pycon2025_citation_project
Science Score: 44.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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○Academic publication links
-
○Academic email domains
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○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (0.8%) to scientific vocabulary
Last synced: 6 months ago
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JSON representation
·
Repository
Basic Info
- Host: GitHub
- Owner: ivastar
- License: bsd-3-clause
- Language: Jupyter Notebook
- Default Branch: main
- Size: 657 KB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Created 10 months ago
· Last pushed 10 months ago
Metadata Files
Readme
License
Citation
README.md
PyCon2025CitationProject
This repository contains preliminary work for the PyCon DE 2025 talk on citation practices.
Owner
- Name: Ivelina Momcheva
- Login: ivastar
- Kind: user
- Location: Heidelberg, Germany
- Company: @mpi-astronomy
- Repositories: 49
- Profile: https://github.com/ivastar
Citation (citation_analysis.ipynb)
{
"cells": [
{
"cell_type": "code",
"execution_count": 276,
"metadata": {},
"outputs": [],
"source": [
"import pandas\n",
"import matplotlib.pyplot as plt\n",
"import requests\n",
"import os\n",
"from urllib.parse import urlencode\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import subprocess\n",
"\n",
"# Source the .bash_profile and update the current environment variables\n",
"command = \"source ~/.bash_profile && env\"\n",
"proc = subprocess.Popen(command stdout=subprocess.PIPE, shell=True executable='/bin/bash')\n",
"for line in proc.stdout:\n",
" key _ value = line.decode().partition(\"=\")\n",
" os.environ[key.strip()] = value.strip()\n",
"proc.communicate();\n"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [],
"source": [
"# read in Software Use Questionnaire - 2024 (Responses).xlsx with Pandas\n",
"df = pandas.read_excel('Software Use Questionnaire - 2024 (Responses).xlsx')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from collections import Counter\n",
"\n",
"packages = []\n",
"for pp in df['6. If you are a python user what are the 3-5 packages you use the most?'].values:\n",
" if pp and pp != 'nan' and pp != 'N/A' and isinstance(pp str):\n",
" pp = pp.replace(' '',')\n",
" pp = pp.replace('/',',')\n",
" pp = pp.replace(' and ',',')\n",
" tmp_pp = pp.strip().split(',')\n",
" for p in tmp_pp:\n",
" if p:\n",
" packages.append(p.strip().lower())\n",
"\n",
"package_counts = Counter(packages)\n",
"package_counts = dict(sorted(package_counts.items(), key=lambda x: x[1], reverse=True))"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'numpy': 516,\n",
" 'matplotlib': 444,\n",
" 'astropy': 410,\n",
" 'scipy': 316,\n",
" 'pandas': 188,\n",
" 'pytorch': 23,\n",
" 'h5py': 21,\n",
" 'emcee': 21,\n",
" 'scikit-learn': 20,\n",
" 'photutils': 15,\n",
" 'jax': 13,\n",
" 'tensorflow': 12,\n",
" 'numba': 9,\n",
" 'healpy': 9,\n",
" 'jwst': 9,\n",
" 'os': 9,\n",
" 'sklearn': 9,\n",
" 'seaborn': 7,\n",
" 'astroquery': 7,\n",
" 'specutils': 6,\n",
" 'pytest': 5,\n",
" 'keras': 4,\n",
" 'requests': 4,\n",
" 'pickle': 4,\n",
" 'dask': 4,\n",
" 'plotly': 4,\n",
" 'torch': 4,\n",
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" 'sys': 4,\n",
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" 'bilby': 2,\n",
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" 'uncertainties': 2,\n",
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" 'lenstronomy': 1,\n",
" 'casa.': 1,\n",
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" \"counts—it's\": 1,\n",
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" 'napari': 1,\n",
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" 'pyqt5': 1,\n",
" 'serial': 1,\n",
" 'mysqldb': 1}"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"package_counts"
]
},
{
"cell_type": "code",
"execution_count": 403,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('numpy', 516), ('matplotlib', 444), ('astropy', 410), ('scipy', 316), ('pandas', 188), ('pytorch', 23), ('h5py', 21), ('emcee', 21), ('scikit-learn', 20), ('photutils', 15), ('jax', 13), ('tensorflow', 12), ('numba', 9), ('healpy', 9), ('jwst', 9), ('os', 9), ('sklearn', 9), ('seaborn', 7), ('astroquery', 7), ('specutils', 6)]\n"
]
}
],
"source": [
"print(list(package_counts.items())[:20])"
]
},
{
"cell_type": "code",
"execution_count": 331,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Extract the top 20 packages and their counts\n",
"top_packages = list(package_counts.items())[:20]\n",
"packages, counts = zip(*top_packages)\n",
"\n",
"# Create the histogram\n",
"plt.figure(figsize=(12, 8))\n",
"plt.bar(packages, counts, color='#91bfdb', edgecolor='black')\n",
"\n",
"# Add gridlines for better readability\n",
"plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
"\n",
"# Customize the x-axis and y-axis labels\n",
"plt.xticks(rotation=45, ha='right', fontsize=20)\n",
"plt.yticks(fontsize=20)\n",
"plt.xlabel('Python Packages', fontsize=15)\n",
"plt.ylabel('Usage Count', fontsize=15)\n",
"\n",
"# Add a title with a larger font size\n",
"plt.title('Top 20 Most Used Python Packages', fontsize=14, fontweight='bold')\n",
"\n",
"# Adjust layout to prevent label overlap\n",
"plt.tight_layout()\n",
"\n",
"# Show the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The most common packages:\n",
"\n",
"Numpy: started as `numeric` in 1995, renamed to numpy in 2006\n",
"\n",
"Matplotlib: initial release in 2003\n",
"\n",
"Astropy: 2011?\n",
"\n",
"Scipy: initial release in 2001\n",
"\n",
"Pandas: initeal release in 2008\n",
"\n",
"Other packages specific to astronomy:\n",
"\n",
"Emcee: initial release in 2015\n",
"\n",
"Photutils: initial release in 2014\n",
"\n",
"Astroquery: initial release in 2018\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"# import the requests package and set your token in a variable for later use\n",
"\n",
"token = os.getenv('ADS_TOKEN')\n"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"libs = ['numpy', 'matplotlib', 'astropy', 'scipy', 'pandas', ]\n",
"colors = ['#d73027', '#fc8d59', '#fee090', '#91bfdb', '#4575b4'] # extra colors '#ffffbf', '#e0f3f8', "
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [],
"source": [
"astro_libs = ['emcee','photutils','astroquery','jwst','iraf']\n",
"#colors = "
]
},
{
"cell_type": "code",
"execution_count": 335,
"metadata": {},
"outputs": [],
"source": [
"data = [] \n",
"\n",
"try:\n",
" output_df = pandas.read_csv('all_citations_by_lib.csv')\n",
"except:\n",
" for year in range(2011, 2025):\n",
" for lib in ['numpy', 'scipy', 'matplotlib', 'pandas', 'astropy']:\n",
" encoded_query = urlencode({\"q\": \"ack:'{}' AND year:{}\".format(lib, year),\n",
" \"fq\": \"property:refereed AND database:astronomy AND ((bibstem:'ApJ') OR (bibstem:'ApJL') OR (bibstem:'ApJS') OR bibstem:('AJ') OR bibstem:('MNRAS') OR bibstem:('A&A') OR bibstem:('PhRvD') OR bibstem:('GeoRL'))\",\n",
" \"fl\": \"bibcode\"\n",
" })\n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" num_found = results.json()['response']['numFound']\n",
" data.append({'Year': year, 'Library': lib, 'Count': num_found, 'Where':'ack'})\n",
"\n",
" encoded_query = urlencode({\"q\": \"body:'{}' AND year:{}\".format(lib, year),\n",
" \"fq\": \"property:refereed AND database:astronomy AND ((bibstem:'ApJ') OR (bibstem:'ApJL') OR (bibstem:'ApJS') OR bibstem:('AJ') OR bibstem:('MNRAS') OR bibstem:('A&A') OR bibstem:('PhRvD') OR bibstem:('GeoRL'))\",\n",
" \"fl\": \"bibcode\"\n",
" })\n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" num_found = results.json()['response']['numFound']\n",
" data.append({'Year': year, 'Library': lib, 'Count': num_found, 'Where':'body'})\n",
"\n",
" encoded_query = urlencode({\"q\": \"body:'{}' AND ack:'{}' AND year:{}\".format(lib, lib, year),\n",
" \"fq\": \"property:refereed AND database:astronomy AND ((bibstem:'ApJ') OR (bibstem:'ApJL') OR (bibstem:'ApJS') OR bibstem:('AJ') OR bibstem:('MNRAS') OR bibstem:('A&A') OR bibstem:('PhRvD') OR bibstem:('GeoRL'))\",\n",
" \"fl\": \"bibcode\"\n",
" })\n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" data.append({'Year': year, 'Library': lib, 'Count': num_found, 'Where':'both'})\n",
"\n",
" # Convert the data to a DataFrame\n",
" output_df = pandas.DataFrame(data)\n",
" output_df.to_csv('all_citations_by_lib.csv', index=False)\n"
]
},
{
"cell_type": "code",
"execution_count": 336,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Year</th>\n",
" <th>Library</th>\n",
" <th>Count</th>\n",
" <th>Where</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2011</td>\n",
" <td>numpy</td>\n",
" <td>2</td>\n",
" <td>ack</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2011</td>\n",
" <td>numpy</td>\n",
" <td>8</td>\n",
" <td>body</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2011</td>\n",
" <td>numpy</td>\n",
" <td>8</td>\n",
" <td>both</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2011</td>\n",
