmm5mHnQgUzf623cftut7LzjDpx91plthyRJ0rjk79RB4yUXjpQsR1VVSXYFPpXkw8DddEZHZgKrDen+ceDTwPVJVgJuBaYCJwOTgKubguVuYNequiDJVkB/kieA7wAfpXMNyqwkhwIrA18HrluOu6ll5Jhjj2s7BEmSnhL8nTpovOTComQ5q6o76dwGeDindPV7DNh3aIeqmk+n2PjoMPOOBo4e0nYr8PdLHrEkSZI0ujx9S5IkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktcqiRJIkSVKrUlVtx6CW9fX1eRBIkiRpuert7c1I8xwpkSRJktQqn1MiAHp7e9sOoXV9fX0ATH3nB1uOpH3nnfopwOMCBo8Lc2EuupmLDvMwaCAXR59zd8uRtO8ju24AeFzA4HEx8xBzccyRfQuc70iJJEmSpFZZlEiSJElqlUWJJEmSpFZZlEiSJElqlUWJJEmSpFZZlEiSJElqlbcElsaIJ56YwxEfmsHcJ59k3ry5vGL717H79H3bDkuSNIZ9vvftvHGHLbj73ofo2eM/AXjG2qvzlWPezUbPXpfbf38ve3/4f7j/ocdajlRtOezQg7nowtmsu+56nH3ueW2HMyJHSpZAkg2TfC3Jb5JcleTSJP/Ydlwa31ZeeRUO/cQsjv781zhq1te4rv9SfvWLG9oOS5I0hn3l25cx7X2f/Yu2g961M7OvuJmXTDuC2VfczEHven1L0WksmLbrbsw68eS2w1goi5LFlCTAOcBFVfX8qpoMvA3420Vc3tEpDSsJq662OgDz5s5l3ry5dA43SZKG99Orf829Dzz6F21Tp7yUr377cgC++u3L2eW1L20jNI0Rk3u2Ye2JE9sOY6EsShbfjsATVfX5gYaqur2qjk8yIcl/JbkyyfVJ9gVIMiXJxUm+Bfy8+XxhknOb0Zajk7w9yRVJbkjygma5XZJcnuSaJD9IsmHTfniSLyaZ3Sx/QNN+RJIPDMSV5Mgk/zaKudFSmj9vHge/dy/2e+vrecnLXsELN92i7ZAkSePMM9dbiz/c8yAAf7jnQZ653lotRyQtnEXJ4tscuHqEef8MPFBV2wDbAO9JsnEzb2vg36rqRc3nLYH9gL8D3gG8qKpeDpwM7N/0+QmwbVW9DPg68OGubW0KvAF4OdCbZGXgi8B0gCQr0RnB+epwgSaZkaQ/SX9/f//i7L+Wo5UmTOCoWV/jhNPO59c338hvb7ul7ZAkSeNcVdsRSAtnUbKUknw2yXVJrgReD0xPci1wObAesEnT9YqqurVr0Sur6s6qmgP8Gvhe034DMKmZ/lvgu0luAP6dTkE04PyqmlNV9wB3ARtW1W3An5K8rInlmqr603BxV9VJVdVTVT09PT1LkwItB2usuRabbTmZ6668tO1QJEnjzF1/eoi/WX9tAP5m/bW5+96HWo5IWjiLksV3I51RDwCq6n3A64ANgAD7V9VWzWvjqhooNh4Zsp45XdPzuz7PZ/CuaMcDJ1TVS4B9gVVHWH5e1zInA/sA76IzcqJx4sH77+ORhzu/OJ6Y8zg3XH0Fz37upHaDkiSNO+dfeAN77/IKAPbe5RWcN/v6liOSFs6Lrhffj4D/TPLeqprVtK3evH8XeG+SH1XVk0leBNyxFNua2LX8OxdxmW8CRwArA3stxbY1yu6/9x5mHXs48+fPp+bPZ9sddmLrbbdvOyxJ0hh26lH7sP3kTVh/nTW55YKP8/HPf4djv/R9vnrMu3nnrtvxf3fey94f9m+UK7KZBx1I/5VXcP/997Hzjjvw3vftz25v2aPtsP6KRcliqqpKsivwqSQfBu6mMwoyEziTzqlXVzd36bob2HUpNnc4cGaS++gUQxsvuDtU1RNJfgzcX1XzlmLbGmXPe/4mHPW509oOQ5I0jrzz4FOGbX/TfsePbiAas4459ri2Q1gkFiVLoKrupHMR+XA+2ry6zW5eA8sP/TxluHlVdS5w7jDbP3zI5z/foqm5wH1bYOyVwJIkSdIwvKbkKSTJZsAtwA+r6ldtxyNJkiQtCkdKnkKq6ufA89uOQ5IkSVocjpRIkiRJapVFiSRJkqRWWZRIkiRJalWqqu0Y1LK+vj4PAkmSJC1Xvb29GWmeIyWSJEmSWuXdtwTAzEN62w6hdccc2QfA5rvOaDmS9t14zkkA9PZ6XPT1dY4Lf0YGf0Y8LgaPixU9F+Zh0EAupr7zgy1H0r7zTv0UYC5gMBcrvertLUfSvvk/XfADoh0pkSRJktQqixJJkiRJrbIokSRJktQqixJJkiRJrbIokSRJktQqixJJkiRJrfKWwGrVYYcezEUXzmbdddfj7HPPazuc1s2fP4/PfWRf1l53faZ/5Oi2w9EY4M+IpEX1xBNzOOJDM5j75JPMmzeXV2z/Onafvm/bYY068/CXvvmxd7HyqquRrEQmTOBNM/+77ZCGZVEyCpLMA27oatq1qm5rKZwxZdquu7HnXntzyMEz2w5lTLjkO2exwXM2Ys5jj7QdisYIf0YkLaqVV16FQz8xi1VXW525c+fSd+C/sOU2r2STv3tJ26GNKvPw13b6t6NYdc2JbYexQJ6+NToeq6qtul63DcxIxwr77zC5ZxvWnji2f0hGywN/uoubr76Mnte9ue1QNIb4MyJpUSVh1dVWB2De3LnMmzeXJC1HNfrMw/jkSEkLkkwCvgtcDkwG3pTkI8A2wGrAN6qqt+l7G3AqsAuwMrBHVd2UZE3geKAHKKCvqs5K8nqgD3g68GvgXVX18CjunpbQ+aecwN/vvS9zHnu07VAkSePU/HnzOOT97+APv/8dr99lD1646RZth9QK89Al4YcnfIwAm7z6jWzy6je2HdGwVti/0I+y1ZJc27y+2bRtAnyuqjavqtuBQ6qqB3gp8JokL+1a/p6q2hqYBRzUtH0MeKCqXlJVLwV+lGR94FBgp6Z/P3DgcAElmZGkP0l/f3//Mt9hLZ6brrqENSY+g+c8/8VthyJJGsdWmjCBo2Z9jRNOO59f33wjv73tlrZDaoV5GPSGAz/Bmz/yGXZ83xHcfNH5/PFXP2s7pGFZlIyO7tO3/rFpu72qLuvq809JrgauATYHNuuad3bzfhUwqZneCfjsQIequg/Ytlnup0muBd4JbDRcQFV1UlX1VFVPT0/PUu2clt7tN/+Mm/p/yn+9762c8ekj+M3PruF/P/MfbYclSRqn1lhzLTbbcjLXXXlp26G0yjzA6uusD8Cqa63Dc7fcjj/dfnPLEQ3P07fa8+crmZNsTGcEZJuqui/JKcCqXX3nNO/zWPC/WYDvV9WeyzhWLWdv2GsGb9hrBgC/ufEafvLtM/inAw5tOSpJ0njy4P33MeFpT2ONNdfiiTmPc8PVV7DLP01vO6xRZx4GzZ3zOFXzWXnV1Zk753Hu/MXVvPSNY/NrokXJ2LA2nSLlgSQbAm8EZi9kme8D7wM+AJDkGcBlwGeTvLCqbkmyBvCcqvrl8gp8ac086ED6r7yC+++/j5133IH3vm9/dnvLHm2HJY0Z/oxIWlT333sPs449nPnz51Pz57PtDjux9bbbtx3WqDMPgx576D4uPOlIAGrePCZt8xqevfnYPEPGomQMqKrrklwD3AT8FvjpIiz2H3QKkJ/RGUHpq6qzk+wDnJ7k6U2/Q4ExW5Qcc+xxbYcw5jx/85fx/M1f1nYYGiP8GZG0qJ73/E046nOntR1G68zDoLXWfxZTP3pC22EsEouSUVBVaw75fBuwxZC2fUZYdlLXdD8wpZl+mM41I0P7/4jOXbwkSZKkccEL3SVJkiS1yqJEkiRJUqssSiRJkiS1yqJEkiRJUqssSiRJkiS1KlXVdgxqWV9fnweBJEmSlqve3t6MNM+REkmSJEmt8jklAqC3t7ftEFrX19cHmAswF93MxSBzMchcdAzkYaVXvb3lSNo3/6edh/XNPGTFPiYAjjnSn48B/l8xaCAXI3GkRJIkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktcqiRJIkSVKrLEokSZIktcpbAkuSpHHtmx97FyuvuhrJSmTCBN4087/bDqkVhx16MBddOJt1112Ps889r+1wpMViUbIcJZkH3NDVtCvwtap65UKWmw0cVFX9yyCG24CeqrpnadclSdJYtdO/HcWqa05sO4xWTdt1N/bca28OOXhm26FIi82iZPl6rKq2GtK2wIJEkiRpSUzu2YY77vhd22FIS8SiZJQlebiq1kwyBTgcuAfYArgK2Luqakj/WcA2wGrAN6qqt2m/DTgV2AVYGdijqm5Ksh5wOvAc4FIgy3+vJElqUcIPT/gYATZ59RvZ5NVvbDsiSYvJomT5Wi3Jtc30rVX1j0PmvwzYHPg98FPgVcBPhvQ5pKruTTIB+GGSl1bV9c28e6pq6yT/ChwE/AvQC/ykqo5I8mbgn4cLLMkMYAbA1KlTl2onJUlq0xsO/ASrr7M+jz90Pz84/lDW3vC5bLjJFm2HJWkxePet5euxqtqqeQ0tSACuqKrfVdV84Fpg0jB9/inJ1cA1dAqYzbrmnd28X9W17A7AVwGq6nzgvuECq6qTqqqnqnp6enoWb68kSRpDVl9nfQBWXWsdnrvldvzp9ptbjkjS4rIoadecrul5DBm5SrIxnRGQ11XVS4HzgVWHWf6vlpUkaUUwd87jPPn4o3+evvMXV7POszZqOSpJi8svsmPb2sAjwANJNgTeCMxeyDIXAXsB/5HkjcAzlmuEkiS16LGH7uPCk44EoObNY9I2r+HZm6+YZwDMPOhA+q+8gvvvv4+dd9yB975vf3Z7yx5thyUtEouSMayqrktyDXAT8Fs6150sTB9wepIbgUuA/1uOIUqS1Kq11n8WUz96QtthjAnHHHtc2yFIS8yiZDmqqjVHaquq2XSNelTV+7ump3RN7zPCuid1TfcDU5rpPwGvX6rAJUmSpFHkNSWSJEmSWmVRIkmSJKlVFiWSJEmSWmVRIkmSJKlVFiWSJEmSWpWqajsGtayvr8+DQJIkSctVb29vRprnSIkkSZKkVvmcEgHQ29vbdgit6+vrA2DmIebimCM7ufC4GDwuzIW56GYuOszDIH+HDPJ3yCB/RgYN5GIkjpRIkiRJapVFiSRJkqRWWZRIkiRJapVFiSRJkqRWWZRIkiRJapVFiSRJkqRWWZRIY8Rhhx7MlO23Y7dpU9sORZI0Dvl7ROOZRclykmRekmu7Xh9ZQN9dk2y2FNvqSfKZJV1eY8O0XXdj1okntx2GJGmc8veIxjMfnrj8PFZVWy1i312B84CfL8mGqqof6F+SZTV2TO7Zhjvu+F3bYUiSxil/j2g8c6RklCU5OsnPk1yf5NgkrwT+AfivZkTlBUm2SnJZ0+ebSZ7RLDs7yTFJrkjyyyTbN+1TkpzXTL88yaVJrklySZIXt7e3kiRJ0sI5UrL8rJbk2q7PRwE/AP4R2LSqKsk6VXV/km8B51XVNwCSXA/sX1UXJjkC6AU+0KznaVX18iRvatp3GrLdm4Dtq2pukp2A/wTespz2UZIkSVpqFiXLz1+dvpXkacDjwP80IxvnDV0oyURgnaq6sGk6FTizq8vZzftVwKRhtjsRODXJJkABKw8XXJIZwAyAqVO9IE6SJEnt8fStUVRVc4GXA98ApgIXLMFq5jTv8xi+qPw48OOq2gLYBVh1hFhOqqqequrp6elZgjAkSZKkZcOiZBQlWROYWFXfAT4IbNnMeghYC6CqHgDuG7heBHgHcOHQdS3AROCOZnqfpY1Zo2fmQQcyfa+3cfttt7Lzjjtw9llnLnwhSZIa/h7ReObpW8vP0GtKLgD+Gzg3yapAgAObeV8HvpDkAGB34J3A55OsDvwGeNdibPcTdE7fOhQ4f+l2QaPpmGOPazsESdI45u8RjWcWJctJVU0YYdbLh+n7U2Doc0q2HabflK7pe2iuKamq2cDsZvpS4EVdix26yEFLkiRJLfD0LUmSJEmtsiiRJEmS1CqLEkmSJEmtsiiRJEmS1CqLEkmSJEmtsiiRJEmS1KpUVdsxqGV9fX0eBJIkSVquent7M9I8R0okSZIktcqHJwqA3t7etkNoXV9fH2AuwFx0MxeDzMUgc9FhHgYN5GLmIebimCM9Lgb4MzJoIBcjcaREkiRJUqssSiRJkiS1yqJEkiRJUqssSiRJkiS1yqJEkiRJUqssSiRJkiS1yqJEkiTpKeCwQw9myvbbsdu0qW2HIi22hRYlSeYluTbJjUmuS/KhJIuy3EcXoc8pSXZfhH4PL6zPeDLcfi/KPiY5Oclmyy8ySZI0Xk3bdTdmnXhy22FIS2RRRkoeq6qtqmpzYGfgjcCiPAFmoUWJFk9V/UtV/bztOCRJ0tgzuWcb1p44se0wpCWyWKdvVdVdwAzg/enYJ8kJA/OTnJdkSpKjgdWaEZbTmnnTk1zfjLZ8pWu1OyS5JMlvFmXUpGtbuyS5PMk1SX6QZMOm/fAkX0wyu1nnAV3LfCzJzUl+kuT0JAc17bOT9DTT6ye5rZmelOTiJFc3r1c27Ssl+VySm5J8P8l3BmJPMjnJhUmuSvLdJM9anBw3+Zud5BvN+k9LkmHi3DPJDUl+luSYruUfTnJkk+fLBvIiSZIkjVWLfU1JVf0GmAA8cwF9PsLgCMvbk2wOHArsWFVbAv/W1f1ZwKuBqcDRixHKT4Btq+plwNeBD3fN2xR4A/ByoDfJykm2Ad4CbElntKdnEbZxF7BzVW0NvBX4TNO+GzAJ2Ax4B7AdQJKVgeOB3atqMvBF4MjF2KcBLwM+0Kz/+cCrumcmeTZwDLAjsBWwTZJdm9lrAJc1eb4IeM9wG0gyI0l/kv7+/v4lCFGSJElaNp42StvZETizqu4BqKp7u+adU1XzgZ8v5l/1/xY4oxmJWAW4tWve+VU1B5iT5C5gQzpf7M+tqseBx5N8exG2sTJwQpKtgHnAi5r2Vzf7Mx/4Q5IfN+0vBrYAvt8MbkwA7hxmvbWQtiuq6ncASa6lUwD9pGv+NsDsqrq76XMasANwDvAEcF7T7yo6p9z99caqTgJOAujr6xsuHkmSJGlULHZRkuT5dL6g3wXM5S9HW1ZdghjmdK9+MZY7Hjiuqr6VZApw+AjrnMfC97N7P7r34YPAH+mMrqwEPL6Q9QS4saq2W0i/PwHP+PNCybrAPV3zFzf+bk9W1UCRsbjLSpIkSaNusU7fSrIB8HnghOaL723AVs01Fs+lc7rUgCeb05kAfgTskWS9Zj3rLnXkMBG4o5l+5yL0/ymwS5JVk6xJ53SxAbcBk5vp7utaJgJ3NiMi76Az8jGwrrc0+70hMKVpvxnYIMmfT+dqTl0bajbw1iSrNJ/3AX48TL+RXAG8prn+ZQKwJ3DhYiwvSZKeYmYedCDT93obt992KzvvuANnn3Vm2yFJi2xR/oq+WnMK0cp0RhS+AhzXzPspndOmfg78Ari6a7mTgOuTXN1cV3IkcGGSecA1dL6IL6rVk/yu6/NxdEZGzkxyH52iZ+MFraCqrkzyLeB6OqMfNwAPNLOPBf43yQzg/K7FPgeclWQ6cAHwSNN+FvC6Zr9/2+z3A1X1RHPB+2eSTKST308DNw6J5bwkk4Grmnz8GthvEXNBVd2Z5CN0CpnQOV3t3EVdXpIkPfUcc+xxC+8kjVELLUqqasIC5hXw9hHmzQRmdn0+FTh1SJ99hnxec4R1jTSi81dfxKvq8CGft+j6eGxVHZ5kdToXgV/V9LkJeGlXv0Ob9l8NaZ/ZtM9PclBVPdyM/lxBp8ihqq6lc33HAlVVH9A3TPtsOiMpA5/f3zU9pWv6dOD0YZZfs2v6G8A3FhaLJEmS1KYV7XqDk9J5+OCqwKlVdfXCFliA85KsQ+ci+49X1R+WRYCSJEnSimaFKkqqaq9luK4py2pdkiRJ0opssZ9TIkmSJEnLkkWJJEmSpFZZlEiSJElqVQafs6cVlU90lyRJ0vLW29s74oPSHSmRJEmS1KoV6u5bGllvb2/bIbSur6/z2Jh37f+RliNp35eOPxrwuIDB48JcmItu5qLDPAwayMXMQ8zFMUd6XAzwZ2TQQC5G4kiJJEmSpFZZlEiSJElqlUWJJEmSpFZZlEiSJElqlUWJJEmSpFZZlEiSJElqlbcElsaIu/74Bz5xxCHcd++fSMKbpr2F3d66d9thSZLGicMOPZiLLpzNuuuux9nnntd2ONJicaRkCSSZl+TaJDcmuS7Jh5KMmVwmebjtGLT4JkyYwL4HfIj/Of0cPvOFr/Kts87g9lt/3XZYkqRxYtquuzHrxJPbDkNaImPmi/Q481hVbVVVmwM7A28EWn8qTjr8Nx2n1lt/AzZ58WYArL7GGjxv0sbcc/ddLUclSRovJvdsw9oTJ7YdhrRE/AK7lKrqLmAG8P6mKJiQ5L+SXJnk+iT7AiSZkmR2km8kuSnJaUnSzLstyVHN6Et/kq2TfDfJr5Ps1/RZM8kPk1yd5IYk05r2SUluTvJl4GfAcwdiS7J+kkuTvHm086Kl84c77+CWX97Eppu/pO1QJEmSljuvKVkGquo3SSYAzwSmAQ9U1TZJng78NMn3mq4vAzYHfg/8FHgV8JNm3v9V1VZJPgWc0sxblU6h8XngceAfq+rBJOsDlyX5VrPsJsA7q+oygCQk2RD4FnBoVX1/aMxJZtApppg6deoyzIaW1mOPPsoRBx/Iez/wYdZYY822w5EkSVruHClZ9l4PTE9yLXA5sB6dogHgiqr6XVXNB64FJnUtN1Bg3ABcXlUPVdXdwJwk6wAB/jPJ9cAPgOcAGzbL3D5QkDRWBn4IfHi4ggSgqk6qqp6q6unp6Vma/dUyNHfuk/R99EB2fMOb2X7KTm2HI0mSNCocKVkGkjwfmAfcRad42L+qvjukzxRgTlfTPP4y/wPz5g/pN7/p93ZgA2ByVT2Z5DY6IykAjwwJaS5wFfAG4MIl2SeNvqrik0f28ryNNmb3Pae3HY4kSdKocaRkKSXZgM7pVSdUVQHfBd6bZOVm/ouSrLEMNjURuKspSF4LbLSAvgW8G9g0ycxlsG2Nghuvv4YfXHAe1151BftO34N9p+/B5Zdc3HZYkqRxYuZBBzJ9r7dx+223svOOO3D2WWe2HZK0yBwpWTKrNadnrUxnVOIrwHHNvJPpnJZ1dXMh+93Arstgm6cB305yA9AP3LSgzlU1L8mewLeSPFRVn1sGMWg52mLLrfn+pde3HYYkaZw65tjjFt5JGqMsSpZAVU1YwLz5wEebV7fZzWug3/u7pid1TZ9C50L3v5oHbDfCZrcYEsOazfscOqdwSZIkSWOWp29JkiRJapVFiSRJkqRWWZRIkiRJapVFiSRJkqRWWZRIkiRJalU6j9bQiqyvr8+DQJIkSctVb29vRprnSIkkSZKkVvmcEgHQ29vbdgit6+vrA2DmIebimCM7ufC4GDwuzIW56GYuOszDIH+HDPJ3yCCPi0EDx8VIHCmRJEmS1CqLEkmSJEmtsiiRJEmS1CqLEkmSJEmtsiiRJEmS1CqLEkmSJEmtsiiRxojDDj2YKdtvx27TprYdiiRpHPL3iIYzXo6LcV2UJPmbJF9P8uskVyX5TpIXLaN1H57koEXod1uSG5Jcn+TCJBsti+0Ps431FxRjkiOS7LSst63RM23X3Zh14slthyFJGqf8PaLhjJfjYtwWJUkCfBOYXVUvqKrJwMHAhi2E89qqeikwGzi0he1TVYdV1Q/a2LaWjck927D2xIlthyFJGqf8PaLhjJfjYtwWJcBrgSer6vMDDVV1XVVd3IwaXNu87kjyJYAkeye5omk/McmEpv3vk1yd5LokP+zaxmZJZif5TZIDFiGmS4HnNOvcIMlZSa5sXq9q2g9P8pUklyb5VZL3NO1Tkpw3sKIkJyTZp2vdH25GZK5I8sKhG05ySpLdm+ltklzS7M8VSdZatJRKkiRJo288FyVbAFcNN6MZNdgKmALcC5yQ5O+AtwKvaubNA96eZAPgC8BbqmpLYI+uVW0KvAF4OdCbZOWFxPT3wDnN9H8Dn6qqbYC3AN3jZi8FdgS2Aw5L8uxF2N8HquolwAnAp0fqlGQV4Azg35r92Ql4bJh+M5L0J+nv7+9fhM1LkiRJy8fT2g5geWlO7/oqcFxVXZXk/cBk4MrOLFYD7gK2BS6qqlsBqurertWcX1VzgDlJ7qJzatjvhtncj5OsCzwMfKxp24nOSMtAn7WTrNlMn1tVjwGPJfkxnaLn/oXs0uld759aQL8XA3dW1ZXN/jw4XKeqOgk4CaCvr68Wsm1JkiRpuRnPRcmNwO4LmH848Luq+lLzOcCpVXVwd6ckuyxgHXO6pucxcr5eS6eoOA3oAw6kMwq1bVU9PmR7AEOLgALm8pcjV6sO02e4aUmSJGlcG8+nb/0IeHqSGQMNSV6aZPum0NgJ6L4O5IfA7kme2fRdt7lT1mXADkk2HmhfkmCqai7wAWB6s47vAft3xbZVV/dpSVZNsh6dU8yuBG6nM7Ly9CTrAK8bsom3dr1fuoBQbgaelWSbZrtrJRnPxecKY+ZBBzJ9r7dx+223svOOO3D2WWe2HZIkaRzx94iGM16Oi3H7ZbWqKsk/Ap9OMhN4HLiNTmFwBJ0Lzq9oRia+VVWHJTkU+F6SlYAngfdV1WVNYXN2034XsPMSxnRnktOB99EpiD6b5Ho6eb4I2K/pej3wY2B94ONV9XuAJP8L/Ay4FbhmyOqf0axrDrDnAmJ4IslbgeOTrEbnepKd6JxapjHsmGOPazsESdI45u8RDWe8HBfjtigBaL7M/9Mws147Qv8z6FwEPrT9/wH/b0jb4UM+bzHCOicN+bx/18e3Mrzrq2r6MOv6MPDhBWxj5kgxVtU+XdNX0rlWRpIkSRrzxvPpW5IkSZKeAsb1SMl4NHQERpIkSVrROVIiSZIkqVUWJZIkSZJaZVEiSZIkqVWp8jl8Kzqf6C5JkqTlrbe3NyPNc6REkiRJUqu8+5YAeNf+H2k7hNZ96fijAejt7W05kvb19fUB5gLMRTdzMchcdJiHQeZi0EAuZh5iLo450uNiwMBxMRJHSiRJkiS1yqJEkiRJUqssSiRJkiS1yqJEkiRJUqssSiRJkiS1yqJEkiRJUqu8JbBaddcf/8AnjjiE++79E0l407S3sNtb9247LEmSNI4ddujBXHThbNZddz3OPve8tsPRInCkZDlK8jdJvp7k10muSvKdJC9aynVOSrJX1+eeJJ9Z+mjbMWHCBPY94EP8z+nn8JkvfJVvnXUGt9/667bDkiRJ49i0XXdj1okntx2GFoNFyXKSJMA3gdlV9YKqmgwcDGzY1WdJRqomAX8uSqqqv6oOWMpwW7Pe+huwyYs3A2D1NdbgeZM25p67/397dx4v93T/cfz1zkKCEDu106ol9lgrllhLaisqUtReP3tqL42ofW1Li9qpFrFGqlpqi10Qu6JFUXvVTrN8fn98zuSOK9Ekcu/3ztz38/HII3NnvjM595uZ75zPOZ/zOW9V3CozMzNrZCv1XZmZZ5ml6mbYFHBQ0nbWBcZExDm1OyLiMaCrpJGShgNPS+oh6SJJT0h6VNK6MGFGZKSkR8qfNcrLnAj0kzRa0oGS1pE0ojxnFUn3lde5V9K32/l3/lreeP01XnjuWZZYepmqm2JmZmZm7chBSdvpAzw8icdWBPaPiMWBvYGIiGWAgcAlknoAbwEbRMSKwA+AWorWYcDIiFg+Is5o9brPAv0iYgXgZ8Dxk2qcpD0kjZI0atSoUVP5K047n37yCcccPpi9DjiEGWecqermmJmZmVk7clBSjQcj4sVye03gdwAR8SzwMrA40B04T9ITwDBgqcl43VmAYZKeBM4Alp7UgRHx24joGxF9+/btO/W/yTQwduwYhh4xmP4bbUq/ddavtC1mZmZm1v4clLSdp4CVJvHYx5Px/AOBN4HlgL7AdJPxnJ8Dt0dEH+B7QI/JeE6lIoLTjhvCggstwtYDd6y6OWZmZmZWAQclbec2YHpJe9TukLQs0K/VcSOBQeXxxYEFgb+Rsx6vR8R4YAegazn+Q6DXJP7NWYDXyu0fff1foe099fij3HrzCEY//CB77rgNe+64DQ/cO7LqZpmZmVkDO/Sgwey4/Xa8/NKLbNB/La69ZljVTbL/wfuUtJGICElbAr+QdCjwGfAScH2rQ38DnF3StMYCP4qIzyX9BrhG0o7AzbTMrjwOjJP0GHAx8Gjda51Mrkk5Evhjm/xi01if5Vbklvser7oZZmZm1kROOvX0qptgU8hBSRuKiH8B207kofPqjvkM2Hkiz30eWLburkPL/WOA/q0Ov6M8dh+5HqXmyKlpt5mZmZlZe3L6lpmZmZmZVcpBiZmZmZmZVcpBiZmZmZmZVcpBiZmZmZmZVcpBiZmZmZmZVUoRUXUbrGJDhw71m8DMzMzM2tSQIUM0qcc8U2JmZmZmZpXyPiUGwJAhQ6puQuWGDh0KQJfvDKq4JdUbf8/lgN8X0PK+8LnwuahXOxeH/rRzn4uTjvN7osafjxY+Fy18rWhRu15MimdKzMzMzMysUg5KzMzMzMysUg5KzMzMzMysUg5KzMzMzMysUg5KzMzMzMysUg5KzMzMzMysUi4JbNaBXHfUznTv0ROpC+ralU0O/WXVTTKzDuhnRx7OXXfewWyzzc61N4youjlm1oE1yvXCMyXTiKRxkkZLekzSI5LWmIznfDQZx5wvaalp00prBOvvfwKbHnGWAxIzm6TNt9iKs889v+pmmFkDaJTrhWdKpp1PI2J5AEkbAScAa3/dF42I3b7ua5iZWXNZqe/KvPbaq1U3w8waQKNcLzxT0jZmBt6r/SDpYEkPSXpc0pe2s5TURdJvJD0r6RZJN0naujx2h6S+5fZHdc/ZWtLF5fbFks6WdL+kf0haR9KFkp6pHWMNQuKvZx3FTSfux/N3/6nq1piZmZm1C8+UTDs9JY0GegDzAv0BJG0IfAtYBRAwXNJaEXFX3XO3AhYGlgLmAp4BLpzCf39WYHVgM2A48B1gN+AhSctHxOj6gyXtAewBMGDAgCn8p6ytbDT4ZGboPQefffgfbj3zSGaeewHm/lafqptlZmZm1qY8UzLtfBoRy0fEEsDGwKWSBGxY/jwKPAIsQQYp9dYEhkXE+Ih4A7h9Kv79GyMigCeANyPiiYgYDzxFBjxfEBG/jYi+EdG3b9++U/HPWVuYofccAPTo1ZsFlludd1/+W8UtMjMzM2t7DkraQETcB8wBzEnOjpxQApblI+KbEXHB1L503e0erR77vPw9vu527WfPiDWAsZ9/xpjPPplw+/VnHqH3vAtV3CozMzOztuegpA1IWgLoCrwL/BnYRdJM5bH5JM3V6in3AN8va0vmBtaZxEu/KWlJSV2ALdum9VaVTz98jz+ffggjjt+HP518IPP1WZlvLO1ZLDP7skMPGsyO22/Hyy+9yAb91+Laa4ZV3SQz66Aa5XrhEfRpp7amBHJ2ZKeIGAf8RdKSwH2ZzcVHwA+Bt+qeew2wHvA08AqZ5