" <td>scipy</td>\n",
" <td>3</td>\n",
" <td>ack</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2011</td>\n",
" <td>scipy</td>\n",
" <td>16</td>\n",
" <td>body</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>205</th>\n",
" <td>2024</td>\n",
" <td>pandas</td>\n",
" <td>170</td>\n",
" <td>body</td>\n",
" </tr>\n",
" <tr>\n",
" <th>206</th>\n",
" <td>2024</td>\n",
" <td>pandas</td>\n",
" <td>170</td>\n",
" <td>both</td>\n",
" </tr>\n",
" <tr>\n",
" <th>207</th>\n",
" <td>2024</td>\n",
" <td>astropy</td>\n",
" <td>1998</td>\n",
" <td>ack</td>\n",
" </tr>\n",
" <tr>\n",
" <th>208</th>\n",
" <td>2024</td>\n",
" <td>astropy</td>\n",
" <td>986</td>\n",
" <td>body</td>\n",
" </tr>\n",
" <tr>\n",
" <th>209</th>\n",
" <td>2024</td>\n",
" <td>astropy</td>\n",
" <td>986</td>\n",
" <td>both</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>210 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" Year Library Count Where\n",
"0 2011 numpy 2 ack\n",
"1 2011 numpy 8 body\n",
"2 2011 numpy 8 both\n",
"3 2011 scipy 3 ack\n",
"4 2011 scipy 16 body\n",
".. ... ... ... ...\n",
"205 2024 pandas 170 body\n",
"206 2024 pandas 170 both\n",
"207 2024 astropy 1998 ack\n",
"208 2024 astropy 986 body\n",
"209 2024 astropy 986 both\n",
"\n",
"[210 rows x 4 columns]"
]
},
"execution_count": 336,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"output_df"
]
},
{
"cell_type": "code",
"execution_count": 343,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"numpy [np.int64(8), np.int64(16), np.int64(36), np.int64(43), np.int64(48), np.int64(52), np.int64(80), np.int64(121), np.int64(184), np.int64(190), np.int64(349), np.int64(372), np.int64(413), np.int64(657)]\n",
"scipy [np.int64(16), np.int64(36), np.int64(53), np.int64(55), np.int64(117), np.int64(142), np.int64(187), np.int64(293), np.int64(414), np.int64(546), np.int64(736), np.int64(826), np.int64(909), np.int64(1335)]\n",
"matplotlib [np.int64(5), np.int64(12), np.int64(20), np.int64(27), np.int64(32), np.int64(38), np.int64(48), np.int64(69), np.int64(103), np.int64(142), np.int64(240), np.int64(272), np.int64(336), np.int64(552)]\n",
"pandas [np.int64(13), np.int64(15), np.int64(28), np.int64(39), np.int64(33), np.int64(45), np.int64(34), np.int64(52), np.int64(42), np.int64(70), np.int64(95), np.int64(114), np.int64(107), np.int64(170)]\n",
"astropy [np.int64(0), np.int64(0), np.int64(2), np.int64(7), np.int64(35), np.int64(56), np.int64(97), np.int64(175), np.int64(295), np.int64(365), np.int64(476), np.int64(583), np.int64(720), np.int64(986)]\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1440x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the data\n",
"plt.figure(figsize=(20, 8))\n",
"\n",
"# Prepare data for the histogram\n",
"libraries = output_df['Library'].unique()\n",
"years = sorted(output_df['Year'].unique())\n",
"ack_counts = []\n",
"body_counts = []\n",
"both_counts = []\n",
"\n",
"for library in libraries:\n",
" ack_data = output_df[(output_df['Library'] == library) & (output_df['Where'] == 'ack')].set_index('Year')['Count']\n",
" body_data = output_df[(output_df['Library'] == library) & (output_df['Where'] == 'body')].set_index('Year')['Count']\n",
" both_data = output_df[(output_df['Library'] == library) & (output_df['Where'] == 'both')].set_index('Year')['Count']\n",
" ack_counts.append([ack_data.get(year, 0)-both_data.get(year, 0)/2 for year in years])\n",
" body_counts.append([body_data.get(year, 0)-both_data.get(year, 0)/2 for year in years])\n",
" both_counts.append([both_data.get(year, 0) for year in years])\n",
" print(library, [both_data.get(year, 0) for year in years])\n",
"\n",
"# Plot the histogram\n",
"bar_width = 0.8 / len(libraries) # Adjust bar width based on the number of libraries\n",
"x = range(len(years))\n",
"\n",
"for i, (library, ack, body, both, color) in enumerate(zip(libraries, ack_counts, body_counts, both_counts, colors)):\n",
" plt.bar([pos + i * bar_width for pos in x], body, bar_width, label=f'{library} (body)', color=color, edgecolor='black')\n",
" plt.bar([pos + i * bar_width for pos in x], ack, bar_width, bottom=body, label=f'{library} (ack)', alpha=0.5, color=color, edgecolor='black')\n",
"\n",
"# Set x-axis ticks and labels\n",
"plt.xticks([pos + (len(libraries) - 1) * bar_width / 2 for pos in x], years)\n",
"\n",
"# Add labels, title, and legend\n",
"plt.xlabel('Year', fontsize=20)\n",
"plt.ylabel('Count', fontsize=20)\n",
"plt.title('Library Mentions in Body and Acknowledgements Over Time', fontsize=20)\n",
"plt.legend(title='Library', loc='upper left', fontsize=20, title_fontsize=20)\n",
"plt.grid(True)\n",
"plt.xticks(fontsize=15)\n",
"plt.yticks(fontsize=15)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Year Count\n",
"0 2011 28028\n",
"1 2012 28434\n",
"2 2013 28353\n",
"3 2014 27622\n",
"4 2015 29369\n",
"5 2016 28773\n",
"6 2017 29760\n",
"7 2018 30465\n",
"8 2019 30509\n",
"9 2020 35196\n",
"10 2021 36946\n",
"11 2022 33530\n",
"12 2023 31869\n",
"13 2024 34818\n"
]
}
],
"source": [
"# TOTAL number of papers pubished per year per journal:\n",
"\n",
"try:\n",
" all_pubs_df = pandas.read_csv('all_pubs.csv')\n",
"except:\n",
" data = []\n",
" for year in range(2011, 2025):\n",
" encoded_query = urlencode({\"q\": \"year:{}\".format(year),\n",
" \"fq\": \"property:refereed AND database:astronomy\",\n",
" \"fl\": \"bibcode\"})\n",
" \n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" num_found = results.json()['response']['numFound']\n",
" data.append({'Year': year, 'Count': num_found})\n",
"\n",
" # Convert the data to a DataFrame\n",
" all_pubs_df = pandas.DataFrame(data)\n",
" print(all_pubs_df)\n",
" all_pubs_df.to_csv('all_pubs.csv', index=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Year Journal Count\n",
"0 2011 ApJ 2473\n",
"1 2011 AJ 402\n",
"2 2011 ApJS 182\n",
"3 2011 ApJL 747\n",
"4 2011 MNRAS 2400\n",
".. ... ... ...\n",
"107 2024 ApJL 710\n",
"108 2024 MNRAS 3656\n",
"109 2024 A&A 3458\n",
"110 2024 PhRvD 2540\n",
"111 2024 GeoRL 1754\n",
"\n",
"[112 rows x 3 columns]\n"
]
}
],
"source": [
"# TOTAL number of papers pubished per year per journal:\n",
"\n",
"bibstems = ['ApJ','AJ','ApJS','ApJL','MNRAS','A&A','PhRvD','GeoRL']\n",
"try:\n",
" total_pubs_df = pandas.read_csv('total_pubs.csv')\n",
"except:\n",
" data = []\n",
" for year in range(2011, 2025):\n",
" for bib in bibstems:\n",
" encoded_query = urlencode({\"q\": \"year:{}\".format(year),\n",
" \"fq\": \"property:refereed AND database:astronomy AND bibstem:{}\".format(bib),\n",
" \"fl\": \"bibcode\"})\n",
" \n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" num_found = results.json()['response']['numFound']\n",
" data.append({'Year': year, 'Journal': bib, 'Count': num_found})\n",
"\n",
" # Convert the data to a DataFrame\n",
" total_pubs_df = pandas.DataFrame(data)\n",
" print(total_pubs_df)\n",
" total_pubs_df.to_csv('total_pubs.csv', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['#2166ac', '#4393c3', '#92c5de', '#d1e5f0', '#fddbc7', '#f4a582', '#d6604d', '#b2182b']\n"
]
}
],
"source": [
"bib_colors = ['#b2182b','#d6604d','#f4a582','#fddbc7','#d1e5f0','#92c5de','#4393c3','#2166ac']\n",
"bib_colors.reverse()\n",
"print(bib_colors)"
]
},
{
"cell_type": "code",
"execution_count": 322,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"bibstems = ['AAS','MNRAS', 'A&A', 'PhRvD', 'GeoRL']\n",
"bib_colors = ['#b2182b', '#d6604d', '#f4a582', '#fddbc7', '#2166ac']\n",
"bib_colors.reverse()\n",
"\n",
"# Merge 'ApJ', 'AJ', 'ApJS', 'ApJL' into a single 'AAS' entry\n",
"aas_journals = ['ApJ', 'AJ', 'ApJS', 'ApJL']\n",
"tmp = total_pubs_df[total_pubs_df['Journal'].isin(aas_journals)].groupby(['Year']).agg({'Count': 'sum'}).reset_index()\n",
"tmp['Journal'] = 'AAS'\n",
"total_pubs_df = total_pubs_df[~total_pubs_df['Journal'].isin(aas_journals)]\n",
"total_pubs_df = pandas.concat([total_pubs_df, tmp], ignore_index=True)\n",
"\n",
"stacked_data = []\n",
"# Create the histogram\n",
"plt.figure(figsize=(12, 6))\n",
"for journal, cc in zip(bibstems, bib_colors):\n",
" journal_data = total_pubs_df[total_pubs_df['Journal'] == journal]\n",
" if len(stacked_data) == 0:\n",
" stacked_data = journal_data.set_index('Year')['Count']\n",
" else:\n",
" stacked_data += journal_data.set_index('Year')['Count']\n",
" plt.bar(journal_data['Year'], journal_data['Count'], bottom=stacked_data - journal_data.set_index('Year')['Count'], label=journal, color=cc, edgecolor='black')\n",
"\n",
"# Add total number of papers above each column\n",
"for year, total in stacked_data.items():\n",
" plt.text(year, total + 50, str(total), ha='center', va='bottom', fontsize=9, color='black')\n",
"\n",
"# Add labels, title, and legend\n",
"plt.xlabel('Year')\n",
"plt.ylabel('Number of Papers Published')\n",
"plt.title('Number of Papers Published Each Year by Journal')\n",
"plt.xlim(2009, 2025)\n",
"plt.legend(title='Journal', loc='upper left')\n",
"plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"publications_dict_2024 = {\n",