vX+RP6Nw4ARwNvAKGCmaf9rWFV6zTEvA444q+pmmFkDOOnU06tugpk1iEa5XjgomUYioutXPPZL4EubTkTETOXv8ZIOioiPJM0OPEiuDSEi1qk7/mrg6om8zo/qbr8E9JnYY2ZmZmZmHZGDko5jhKTewHTAz8uCdzMzMzOzpuegpIOonxExMzMzM+tMvNDdzMzMzMwq5aDEzMzMzMwq5aDEzMzMzMwqpdwE3DqzoUOH+k1gZmZmZm1qyJAhmtRjnikxMzMzM7NKufqWATBkyJCqm1C5oUOHArDzvodV3JLqXXTmiYDfF9DyvvC5aDkXh/7U5+Kk4/y+AH8+6vk7pIW/Q1r4M9Kidi4mxTMlZmZmZmZWKQclZmZmZmZWKQclZmZmZmZWKQclZmZmZmZWKQclZmZmZmZWKQclZmZmZmZWKZcENusg3nrzDU4+5qe89+93kcQmm3+frX7ww6qbZdZh/OzIw7nrzjuYbbbZufaGEVU3x6xD8XeINTrPlLQxSVtICklLfI3nL/UVj/9Y0o5T30LrKLp27cqe+/2EC/5wPb8673cMv+ZKXn7x71U3y6zD2HyLrTj73POrboZZh+TvEGt0Dkra3kDg7vL31NgCmGhQIqlbRJwTEZdO5WtbBzL7HHPyrW/nf/UMM87Iggsvwjtvv1Vxq8w6jpX6rszMs8xSdTPMOiR/h1ijc1DShiTNBKwJ7ApsV+5bR9KIumPOkvSjcvtESU9LelzSqZLWADYDTpE0WtJiku6Q9AtJo4D9JR0t6aDy/N0lPSTpMUnXSJqhnX9lm0beeP01XnjuWZZYepmqm2JmZg3G3yHWiByUtK3NgZsj4jngXUkrTepASbMDWwJLR8SywLERcS8wHDg4IpaPiNo87HQR0TciTmv1MtdGxMoRsRzwDBkMTerf20PSKEmjRo0a9TV+RZvWPv3kE445fDB7HXAIM844U9XNMTOzBuLvEGtUDkra1kDginL7Cr46het94DPgAklbAZ98xbFXTuL+PpJGSnoCGAQsPakXiIjflsCmb9++fb/in7L2NHbsGIYeMZj+G21Kv3XWr7o5ZmbWQPwdYo3M1bfaiKTZgP7AMpIC6AoEcANfDAZ7AETEWEmrAOsBWwP7lOdPzMeTuP9iYIuIeKykhK3z9X4La08RwWnHDWHBhRZh64GuXWBmZpPP3yHW6DxT0na2Bi6LiIUiYuGIWAB4kTznS0maXlJvMgiprT+ZJSJuAg4Eliuv8yHQazL/zV7A65K6kzMl1kCeevxRbr15BKMffpA9d9yGPXfchgfuHVl1s8w6jEMPGsyO22/Hyy+9yAb91+Laa4ZV3SSzDsPfIdboPFPSdgYCJ7W67xpywftVwJNkkPJoeawXcIOkHoCAweX+K4DzJO1HBjpf5SjgAeDt8vfkBjPWAfRZbkVuue/xqpth1mGddOrpVTfBrMPyd4g1OgclbSQi1p3Ifb+q+/GQiTxtlYk85x6+WBJ4nVaPH113+2zg7ClsqpmZmZlZpZy+ZWZmZmZmlXJQYmZmZmZmlXJQYmZmZmZmlXJQYmZmZmZmlXJQYmZmZmZmlXJQYmZmZmZmlVJEVN0Gq9jQoUP9JjAzMzOzNjVkyBBN6jEHJdYhSNojIn5bdTs6Ap+LFj4XLXwuWvhctPC5aOFz0cLnooXPRYuOfi6cvmUdxR5VN6AD8blo4XPRwueihc9FC5+LFj4XLXwuWvhctOjQ58JBiZmZmZmZVcpBiZmZmZmZVcpBiXUUHTbHsQI+Fy18Llr4XLTwuWjhc9HC56KFz0ULn4sWHfpceKG7mZmZmZlVyjMlZmZmZmZWKQclZmZmZmZWKQcl1m4kbSRpsarb0VFI6lZ1GzoCSZPcSKmz8bmwiZHk72pAUndJB0rqUXVbqiZpDkn7Vt0Os2nJFzprFyUYGQBsX3VbqiZpHklHAd+rui1Vk/RN4DBJS1TdlirVOp3hRX5IWlBSr6rb0RFImgEgIsZX3ZYOojewFnBgxe2ojKTpy815gO9L2rjK9phNSw5KrE3Vdbb+DtwLLCBplWpbVY260c4PgR7AspK+UWGTKiNpaUl9IuIF8nycJqlv1e2qSq3TKWkTSadKmr/qNlVB0nTAH4DNOvPsgKTpJe0F7KrUTdJvJG1Uddvam6QNJG0DEBFvA78ANpS0aKUNq0CZXb9M0s8i4kngSmBnz7BaPUk9Jc1YdTumRqe96Fv7iIjxkmaQdC4wCFiGTtbhkDSjpNOAI0un4lPg98BcwLqVNq4CZaRvAHAsQEScBdwEDJS0VZVtq4qk6SSdDxwMjIyIV6tuU3uSNJ+knhHxX+BCYAtgvmpbVZ2I+BzoBiwELE3OEMwdEX+usl3tTdJ8wPnAxZIOlvStiLgTuB84pNrWtS9JXSNiLHAGsLmkWYFrgDF08F2625qkRUvQvlOZfe+0JB0J/AU4WdKyVbdnSnWajqG1j9bBRhnB2QnoFhEDgBvIzsaWFTSv3UnaHBgFTAf8G/g/YFhEPAU8BqwgaekKm9hu6mbNPgeuAz6QtFN5+A/Ao8D2kuasqIltrox6D5jI/3lX4DPgJ8CNkhYuHbKmJul7kh4CzgEuBYiIC8jzsZWk7uW4rs0+GjyRgZrrgHFAP2Bj4MlyXFOvp5DUo6yX6BYRrwFnAQ8BswEXSOpHDup8Q1L/KtvaniJiXEmDXh74L3BIRLxFvk8GSJq7yvZVRdIuwPXAI8DiwMGdeKZ5MDBXRPQj0/tObrTvEQclNk1I6iKpS10aygJlZCeANYB/lkPPBx4G+kvqXU1r29U6wIERsW+ZEdgWmEHSCcBlQHdg7WaeOSrvDbXKi3+JnB3ZSlLviPg3MJJ8n2xTQTPby8zArsCakmaqu38O4D3gKuBMstN1qqQN27+Jba8sWD4VOBk4AtiOTGc8tBzyK3I2bcnSOR0XESFp5oqa3KbKtbJ27exXZgReBe4AlgP2pcwcRcRnlTW0jUn6MTk48Rvgl+Xui4DxwJ+AK4Cdgb2BB4AftX8r28dEBvjWAO4EZgDuBraUtALZIX+RHPDqNOrSwF8DVgOeIQc7FwR2q6pd7a0E8bUBmzHAc5J+BcwNHF8C+4bRtB0hax+10ZmIGF9SteaTdC1wNfnFAnnRnFvS7BHxDpm+tCawYxVtbkuSura6a31yBBxJ3csswb5kx3Qm4Hbgm+T5aErlvRGSVpV0iaQBwCzAjcDrwD7l0NfJ0eCeZW1BU5C0mqT1Jc0bEe+Ts0J9yVRGACLiFeAkYLOI2BvYmuxofFBFm9tKCUbWiYgxwMfkdWJURHwMDCbXnHWNiDuA54GBETG25EifA5zbLO8NSXNJ+jZMGAWfTdKxwO+AIZKGRMSfgH8B7wDflnSFpMskDa2w6dNcmRm8lJxV/z6ZmvWj8l55h5wN2B24FjgI6EleW38gaduKmt0mJG0oafu6IHXV8tAywOkRcRpwFLkz99CIGEcGa+upE6zXlLS4pOHA7yWdBLwP9AGOJ98jFwCrSFqtwma2OeW6s9+S3yc/LncvQAbs/4iINSPiLkl91ECVPh2U2FRRLrycFTi+Fpgo10ucB4wA1iZHPgcBbwKfAD8vT/8mOSr+bLs3vI2U9JJjgBMl7S5pxfLQA+SidiJiTJlNeoFMY1uVHAntDqzWLJ0t+GJwVs7N8WQu9E1Af3IE52NgGLC6pKXKeoL3gaXL7YZWOp0XkalJu5P/10TEVWRg3k/SXOXY6SLiI+B5SQsBRwLrAW9X0fY2tCm5eHtV8rwsAqxeHtuCnC2qVWI7BVhVudbmGXKNxe6N/t6oG9UcSKapIWllMkXpw4hYCDiVvCasTXY4/wacTXY+zgbeaO92t4Vybfghud6wO3Au8GJEvESuOVsOICLOJAcytiqzqruQ15MHgFcqaHpbmgU4qnQmrwcul3Q4mXFQK3QwDrgNWFzSFhFxL5mF8GYVDW4vknYg19GcSXlvkKmNe5Np0fcA0wO9aMLqlrVrh6TNgMPJ6+UvyLTnH5Dfp08BT5fj9gYuB5aqor1Tw0GJTTFJm5AXvz5kZ2uB8tCc5KLMF0qKwUnkheED8oMzj6R7yDSEwyLiL+3c9DYhaVdyWn0+YDRZsvI6SbOR60hWnUi+7xLAfyLiP+SXyVmN3tmqV0bvkPTNcvv2iFiD/MJYl6yes1lE/JXMBT6iPPV6Mld84fZv9bSjrHzya2D+iFg+In4AfFS+JCDTtPoAKwPU/d9vQX6mPoiIVUvVuobWKqf5NnIGZCNy9P92YCflupJvA/MCt5bR71fJ1J05gc0jYrcSuDUs5SLc4yStEhG/BKYrswEPkWkotWp8fyM7X/tFxHPkbMlqwPQRcW9EnF1F+6e1cm3oSfZF/k5+HpYsgxr9gffVsrfVr8l0z2VKOt/wiFgrIu6rpPFt52ryc3IRGYCuQHaynwWWkrRlmWmcjvyM7AwQERdHxMvVNLndPE2uG/mgDGr9hcxEmAHYX1lQ5mDgxIj4aXXNbBt1JeMHkcHYuaXww9HlzyNkYLKbpNvIQaBBEfF4+7d26shl8W1KlGnAfcnUi+Fkru8I4LyIOE/SKcDHEXF0Of4c4F1gKBDALGU6vimUke43gKUi4tm6+y8lf9+TyBG/W4DfR8T7ytK3xwB7R8SLFTS7zUn6PplmcX9EHFju2xfYjExN2gnYNiLWlLQcsAmZQz6WDOrubsTc+ZKOsw2ZSrAzsDBwXUQ8Ujra34yI48uxR5MjnmcBG5IziTcDh5cv3Npag3Ht/XtMKyXn/VpguYj4oNy3Dvke+DP5+54NfF7S1igjflsBb0fEPhN52YZVArSfkAHIGWRHYi6yI7UieS76RsQnkuYlU3RGkCkavRotP3xilOukZo+IP5SfZwP2J2dJlyRnTFYmO9xvkteDQRFxj6SzgVsj4hpJiibtwJRr4oPAWhHxgKT1yBTfPuQg4NPkDOPgkuLXaZQ+xvwRMbD0R35MLur+APgcuKHMtDUNSYuQ6a3PA38kM0+uJK8lj5T0z9+T18z9lfsbzV8GNBqKZ0psikSWJJyHDEyGkwt3hwK7K0u93gjMp5YNnS4kL6KzRMSYZgpIAEr1kwvIL84Jm50Be5ILdbsDJ5LpbFdLuqocf3mzBCQqCzLrppYXA/YCDq0LSLqTCxDPLOsqupLpfT+MiMci4oSI+KTMGNzeiAFJMR+ZnrgxOdLdk6ywtgpwArBomVmDfB+sQI5uHQLsFRH7RcTHKhoxICkpOTso95F4irwmHFN7vKwX+QfZyepFjgx3VVZVIiKuJNO0miIgqU9lLEHFHcCiwHfIGeSe5EzQncAT5HoBgLfIwOW5iPigGQKSYhbgZ7V01ZKOdT8wK/ACme56cURsFBE7kqk6R0jagxzIuaY8rykDEoCIeIz8vQ8od91Jziy+QA5yXQ9s3NkCkuJUYBFJG5X+yIPkwODlEfHLJgxIViGLPLxJqUBHzpJdTy7orxX/OBr4rqQ5yndpwwUk4JkS+x/0xYpaXchO9jHAd4FjS348kn5HLq76maSDyRGv/Ro93WJylFSdV4BvRMRnkqaPiM+V1YWmj4h9S8dkGWCZiLis0gZPI63eG93JfsLYkvc7KCI2VksZ4PGSziIHQuYiZ9jOqE+9aMSRT2UFrVVLGlrtvbA9sBI5+t0P2I8MVH5BpvMdT45ynUem68xXN2os8rrckDt4l4BrN+AjclPMu8ig5Bpgh4h4ohy3DDnCeVFEjCrrRl4BflGC1qZTUrYeLJ3xg8lg5Dhgc2AD8roa5PqZFSPib5U1tg2V9/glwCu1FJsy4n0QudZqHnIG8eqIGF2unTNHxHtVtbkKJeX3BmBIRPy5rDtaA7gqIl6vtnXVkrQnsH9ENMxaiSkladUyS7YHMFNEnF4+O/uQ74MdyTWa55Kz8eOUez19WmGzvzbPlNhEKRfprl7fOYqsovR5RBxKLkL9TknPgJwN2KzkTP+RLFk4tjZ63sxKqs0RZOoFZMcCsvP9dLk9PiJGN0NAoixwUL8L+SHk//lZklYi19W8pyxrOr7uPXQQObv2LLBzLSCpvUcaLSAplgNuKUFZ7b3wADm9PjAibiIXMF8eEWdFxO/JdVbjge9GxF11AUnXSI0akMxFBlo7RcQGZMrR8uSo3h/Ikbza7/kEmdpWKwhxBnBpMwYkkgZJepDcP+EIstN9AznquSmZA/45Gcj/k0z7a9oFy+Vzfiot3xe1Gfj7yBnl88m1iSspKxaO62wBCUBEvEmuKzmj/PxQmQno1AFJcTFwhkq5+aobMy2ppbrY5eV68R1aChx0I2dNZiy3R5DfQbXv0IYOSMBBibWiLOk7G7l47AxJW0kaXqYQ62un30CWtF1F0swR8SQ5KrpTRDwdERdGxGcN2tGcGr8FNpC0SET8V9LywOxkB7VRO9xfIukoYGiZEaitHVmLTFd7j1wrsj7ZwRhajtlA0u3AwhFxc0QcWUtRgsY9N2Wm6B6yXOlZdQ89Sf6/r1TWENwEzKyyUWREPBERh0dWFJqgEVO16kVLKuMG5a5RZAf8I0qlrZKuN05ST3Im5any3KeiCdIZ1aokuKS1yE7FALKz/QMyBelJcvPU1chzdDW5f9GMEXFVZAGMphW58HY4OWtYu+9OMoXrDTLV8ZrIBd2d2cU0aef76yiDo+eVQa+G/P6YGH2xutgKZB/rOb5Y4OAb5EL/T0uQelQJ6puCgxKboIz2nkiWXfwA+A85zX5VRDwIE9JwupTHryenEfuWlzg4Io760gt3AmV0e1vgGuVeA