" \"AAS\": 3769+710+589+283,\n",
" \"MNRAS\": 3600,\n",
" \"A&A\": 3400,\n",
" \"PhRvD\": 2500,\n",
" \"GeoRL\": 1700,\n",
" \"JCAP\": 965,\n",
" #\"ApJL\": 710,\n",
" \"JGR\": 635,\n",
" \"EPJC\": 612,\n",
" #\"AJ\": 589,\n",
" \"JHEP\": 551,\n",
" \"Univ\": 457,\n",
" \"E&PSL\": 436,\n",
" \"Icar\": 402,\n",
" \"GeoCoA\": 364,\n",
" \"PDU\": 343,\n",
" \"CQGra\": 326,\n",
" #\"ApJS\": 283,\n",
" \"PhRvL\": 277,\n",
" \"PSJ\": 281,\n",
" \"RAA\": 271,\n",
" \"SCPMA\": 261,\n",
" \"pds.data\": 258,\n",
" \"JGRE\": 256,\n",
" \"E&SS\": 253,\n",
" \"PhLB\": 237,\n",
" \"FrASS\": 232,\n",
" \"PNAS\": 195,\n",
" \"GeAeAe\": 190,\n",
" \"M&PS\": 187,\n",
" \"EP&S\": 176,\n",
" \"PhDT\": 171,\n",
" \"SoPh\": 169,\n",
" \"JASTP\": 163,\n",
" \"NatAs\": 158,\n",
" \"NewA\": 146,\n",
" \"ARep\": 144,\n",
" \"GrGr\": 144,\n",
" \"SSPMA\": 142,\n",
" \"JPiPh\": 140,\n",
" \"Natur\": 140,\n",
" \"UGMM\": 128,\n",
" \"Ap&SS\": 126,\n",
" \"PhyS\": 124,\n",
" \"BSRSL\": 122,\n",
" \"JATIS\": 122,\n",
" \"OJAp\": 121,\n",
" \"MPBu\": 119,\n",
" \"PASP\": 118,\n",
" \"MPLA\": 115,\n",
" \"PASA\": 115,\n",
" \"ChEG\": 113,\n",
" \"EPJ\": 108,\n",
" \"PASJ\": 107,\n",
" \"CooRe\": 106,\n",
" \"JHEAp\": 103,\n",
" \"SoSyR\": 101,\n",
" \"PhRvC\": 99,\n",
" \"AN\": 98\n",
"}\n",
"\n",
"colormap = plt.cm.hsv\n",
"numberOfSlices = len(publications_dict_2024)\n",
"sliceColors = colormap(np.linspace(0., 1., numberOfSlices))\n",
"\n",
"# Prepare data for the pie chart\n",
"labels = list(publications_dict_2024.keys())\n",
"sizes = list(publications_dict_2024.values())\n",
"\n",
"# Create the pie chart\n",
"plt.figure(figsize=(12, 12))\n",
"plt.pie(sizes, labels=labels, autopct='%1.1f%%', startangle=30, textprops={'fontsize': 7}, pctdistance=1.1, labeldistance=1.2, colors=sliceColors, wedgeprops={'edgecolor': 'lightgray'})\n",
"plt.title('Publications Distribution by Journal (2024)', fontsize=14)\n",
"plt.tight_layout()\n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 320,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 2400 1941 1433 1110 3804 17340] ['MNRAS', 'A&A', 'PhRvD', 'GeoRL', 'AAS', 'Other'] ['#2166ac', '#4393c3', '#92c5de', '#d1e5f0', '#fddbc7', '#f4a582', '#d6604d', '#b2182b', 'gray', 'gray', 'grey']\n"
]
},
{
"data": {
"image/png": 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yycO/6bmtkPQ+4AJvO45TH2Qwke5IhSORfeS6bk9gCnBUm8eIQENll63AEuAt4HVgtuM4lcFGEhEREcl9qd6X44GjgWNSj0lAcZC5ssxy/OvU7Q8Vk0T2TIUjkT1wXbcYOJwdi0QT6NicbflADX4R6XVgNjDHcZyWYCOJiIiIdG+u6/ZjxyLR0fi9h2TfrADmAm8CM4F5juMkA00kkkVUOBJpIzWUdwpwCnAqcBx+I2pJrzjwLh8Ukl5yHGdDsJFEREREspvrur2AD+Ffq56M3yZB0m8z8ArwUurxrhaNkXymwpHkPdd1R+EXiU4BTgL6BBooP1n8ocL/ST3m6MNZRERE8l1qoZXjgA/jX6tOIXf7Z2azeuBl/CLS/xzHcQPOI9KlVDiSvJPqUfQh/GLRqfgrnEl2qQGexS8iPes4zqaA84iIiIh0Cdd1RwAfBU4HpgFlgQaS9qwEngSeAF52HCcRbByRzFLhSPJCqlj0UeAT+HdrigINJPsiCbyBX0T6t+M47wQbR0RERCS9XNcdD3wc+Bh+T03pPuqB/+IXkf7rOM7WgPOIpJ0KR5KzXNctB84FLgROAyLBJpI0eR94CPirVmsTERGR7sp13Ul8UCyaFHAcSY8Y/nS2fwH/cBynNtg4IumhwpHkFNd1y4Cz8UcWnYmWHs11bwIPAo84jrMx6DAiIiIie5IaWXQZ/rXq+IDjSGYlgOeAvwJPOI7TFHAekf2mwpF0e67rFgBnAZ9K/VoabCIJQAJ4Af+D+V+O4zQGnEdEREQE2D4K/hPAZ4ATA44jwWgCHgPuB150HEc/hEu3osKRdFuu644GrsT/EB4ccBzJHs34c8z/gt9YW9/kREREpMu5rjsNuAI4HzW4lg+sxr9Ovc9xnGVBhxHpCBWOpFtJjS76KHA1/rKkJtBAku2WAr8B7nUcZ0vQYURERCS3ua47FP+m5uXA2GDTSJaz+KsI/xr4j252SjZT4Ui6Bdd1B+MXi64GhgQcR7qfRvw7O792HGdx0GFEREQkt7iuexTwVeACoCDgONL9LAN+C9zjOE5DwFlEdqHCkWQ113VPBL4EnAcUBhxHcsMLwF3A047jeEGHERERke7Jdd0w/opoXwGODzaN5Igm/J6dv3YcZ0HQYUS2UeFIspLrumcDNwLHBp1FctYK/Gls9ziOUx90GBEREekeXNfthd9n80vAyIDjSO6aBdwJPKlpbBI0FY4ka7iuG8JvHngDcFjAcSR/NAO/A37iOM7GoMOIiIhIdnJddyTwdfweRuUBx5H8sQD4IfCoRstLUFQ4ksClGl5fAnwLODDgOJK/VEASERGRXbiuOxb/xuanUesECc57wI+AvzqOkwg6jOQXFY4kMK7rFuMvUfp/aJivZI9m4G78AtKGoMOIiIhIMFzXHQ/cBFwMhAOOI7LNCuB2/FWDY0GHkfygwpF0Odd1S4Fr8Yf6Dgo4jsjuqIAkIiKSh1zXHQ3cjD/CSAUjyVZVwE+APziOEw06jOQ2FY6ky6R6GF0GfB8YEnAckY5SAUlERCQPuK47DPgO/oh4TUmT7mIl/lTKh9VEWzJFhSPpEq7rngz8DDW9lu6rGbgDuN1xnOagw4iIiEh6uK5bht9r8+tAScBxRPbXXOB6x3FmBh1Eco8KR5JRruseAvwUODPoLCJpsgb4puM4fws6iIiIiOw/13UNcDnwA2BwsGlE0uZp4P8cx1kcdBDJHSocSUa4rjsAuBW4Es0Nl9z0KnCd4zhvBx1ERERE9o3rutOAO4Ejgs4ikgFJ4M/Adx3HqQ46jHR/KhxJWrmuWwJ8Dfgm0CPgOCKZ5gH3ATeo/5GIiEj2c113DP5o+I8FnUWkCzThj6i7w3GceNBhpPtS4UjSxnXdjwK/AoYHHEWkq23Bb/r+Sy2LKiIikn1SfYxuBq4DIgHHEelqi4DPOY7zStBBpHtS4Ug6zXXdwcCv0Z0bkaXA1xzHeTroICIiIuJzXfc0/BVSRwUcRSRIFrgfv4F2bdBhpHtR4Uj2W6qh4JXAT4DewaYRySr/AL6o6WsiIiLBcV23P34fo08FnUUki9ThtxW5x3EcFQOkQ1Q4kv3iuu4E4A/A9KCziGSpTfijj+4POoiIiEi+cV33UuDnQN+gs4hkqVfxp68tDDqIZD8VjmSfuK5bAPwfcBNQHHAcke7gWeAax3FWBR1EREQk16WaX98NnBJ0FpFuIA78CLjNcZxE0GEke6lwJB3muu5RwJ+AQ4POItLNbAW+4TjOH4IOIiIikotc1w3hr+z7PaA04Dgi3c1bwKcdx1kcdJB0M8bMAF4C+ltr1dtpP6lwJHvlum4h/opRXwfCAccR6c6eAa50HGdt0EFERERyheu6w4EHUAsFkc5oBb4F/Cobex8ZY4YC3wXOBAYANcB/gO9Za6tS+8wEXGvtF9u8bgYqHHVaKOgAkt1c1x0LzMafnqaikUjnnA64qb4LIiIi0kmu634CmI+KRiKdVQz8Ang+VYzNGsaY0cBcwAEuA8YBlwATgTnGmFEBZCrq6nMGSSOOZLdc1/0U8DugR9BZRHLQo8BVjuNsCTqIiIhId+O6bg/g14Buxoik32bgS47jPBB0EABjzH+Aw4Dx1trmNs+XAkuBd/BHIF2200tHA6PwRxx9GPghMAlYBFxtrX27zbGOx+/3dBRQDzwJfNNauyW1fSawGGhKnWeltfao9L7T7KURR7IL13XLXde9H3gQFY1EMuUTwFuu604OOoiIiEh34rrusfg/KKpoJJIZvYC/uK77d9d1DwgyiDGmD/6o/d+0LRoBpL7+LXAG/jS214F7gcGpx5o2u/8IfyreEUAd8FdjjEmdYxLwHH6x6DDgY8Bk4J6d4lwCGGAqefb9R4Uj2YHrukcAb5Nn/xFEAjIOeN113WuCDiIiIpLtXNcNu677XeAVYEzQeUTywPn4NzqPDDDDePxize4ady9KbR8IxIBma2116pFss99N1tqXrLVLgFuBg4ChqW3XA49Ya39mrV1qrX0D+DzwcWPMgDbHWGGt/bq1dom1Nucaie+JCkcCgOu6xnXdr+JXaccHnUckjxQDd7uu+1fXdcuDDiMiIpKNXNcdCLwI3AIUBJtGJK+MBl7LgRud89v8fl3q121FoSOBS4wxjdsewGupbWPbvO6tDGfMWiocCa7r9geeBn4O5FWTL5EscjEw13XdSUEHERERySapqWlvA9OCziKSpyL4Nzr/4rpuaRefuxKwwCG72X5IanvlXo4Tb/P7bY2eQ21+/RP+9LRtj8PwB1S80+Z1TR1KnINUOMpzbaamnRl0FhHhQOAN13WvCDqIiIhINnBd93PALGBI0FlEhE/jX6tO6KoTWmvrgGeBa1PNsLdLff0F4L/W2k34U9X2ZyXwt4GJ1trKdh4tnX0PuUCFozyWWr70FWBY0FlEZLsS4M+u694fwB0dERGRrOC6bsR13T/jr/CrEfEi2cPBHyV/QRee84v4U1RfMMacZIwZboyZATyP39/oi6n9VgJHG2NGGWP6GWM6Wu+4PfW6u40xhxtjxhljzjbG/D69b6P7UuEoD6X6Gd0KPALoB1OR7HQp8IrrurrDKiIiecV13eHAq4BG4Ipkpx7Ao67r3uG6bsZrCtbaZcAUYCHwALAceAi/YfZR1toVqV3vwB91tAioAUZ08Pjz8afCjsIf4fgu/ipsG9L2Jro5Y63d+16SM1zXLQP+gr/EoIhkv7XA2Y7jvBN0EBERkUxzXfck4GGgf9BZRKRDngQudhwnb/v/5AONOMojruuOwO8Or6KRSPcxFH/k0dlBBxEREckk13Wvwu9loqKRSPdxLv616tC97indlgpHecJ13ROAOfjd4UWkeykH/uW67peDDiIiIpIJruv+APgDfh8TEeleDsdvmj056CCSGZqqlgdSKzSpsaBIbvg18BXHcZJBBxEREeks13ULgXuAS4LOIiKd1gR80nGcp4IOIumlEUc5znXd7wN/RkUjkVzxReBJ13V7BB1ERESkM1zX7QU8g4pGIrmiDH+U/FeCDiLppRFHOcp1XQP8Bvh80FlEJCPm4zfNXhN0EBERkX2VWjntP/hLe4tI7vkN8GXHcbygg0jnqXCUg1zXLQDuBy4OOouIZNR64BTHcRYGHURERKSjXNc9DL9oNCToLCKSUY8ClziOEw86iHSOCkc5xnXdEvz/oFqBSSQ/1OIXj94JOoiIiMjeuK47DXga0JRrkfzwLPAxx3Gagw4i+0+Foxzium5P4ClgWtBZRKRL1QOnO47zZtBBREREdsd13Q8DTwClQWcRkS41GzjLcZyGoIPI/lFz7Bzhum4/4EVUNBLJRwcAz7uue2LQQURERNrjuu6Z+Dc4VTQSyT/HAy+mfmaVbkiFoxzguu4w4GXgyKCziEhgegLPuK57UtBBRERE2nJd96PA40BxwFFEJDiHAzNd1x0UdBDZdyocdXOu644DXgUODjqLiASuDPi367pnBB1EREQEwHXdTwB/B4qCziIigZsIvJxaVVG6ERWOujHXdUcBLwEjA44iItmjGPhX6u6uiIhIYFzXvQR4CCgIOouIZI3x+COPhgYdRDpOhaNuynXdIcD/gGFBZxGRrFME/N113QuDDiIiIvnJdd0rgPuBcNBZRCTrjAFecF13QNBBpGO0qlo3lGoq9jKaniYie5YELnQc559BBxERkfzhuu7FwIOACTqLiGS1+cAMx3Hqgw4ie6bCUTfjum4v/OlphwedRUS6hShwpuM4LwYdREREcp/rumcB/0LT00SkY94EPuw4ztagg8juqXDUjbiuWwY8h7+coYhIR20FPuQ4zltBBxERkdzluu404BmgJOgsItKtvAyc4ThOc9BBpH3qcdRNuK4bAZ5ARSMR2Xc9gP+6rjsh6CAiIpKbXNc9HHgKFY1EZN9NAx5P/cwrWUiFo27Add0C4FHg5KCziEi31R94TitYiIhIurmueyDwLNAz6Cwi0m2dCjyS+tlXsowKR1nOdd0Q8ABwbtBZRKTbGwk867pun6CDiIhIbnBddzh+K4X+QWcRkW7vI8DdQYeQXalwlP1+CVwUdAgRyRkTgadd1y0NOoiIiHRvqZV+nwdGBJ1FRHLGZ13X/XbQIWRHao6dxVzXvQ74RdA5RCQnPQOc6zhOPOggIiLS/biuWwy8CBwXdBYRyTkW+KTjOI8EHUR8GnGUpVzXPQf4edA5RCRnnQ7cE3QIERHpflzXNcC9qGgkIplhgPtc19XCUFlChaMs5LruEcDf0N+PiGTWJa7rXh90CBER6XZuRa0URCSzioEnXNcdG3QQUWEi63iVFUPCeD8DyoLOIiJ54ceu654WdAgREekeNr835wKwXw46h4jkhX7Af7SwS/DU4yiLeJUVxcDLnmXS8ljp2zEb0tA8EekKDcDRjuMsDTqIiIhkL6+y4mhgVosXWrMiVlICZljQmUQkL7wMnOI4TizoIPlKI46yyx+Bo0KG4nGR5uN7huIzQZU9Ecm43vhDgXsGHURERLKTV1kxBHgcKC4JeeMnRJqLQ9gFQecSkbwwDfhd0CHymQpHWcKrrPg/4JK2zw0ris4YWBCrANsSUCwRyR8HA391XVefCyIisgOvsiICPAYM2fZcgbH9JkSaJkRM8rXgkolIHrnCdd0rgw6Rr/QDQhbwKivOBH7U3ra+BfHjRha1rAC7oYtjiUj+ORu4LegQIiKSdX4PHLPzkyFDZGyk5YReofgsjZIXkS7wa9d1jww6RD5Sj6OAeZUVY4C3gV572i9mzfpl0dLNFnNQ1yQTkTx2oeM4jwYdQkREgudVVnwV+Pne9tuUKKioTkQOBVPaBbFEJH+tBI50HGdT0EHyiQpHAfIqKwqB14CjOrS/pXlZrHR+3IaOzWwyEclzzcDxjuO8G3QQEREJjldZMQN4AQh3ZP9mL7RkZaykF5jBGQ0mIvnuGeAsx3G8oIPkC01VC9YP6GDRCCBkKB1X1HxMeSgxM3ORREQoBR5Xs2wRkfzlVVYcADxAB4tGAKUh76DxkeZQCLsoc8lERDgduDnoEPlEhaOAeJUVpwHf2NfXGYMZUdQ6o39B9FWwWo5QRDJlNPCboEOIiEhg7gaG7euLCo0dOCHSNLrIeK9nIJOIyDY3u657RtAh8oWmqgXAq6wYCLwLDOzMcRqT4fmr48VDwPRLTzIRkV1c4jjOX4MOISIiXcerrLgUuL8zx7AWWxUvnrXVK5iRnlQiIruoBw53HGdV0EFynQpHXcyrrDDAs8Ap6The1DNrlsdKoxYzLh3HExHZyRZgsuM4K4IOIiIimedVVozGv8HZIx3Hq00UvrYxUXQkmOJ0HE9EZCevADPU7yizNFWt611PmopGAJGQHT4h0jSgAG9uuo4pItJGT+BB13U73ONCRES6J6+yIgw8SJqKRgD9CuInjChsrQRbk65jioi0MRX/Z2zJIBWOupBXWXE08P10Hzds6Dk+0nx4aSgxK93HFhEBjgduCjqEiIhk3A343/PTqjycdMYVNccM9v10H1tEBLjVdd3JQYfIZSocdRGvsqIn8DBQmInjG0N4VFHr9L7h2CtgE5k4h4jkte+4rntC0CFERCQzvMqKY8jgKkVFITt0QqRpSAHem5k6h0iu+O1vf8ukSZN2eMyYMWP79hdeeIFrrrmGadOmMWnSJObMmdOh4/7tb3/j3HPPZcqUKZxzzjk8+eSTO2yfPXs2Z599Nsceeyzf/va3icfj27c1Nzdz1llnsXTp0rS8xzQrwh8hrymxGaLCUdf5Pf4qRRk1sDA2dVhh6wKwDZk+l4jklTDwV9d1ewUdRERE0surrCjHn6JWkMnzhA3l4yPNU8o0Sl5kr0aNGsVLL720/fHYY49t39bS0sLkyZO5/vqOz9B65JFHuPPOO/nc5z7H448/zrXXXssPfvADZs6cCYDneXzrW9/iggsu4MEHH2ThwoX8/e9/3/76u+66i9NPP53x48en7T2m2UTgR0GHyFUZ/XAQn1dZ8Wngoq46X89w8vAxpmXFilhJg8WM6qrzikjOGwn8Drg46CAiIpJWvwS6ZKEVYwiNLGqdvjFe9EptsvBYMBkZjS/S3RUUFNCvX/uLZ59zzjkA1NfXd/h4Tz31FB//+Mc588wzARg+fDiu63LPPfcwY8YM6uvrqa+v56KLLiISiTBjxgyWL18OwIIFC5g9e/YOhaQsdZ3ruk87jvO/oIPkGo04yjCvsqIfcGdXn7c45I2eEGnqHcab19XnFpGc9knXdT8ZdIiOMMbMMMZYY0z7V10iIoJXWfEx4IquPu+AwtjU4YWtC8Fu6upzi3QHVVVVnHTSSZx++ulcf/31rFmzplPHi8ViRCKRHZ6LRCIsWLCAeDxOnz596N+/P7Nnz6alpYW3336bCRMmkEgk+N73vsdNN91EUVFRpzJ0AQPc57ruAUEHyTUqHGXenUDfIE4cNvSeEGmeVGKSLwdxfhHJWb/oyg9kY8xQY8wfjDFVxpiYMWatMeaPxphhbfaZaYz5dVdlEhHJBV5lxRDgj0Gdv0c4OXlsUfNWg10eVAaRbDRp0iRuu+02fve73/Hd736X2tpaPv3pT9PQ0LDfxzzhhBN4/PHHcV0Xay0LFy7kscceI5FI0NDQgDGGO+64g9///vecd955HHTQQZx33nncd999OI5Dnz59uOyyyzjrrLP47W9/m743m37DgF8FHSLXaKpaBnmVFacAlwSZwRgKRkdapq2PF82qTxaeCEZLaotIZw0AfgJclekTGWNGA7OBFcBlwFJgLPADYI4x5jhr7cpM59gpU5G1NtaV5xQRSTevssIA9wF9gswRCdmREyJNmyujpW8lCR0ZZBaRbDF16tQdvj7ssMM444wzeOKJJ7jsssv265jXXHPN9gKUtZa+ffty7rnncu+992KMAeCII47g4Ycf3v6a1atX849//INHH32Uq666igsvvJDTTjuNiy66CMdxmDZt2v6/ycy6xHXdvziO83zQQXKFRhxliFdZUQLcHXSObQYXxqYPKYzOA7sl6CwikhM+67ru1L3v1mm/ATzgw9ba/1lrV1trXwI+nHr+N8aY+4DpwBdSU9OsMTv0dzvMGPOGMabZGDPXGHNE2xMYY443xsxKbV9rjPmdMaZnm+0zU8/dYYypAV7L8HsWEekKlwKnBB0CIGzoNSHSPFmj5EXaV1paytixY1m9evV+H6O4uJjbbruNN998k2eeeYbnnnuOoUOHUlZWRp8+7dePb731Vr761a8SCoVYtGgRp59+OmVlZcyYMYM33nhjv7N0kd+5rlsSdIhcocJR5twCjAk6RFu9w4kpo4taNoLt3ARZERF/DvkfXNfN2GR3Y0wf4HTgN9ba5rbbUl//FjgD+C7wOnAvMDj1aPt97kfAt4AjgDrgryZ1a80YMwl4DngSOAz4GDAZuGenOJfgv+ep+D9siYh0W15lRU/g9qBztGUM4dGRlml9wrGXwSaCziOSTaLRKCtWrNhts+x9UVhYyKBBgwiHw/z3v/9l2rRphEK7lgUef/xxSkpKOO200/A8D4BEwv+vGY/Htz+XxcYCNwUdIleocJQBXmXFYcDXgs7RnpKQN25CpLkkhJ0fdBYR6fYOwi/IZMp4/GLN4t1sX5TaPhCIAc3W2urUI9lmv5ustS9Za5cAt6ZyD01tux54xFr7M2vtUmvtG8DngY8bYwa0OcYKa+3XrbVLrLW7yyMi0l3cgv+9M+sMKoxNG1oYfRfs5qCziATljjvuYM6cOVRVVTF//ny+9rWv0dLSwkc+8hEANm/ezJIlS6isrAT8KWVLliyhtrZ2+zFuuOEGbrjhhu1fr1y5kqeeeopVq1axYMECrr/+eiorK7nuuut2OX9dXR133303N954IwA9e/Zk3Lhx3H///SxevJjnn3+eww8/PJN/BOnyDdd1JwYdIheox1GaeZUVIeAPZPGfbYGx/SZEmnquiJW8GrXhE4POIyLd2g2u6z7sOM77QQfZg7aF8nWpXwcAVcCRwDhjzIVt9jGpX8cCG1O/fyujCUVEuohXWXEI8KWgc+xJr3DiyIjxli+PlTSAGRl0HpGutmHDBr75zW9SX19Pnz59OPTQQ/nrX//KkCFDAHjppZe46aYPBtPccsstAHz+85/n2muvBWD9+vU7HNPzPP7yl7+wcuVKCgoKOOqoo3jggQcYOnQoO7v99tu59NJLGTRo0Pbnvv/97/Od73yHv/3tb5xzzjmcckpWzHTdm0Lg967rTnUcxwYdpjsz1urPL528yoovA78MOkdHrY1FZm72CqaDMXvfW0SkXS85jnNSug9qjOkL1OCPGPpBO9tvBG4D+gGPAa619ottts8AXgL6W2trU8+Nwm+0fZS1dq4xZjHwIv4KmDtba61tMcbM3PnYIiLdlVdZ8QJwctA5OiJh2bQsWrY6iZkcdBYR6daucRznD0GH6M40VS2NvMqK4fgr/XQbQ4uiMwYVRN8A2xR0FhHptj7kuu7l6T6otbYOeBa41hhT2nZb6usvAP+11m7Cn6q2P6tGvg1MtNZWtvNo6ex7EBHJJl5lxcfpJkUjgAJDnwmRponFJvlK0FlEpFu73XXdrJye212ocJRevwbKgw6xr/oUJI4dVdSyBuz6ve8tItKuO1zX7XzHxl19EX/q7wvGmJOMMcNTI4mex59Stm0U0ErgaGPMKGNMP2NMRz/fbk+97m5jzOHGmHHGmLONMb9P79sQEQlWasXfnwWdY18ZQ+GYSMvU3uH4LLBZ341XRLJSb+COoEN0ZyocpYlXWXEacG7QOfZXacg7aHykORTCLgo6i4h0S32B76f7oNbaZcAUYCHwALAceAi/YfZR1toVqV3vwB91tAh/etuIDh5/PjANGAXMAt7FX4VtQ9rehIhIdvgW0G37BQ0pjE4fXBCdC7Yx6Cwi0i19ynXdo4IO0V2px1EaeJUVBn+6w+SAo3SaZ2lZHit9J2ZDxwWdRUS6nSRwmOM4C4MOIiIiH/AqK0bjF9aLg87SWS1e6P0VsZIyMLt29BUR2bOXHceZHnSI7kgjjtLjU+RA0QggZCgZW9R8bI9QYlbQWUSk2wkDPw06hIiI7OLn5EDRCKAk5E0YH2kuCmHdoLOISLczzXXdjwYdojvSiKNO8iorIsB7dOOhv7tTlyicvSFRdASYnLjQEJEuc5rjOM8FHUJERMCrrDgVf6GBnOJZWpfHSt+K2dAJQWcRkW5lKTDRcZx40EG6kw6NODLG3GeMscaYP7ez7fbUtqdTX9/S3r6phqXWGDOlzXO2zaPRGPOuMeby3WT4mjEmaYxpd9UyY8yVxph5qeNsNsbMN8akvd9GO64lB4tGAH0L4sePLGxdBnZj0FlEpFu5w3VdjWgVEQmYV1lRCPwq6ByZEDIUj4s0n9AzFJ8JuhMuIh02Hvhc0CG6m325sF8DfMIYU7btCWNMAXApsHqnfVuBy4wxh3TguFcBg4HDgEeAe40xp7Wz32eBHwOXG2N2WHLZGHMF/ofi3fhTxo4FbgNKySCvsqIXcGMmzxG0snBy4rii5oTBvhd0FhHpNibhfzaIiEiwvgIcGHSITBpWFJ0xqCBWAbYl6Cwi0m1813XdXkGH6E72pXA0H39Y1yfaPHcWfpFo5k77LsMfEvvjDhy3wVpbba1dZq39IbAJOLXtDsaY44B+wC1AC3DGTsc4F3jMWvt7a22ltXaxtfbv1tqvdeid7b9v4a8klNOKQnbIhEjT0EK8N4POIiLdxvdc140EHUJEJF95lRW9ge8EnaMr9CmIHzeyqGUF2Oqgs4hIt9CXHB8Akm77OpXgz8AVbb6+ArgXaG946LeAs4wxUztyYGNM2BjzCaAPsPN8wyuBh621ceDB1NdtVQNHG2PGdORc6eBVVgwFruuq8wUtbCgfF2meUqam2SLSMSPwp/KKiEgwvgz0DDpEVykLeYeMjzRbg10cdBYR6Ra+7LruqKBDdBf7Wjh6CJhijBlvjBkEnA7c196O1toFwF+An+zlmA8YYxqBKP5UtTrgT9s2GmPK8Uc5PbBtf+DM1Pm3+V7qdcuMMUuNMQ8aYy41xhTu4/vbF98DSjJ4/KxjDKGRRa3T+xdEXwUbCzqPiGS9G1zXzZsfWkREsoVXWVFOHt3g3KbQ2MEHRppGFhqvIugsIpL1IsANQYfoLvapcGStrQcexx9pdBkw01q7c3+jtm4GJhtjPraHfa7H70t0CvAO8GVrbWWb7RcBVdbauakMy4A5qfNvy7XeWnscfl+NXwAG+D3wpjEm7X2OvMqKg4HL033c7qJ/QfzE4YWti8FuCjqLiGS1fsA3gg4hIpKHrsUfxZ93QobScUXNx5SHEjODziIiWe8y13VHBB2iO9ifVW/uwW96ekXq97tlrV0D3AX8CCjYzW7Vqb5ELwEXAHcbYw5qs/1K4EBjTGLbAzgOv1n2zudzrbW/sdZ+Cr8QNZkdezKly4+B8F73ymE9wsnDxhY1NxrssqCziEhWu07NB0VEuo5XWVECZLrPZ1YzBjOiqHXGgILoa2CjQecRkaxVhN9iR/ZifwpH/wNi+HeS/9WB/X8E9GfXvkS7SI00eozU9DZjzETgGPxm2ZPbPI4BRhljpu3hcItSv5Z3IGOHeZUVR+A34857kZAdMSHS1K8Ab27QWUQka/VEvY5ERLrSVcDAoENkg34F8RNGFLa+B7Y26CwikrWucF13aNAhst0+F46stRY4FBht7d4r+KnpbT+k4/Osfw6cbYw5Gr/YNM9a+0JqNNG2xxz8AtaVAMaY3xljbjLGnGCMGWmMORa/v1Iz8Ny+vse9+Haaj9ethQ29xkeaDy81STXNFpHduc513eKgQ4iI5DqvsqIIvw2EpJSHk4eOK2puNdilQWcRkawUAb4ZdIhstz8jjrDWbrXWbtmHl9wFbOzgsecDL+BPB7sE+Mdudv07cL4xphfwPP4opEeB9/H7MAGcYq19fx9y7pFXWTEB2FO/prxkDOFRkZbpfcKxl8Emgs4jIllnIPCZoEOIiOSBy4FhQYfINkUhO2xCpGlQAd6coLOISFa6ynXdQXvfLX8ZfwCRdIRXWfEn2umtJB/Ykgy/XRUvHgtGPU1EpK3lwATHcZJBBxERyUVeZUUB/g3U0UFnyVbWklwVL3612SuYHnQWEck6dzqOk9f94fZkv0Yc5SOvsmIo8Omgc2S7nuHkEWOKWjaBXRV0FhHJKmPIzGIFIpJHjDH3GWOsMebP7Wy7PbXt6dTXt7S3rzFmVOr5KW2es20ejcaYd40xl+8mw9eMMUljzA92s/1KY8y81HE2G2PmG2O+36k33jEXo6LRHhlDeFRR6/S+4dgrYONB5xGRrHKN67oDgg6RrVQ46riv4Xddl70oDnmjJ0Saeoax7wSdRUSyiuaPi0g6rAE+YYwp2/aEMaYAf9Xf1Tvt2wpcZow5pAPHvQoYDBwGPALca4w5rZ39PovfUuFyY8wOq+waY64AfgXcjb+gy7HAbUBpB86/37zKihDqw9lhAwtjU4cVtrpgG4LOIiJZoxT4StAhspUKRx3gVVb0xL+YkA4qMBwwIdI0sdgkXwk6i4hkjcNc1z0z6BAi0u3NB5ay4yjGs/CLRDN32ncZ8Cx+oWdvGqy11dbaZdbaHwKb8Ff23c4Ycxz+ysK3AC3AGTsd41zgMWvt7621ldbaxdbav1trMz394XzgoAyfI6f0DCcPH1vU3GCwK4LOIiJZ4xrXdUuCDpGNVDjqmCuBHkGH6G6MoXBMpGXqAeH4LLBe0HlEJCt8K+gAIpIT/gxc0ebrK4B7gfaad34LOMsYM7UjBzbGhI0xnwD6ADtPZ7oSeNhaGwceTH3dVjVwtDFmTEfOlQ5eZYUBbuyq8+WSSMiOmhBp6hPGezvoLCKSFfrgj16VnahwtBdeZUUY+HLQObqzwYXR6UMKonPBbg06i4gEbqrruscHHUJEur2HgCnGmPHGmEHA6cB97e1orV0A/AX4yV6O+YAxphGI4k9VqwP+tG2jMaYcf5TTA9v2B85MnX+b76Vet8wYs9QY86Ax5lJjTOG+vsF9cDZwaAaPn9PChl4TIs2Hlpjky0FnEZGscJ3ruiboENlGhaO9+zgwMugQ3V3vgsTRo4taqsFWBZ1FRAL31aADiEj3Zq2tBx7HH2l0GTDTWrtzf6O2bgYmG2M+tod9rsfvS3QK8A7wZWttZZvtFwFV1tq5qQzLgDmp82/Ltd5aexwwCfgFYIDfA28aYzLV5+grGTpu3jCGgtGRlml9wrFZYLX6p0h+Oxhor79dXlPhaO/0A06alIS88RMizZEQdkHQWUQkUB/RqhUikgb34E8puCL1+92y1q4B7gJ+BBTsZrfqVF+il4ALgLuNMW37Bl0JHGiMSWx7AMfhN8ve+XyutfY31tpP4ReiJpOBlSW9yorxwIfSfdx8NagwNn1oYXQe2C1BZxGRQH0x6ADZRoWjPfAqK47CXw1D0qTA2P4TIk0Tioz3WtBZRLpKTU0NN954I9OmTePII4/kIx/5CHPmzNm+/YUXXuCaa65h2rRpTJo0aYdte/K3v/2Nc889lylTpnDOOefw5JNP7rB99uzZnH322Rx77LF8+9vfJh7/oFVHc3MzZ511FkuXLk3Pm9w3hcBngjixiOSU/wEx/GbV/+rA/j8C+rNrX6JdpEYaPUZqepsxZiJwDH6z7MltHscAo4wx0/ZwuEWpX8s7kHFfXY0/qknSpFc4MWV0UUsN2DVBZxGRwJzhum6X9arrDlQ42rMr9r6L7KuQITIu0nxCr1B8Jtj2mliK5IwtW7bw6U9/Gmstv/nNb3jiiSf49re/Td++fbfv09LSwuTJk7n++us7fNxHHnmEO++8k8997nM8/vjjXHvttfzgBz9g5syZAHiex7e+9S0uuOACHnzwQRYuXMjf//737a+/6667OP300xk/fnza3us+ulLzx0WkM6y1Fr+3z2hrbbQD+9cDPwSu6+Apfg6cbYw5Gr/YNM9a+0JqNNG2xxz8AtaVAMaY3xljbjLGnGCMGWmMORa/v1Iz8Nw+v8k98CorIsDl6Tym+EpC3tgJkebSEHZ+0FlEJBAh4NqgQ2ST3Q3VzXteZUUx/lx2yZChRdEZJQnv9epE0WGQsXn/IoG699576d+/Pz/84Q+3Pzds2LAd9jnnnHMAqK+v7/Bxn3rqKT7+8Y9z5pn+6vbDhw/HdV3uueceZsyYQX19PfX19Vx00UVEIhFmzJjB8uXLAViwYAGzZ8/eoZAUgHH40yteDDKEiHRv1u7zwht3AV8CRnTg2PONMS8AP8bvWXTnbnb9O/BrY8yXgOfxbzx+Dn8k1CbgLeAUa+37+5h1bz6WOodkQIGxfSdEmnqsiJW8GrXhE4POIyJd7grXdW9yHKcl6CDZQCOOdu88oHfQIXJdn4L4caOKWlaBrQ46i0gmvPjii0yaNIlvfOMbTJ8+nfPPP5+HHnoI28nBdrFYjEgkssNzkUiEBQsWEI/H6dOnD/3792f27Nm0tLTw9ttvM2HCBBKJBN/73ve46aabKCoq6lSGNLg66AAi0r1Yay+31p7dke3W2lustc5O26PW2pHWWrOtyXXqeWOt/Uc7xzvVWnuStba/tfaHO29P7XOPtbbUWrvZWvuYtfZsa+1Qa23EWjs49fXs/X/Xu3VNBo4pbYQMRWMjLSf2CmuUvEgeOgB/oSxBhaM9Uf+NLlIa8g4eH2kmhF0cdBaRdKuqquKRRx5h2LBh3H333XzqU5/iF7/4BX/72986ddwTTjiBxx9/HNd1sdaycOFCHnvsMRKJBA0NDRhjuOOOO/j973/Peeedx0EHHcR5553Hfffdh+M49OnTh8suu4yzzjqL3/72t2l6t/vsPNd1dbdcRGQfeZUVBwHTg86RL4YWRmcMLoi+CbYp6Cwi0qUu2/su+UFT1drhVVYMB04OOkc+KTR20IRIU89lsdKKuA2pIbnkDM/zmDhxIl/5ylcAOPjgg1m9ejUPP/wwF1988X4f95prrqG2tnZ7/6S+ffty7rnncu+992KM3zroiCOO4OGHH97+mtWrV/OPf/yDRx99lKuuuooLL7yQ0047jYsuugjHcZg2bU+9XTOiCP8D+WddfWIRkW5OfTi72AEFiWMiIe+9lbGSnmAGB51HRLrESa7rDnMcpyroIEHTiKP2XYb+bLpcyFA6rqj5mB6hxMygs4ikS//+/Rk7duwOz40ZM4bq6s7NziwuLua2227jzTff5JlnnuG5555j6NChlJWV0adPn3Zfc+utt/LVr36VUCjEokWLOP300ykrK2PGjBm88cYbncrTCVcFdWIRke7Iq6wIA5cEnSMflYa8A8dHmkMh7KK97y0iOSCEvt8CKo7swqusMGiFisAYgxle1DpjQEH0Ndj7Ciki2W7y5MmsXLlyh+dWrlzJ4MHpuVlZWFjIoEGDCIfD/Pe//2XatGmEQrt+a3/88ccpKSnhtNNOw/M8ABKJBADxeHz7cwE40HVdTbcQEem4UwCNeAlIobEDJ0SaRhcZLxN9q0Qk+2i6GioctWcqMHave0lG9SuInzCisPV9sDVBZxHpjEsvvZT58+fzhz/8gdWrV/Pss8