5cA10bEI9W27OuTNIOk7ZRrhq4mRzFrM2T9gYdKh/J0siM6J3lhnVHSMLKDcXrUFQKAxgtGJtIpqP38f8BAtew5MZ7cIHQcuY7mfnIR5mylM/5Vr9noDiCD1h7kjNAYchH7+8BPgQOUi5XvJav03VNZS6ehugB7nKRZ1bK3xANk6c5BZNGLa8nqcuuTwewcwIYRcVstWK+g+VU5FlhO0j6S1i6jwy8CYyLiwWYPzCZHs3a+bZLqq4t9CPyVXH95H3CIpHPJ/d/uhy9vsNkMGmZDFWs7dXn/YyRdSU6rP0KO/i5KS83rbhExtpZeEhE3StqAkq4UuTFgpxUR90p6n1x4tkoTnY8uZP7//RHxjKQ7gV3Ke+R2YGNJvSLi7dI3mzciXlNWUeodEQ2/p0JJM1mVnFLvWUapxpXPxJtlvcy5wDoAEfGCcr+R3hERks6KiC/tOdJsHY0yA3YYWZ3vbHJW4K2yXuhPkh4nU7qOjSZYuF0GaCZ0GJV7Nf0KeEvSjcCl5ExRX3Lt0eeSRpKFQgaSabDPVNP6akXEp5J2Iz8zRwJ/iIgLq22VWXUi4mHlbuwHkNeHO8ntA/5OzpoFee18pRzfkKm+X8UL3TuxSaXPSNoO+FNk+drdyRznfvXpJSXXd4xy07em2V/j61KDl3BtrdbpkvRzspDBRcoKYzeQIzavAdsBn0XEEZIOBBaLVpWTVLcovlFJeoPcbXs54MjIRYiq65D+g5xpvI7c+HBP4P8i4pm612i4xfxTqlxXXiUXa7+pXNg9ppl/b+VmZj3JAh+XlNu7klXGLiUrJy1Jbha5O7nm7pIyGtrpNcP1wWxaUCcvcOCgxJC0BLlQ+3bg+mi1qFDS/eQo8P3kaN/F7d5IaxcTC1RLnvxPyH0ELo+Ij8r6iAFkKdue5PvjU3ITq12iQcsR1pTzoBKQdS2zIiPJgGSpiHi17thukVXH+pP7sPQhz9XQaKBNq6YlSauTlbRW/Z8HNxh9sercXGR61mrk+pgtyQX8n5HvhU3Jz84g8vOyABmo3tn+LTezRqBOUF1sUhyUdGJlDck+ZEfrVTKXcTRwdkS8Vzcbsjr5xbok8OuI+E1Vbba2Uz/Lo1alBSVtTXa4fhqlDrykK4CHI+KUsvB9nmiOHcjrO53zAYtExN3K/Vf+CBwdEVeolH6eyPMXrjtHTT8zMimS7gV+3CyBWatZsV5k0DEvWdxjmXL/I2QwdmlJ39uVLOc5WNKcE0vhMzOrV9Zv7kgWDonO9B3ioKSTmNj0uLJC1MPAjhFxuXKn3Q3JjuaEfRNKTvw8wH+icTe1s8kkqbavxhFRt89MWW90DzAsIl4v64kOI0vfvlV3XMOnYpSZkn2AvclF6vdF7pS7PjlbNHftuPL5mNjnq+HPw9fRbKmMNZI2IQdp7iUXoB4BHBMRfylpXD8H1ijra74L9Aau7MzvBTOzyeGgpJORtB5ZNejxsgD1InIx7pbKijm7A/MDF0TEc529Y9XMSoGDqHWqyaIG15Gb3Z1Zy1+tW1eyGjl68wI5Y/a5pFmiwfeWqD8P5ee5yIWGq0VEf0mzk5sdnhkRN0j6K/AoMJJM5TqhoqZbG6pP4au7bz1yw8NbI+JIZfn03cgqWkdGlgO/DXgqctNUXz/NzCZT05UTsyRpIUmHKDfikaQ5S7rN0eSiqRHl0KOABSX1L7Mg95Eje6tCc1Z3sC9WDZI0d7n9Alk5bPYyE9IDWt4DEXE/udfCQpT9BUoxhIa9jpSZjtp5WFS5Q/u/gXeBOSXNGxHvknsqbClpZnJ9wELkQvZbKmu8tZnaDFgJxheTtLWkBci9mO4DFi+foX+TZX97knuQQA7sDAdfP83MpkTDdiZs4pSbLJ1MjnjPTG7MNSOwGHBHRPQjO119JR1UFuxeQAYnRMQockS44Xcet0krna1Zy0zZxZJ+Iml+ssO9XTnms9rC97rnPQIcCrwiqU+jjwSXYGQ2SReQVZIuBDYmPz9/AbYuh55NBuu7RpY43jkiNimfF2sCkrpK2kHSIkCPct+h5J47CwC3AcuSlXHeBjYvT32U3F9jFUkzRcTfI8LBqpnZFHJQ0nwGkWk4a0RuxnVXWRfwALmx343l8U3JjcwWJTtiPSStAxC527A1EX15p+kZgCFkCtLOZOf7oIi4G3hA0qnl0C6tntelzKj9KiKebLSApPV5KPYAnoiINcnf9xByb4mHgKUlLR+5k+4l5G7T1NbaTOL1rMFI2pUs07sDcBqwZ/m/nZHcof52YC6yGMhjZKWtdSXNEbmR7NXAofVrsMzMbMp488QmUr5EBwCXllHu6UqOc20x7hzA2IgYXI7vRi5m3k3SRuXL1ZqIpMWB92pVf9RSVasbmQf/MXAO8ArZGYPMkX9J0pkR8XL969WlcjVaMFJLV6tVF/tGRPyrpJ5ND3QrawHeAAaV9VYjgZXJQH90RFzX+nWbcSF3Z1PWEJ0HLFHW0W0DfJf8HCxEricaC2wcEfeV54wEVgHWJMuo/7OSxpuZNRHPlDSR0kEaCyxY7hpT7q9VM5gTeF/SfpJ+QaaoDCvHOCBpMqW62mHA2pIWkfRH4NeS+pX/7+7kGqMzI2LbiHhF0sqlg/VTYLbW6VuNKlpK/M5fFqoPk3QE0JVcD7A9We54+3Ievk8GKFeQHdYJe7g0yzmxVCrHXUDOiEBWJJyDTNdaGBgZERtGxH2S+ko6NCKeIDc3u76KNpuZNSPPlDSR0lm6C1hKpSa+pB5l1qQnGYT+DjgQeDQiDqiwudYGyntg/oh4JSJGS3oKWJEc7b8SmAk4V9LaZEnTN8k9apB0LjCrpF2boaJUXdWwLkAAx5KzIheR6wAOBPYDzgLWBeZX7kWyH7AWWUHpodrr1YL7uiDfmscBwMtlbdEAoHtEPC/pQrLAwdHke2gbcu0RrWcRzczs6/FMSRMpnaU7yP/XQeW+2r4iuwHfiIhbgS0j4shKGmlt7dvA5pKWkrQKmZbVG5ghIi6N3PjyOeCHwGXkAt2zJI0md2TfJSI+hMadEahVA6tPMSufjd7kWqqbI+IpMm1tM7KzeTiZjnMuMA5YPSKebd+WW1Ui4mNyVvFjct3Ij8v9lwCnlPtnBjaJiJOraqeZWTPzPiVNSNLGZFrOrcAosnRpd+DAknZgTUTSUsC7EfFmKWl7GbAS8CCwE1klaAPg/Ii4R9Jy5GzBDhHxVFlrNH1EvFZeryl2IZe0OVlJ7GHgl+T+PI8B+0TEX8ti/wOBZSPiB+U5s0bEe+V2U27+ZxNXgvBXgRXLZ6m2/srMzNqBZ0qaUETcTKYj/AfYFrghItZ3QNJclHvRjCCrQp0t6bfkqP/n5GzImWUE+G5yfcTqkmaOiMeAJ8iAhYh4JyJeU9GIAUltdqSUxJ6+VA/bEzgR2Ag4PiL+S456HwMQEZ+QVZM+kDRPSfd6r+48OCDpRMr7fmta9hhxQGJm1o48U9LkGrWTaV9NUi9y/4Q7I+K4srfCcWRxgyHA2uRsybGlktT3gPWBuyNiWK0yW1Xtbwuq2zOlrJl5mCzxejDwN+CiiLhK0r1kxaST/fmw1sr748cR8XjVbTEz60w8U9Lk3OFqWiuQKVvHAUTEi+R+IwuWx54gK0utV45/CfgQ+LykqYyFxl83UvfzHsCfJR0kqVtE3AkMJPfrWZTcc2Q3SbOTawdmgpbPR+vXs06tnwMSM7P25y9is8Y0Flis9kPpiH8OXE5u4vYIcB8wSNLjZHWpMyJieKTafiMNF7SW2Y3ajMh8klYAVgNOJheu7yCpO7AE8Hp52jvkQvfvRG4o+rP612y0fVes7Thtz8ysGi4JbNaYXgWeljQgIkbU3X8VsEvZHPB3kt4BZomIK6tp5rRTS7WKiJA0K3AmsCrwGrmI/xZJs5Fpak8CNwCnSboJ6AEMjtyxvvZ6XRyMmJmZdQyeKTFrTK8BzwMblIpRY8v9KwDPRsS/IIse1AKSRk/VKsFIN0lbkutn/k6WQH6UlkX7V5LlW9cFngb2BYZFRP9aQFI7Dw5IzMzMOg4HJWYNqKSYXEaWer5E0rKStiE3AnwKvhyENGKqFnxhN/YBZKWx5YElgf+Ux4YAPSRtX54ynEznmici7o+Ii8rzu5bXa8jzYGZm1sxcfcusgUmaHjgNmA5YBDipbJDZsEowpbIbu8hN6w4EliOriT0s6edkpbELI+JVSduSwUmfMqMyX23fFTMzM+v4vKbErIGVxe371Jf4rUtPargRh7oSvVH2VPkAeL9sCjkPmZoFWQ75J8BKkl4vpX43BpaV9LgDEjMzs8bi9C2z5jAGJizejkYMSOALJXoPAe6WdKykXcg1JP8EFik7rY8GRpPVthYvz90lIh5r1N/dzMysM3NQYtYEah3xRlu8XXZgV6v7dgLmBfoB75Glfj8EHiE3hfxmOfRyMjD5Z/3rtX2rzczMbFrzF7iZtTulLhExvq7Eby31bHngHuAUYFNgu1Jd7BJy3czaknpGxBsRcWZE1FK6Gi4oMzMzs+Q1JWbW7urWjUwHnAqsIeka4Hdkqd+rgK0j4loASauTpX+vJHey/7T2WnXrUMzMzKxBeabEzCohaSBwBbkR5G5keeOLgUuB54CPJU0vaW8ycFk+Iq6NiDvrX8cBiZmZWeNzSWAzq4SkLYBrgZUj4uFy39XlvjfIQGU+4C3g6Ih4qqKmmpmZWRtzUGJmlZF0NzAyIg4vP+8L9I6In5efF42If5TbXbxmxMzMrDk5fcvM2l1td3Vgd+AgSf3LzxsB/6od54DEzMysc/BMiZlNM5MKHiZ2v6RuETFW0jnAVsDvgV7AARHxYfu02MzMzDoCByVm9rW13kW+FnBM5LglgI8j4pVaoCKpO/ASsFdEDK+9nhewm5mZdR5O3zKzr622i7yk3mXmY6X6xyX1knQdcAYwQ3nO+BK8jCn3n1OO7eKAxMzMrHPxPiVmNlXqZjpqf/8EWBZ4NiIeaHX4jMBtEXFm/Z212ZSIOFVSbe8RByRmZmadjNO3zGyK1adXld3VP5V0MHA8MF9EvPUV60u6RsS4up+9iN3MzKyTc/qWmU2xkqq1mqRhwLGSvhMRpwAvAt8rh2kSzx3X6mcHJGZmZp2cZ0rM7H+ayOzGquSsyFHAGsAWwI+ARYBLI2LecpwXrJuZmdn/5JkSM5skSQtDy+xGrcoWsBhwM9AT2KHcfikibgFGS7qg/VtrZmZmjcpBiZl9iaRukvYH9pLUQ9Jmki4E9iqHfAQcCOwDfC8ijgW6SZqpHDNjmV3xLImZmZn9Tw5KzGyCEoD0KlWxngS6AscCewJ/AY6U9H3gFeAG4MaI+KekZYBrgQ0i4qWI2K712hEzMzOzSXFJYDMDci8RYE1geuB64BPgbWBj4LSIGCFpHDk7MhC4EjhN0obAMsC5EXFd3et1dWBiZmZmk8MzJWadnKSFACLiQ3JmZIikl4EFgBvJ3dYXL0HGMOA9YLeIuIMMWE4FVomIX5XXq+3u7oDEzMzMJotnSsw6qTLDcSzwjqTngeHAh8DcZFrWVeW4e4BvA6sB95TnDJd0aUT8k5xNmTAz4nUkZmZmNqU8U2LWCUkaBJwAHAHsCjwG/AH4N7At8ImkzcvhNwH/BfpJ6h0RjwAbl4BkAs+MmJmZ2dRyUGLWidSV9F0JOCYibgXeiogLgXOB/clF7K8C/QEi4l/Ay0BvYI5y35Pt23IzMzNrZg5KzDqRutSqZYGZy+2u5e/jgbWAecm1JN0l3SDpSrIS19ER8UJ7ttfMzMw6BwclZp3Tn4AVJHWPiP9K6hkRn5KpWhtGxHPAKcCLwBkRcW9EfFY302JmZmY2zTgoMeuc7idL/24KUAISyNmTUeW+FyPigIi4v66ilhexm5mZ2TTnoMSsc7qfTMkaLGkjSbNKOgRYmlw/MoGkLg5GzMzMrC3JfQ2zzqnMfuwHrAosCLwGHNy6qpaZmZlZW3NQYmZIWrAWjJSZkfFVt8nMzMw6DwclZjaBAxIzMzOrgoMSMzMzMzOrlBe6m5mZmZlZpRyUmJmZmZlZpRyUmJmZmZlZpRyUmJmZmZlZpRyUmJmZmZlZpRyUmJmZmZlZpf4frMneNUCCHSAAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(12, 12))\n", - "sns.heatmap(co_a_df, annot=True, linewidths=0.1, fmt='.0f', ax=ax, cbar=None, cmap='Blues', linecolor='gray')\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation=30, ha='right')\n", - "ax.set_yticklabels(ax.get_yticklabels(), rotation=0)\n", - "ax.invert_yaxis()\n", - "ax.set_xlabel(None)\n", - "ax.set_ylabel(None)\n", - "#sns.heatmap(df, linewidths=2, linecolor='yellow')\n", - "title = ' PID types by Countries\\n'\n", - "plt.title(title, loc='left', fontsize=20)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "demanding-enclosure", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}