/y0EMPcdFFHyzauHnzZpYsWUJlZSXgTylbsmQJtbW12/e54YYbuOGGG7Z/vXLlSp566ilWrVrFggULuP7666msrOS663ZdZbquro67776bG2+8EYCePXsybtw47r//fhYvXszzzz/P4Ycfnqk/go64MsiTi4h0M5cGHSDfhQwlY4uaj+sZSswKOouIZNxBruseHXSIoKlwtKtAm2Ink0luvvP3jP3QxyidOJ2xH/oYN/3899tHBuyOtZZf3vswh5x2ISWHTGPo8Wfz7Z9+0PB23sL3OPLcS+l52Emce/U32NSwefs2z/M49uNX8NwrgU1VaVd5ODlpXFFz1GCXBp1FZH85jsMvf/lLnn32Wc477zzuuusuvvjFL+5QOHrppZe44IILuOIKv2XFLbfcwgUXXMCjjz66fZ/169ezfv367V97nsdf/vIXzj//fK6++mqi0SgPPPAAQ4cO3SXD7bffzqWXXsqgQYO2P/f973+fF198kc9+9rN8+MMf5pRTTsnE2++oj7iuWxxkABGR7sCrrOgJfDToHOKPkh9W1Dp9YEF0NtjWoPOISEbl/agj09kloXOJV1lRDlQDZUFl+NHv7uNnf36Ie2+/iUkHjmP+e5V85v9u46ufuYjvfHH3fRC//sNf8u+XXuP2b36RSRPGsnlrI+tr6jhzxvEAHPXRy5l+zBFcfdFHufqGH3HUYQfz0299GYBf3vswby18j7/c8d0ueY/7KmnZuixaujhBKO8rvSI57KOO4zwRdAgRkWzmVVZcCfwx6Byyo6ZkeOGqeHF/MAOCziIiGbEJGOw4TizoIEHRqmo7uoAAi0YAs99ewNknncg5J08FYNSwwZxz8om88e7C3b7mveWr+PUDf+edpx7k4HGjtj/fduLJ4mUreeBntzBh9AguPPsU/v3SawCsWrueX97/CG8+dm8m3k5ahA09xkeap6yOF89q8grUC0UkN50PqHAkIrJneX/XOxuVhZMTx5nmdctipe9ZzIFB5xGRtOsDnA08FnSQoGiq2o4u2vsumXXilMOYWfE2S5atBGDR0hW89Ppb20cOtefJF15hzPChPPvK64z70McZM+M8Lv+/W9lYt2n7PocdNJ4XXptDIpHgxdfncuhBfhuna7/7U773lavp16d3Jt9WpxlDaGRR6/R+4dgrYONB5xGRtDvHdd2ioEOIiGQrr7JiOHBC0DmkfUUhO+TASNOwQrzs6v0gIunyiaADBEmFo5TUnPEZQef4v6s/zSUfPR3njIuJHHwik868mEvPO5PPf+rju33N8jVrWbW2mkeefoF7bv8O9//0u7y3bBUfufr67Ssl/eGH3+afz7zI+JMvoKiwgG9dcxl/e+o5EokkJx83hXOu+jrjTzqfL33vDuLxPfdTCtKAwtjU4YWtC8HWB51FRNKqF3Bq0CFERLLYWYAJOoTsXshQNi7SfFR5KDEz6CwiknZn5vNNThWOPnAaEPg/hEf+/QIPPP5fHvz595j7r/u476c387uH/smf//7kbl/jWUs0FuP+O77LtKMPZ+pRk7n/ju/y5vxFzJm/GICJ48fw0kO/Y8Wsx/nrnbeSSCb4zs/v5ne3/h/X3XYnhx8ygYXP/I2F7y/nj4/8q4ve7f7pEU5OHlvUvMVgVwSdRUTS6vygA4iIZLGzgg4ge2cMoRFFrTP6F0RfBZu3/VBEclAP4OSgQwRFhaMPnBt0AIBv3v5rvv7Zi7no7FOYdOA4Pv3RM/jqZz7J7Xf/ZbevGdy/LwUFYSaMHrH9ufGjhhMOh1m9vrrd11z/47v4/MUfY8yIobxUMZcLzz6FoqJCzj/jJF58/a20v690i4TsyAmRpj5hvOwPKyIdda7ruoVBhxARyTZeZUUxcFLQOaTj+hfETxxe2LoYbF3QWUQkbT4adICgqHAEeJUVYeDMoHMANLe2Eg7v+NcSDofwvN2vfnf8EYeSSCRZtqpq+3PLV68lmUwycsigXfZ/8fW5zF9SyVc+47d08jy7fXpaLB4nmZrelu3Chl4TIs2HlZjky0FnEZG0OIA8vpMjIrIHJwGlQYeQfdMjnDxsbFFzk8EuCzqLiKTFR1zXzcsaSl6+6XacgN8pPXBnf+hEbv/9A/z7pddYWbWex5+byZ33PMxHT/1gMbEb7vgtp1z6xe1ff/iEozhi4oFc+e0fMG/he8xb+B5XfvsHHHPYRKZMOniH47dGo3zplju4+/vfoqDAX1TvhCMP5a6/PMriypXc/9h/OPHIQ7vmzaaBMRSMjrRM6xOOzQKbDDqPiHSapquJiOyqy6apvfzmPD5yzfUMP/EcwuOP475//nuH7dZavverPzHshHMoc6Zz0qeuZeHS5Xs85n3//Dfh8cft8miNRrfv89cnnmXk1I/Q98hT+foPf7nD69dWb2TMjPPYULtp50NnvUjIjpgQaepfgDc36Cwi0mkDgWODDhEEFY58WTFNDeBXN3+Nj5/+Ib54yx1MPP0irv/RXVx54bl8/2vXbN9n/cY6lq1eu/3rUCjEk3+4g/59D2DGp67ljCu+ytBBA3j87p8QCu34V3zrXX/mjBnHc6Rz0PbnfnnT13hv+SqOO/+zHDJuNNdesvtG3NlqUGFs+tDC6Dywm4POIiKd8lHXdQuCDiEikmW6rHDU2NyCM2EMd974VUqKI7ts/+kfHuTn9/yNX970Nd547B769z2A0y6/jq2NTXs8bmlJMWtnP73DozjiH792UwNX3/hDfvKtL/HMvb/gr088y9Mvvrr9tV/83s+48QufYWC/rLjPu8/Chp7jI82Hl5rkrKCziEinfTToAEEw1u5+ClS+8Cor3gfGB51DOq/VCy1bHispBDNi73uLSJY6yXGcl4IOISKSDbzKiomAG8S5ex52Er+6+etc/nG/bmWtZdgJ5/CFS87nhmsvB6CltZVBx57FT775Ra755HntHue+f/6bL9/6M7a8+2K72998dyEf/dz/se51f3TTRdd9hynOQXzjqkv45zMv8dsH/8ELD/waY7r/onIb4kUv1yULjwejmyQi3VOl4zh5VzvI+xFHXmXFQaholDOKQ97YCZHmshD23aCziMh++3DQAUREssjZQQfYZsWadVTX1HHKiUdvf66kuJipUybz+rwFe3xtS2uU0dPPY8SJ53LOVV9n3sL3tm8bP2o4zS2tzFv4HpsaNjN3/mImHTSOzVsb+ebtv+bu738rJ4pGAAMLY9OGFbbO1yh5kW5rnOu6E4MO0dXyvnAEnBN0AEmvAmP7Tog0HRwxyVf3vreIZCE1yBYR+UCXTVPbm+paf4GwnaeMDex3ANU1u+8/dOCYEfzpRzfw+O9u56933kpxJMLUi65h6co1ABzQqyf3/uQmLv+/Wzn245/l0+edwWlTj+Wbt/+aKy44h5pN9Rx93meYeNpF3P3QY5l7g12kZzh5xJiilk1gVwWdRUT2y+lBB+hqGiKZRf2NJH1ChqKxkZYT18UjMxuSBdPAqEgq0n1McV23l+M4uhsrInnNq6w4ADg+6Bydddzhkzju8Enbvz7+iEkcce6l/Povf+eXN38NgPNOncF5p87Yvs+rc9/ljXcXcse3v8zBp13IfT+5mUPGjWby2Z/mhCMPZdKB47r6baRVccgbPSHSVL8sWjYviTk86Dwisk9OAn4WdIiulNc/THuVFf2A44LOIZkzpDA6Y3BBdA7YPXdsFJFsEgam73UvEZHcdxr+98SsMKhfX4BdVjfbUFvPoP4db1wdDoc50jmYpavWtLs9Go1x7c0/4Xe3fpPla9YRiyU4+fijGDygH9OPOZxZb8zb/zeRRQoMB0yINDnFJvlK0FlEZJ9My7fFXPK6cAR8iCz6MJbMOKAgccyoopYqsOuCziIiHaY+RyIiWTRNDWD08CEM6t+XF157c/tzrdEor859Z4cRRXtjrWXBe5UM7t+33e0/uvt+PnTskRx7uIPneSSSye3bYvEEyTZfd3fGUDgm0jL1gHB8Flgv6Dwi0iHlwNF73SuH5Hvh6MSgA0jXKA15B46PNBeEsAuDziIiHaI+RyKS17zKihBwRleft7GpmXcWvc87i97H8zzWrKvmnUXvs3pdNcYYrrvsQn7yhwd57NmZuO8v4zPf/D7lZaVcfM6p249xyqVf5IY7frv961vv+jPPvlLB8tVreWfR+1z57R8w/73KdldhW7R0BQ89+Szf/9o1gN8fqSAc5u6HHuOVOe/w4utzOWHKYZn/g+higwuj04cURt8CuzXoLCLSIScFHaAr5dXwqnacEHQA6TqFxg6YEGnquTxWOjtmQ92+X4BIjjvEdd3BjuOsDzqIiEhAjgXaH5KTQXPdJZx8yRe2f33Lr/7ELb/6E5eedyb3/uQmrr/6ElqiUb70vTuo37yVYw47hGfu/QU9ysu2v2bZ6rUMGzRw+9cNW7byue/cTnVNHb16lDP5kAnMfOh3HH3YjgsTWWv53E0/5mc3XLf9eCXFxdx/x8186ZafsbmxkRs+fxlTJh2c4T+FYPQOJ46KGG/piljJZjDDgs4jInt0EvD9oEN0FWOtDTpDILzKijKgARXP8lJVLDJzi1cwHXJkbVeR3HSJ4zh/DTqEiEgQvMqKG4AfBJ1Dul7CmprKaGm1h+n4/D8R6WqtwAGO47QGHaQr5PNUtWNR0ShvDSuKzhhYEKsA2xJ0FhHZLU1XE5F8dlTQASQYBcb2nxBpmhAxydeCziIiu1VMHs1gyufCUd78JUv7+hbEjxtZ1LIC7Iags4hIu9QgW0Ty2ZSgA0hwQobI2EjLCb1C8ZmQp1NERLJf3vQ5UuFI8lpZyDtkXKTZM9glQWcRkV0Md113dNAhRES6mldZMQhQjxthaFF0xqCC6Btgm4POIiK7yJvFtvKycJRapeLYoHNIdigydvCBkabhhcarCDqLiOziyKADiIgEQNPUZLs+BYljRxW1rAJbHXQWEdnBEa7r5kVNJS/eZDsmAT2DDiHZI2QoG1fUfEx5KDEz6CwisgMVjkQkH6lwJDsoDXkHj480E8IuDjqLiGxXDhwUdIiukK+Fo7wZUiYdZwxmRFHrjP4F0VfBxoLOIyKACkcikp9UOJJdFBo7aEKkaWSh8V4POouIbJcX36/ztXCk/kayW/0L4icOL2xdArYu6CwiosKRiOQlNcaWdoUMpeOKmo/toVHyItkiL75fq3Ak0o4e4eShY4uamw22MugsInmuj+u6o4IOISLSVbzKilFAv6BzSPYyBjO8qHXGgILoa2CjQecRyXMacZSLUqtUjAg6h2S/SMgOnxBpGlCANzfoLCJ5TqOORCSf5MUPIdJ5/QriJ4wobF0KtiboLCJ57DDXdQuDDpFpeVc4wm+MLdIhYUPP8ZHmw0tDiZeDziKSx1Q4EpF8osKRdFh5OOmMK2qOGezSoLOI5KliwAk6RKblY+Eo5/9SJb2MITyqqHVa33DsFbCJoPOI5CEVjkQkn6hwJPukKGSHTog0DS7AezPoLCJ5Kuf7HOVj4UgjjmS/DCyMTR1W2LoAbEPQWUTyzBFBBxAR6QpeZYVB3/NkP4QN5eMjzVPKQolZQWcRyUM5/307HwtHGnEk+61nOHn4mKKWeoNdGXQWkTzSz3Vd9aYTkXxwINAz6BDSPRlDaGRR6/R+/ij5eNB5RPLIQUEHyLS8Khyl7uIcEnQO6d6KQ97oCZGm3mG8eUFnEckjk4MOICLSBTRNTTptQGFs6vDC1oVg64POIpInDgw6QKblVeEounjuyNgyd05iY1WF17x1hbWe+tXIfgkbek+INE8qNslXgs4ikifGBR1ARKQL6AanpEWPcHLy2KLmLQa7IugsInlgsOu6PYIOkUkFQQfoSt7W+oOBGcm69dueimNCy0xRpMaU9mgNlfcqCvfo3c+U9hhhQuHiAKNKN2AMBWMiLVPXx4terk8WngAmHHQmkRw2NugAIiJdYFTQASR3REJ25IRI0+bKaOlbSUJaaEIksw4E5gYdIlPyqnDErkPICrHeWBttGWujLXj1G0kNQfIwZrUpLNpgSsqbQuW9CkLlvQ8IlfUabgoKNO9cdjC4MDatJOTNWRePHAhG/z5EMkOFIxHJByODDiC5JWzoNSHSfNjKWMnLLTY8Leg8IjlMhaMc0tG5hyGsHWFj0RE2FsXbXNd2WzUFRetDJaVbQmW9TKhH716hsl5DTFGkfwbySjfRO5w4KmK8yhWxki1ghgWdRyQHjQk6gIhIF1DhSNLOGApGR1qmVceLZm1KFp6oUfIiGZHTfY5UONp3g0jEBnlbY3hbG6B61bbn6wkXVJni0oZQWU8vVN67PFTea5CJlAwxxpg0nFeyXEnIGzch0lxbGS2d72EODTqPSI4Z5bpu2HGcZNBBREQywausKAIGB51Dctegwtj0kpA3d208Mh5Mr6DziOQYFY5yyPgMHvsAkokDbNMWkk1bSG6s2vZ8E6HwahMp2RQq65EIlfcuDpX3HmBKykYYo2p/rikwtt+ESFOPFbGS16I2fELQeURySCEwHFgZcA4RkUwZDuhmo2RUr3BiSsR4y5bHShrAaISbSPrkdOHIWGuDztAlmh66LQxEgWwp1sQwoVWmKFJrSnvEwj16F4bKe/czpT1GmlAoEnQ46by1sciszV7BNNCIM5E0+bDjOP8LOoSISCZ4lRUnAfoeJ10iYdm0LFq2Jok5LOgsIjmiBShzHCcnCyz5NOJoINlTNAIownrjbbRl/LbG3ClJjFllCiMbTElZS6i8dzjUo/cBobKeI0y4IKeX+Ms1Q4ui00sSyYrqRGQSmLKg84jkgLHohyoRyV2jgg4g+aPA0Gd8pKl8Razk1agNnxh0HpEcUAL0BWqDDpIJ+VQ4Ghp0gA4KY+1IG2sdaWOtOzfmXk9B0bpQSVlTqLwXofLevULlvYaZwqK+QYWVPetTkDi2OOQtWRkr6QVGfQtEOkcrq4lILtO0IelSIUPR2EjLievikVkNyYKpYEJBZxLp5oagwlG3110KR3symERssN+Yu77t83WpxtxbQmW9vFCP3uWh8l5DQpESFSqyQGnIO2h8pHnDsmjpIg9zSNB5RLoxFY5EJJepcCSBGFIYnV5ikm+uT0QOAVMedB6RbmwIMD/oEJmQT4WjXF4ivS/JRN8PGnOv2fb8VkLhNSZSUh8q6xkP9ehdGirvNdAUlw1TY+6uVWjswAmRpp7LY6Wvx2zouKDziHRTY4IOICKSQSocSWAOKEgcHQl5762MlZSDyYUb7iJByNmBG/lUOMrHb4A98JKH2JZGki2NJGvXbXs+Sii03BQV14RKe8RC5b0joR69+5mS8pEmFCoKMnAuCxlKxhY1H1sVL5651SuYEXQekW6of9ABREQySIUjCVRpyDtwfKS5Zlm0dKGHmRh0HpFuaEjQATJFhaP8FMHzxtvW5vHJ1maSmzZsez6JMSv9xtzlLaEevQpD5QccECrrMcKECzRsNQ2MwQwvap1RlyicvSFRdASY4qAziXQj6ucmIjnJq6wIk9uj46WbKDS2/4RIU4/lsdLZMRs6Pug8It2MCkc5QIWjvQtj7Sgbax3lN+be3tfLgllHYeG6UHFZU6i8VyjU44BeobKew0xhUZ8gA3dXfQvix0eM566OFw8Eo1EUIh1T4rpuieM4LUEHERFJsyFAYdAhRABChuJxkebjq2KRmVu8gulgTNCZRLoJFY5ygApH+8+AHUI8NsSLpxpzr1+5bVstBYVVJlK6JVTek3CPA8pNWc/Basy9d+XhpDPONK9dFit932ImBJ1HpJvoC1QFHUJEJM00TU2yzrCi6Iy6hPf6hkTRZDAlQecR6QZy9mfgfCoc5exfYsD6kYj3s4nNJJs2k9ywvTH3FsKpxtylPZOhHgeU+I25S4cbo6U+tykK2aETIk2Ny6KlbyYIHR10HpFuoB8qHIlI7snZu9TSvfUtiB9XHEouWhUr6QtmYNB5RLJczn4vz4vCUdNDtxmgR9A58kxPksmJtrmRZPMOjblbCYVWmaLiulBpj3ioR++iUHnvAaakfIQJhfJyiHbYUD4+0jxldbx4ZpOaZovsjfociUgu6hl0AJHdKQt5h4yLNK9fFi1dYjEHBZ1HJIvlbAuSvCgcAeWA5uZmh2I870Db2sxOjbkTGLPCFEY2mtIeLaHyXoWhHr37hkp7jjDhcGmQgbuCMYRGFrXO2BgveqU2WXgsmLwsool0gApHIpKLVDiSrFZk7OADI009l8VKK+I2dGzQeUSyVLHrugWO4ySCDpJu+VI40odx9ivA2tE21jraxlrxGmq2PW/BVFFYVB0qSTXmLu/dO1Tea7gpKOwdYN6MGFAYm1oSSr67Jl48HIwaj4vsSoUjEclFGhkvWS9kKBtX1HzMmnjxzEaNkhfZnXKgIegQ6ZYvhSN9GHdfBuww4tFhXjyKt2VT2201FBSuDRWXbjFlvWy4R++eofJeQ0xRcbeef90jnDxsrGlevTxWWm8xY4POI5JlVDgSkVyka1XpFozBjChqnVGTKHy1JlF0NJiioDOJZJkeqHDUbenDODf1JxHv7zVuhsbNJDes3vb8ZsIFfmPusp5eqEfv0lB5r0EmUjrMmO6xnGgkZEdMiDRtXhYtnZsgNCXoPCJZpF/QAUREMkCj46Vb6V8QP7HEePNXx4uHgNFns8gHcrL2oMKR5KJeJBO9bPNWks1bSdas3fZ8C6HQalNUUhsq6xEPlfcuDpX37m9KyrKyMXfY0Gt8pPnwVbGSWc02PD3oPCJZQiOORCQX6VpVup3ycPLQsaZ5zfJYaaXFjAs6j0iWyMnv5yocST4p8RtzNx2YbG0iWVe97fk4JrTcFEU2mpLyaKhH74JQee++obIeI00oXBJkYGMIj4q0TK+OF728KVl4PJh8+T8rsjtlQQcQEUk3m4gXEAq1mlC4OOgsIvsiErLDJ0SatmiUvMh25UEHyIR8+SFUhSPZk0KsN8ZGW8bYaEvbxtwexqyhoKg6VFLWHCrvHQr16N07VNZzhCko7NWVAQcVxqaVhLy31sYj48B06blFsox6KYhIzml9e2ZfoBiwQCvQAqYVQxQTimJMnFAobkwoQSiUIBT2TCjsEQ5bEy6AcAEmHDaEC0ImXBAmXBA24YJCwgWFJhwuIlRQRDhcbELhYsLhEhMKR4J9x5JLwoae4yPNh6+KF89q9go0Sl7yXU7WHvKlcKR547I/Qlg7nHh0eDuNuTdQULguVFy2NVTei1CP3j1CZT2HmaLi/pkK0yucODJivOXLYyUNYEZm6jwiWU6FIxHJRdsKOQYo8R/WLyPZpL8l6X+5jaVTPKAFaPULVCaKMTGMiX1QoAonCIWsCYc9QgXWhMOpAlWBSRWmQv6v4VSBqqCIcDhCKBwx4YISQuESEwrpe3aeMIbwqKLW6RviRa/UJQuP0yh5yWMqHHVjmtog6TaQRHyg19iA19gA1au2Pd+Qasy9OVTWKxnq0bssVN5rsImUDElHY+7ikDdmQqSpflm07J0kZnJnjyfSDemHEBHJRV39vS2Ef31c5heo7AeVqPQWqJJ8UKCKYkxrqkDlj6Dyi1NJQuGkCYUt4bA1oQIIh0kVpnYaQRVuU6AqiJhweFuBKut6VeargYWxqSWh5LyqePFoML2DziMSAE1V68ZCQQeQvNGbZKL3B425q7Y930QovNpEiutDpT1joR69i0PlvQaakrLhxoT26f9hgeGACZGm8hWxkldabXhq+t+CSFZT4UhEclGuTh0L4/8QVZ7hAlUCv0DlF6f8IlWUUCiOCcVNKLStQOVtL1Btn+JXECIc3lagKjDhggLCBYUmFC4iXBAx4XAx/hS/0n29ZstXPcPJw8eYlhUrYiUNFjMq6DwiXSwnv0/k5JsSyUJleMmDbUsTyZYmknXrtz0fw4SWmaJIjSnt0Roq71UU7nFAX1NaPnJPDTKNoXBMpGXqunhkVkOyYCoYFUclX6hwJCK5SN/bOqcAf3pID6xl+zQ/z5/ml+YCVTPgT+8jNcVvhwJVOEkolBpBVUCbKX5tR1ClClThIhMuKPKn94WLCRWkClQm3LmYwSsOeaMnRJoaKqOl85KEDg86j0gXysmfy/KlcNTJzwiRjCnCemNttGWsjbbg1W8k4T/vYcxqU1hUbUrKm0PlvQpC5QccECrrOdwUFGzv2TWkMDq9xCTfXJ+IHAImJ4dFiuyk01M+RUSyUK6OOMo1Bfi9U3tmuEAVxx9B1bKbAlXSL1CFPb8HVRh/BFXYtOlB1bZAVWjCBRHC4Yjxi1PFhMIlmS5QhQ29J0SaJ2mUvOSZnLxWVeFIJDuFsHaEjUVH2FgUb3Nd223VFBStC5WUbg2V9Qr17HFAj6KSA5asotcgMMOCCizSRXLyw1hE8p4KR9JWYeqR6QJVjA8KVLEPmqSH4iYUimPCCUIhz4TDSfwpfn6BKlRgTMHOBapUk3R/il+xCYUjpHpQjYm0TF0fL3q5Pll4AnT/0VQie6ERR92YCkeSSwaRiA3ytsZINNQ1N2+oX1i3dH3tfyZ9surMGeNVOJJcp8KRiIhIehSlHr38/lMfNKBKY3EKoNV7f23syUEf+e85Jww70xi1WJCclpPXqiociXQzsS1NyxrX1lQ1b6zvkYzGD65dXNd8y8hPlJj1hRPODDqcSObl5IexiOS9lqADiGRCoiW6fsOcxWuXvVkd+tOUD5/WGtn02ieO6qtpa5LLkkEHyIR8KRyJdFteIrm1qbpuUdPa2lhsa9NoLGOBsbGmeFVVxdr3Hph4rl15wPAZRfUxXXRKPlDhSERyUXPQAUTSrWHZ2le3LF83KdYY678g0S+MMYUPVtRO7VUSnnWa03t60PlEMsQLOkAm5EvhKNARR9X1W7n5ked59p33aWyNMar/AfziirOZevDo3b7mnxUudzzxMpXVdfTrUco1px7DV84+cfv2d1eu5/N/eJxl1ZuYdsgofv+5j9GnvBQAz/P40Hf/yM0XnMzJh47L+PuT9Is2NL7fWLVxfUvt5l5ePDEROKbt9rr3N71Sv7zh8BfGnbjqzeGTpwPEkrbE82xNKGT6BxJapGvk5F0cEcl7KhxJzki0RNdVv7l4nReLnwiwbm71koXjTm3dtv03L22Y3rMkPPO4sT1mBBZSJHNy8lpVhaMMa2hq4cPf+xPHHTiCf15/Cf16lLFi4yb699z9AljPvfM+V/zmH/z00jM55bBxvLe2hi/+6UmKiwr53Kl+/eALf/wX0w8Zw/1f+gRf+OMT3PHEy/zwU6cD8LtnKxg/uJ+KRt1IMp5oaFpXu6hpXa2NN7aMAyakHjuItyTWV1WsXZuMJqfOG3zI208d/OGjMWb7CIyWuLehLBJW4UhyWWPQAUREMkCFI8kJDUvXvLJlZfVkYArA1vWNbyVaE8e813/M7Lb7/eg/62b88GPDZzlDSzXySHKNRhx1Y4H95f3i6VcZ1LucP37+49ufGzXggD2+5m+vvssZRxzI1accDcDoAX34+rlTufOpV7jmFL9O8N66Wv78hfMZP7gfFxw/iWfmvQfA6poGfvNMBS9//5rMvSnpNGutF63furixamNtS92WvjaRPBg4fk+v2bSs/rVNS+sdYMrK3kPfu2/KJ8ZhTGHbfeqbElvKIlqsQnKaCkcikotUOJJuLd7cWrVhzuKNXiyxvX+R9Wxi44Ka3gC1ZX12WcDlhsfWTPvlJ0e+Orpf8Yk7bxPpxqJBB8iEfCkcte59l8x4au4STjlsHJf+6lFeXryCwb17cNmHjtxeAGpPNJGkuHDHv5qSokLWbtrC6toGRvY/gEkjBvLigmWMHdiHme5ynOGDAPjKvU9x0/kn0a9HWcbfm+ybZDRe07i25v2m6jqTaGo9EJjYkdcloomaqop1yxMtiRMAakt7r/3F1Ct7Y0zPnfddtzkeG9ZHK/pKTlPhSERyUVPQAUT2h7XWNiytenXrqurDgR2KQ7VL6l6znp2+taiszguFR7TzcvPVh1cdd/enR1cM6lV0bNckFsm4rUEHyIR9XgrRGHOEMSZpjHltN9u/aoxZYYxpNcYsNcZ8eS/HezJ1vFP2Ncs+COwHjZU19fzxhTmMHnAAT3zzUq49/Vi++/Dz/P75N3f7mg8fOo5/v7WE/82vxPM8lq6v5Vf/8f+4qxv8f4e/vuqj/OvNhUz66i8oKgjz9XOn8ujs+SSSHjOcMZz/0weZ9NU7+dp9TxNP5OQ0y6xnPZtoqWmYX/PO0llrXnxr8dqX3+m3ednaExJNrccDfTtyjM2rN1esfGl1KNGSOAagqbCk4Ucf+lKrNaGB7e2/sjaq4UaS61Q4EpFcpBFH0u3Em1rXrJ31zjtbV1VPBXbow5GIJus2r94yGWDxgHHLd3cMzxK+9sEVR9Q3Jd7KbFqRLrMl6ACZsD8jjq4Efgtcaow52Fq7eNsGY8w04OfA14DHgaGpR7uMMYOBk4E7U8d9fj/ydERgVT/PsxwxZgjfu8ivix02ajDLquv4w/NvbO9XtLPPfOhIVmzYxIU/f4h40qNnSYTPn3YsP3zsJUKpUUqHDBvAszd9dvtrNjU2871HX+DpGy7nG/f/h0NHDeahr17EuT/+C/e8OJdrdnMuSa9ES3R949qaZc3VmwoSLdGDgUP35zjJWLKh6o11i+JN8e3T1+KhgtbbTr5udSJcsNtjLq9t1VAzyXUqHIlILlLhSLoNa61teH/Ny1tXb5gCDG9vn/VvVy8CpgK4gw7c44i6hEfR1X9ZfvC9V4xdUB4JT0p/YpEulZMjjvapcGSMKQEuxv8mUAp8FvhGm1281OOP1tpGYOVeDnk58AxwF7DEGNPXWlu3L5k6KLAfNAb1LuegoTv2Kj5wSH+q6ip2+xpjDLd98lRuufDDbGhopF/PUma6fqF+1IA+7b7mxoee5aoPH83oAX14edEKbjz/JIoKCjjv6InMWrRChaMMsZ4Xa6lpWNi4tmZLtH7rUOvZccDgzhxzy9qtczYuqBlBm55HHsb70Ye+8E5LUckeh/Gurov168y5RboBFY5EJBepcCTdQrypZdWGOUvqvXhit02tW+pbl0Q3R0/Y9vWKPiN2vypQSjRhS6+6b/mIe68Y+15xYejAdOUVCYAKR8D5wCpr7QJjzAPAo8aYb1tr46nt84Aq4G5jzKXW2t02pTZ+g58rgP+z1q4yxrwBfBr4xT6/i70L7C/v2AkjeH997Q7PLa2uY3jf3nt9bTgUYkgfv43N319fwDHjh9O/564DSmYuXM6CVdXc9dlzAfCsJZGanhZPJvG8nGzsHph4U+uaxrUbVzRX15cko7FDgMPTcdxk3Nuybs66+dEtsV0aBP76+MtfqSvrs9dVJ6o3xwZZaz1jzD5PQxXpJlQ4EpFcpMKRZDVrrVf/3upXGtdsPAoYuad9179VHSPVEsWC3RIp79BSz00xr9fVf1ke+/PlY1YUhkOjO59aJBA5OVVtX3+4/CzwQOr3s/A/5D4CkPpB9V/AIqAQv6i0vUuvMeYVY8wP2xxrOtAH+Hfq67+kjp8JmzN03L364hnHM6eyip/8axbLqut47A2Xu5+t2L5iGsB3H36es3547/ava7c28ccX3mTJ2hrmr1zP9X/5D4+/sZDbP33GLsdvjcX52n1Pc9eVH6Eg7Le3OW7CCH73XAVL1tbw4MvzOO7A9nrRSUd5Sa+laX3t3A1zFr+8+oW5K9fPXjB866oN05LR2FFAWqaGNVY3zVvx4sqt7RWNHj7snFnL+o3q0FKlCY8iz1KdjkwiWUqFIxHJRSocSdaKN7asXDtzntu4ZuN0/Fknu1W/omG2l/C2t1Wo7jFgJcb07ui5GpqT/T//wIpI0rNr9z+xSKDye8SRMWYccCL+VDWstdYY81f8Ys8/gNOBafjd9Bvwexw9Y4z5CP5KEQcDP2hzyCuBR621sdTX/wB+bYw5xlr7RmfeVDvq03y8Djty7FAe/uonueXRF7j9X7MY3rcX3zn/5B0KR9UNW1mxYceIf3vlHb7z0HNYLEePG85/v/MZpozdZRVLfvTYTE47bAKHjx6y/bmfXnYmV/72n3zo5j9w+uETuPoUTVPbV7Gtzcsbqzauad7YUO7F4hOBKZk4j5f0mtfNqZ7b2tA6Fdhlmb0Xxx4/+/URR07bl2M2x7zaHsXhIXvfU6RbUuFIRHKRCkeSday1Xv2SVa80VtUcDYza2/5e0muue2/TDiOF3IET1gH7NHpo49bEkC//beXKuz45qiYUMv33/gqRrJKTI46MtbZjOxrzY+CbQNslurb9oDsK+BRwlbV2bGr/YvzRRH2A+/AbZo+11iaMX3VeDxQBbQOEgT9Za6/av7fTvqaHbisA4nvdUfKWl0huba6uW9y4rjYa29I0GsuuVbo0a65tXrDureqe2PaH+84fdNC8Px910USMKdqX4/7qk6NeHdUvssvIJZEc8QnHcf4edAgRkXRqeui2zwJ/CjqHyDaxrc0rNsxd0mgTyQ43q14/r3pm04bmGW2f++UJV8xa3ndkh0bO72z8wOL377hgxACzDyOWRALW6jhOSdAhMqFDI46MMQXAZcC3gad32vwA8BlgBTDSGDPCWrvaWttqjDkXf6W0XwBXWGsTqdd8CqgBztzpWMcBPzPGfMVau8fu+/ui7OKbEk0P3bYV6JGuY0r3F93c+H5jVc36lpqGXl48MRE4eq8vSgMvaaPV86pfb65tmcZupouu7j1k6Z+PumjMvhaNAKrqY4lR/SJ731Gke8rJuzgikvfSdt0r0hnW2uSmRStfbVpXewxQ3NHXxZriVU0bmndZxGVtz0H7PWJo6YbWCTf/q8q99aPDCo0xWjlYuoOcvU7t6FS1s4B++Kul7bDqmTHmYeBzgAPcBPzbGPN1YDl+0+AB+B+Glxlj/pqamvZZ4B/WWnenY70P/BS4ELhnv99V++pR4SivJeOJhqb1dYub1tYk440t44AJqUeXadnUsnjd3Ooi69kZu9unrqT3up9PvaocY3rtzzlW1UULTxyvf+qSs9YFHUBEJAPWBx1AJLa1edmGOUtabTK5zyOE1s1dXwU7jtiPh8LRaEFRhxpj7867Vc3Oj/+77u1vnTFkYtv+uSJZKme/l3e0cPRZ4KWdi0Ypfwd+DJyQevwAf6jtAGBxatv/gDeBe4wxP8cvKH1x5wNZa2PGmCfx+x+lu3C0HlCX6DxirbXR+q2LG6tqalrqNve1ieTB+KPauj6LZ+PV7258rWlD04ns4f9dc2Hx5h+e9MVma0L7/SG7vLZVd2Qkl6lZpojkotVBB5D8Za1Nblq44tWm9XXHAvtcnGmsbpqXaEnsMtpoeZ+RSzHG6Wy+15c1HvGbFze88YWTBh6Zmgkjkq1y9gZnh/7jWWvP3cO25ezY1Pfq3ezadpjiLk2A2xzv0o5k2g9VgLpE57hkNF7TuK7m/ab1dSbR1DoBOCToTK2bo0vXvrkuaZO7H2UE/l2Z206+bkUiXDi5M+dbXRdTE0HJVc2O42wKOoSISAZUAR77vuKxSKdEtzQt3Th3Sdwmvf3qQ2StTW6Yv7G8vW0LBh3U3qCD/fLcos3H9CgJv3bpcf2ON8bs9mdJkYDl7A3OfKrYrgk6gKSftTbZWrd5UWNVzabWTVsG2KR3EDsWKQNjrU1uXFDzytZ1jcfjN4Lf/b5gb59x7VvNRaXHd/a8G7fEB1tr48aYws4eSyTL5OyHsYjkt7KLb4o3PXTbemBo0FkkP1jPJuoWLn+tuXrTcezlOnVPapfUvWo9227R6f3+Y9J6LfrPtzad0LM4/PJ5R/TZpxWHRbpQzl6rqnAk3U6iJbq+cV3tsub1deFES/QQoMOrPXSV6NbYirVvrGvyEt6Mjuz/2+MufbmmvN9+3enZmYVQ0qOqIKypmZJzcvbDWEQEf7qaCkeScdHNTUs3vrUksb+jjLZJxpKbNq/actjutteW9Un7v+d7X6uZ1rs0POtDB/VKy3WzSJrl91S1HKHCUTdlPS/WUrt5UWPVxoZo/dah1rPjgcFB52qPtdbWLq57ZfPqLUcBHVqK8e+Tzpr1fv+xaf3wa4wma3uXFqhwJLmmKugAIiIZtJqAejFKfrCeF69zl89u3lB/PNDp0UDr3652gXZH/2wtKq1LhsIjO3uO9tz5fPX0nsXhmUeOKp+RieOLdELO3uTMp8KRfuDoRuJNrWsa19asaN6wqTjZGjsEmBx0pr2JNcWrqirW1npxr8PDZ2eNPub1V0cdlfbhtjVbE029S/Ppv7fkCX0fF5FcpgbZkjHRhsb3Nr71Htbr3CijbVobWt9vbYiesLvtSwaMXw70Tce52vO9p9bO+Mn5I14+aHCJpq1JNlHhKAdoxFEW85JeS8vG+oWNa2uaow2Nw7F2NDA86FwdVff+plfqlzdMZqdlSPfEHTjh3cecM44gAw3+quqj3viBxek+rEjQcvbDWEQEWBV0AMk91vPitQuWz27ZmJ5RRtuse6u6GQjvbvuCQQc2petcu/PNf6w+8defGvXa8D6R3RawRLqYpqrlgPVAkj18g5OuFdvavKKxqmZN88b6Mi8WnwhMCTrTvoq3JNZXVaxdm4wmp+7L69b0Glz5x6MvHoUx+7zkaUesrI3m0/9tyR8acSQiuUwjjiStovVbF298+/1wukYZbdOwavPrXtzb47TKFX1G9EjnOdtjIfSlh1Ye88fLxrzZv0fh0Zk+n8hexICaoENkSt78cFl28U3J1GoVHR4RIunlJZKNzdWbFjWuq4nGtjSPSo0qGh10rv21aVn9a5uW1jvsY8GrvqTX+p9PvboUY3plKBoraqM9M3VskQCpcCQiuUyFI0kL63mx2vnLXm+paTiBNP+85yW9ltoldXvto7klUj4mnefdbR5LweceWHHoPZ8ZM69XScHhXXFOkd1Y7TiODTpEpuRN4ShlDSocdano5saljVU161pqGnp68cREoNvfDUhEEzVVFeuWJVoS+zwstqUgsuUHH/riVi8UmpCJbNus2RQbmMnjiwREhSMRyWUqHEmntdZvXVTz9ntF1rMZWXVs44KaN7DM2NM+68v7r8SYUZk4f3viSVt81f3Lx993xdiFpUXhiV11XpGdLAk6QCblW+HofbRaRUZ58cTmpvV1ixrX1SbjW5vHAeNTj5ywefXmippFdeOAY/f1tQkTjn3/5OuWxQuKMn43pK4p0d9a22qMUaMjyRWbHcepDjqEiEimlF18U33TQ7dtBTI+xUdyj/W8aM27lRWttZtPJEOtOeLN8bWN1U3H7G2/hYMOXAuMykSG3WmN2/Kr7l8+5J7Lxy6NFIZy5mcP6VZUOMohi4IOkGustTba0Li4sWpjTUvt5j42kTyEHCzOJWPJhqo31i2MN8X3q/meBfuTGZ+f0xgp66rmfSaetOuKCkyXDBMW6QILgw4gItIFVgMaMSH7pHXTloUb571fTIZGGW2zbu761cDQve23cOCERCZz7M7WVu+Aax5YEf/TZWNWFYTNyCAySF5T4SiH6AePNEhG47WN62rfb15fS7ypdQJwSNCZMmnL2q1zNi6oGQHsd9Hn98dcMmtDj/4z0pdq77a2Jjf1LQ+pcCS5Qt+/RSQfqHAkHWaTXmvNu0vfaK3bkrFRRts0bmh6J96c6NDN4bU9B/XPZJY92dSUGPCFv66o+u0lo9eHQ2ZwUDkkL70XdIBMUuFI9spam2yt27KosWrjptZNW/rbpHcwcHzQuTLNS3hb17657t3oltiJnTnOYxNPn7V44PgZaYrVYRu3Jpr7lqdt1VWRoLlBBxAR6QLvAWcEHUKyX0vt5gU17ywtx2Z2lBH4PwtseHdjaUf2jYfC0WhB0bhMZ9qT9Zvjw7768Krlv/jkyNqQMf2CzCJ5RSOOcsgqoAkoCzpItku0xqob19ZUNq+vCydaoocAk4LO1JUaq5vmVb+7oT+WThWNXh01pWLWmGOnpivXvlizKeodPLgkiFOLZIIK/yKSD94OOoBkNy/ptdS88/6b0U1bpwKhrjhn3XubXrOendaRfVf0GVGJMYGPmltZFx3zrX+sXnL7+SMKTQZXMhZJqXMcpzboEJmUV4Wjsotvsk0P3bYIOCroLNnGel68pXbzwsaqmoZo/dah1vPGA4OCztXVvKTXvG5u9ZzW+tZpgOnMsRb3Hzf/75POnowxXfKhvrMVtdFIEOcVyRCNOBKRfPBW0AEke7XUNsyveaeyZ1eMMtomGUs2NKzc7HR0/wWDDsqaH56XVLcedOtTa+fffM7QccaYDo2YEtlPOT3aCPKscJSyEBWOAIg3t1Y1VtWsaN6wKZJsjR0CTA46U5Caa5sXrHuruieWTn8Yr+05cPndx14ynABXNVtZG+0d1LlF0qzWcZwNQYcQEekCS9DoeNmJl0w218xbOjdav/VEumiU0Tbr5214Fzp+bfxe/7FZ9fPlW6uaDr3j2fVzv3Ha4EONMUVB55GcpcJRDsrb6Q426bU2b6x3G9fWNEcbGodj7WhgWNC5guYlbbR6XnVFc21LWob8NhT32HDHtGuKMOaANMTbb2s2xQYGeX6RNMrb79sikl/KLr7Ja3rotncJuJfk1pYot/3jfzw1ZzE1W5o4bNRgfvLpMzly7O4X1PpnhcsdT7xMZXUd/XqUcs2px/CVsz+Y8f/uyvV8/g+Ps6x6E9MOGcXvP/cx+pT7g0A8z+ND3/0jN19wMicfGmh7nKzTXFP/Tu27yw7AdmyqWDq1bo4uba1v3ae2DbVlfYZnKs/+emXp1ik9S8KvXz1twNHGmIw2EZe8lfOrt6twlONiW5tXNK6tWdOysb40GY1PBKYEnSmbtGxqWbxubnWhTdPypa0FRVt/cNKXG7xQ+MB0HK8ztrQm+1hrtxpjegSdRaST8ur7tojkvbcIuHD0hT8+gbummt9/7mMM7dOTh197l3N+dB9zf/IlhvTpucv+z73zPlf85h/89NIzOeWwcby3toYv/ulJiosK+dypx6SO+S+mHzKG+7/0Cb7wxye444mX+eGnTgfgd89WMH5wPxWN2vASyaaaee+/FW1onEon2yfsr/VvrW9kH1Zraywq3ZQMhUdkMNJ++/f8huN6FIdf/eTRfU8wxgTy5yk5bW7QATItHwtHOd0nw0skG5s3bFrUuLamNbaleXRqVNHooHNlG+vZePW7G2c3bWg6gTT9P0iaUPz7J133fqyg6Mh0HC8dYgm7PlKowpF0ezn9fVtEZCeBNshuicV5Ys4i/nrdhUw7xL+EvPHjJ/Hft9/jjy+8yXc/8eFdXvO3V9/ljCMO5OpTjgZg9IA+fP3cqdz51Ctcc8rRGGN4b10tf/7C+Ywf3I8Ljp/EM/P8latX1zTwm2cqePn713Tdm8xyzRvr59XOX9YviFFG22xevaUiGfOO3ZfXLB4wbjnQJ0OROu3hN+tO7FkcnnX2YQd0WY8oyQtJ8qA/Xd4VjsouvmlN00O31QD9g86SLtHNTUsb125c17KxoacXT0wEjg46UzZr3RxduvbNdUmbTG9jwZ9O/9wbW4vLO7UKW7ptbkk2DCgMpDe3SDppxJGI5JNAfwBJJD2Snkdx0Y4/JpQUFfL6+6vbfU00kaS4cNf9127awuraBkb2P4BJIwby4oJljB3Yh5nucpzh/hosX7n3KW46/yT69VBbJy+R3Lrx7ffmxTY3BTbKCMBLeq01i2v3uZ2FO+igxkzkSac/vLxxeu/S8MwTx/ecEXQWyRmLHcdpCjpEpuXrT5SvBx2gM7x4YvPW1RteX1+x8NXVz89Zv+HNReOb1tZO9+KJwwE1fdsNa21yw4KNs6peXzvSJu1B6Tz2H4/+5Mz1PQdmVdEIYMOWeEvQGUQ6KYGWpxaR/LIICOzzu0dJhGPGD+f2f81i3aYtJD2Ph199lzeWrmFDw9Z2X/PhQ8fx77eW8L/5lXiex9L1tfzqP68BUJ16za+v+ij/enMhk776C4oKwnz93Kk8Ons+iaTHDGcM5//0QSZ99U6+dt/TxBPJLnu/2aJ5w6a3q2a+vTm2uanTK/t21ka3pgK7731Ql/cZXp6JPOn2k2fWz3h3TdOsoHNIzpgTdICukHcjjlJmA+cGHaKjrLU22tC4pLFq48bW2s19vETyYOC4oHN1J7HG2MqqinVbvYSX9qGpTxxy6svuoINmpPu46bCqLsqkYVp9VLq1dx3Hyfo7mCIi6VJ28U3Jpodumw8cE1SGP37+43z+D48z4Ut3EA6FmDxqMBccP4l5K9a1u/9nPnQkKzZs4sKfP0Q86dGzJMLnTzuWHz72EqFUO5lDhg3g2Zs+u/01mxqb+d6jL/D0DZfzjfv/w6GjBvPQVy/i3B//hXtenMs1pwb29ruUl0hs2fjW++/GtjRNDToLQLwlvr5xfdN+zV7YEukxNt15MuWmf1VNu/PCka+MHVCcFX/u0q29GXSArpCvhaOsH3GUjMXrmtbVvte0rs7Gm1omAAenHrIPrLW2dnHdy5tXbzkKGJXu488eccQbL449PutGGm2zojZaEnQGkU56NegAIiIBeIsAC0djBvbh2Zs+S1NrjK0tUQYd0INLf/Uoowe0v2CsMYbbPnkqt1z4YTY0NNKvZykz3eUAjBrQfsubGx96lqs+fDSjB/Th5UUruPH8kygqKOC8oycya9GKvCgcNa2vm1u3cPkQLFlTvFg3t3oF+9Gcvbq83yqMGZmBSJlivvbIqhN+9+nRrw/pXaQb8tIZGnGUw+YAcaAw6CDbWGuTrZu2LG6sqqlrrdvc3ya9gwh4RY3uLtYUr6qqWFvjxdM/yghgSf8xCx457NxDMSZrp3yurIv2DjqDSCe9FnQAEZEAZEWj1bLiIsqKi6hvauF/Cyq57ZOn7nH/cCi0fdW1v7++gGPGD6d/z117F81cuJwFq6q567P+BADPWhKp6WnxZBLP89L8TrKLF09s3vDWewviW5uz6uZj08bmd+NN8f36+cMddGAV0J0KR1gIfeGvK6b86bIxc/uWF2rladkfUWB+0CG6Ql4Wjsouvqml6aHb3iXgpekTrbENTWtrljZV14UTzdGDASfIPLmk7v1Nr9Qvb5gM+z4/uyPW9xiw4nfHXjoUY7J6RE/VptjgoDOIdJJGHIlIPgq0t9sL85fieZYJQ/qzfEMdNz70HBMG9+PT0w4H4LsPP8/c5VX8+4bPAFC7tYnH31jI1INHE4sneODleTz+xkKeuemKXY7dGovztfue5s/Xnk9B2F/p/bgJI/jdcxVcd9aJPPjyPD554mFd92a7WNO62jl1C1cMA7KqaGSt9arf3VC8v69fNHBCIp15ukrSo/Cav6yYeO8VY9/tURzO3X94kinvOo4TDzpEV8jLwlHK63Rx4ch6XryldvOixrU19dFNW4dYz5sADOzKDLku3pKorqpYW5WMJjM25HdzpLzmJ9M/V4AxWbvc6DYtca+HZ219yJj2x5aLZLfljuOsDzqEiEgAFuLfyY4EcfLNzVFueeR51m7awgHlJXzkqEP47ic+TGGBX+ipbtjKig31O7zmb6+8w3ceeg6L5ehxw/nvdz7DlLG73r/70WMzOe2wCRw+esj253562Zlc+dt/8qGb/8Dph0/g6lNyb5qaF09s3jB3yYJ4Y0tWFYy22bS0/jWbtPt9/VzVc1C/dObpSrGkLbnq/uWj7/3M2MUlRSG1BpF98UbQAbqKsdYGnSEQTQ/ddhHwt0yfJ97cWtW4tmZFc/WmSLI1djDQI9PnzFf1yxtm172/6RCgd6bO0Rouarz5tG+siRZEus2HyiPXjNeHoHRXDziOc2nQIUREgtD00G2z0WIoOaFxbc2bmxatHAEMCjpLe5Lx5OYV/1uVAPruz+vjoXD0G2fdZDCmW6/u3KskXPfny8c0FBWEuk2Tbwncxx3HeSzoEF0h30ccpZ1Neq3NNfULG6tqGqObG4fj2TFkaLqU+BLRRE1VxbpliZZERntCJU0o8YOTv7QkWhDpVnOgG5oTDSVF3fpzXPKXpqmJSD77HyocdWvJWLx+49wli+NNrVndt7R63oZ3gP3uCbqiz4hKjJmYvkTB2NyS7Pu5B1bE/nDZmKqCkNHPb7I3HvBS0CG6StY29c20sotvWgWsTcexYo3NKzctWfXy2pffmbvmxbe8ugXLj4zWb52eKhpJBm1evbli5UurTaIlcWymz/WzaVdXbCnu2a2KRgDrNsejQWcQ2U9qjC0i+eyFoAPI/mus2vjG2lnvxLO9aBTdEl3Wsqn1hM4cwx10YG268gSttjEx+Et/XZn0PLsh6CyS9eY5jlO/991yQz6POAK/QnjJvr7ISySbmjdsWtS4trYltqVpFNaOIgNLvcvuJWPJhqo31i2MN8U79UHXUX+ecuGstb0GZ2R1tkxbXRcNHTly1xVNRLLcJmBR0CFERAL0OtAE6EO8G0nG4ps2zFmyJNGc3QWjbdbNrW4AOjU1673+Y3PqZ8q1DbGRX3901dKfXziyyKhPqOze/4IO0JXydsRRynMd3TG6pamybtGKWVUz582reuntwk2LVh4V29w4DWtHZDKg7GrL2q1zVry4qrWrikZPHXzyK/OHHNIti0YAy2ujpUFnENkPsx3Hyc8mfCIiQNnFN8WAV4LOIR23dc2GirWz3kl2l6LR5jVb3kjGkkd29jg1ZX1zblrXspro+BsfX7PeWrs16CyStfKqcJRT1eH98PzuNnjxxOam6rrFTWtrE7GtzWOBcamHBMRLeFvXvrnuneiWWMZWTNvZG8Mnv/nCuKnd4sN/d1bVRrN+9TeRdnS4sC8iksNeAE4POoTsWTIar90wd/HSRHO02/Sk8pI2WrOodnBnj9NYVLopGQqPTEembOOubTnkB/9e986NZw05yBhTHHQeySox8qwXZ14Xjsouvqm66aHbFgCTrLU22tD4XmNVzYbW2oYDvETyECDjfXOkYxqrm+ZVv7uhP5YuKxot7Ttq4UOTP+pgTLirzpkJ6xpiQ/a+l0jWeSroACIiWWC3NzklO2xZveH1hvdWj6ebNTKvWVjzOpYZnT3Okv7jlgM5e5PyzRWNk3/1v+o3v3zyoMONMYVB55Gs8brjOM1Bh+hKeV04AthatfGhxjUbz443tkwADko9JEt4Sa953dzqua31rVMB01XnrS7vt+o3x18+EGO6/TSvWNIWe57dGAqZAUFnEemghY7jrAw6hIjkHmPMEcAcoMJau8uUd2PMV4EvA4OBNcBd1tpf7eF4TwJnAadbazNR5FkAVJOly7jns2Q0XrNhzuJliZbuM8pom3hLonrrusa0LPiyYNCBjek4Tjb73+ItR5dHwrOvOLH/scaYfG/1Ir68mqYG6nFE/eJVb8QbW04A+gedRXbUXNu8YPkLKze21rdOowuLRluLymp/MuNaY43p11XnzLSWuKeVIaQ7eTroACKSs64Efgs4xpiD224wxkwDfg78Cv9G4uX4RZt2GWMGAycDd6aOm3ZlF99kgf9m4tiy/7asrJ699uV3womWaLecnbD+rfXLgPJ0HGtFnxFpOU62e+Kd+uP/8dYmrfYq2+Rd4SjvRxzhNx3cDPQKOoj4vKSNVs+rrmiubZlKFxc3Y+HC5ttO/vKGZCg8sSvPm2mbmhJbyyLdesad5BcVjkQk7YwxJcDFwFSgFPgs8I02u3ipxx+ttY3Ayr0c8nLgGeAuYIkxpq+1ti7NscH/nviZDBxX9lGiNbZxw5zFK5KtsW7b/7K5tnlBrDGetvybi3uMSdexst0Dr9dO7VUSnnnqxN4zgs4igaoBKoIO0dXyfsTRwfc+mQCeDTqH+FrqWxev+N/KNc21LdPp4n+fHib5/ZO+tDBaWJxTRSOAdQ3xWNAZRDqoDn8JahGRdDsfWGWtXQA8AFy6U8+SeUAVcPfepqMYYwxwBfCgtXYV8Abw6czE5nn8RqwSoM0r1r227pV3C5OtsWOCzrK/rLXe+nkbCkjTSP7q8n6rMCZn+xu159cvbpjxxvLGWUHnkEA96TiOF3SIrpb3haOUfwcdYJtfz3uPQ+57aofH1Id3v7hQNJHkhlfm8dEnZnLo/U9z2X9n77LPorrNfOzJWRz54H+49oU3aYh+cO3hWcuFT7/Ca2s3ZuT9dJT1bHz9vA2z1r6xbrz1bCCr1/182lWzN5f8f3t3Hh5nVfd//H2ytGnSfS9t6UrbwA2UslOgBVFxKfIQfdTqI6BIEVARfyL4iKIo7qgPokbRCAKy1SUFV5a2UNZudF8nTZtm3/dZz++PSUsoaZu0M3NmJp/Xdc3Vduaec3+mlMnM9z7ne4ad7eLc8banzq/pRpIq/uF5Xth1CBFJS58hWjACWAG0Ax8C6CoU/RXYAmQDTxhjBh54ojHmRWPMPd3GWkC0IfCBz5APdY0fc3mL72whOkNeHAh1Bqr2v/jm60279s8HRrjOczzqdzWssmGbf/Qje2fzuNn7YzVWKvnuM/sXbC5vV/Go//qL6wAuqHAU9XeiU5OTwrSheaz473cfvP3tygWHPTZsLQMyM1k8ZxoXT+q59/E3Xn6TcyeMZumii2kJBvnNhp0HH3t4SwlTh+Yxf6K7vsmdTf6dvuf27GqraluAo+WTfzjzw8v3DZ+YsB3bEs1X05nnOoNIL2mZmojEnDFmJnAh8CiAtdYCj/BWsedy4GLgU8AngRzgn8aYoSa6u2o+sLLbkNcBT1hrD1yNewqYYYyJ12wUvTc60OQrf6n8xTcHhjsD57jOcrzCwXBTw+7GmG4CtHncrGAsx0sldyzdd3FpnV89j/qfFuBZ1yFcUOEIyC8qriU6xTgpZGZkMCY35+BtZM7Awx6bm53FXRecxn/PnsL4vEE9HuNrbOEjJ53I1GGD+cC0ifiaopsf7G9t56EtPm4/x83KLGttpGpj9YqyV/afGMurH331j9kLX1w38dSFrs6fCHvrAmnT6FvSWohovxARkVi7DsgE9hpjQsaYEHA78B5jzGTgNKDMWltjrQ0SXdYWIToz6Wagja4vC8aY4UABcH23seqBQcSpSTZJNDu+Pwh1+Cv2r1z/RtPu/RcCw13niYXK9dXrifFmQPuHje/Pny/NF/+057yq5mDSfIeUhPiH53l+1yFcUOHoLctcBzigrKWNBY//m3c/9SxfXr6GfS1txzXe7JHDeLmillAkwqsVtcwaMRSAb7+ykS/Mm82IIxSm4iXQGthT8lzp5pb9rQuAxAfo8sak01b/c9bClNtGta8qmwMTrLVJM6tO5DBe9DyvyXUIEUkvxpgs4GrgDmBut9vpwAaijaf3A1OMMScCWGs7gSuADuBnwF3W2lDXkJ8g2hz19EPGux74qDEm5rN88xbfuZPoMjqJs8bd+18qf2lDbtgfTJv2Bf5mv6+jriOmDb1DJjPQmTXQSXuJZBGxZN74cMncxvbQWtdZJGH65TI1UOGou8cB6zrEaWOG890Lz+A37z6Pb11wOrUdfhY/s4rGzmPvifjtC07n33vKee/S58nOyOD6U2fyjG8/YRvhvAlj+Nyzr/Hepc/xnVc3EozEt7ZgrbU1W2pX7H2pbGwkFDk1ric7it0jT9z68BlX5RP9QJnWwhGyI5YK1zlEjiJpCvgiklY+AIwmulvapu434DGihaM/Az7gGWPMe7qWtr0fGEt0ttHVxpgBXeN9Bniqh7EeJDpL6aNxeh0Px2lcAUId/vKyFetXN/vKLyTNdlsuX1NZT7R3V8yUjJy8k259wPqrYNgOvP5B3+w2f3ij6ywSd3768exPFY665BcV+4CXXOe4eNI43jftBGaPHMoFJ4zhl5edg8Xy1937jnnMk0YM4aH3zee5j1zGjxbMI2QtP1u7lW+efxr3vLaJ/JHDWHblJexsaOHJ7aUxfDVvF2gLlpU8X7q+aW/zAqLb4DpTnTdy333zrx1NHK4KJqs2f6TWdQaRIwgT/QInIhJrnwFesNbW9fDYk8BUYH7X7RXgAWAT8DXg+8CpwCnA740x84AziPY0epuufkfFxG+52sMkUU/OdNK4s+zF8pc2DI4Egme5zhJrzWUtr4f94Zi/ro3j5/T0/1O/1Bmyedc96DuxMxjZ7jqLxNVznue1uA7hStrPtOijB4GkapCcl53FzOFDKG0+vuVq3f3ojS18bM5UJg/J49WKWm6aO5sBmRm8d+oEXqusZXH+tJid64C6HfUvNvga5wKTYj54H7UMyK37/sKbQtZkxHSdd7Krawu2DB2kzdUkaT3neZ5mxYlIzFlrrzjCYz7evjX59Yc5tPtnhsNuZW6t/VTf0vVe3uI797U9evdy4NJ4naO/CbZ3llW9sbUqEggl1ef/WLERG6jeXDMuHmNvHzNDHyq7afNHhl3/kC/wu2uml2RnZsT+y5Qkg367TA004+hQTxJdy540/KEwvqZWxgzKicl4r1bUsr2hmatPng6AtZZQ1/K0YCRCOBLb1XrBjlBlyQulqxt8jRcBQ2I6+DEIZGR1fOddX6wIZ2b1uzf0/Q2B0NGPEnHmj0c/RESk39N7ZQxYa23Djn0vVqzaOCwSCJ3pOk+8VG+ufRnLlHiMXTN45MR4jJvKGtvDY258eM/AcMSWu84iMecHlroO4ZIKR93kFxU347iS+MM3NvNGZS1lLe28WdPALctX0xEK86GZ0Yk6967ZyrX/euVtz9nV2MLWuiYaOgO0h0JsrWtia907+8v6Q2G+8+pGvnX+aWRlRP/Tzxs3koe3lrC7sYW/7ipj3rhRMXstDb7Gl0tX7M2Jx/TYYxHBhO+59PMbO7NzPNdZXCip9WuGoSSrVqL9RURE5MieAtpdh0hlwbbOfftXrF/fUlqZFBc14yXUGapu2d8Sl6JYW/aghnBG1tR4jJ3qqpqDJ3zxT3v8EWtrXGeRmCr2PK/BdQiXVDh6pwddnryqrZP/t2It7//L83zxhdUMyMzgTx+4kImDoy2Bats72XfIsrUb/vMaBctW8o895Wyua6Jg2UoKlq18x9j3v7mDiyaN5ZTRww/e97VzPUqaWvnYMy8xc/gQFs+ZetyvIeQP1e5ZsffVuh31F5BEW5j+7MLPrGrIHX6O6xyulNT6h7rOIHIYf/Y8T1+ERESOIm/xna308+USx8paaxu2711Z8fLGkZFg6AzXeeKtfE3lDuJUGNs6dubueIybLvbWB6bd9uTeemutdopNH39wHcA1Y63zjcSSytZrr8gA9gKafnkMmvY2v1qzpXYm0d1LksYfz7hq+erJpy90ncOlsUOyyh+4ZsYJrnOI9OAyz/Oecx1CRCQVtD1693uAf7nOkUqCbZ17q97YWh8Jhua6zpII7XUdm8vfqDiZI/TjOh5FZ35k+fqJ3sJ4jJ1O5k7O3fitD02abvrRZjxpqhKY5Hle2HUQlzTj6BD5RcURtN1pn4UD4cbSF/e9XLOl9jySrGj075Mueqm/F40AalpC47t2fBFJJmXAC65DiIikkGcB9VDpBWutrd9WurLi5Y2j+0vRyFprK9ZWQpyKRgAlI08cHK+x08n6fe2n/uCf5duttX7XWeS4PNzfi0agwtHhOF2ulmpayltWlzxf2hlsC17gOsuh1p1wyppn5rzrXNc5koGFjFCEStc5RA7xiOd52l5aRKSX8hbfGQEecZ0j2QVbO/bsX75uY+u+6ouBXNd5EqVhd+MqG7anxPMczTlD+t0mM8fq5V2t8375QtV6a22/LzyksD+4DpAMVDjqQX5R8VbgDdc5kl0kFGnZ93LZS1Ubas4CxrvOc6iSEZO3/eHMj8zCmGzXWZJFmz9c6zqDyCEech1ARCQF6b3zMKy1kfqte1ZUvLJpXCQUPs11nkSKhCIt9bsaZsXzHFWDR5daY2K3m04/8K/NTec+/GrtK1Y9YlLRGs/zNrsOkQxUODo8zTo6gtaqtnW+5/Y0+ZsDF7rO0pPa3BFlP7/w0yMwJm13yzgWNS3BtqMfJZIwaz3P2+I6hIhIqslbfOcmYL3rHMkm0NJeUrZ83ebWspoFwCDXeRKtcn3VGmBsPM+xadyssniOn66eXF1/YfH6hnfuXiTJ7g+uAyQLFY4O70+A+sEcIhKOtJe9Vr6icl3VXCyTXOfpSVv2oIbvXXJzwJqMca6zJJuyhoCWBEky+b3rACIiKUyzjrpYayN1W0pWVL66eYINhU91nceFQGtgT3ttR9zbRmweNzsU73Okq9+9VLNg+bbm5a5zSK8FgEddh0gWKhwdRn5RcT3wtOscyaS9tn2j79k91Z0NnQuIY8O94xHMyOq8+7IvloUys6a7zpKMSmr9WrYnyaIRXcURETkejwD9/kt8oKV9d9kL67a27a9dAOS4zuPK/jcqaoABcT/PsPFJtQlOqrn3PxUL15S2LXedQ3rlCc/z6l2HSBYqHB3ZH1wHSAaRsPWXr65YUb668hQsU13nOZwIJnLPJTev78ge1C+vNPVGSY1/qOsMIl1+53melk6KiByjvMV3VgNLXedwxVobrtvkW1756uZJNhyOazPoZNdS3rI67A+fHe/zhExmoDNr4Mx4nyfdfau4bOGOyo4XXeeQo7rPdYBkosLRkf0d2OM6hEsdDZ1bS57bs6+9tmMBSf7v5b75175YnzfiPNc5ktneer+W70kyCAO/cB1CRCQN/Mh1ABcCzW27yl5Yu72tom4hMNB1HpdsxAarNtYkpFl1ycjJuzCmX/99x8pXntw7v6zB/7LrHHJYb3ie97rrEMkkqQsBruUXFYeBn7nO4YKN2FDl+qoV+18rP8lGbNJfWXj09A8t942assB1jmTX0B4eY63tcJ1D+r2/eZ63x3UIEZFUl7f4zjXAC65zJIqN2FDtRt+Kyte2nGjDkZNd50kGNVtqX8YyLRHn2jh+Tk0iztMfWMi4+ZE959S0BFWcSE6abXQIFY6O7ndEe3H0G51N/p2+5/bsbK1sWwBkuc5zNM/NuGDVayeeoaJRLwXDttx1Bun3fuY6gIhIGvmh6wCJ4G9q21m2fO3O9sq6BSSgl08qCHWGaprLWs5I1Pm2j5mR9N8LUknEknXDH0tOa+4IrXedRd6mCnjCdYhko8LRUeQXFbcCha5zJIK1NlK1sXpF2Sv7T7Rhm+86T2+8OT5/XfHJ7zkbY5KyWXcyau4Mq8mbuLTW8zyt6xcRiZG8xXf+E9joOke82EgkWLth9/Kq17dMseFISnw+TZSKtZXbgIT1r6wZPHJios7VXwTDNuezD5bMaA+EN7vOIgfd73me33WIZKPCUe/cBwRdh4inQGtgT8lzpZtb9rcuIEXWipcOn7jj92d/dAbG6KpTH1Q3B7VUTVz6uesAIiJp6MeuA8SDv7F1R9kL63ztVfUL0Syjt+mo79jibw5cmKjztWUPagybzCmJOl9/0hGMDPnsg74TAqHILtdZhE7g165DJCMVjnohv6h4P/CY6xzxYK21NVtrV+59qWxsJBRJmd3IanOH7//pRdcNxRjtEtZH++oD1nUG6beqSNP3UhERx/4ElLkOESs2EgnWvLlrRdUbW6fZSGS26zzJxlprK9ZWhYGEzbjfNnbGLs3wj5+WzsiIJQ+VDAmFbanrLP3cw57nqZdXD1Q46r2fuA4Qa8H2YFnJ86Xrm0qbLwZyXefprbbsQY3fu+TmTmsyxrvOkopKav0pMaNM0tKvPM8LuA4hIpJu8hbfGSRNZnT6G1q2lr2wrqSjumEBkO06TzJq8DW+nOgLvhvHz2lN5Pn6o7q20LibHinJDEdshess/ZQF7nUdIlmpcNRL+UXFbwJ/d50jVup21L9YunLfsEgwkrCGerEQzMj0f+ddXygNZWbPcJ0lVe2p9Q93nUH6JT+a+isiEk+FQJPrEMfKRiKBmvU7l1et3naSjURmuc6TrCKhSGv9zoaE73jsGzklL9Hn7I8qmoKTbn28tD1ibZ3rLP3QU57nbXUdIlnFvHBkjFlojLHGmNGxHjsJfMd1gOMV7AhVlrxQurrB13gRMMR1nr6wYL+/8Ka17QNyT3edJZXta/CPc51B+qXfep5X5TqEiEi6ylt8ZwspuqFLZ0PLlrIX1pZ21DQuJAV29HWp8s3q1UDCP8s15wyZnuhz9lcltf4ZdyzdV22tbXadpR+xwLddh0hmx1Q4Msb8oas4ZI0xQWOMzxjzY2NMryrR3YpLB251xpjnjTHz+5ij+zgRY0yzMWaDMebnxphpx/LajiS/qPgV4IVYj5soDb7GVaUr9uaE/eGzXGc5Fveff/XK2sGjznedI9W1dEZG6AeRJJgf+L7rECIi/cDPgZRZEmwjEX/1uh3Lq1dvm20j9iTXeZJdoDVQ2l7TnvDPwtV5o/ZaY0Yl+rz92daKjvy7l+0vsdZqU5vE+LPneZtch0hmxzPj6FlgAjAd+DpwI33f0eGUrjEWAjXAM8aYsceQ5RTgBGAe8K2uXzcaYxYcw1hH8904jBlXIX+ods+Kva/W7aifDwx3nedYPHHaB1fsHDM9Hv89+yV/SGunJaEe8Dxvv+sQIiLpLm/xneXAo65z9EZnffPmfS+sLeusbVoIZDqOkxLKV1dW4WD3403jZ6dN4/VUsrq07fR7/1O52Vqb1rt7JwHNNuqF4ykc+a21ldbafdbaR4FHgCu7PX66MeY1Y0y7MWa1MWZeD2NUd42xkegysGHAuQDGmPcYYwLmkOq2MeYeY8yGw4yzy1q7lGghah3we2NMTH8Q5RcVPwe8Gssx46lpb/Ore17YS6gjdJ7rLMdq+fTzXl415ayLXedIJ00d4ZTtgSApxw98z3UIEZF+5MdEvwglJRuOdFav3b68es32OUSselb2UktF65pQZ+gcF+fePG6WCheOrNjefNZvV1avttaGXWdJY3/zPO/Q+oIcIpY9jjp4+84H3wNuJzr7pw54xBxmC0djTC5wTdcfD7wxPQfUAh/pdpwBFgMPHylI1/9YPyU6GyoezZ+TftZROBBuLH1x38s1W2rPA1K239TG8bPX/+WUy8/U9p+xVdUU0LRXSRTNNhIRSaC8xXduBpa6ztGTjrqmjfteWFvRWde8EM0y6jUbsaHqjTXDXZ2/bNgELVNz6OkNjec/9nrdy9bapC0IpzjNNuqFmBSOjDHnEC3oPNft7juttS9Ya7cR/Y8xB5h4yFP3GGNagVbgVmD1gTG6ij+PAZ/odvx8YDK9m4K7pevXmDdyyy8qfhpYE+txY6WlvGV1yfOlncG24AWusxyPvcMm7Hzg7I9PwxhtHx9jpfUp0/5AUlsHKVBoFxFJQ7eTRL2OIuFIR9WabStq1u44BWtj3oc03dVuq1tlHc3OCpnMQGfWQPWfcuxPr9dd9I9NjStd50hDxZ7nrXMdIhUcT+HocmNMqzGmE3gFWAl8vtvj3ad7lXf9emj/okuIzkj6OFACXH3IGs6HgfnGmCldf/4EsMJa25t1tgdmqMSrMntrnMY9ZpFQpGXfy2UvVm2oOQsY7zrP8agfNKzi3ouuH4wxw1xnSUcltf5BrjNIv/ALz/PUT0tEJMHyFt+5G/il6xwAHbWNG8peWFvlr29ZQBx2dE53IX+otmlv81xX598zctIuXcRNDr9eXr3gpZ0ty13nSDOabdRLx/PmvRKYC8wGcqy1V1lrq7s93r0AdKB4c+j5Sqy1O6y1jxNtav1n0+2NyVq7FtgGLDbGZBNdtnbEZWrdnNz1q6+Xx/dJflHxSpJoGnBrVds633N7mvzNgYt6c/yTrTVcUbmZXzcf+TvdnmAnd9SV8OHKLVxTvZ3HWqvpPktynb+VG2p28tGqrdzbWEbQRg4+1hEJs6RmJ6XBzj69lvasnKZ7Lv18q83ImNCnJ0qv7an1j3CdQdJeM9pJTUTEpbuBBlcnj4TD7VWrt62oWbfTw9qprnKkuoo1VVuJ9oF1YuP4ObWuzi3v9MN/li/csK9thescaeIpz/OSdhVRsjmewlF7VzPq0hh1ev8j0R5JNx1y/8NEZxpdDuQBTx1toK6G2LcAu4H1Mch2OLcRbfzqTCQcaS97rXxF5bqquVgm9eY52wLt/KujgalZR7540B4J842GUoZnZvGTUdP57NDx/KWtjr+210XPbS0/aSzj8twR/GjkNHYFO/hX+1ufTx5ureainKFMyc7p9esJmczAd971hZJgZramxMZRWYNfRTmJt3s9z6t3HUJEpL/KW3xnPY6WC3fUNL5Z9sK6Gn+DZhkdj46Gzq3+Zv98lxm2j5mhXlRJ5ut/LbvYV9P5kuscKS4AfNV1iFSSNG/k1toI8DPgdmNMXreHHiE6e+huYJm1trmHp481xow3xsw0xlwFLCfaFPvT8exAn19U7AP+L17jH017bftG37N7qjsbOhfw1tK8I2qLhLm3qYwvDJ3I4KNsOLe8swm/jXDLsIlMyc5hfs4wrsobzd/a6rDW0hwJ02zDvD93JCdm53BOzhDKwtE62o5AO+v9bXx08Jhevx4L9gcLb1zdNjBvbq+fJMekM2gHR6ytc51D0lYtcK/rECIiwn3EafZ9TyKhcFvVG1tX1qzfeRrWTjn6M+RIKtZUBnH8fa06b9QJLs8vPTK3Pl56fkVj4BXXQVLYfZ7nJey9MR0kTeGoy++BLOCLB+6w1pYCLwGnc/hlapuBCmAd0XWK64DTrLWJaCD2HaD6qEfFUCRs/eWrK1aUr648BcvUvjz3/uZyLsgZymkD84567PZAO6cMyGWgeeufybyBg6mPhKgKBxmWkcnIjCzW+Vvx2whbAu1MzcohbC33N1fwuWETyDa9/yf26/P+Z2X1kNEp3dA7lXQGbZXrDJK2/tfzvBbXIURE+ru8xXcGgDsSca726oZ1ZcvX1fsbWy+mlxc05fAaShpXRUKR01xmaMse1BjOyJzqMoP0LGLJvOmRkjPr20KrXWdJQXVEv8NLHxxT4chae4219oOHeWy5tdZYa2u73ben677Vhzum6/42a+1Ia+09h9x/cdfxxYc514HbEGutZ639grU2IRXE/KLiZuAbiTgXRKesljy3Z197bUefp/7+q72eilCATw4e16vjGyIhhmVkve2+4RnRWUqNkRDGGG4bPonHW2u4qXYX07NzuGzQCP7cVstJ2TkMz8ji9roSltTs5NGWI9fWlnrvW7Ft7MwFfXk9cnwa20NNrjNIWloDPOA6hIiIROUtvvMJ4NV4jR8JhVsrX9+ysvbNXXOxdnK8ztOfREKRtrrt9THfGbqvto2dsRtjVARMUqEIA5Y85Du5pTO84ehHSzff8jyv0XWIVJNsM45S1QPApniewEZsqHJ91Yr9r5WfZCN2Zl+fXxby88eWar48fBJZMXz/P3lAHveOnsEDY2Zxw9ATqA4H+HdHA9cMGc+9jWVcOmg4Px01nRc7m3ijs+cJCCunnvPKymnn9qqpt8RORWPAaX8uSUsWuNnzvMhRjxQRkUT6cjwGba+qX1u2fG1joKlNs4xiqGpD9RuA836Um8bN0ezhJOcP2dzPPuib2hGIbHWdJUVsB37lOkQqUuEoBvKLisPArfEav7PJv8v33J6drZVtC4gu5euz7YF2mm2Ym2t3cWXlZq6s3MymYDv/aK/nysrNb9sN7YARGVk0RUJvu68xEm0ZNTyj5xi/bK7g6iHjyAB2hTq5OGcYuRmZnDNwCBsCbe84fvPYk95ceur752H6sKZNYqK0LqBmhxJrD3meF7er2iIicmzyFt/5Mr3YYKa3IqFwS+VrW16s3bB7Xm83Z5HeCbQF97VVt5/nOgfA7lEnHr23hTjXHogMvf4h35hAKKKePUd3m+d5oaMfJofSl/UYyS8q/g/wTCzHtNZGqjZWryh7Zf9kG7b5xzPWuTlDuW/UDH7e7TYzK4eLcobx81EzyOrhItHsAblsDrQT6FZUWudvZWRGFuMys99x/LPtDeSYDC7MGcaBZ4SwB3+NdP3+gLKh43f/5txPTMGYI2/vJnHhq+0c5DqDpJVmtDuFiEgyu53oTkLHpa2ybk3Z8rXNgeY2zRaPg/LVFfuB3m9JHEfNOUOdL5eT3mnqCI++4Y8lg0IRW+Y6SxJ7wfO84qMfJj1R4Si2vgwEYzFQoDWwp+S50s0t+1sXAMddWBmckcmU7Jy33XJMxsH7jTE82FLF1+v3HHzOgpxhDDQZ/LxpP6XBTl7ubGZpWy0fyhv1juXOjeEQj7XWcMPQCQfPd2LWQP7aVsvuYAerOps5eUDuweMbcoZW/uTi63MwZvjxvjY5NqV1/lGuM0ha+ZbneWq4LiKSpPIW37kb+OWxPj8SDDVVvLr5pbqNvjOxTIxhNOnSWtm6NtQRSorZRtV5o/ZaY/RZMYXUtoYmfOHRPeFIxCZ046YUEQJucR0ilR3TsifpWX5R8fat117xK+ALxzqGtdbWbqtb2VTafDb0bce049UQDlEZeutCVF5GJt8eMYVfN1dwa52PwRmZXJk3iitz3/kz5LctFVyZN4rR3WYi3TJsIj9v2s8z7fVcMmg4FwwcCkBH1sDm7176+aZIRubs+L8qOZzyxuAEa601anoox28r0S2fRUQkud0NfAoY2ZcntVXUrq7bVDIRuDAuqXrpsiefpbyt4x33XzxpLL++7Nx33F/f6eerK9exo6GZRn+QUTkDuOTE8dwybw5DBkQ/s+5vaef2l9axpa6Jk0cN4/sXnsHEIW9d7PziC28w/4Sx/PfsKfF7YUT7mVZtqBka15P0wabxs8uAE13nkL4pawhM+fITpTvv/eiUbGPMCNd5ksi9nuepifhxMNbaox8lvbb12itGAruAPv+PGmwPlu17ZX9NJBg5I/bJkkPYZAS/8Z4vb2wdOHie6ywCf71pVlVGhundNnsih/duz/OedR1CRESOru3Ruz9DL3e/jARDTVWrt20KtnbMj3OsXqnv9BOOvPXdpabDz0eWreS7F87lypnv3NCtsTPAP/eUc+ro4QzPGcDe5ja+8+pGZo0cyk8XngVEC0PZGRncfMZs/m/tdiLW8rNLoo89W1rBg1t8PHT5BXHfXKxma+2KptLmpNlh+BfnX71i55jpSZNH+ubUiYM2f+e/Jk8xxgx2nSUJ+IBTPc9rdx0klWmpWozlFxXXA1/v6/Pqdta/VLpy37B0LhpZsD9c8LnXVTRKHu3BiKayyvH6s4pGIiKpI2/xnb8Dnj/aca3lta+XLV/XkSxFI4CROQMZk5tz8LayrIrB2VlcPvWEHo8fnjOAj82ZyimjhzNxcC7nnzCGj82Zypqq+oPH7G5s5UMzJjN16GCunDmJ3U3RjcRaA0F+tHoL3zr/tLgXjUL+cF1TafPpcT1JH+0bfkKfZqVJctm4v+OUe/5evtNa2+k6SxL4nIpGx0+Fo/j4FfBibw4MdoQqS14ofaNhd+OFwJD4xnLrN+d+YmXl0LFJ8+FDoL411Ow6g6S0NuK4o6SIiMTN9cA713wB4WCoseLlTavqN5ecA4xPbKzes9by5537WDRjEjlZvdsotrq9k2dLKzl73FttF+aMHMorFTVErOXl8hpmj4iuFrt3zVaunDmZ6cPj//G8Ym3lZmB43E/US2GTEezMGniS6xxyfF7ztZ5x33OVG6y1/XkXsUc9z/u36xDpQIWjOMgvKrbApznMD+QDGnyNq0pX7M0J+8NnJyaZO3855b0rt4ybpemuSaa8MdCff5DI8bvN87xS1yFERKRvuhplf+PQ+1vLal7bv3xdINiWPLOMDufl8hrKWtv58Kyjt+H5fyvWMO+Pz7Dwif+Ql53Fdy+ce/Cxr5x1MiVNrVz21LOUNrfxlbNOZl11PWuq6vnY7Cl8ZeVa3vPUc3xlxVpaAzHZA+dtOhs7t/ub/E57Rx2qZMTknRiTFDu7yfF5dmvzOUWral63tts22f1HA/Al1yHShQpHcZJfVLyLwyxZC/lDtXtW7H21bkf9fJLo6kK8rJpy1qvLp5+fVD8QJWpPnV/vAXKsniM6u1JERFLTT4HVAOFAsL785Y0v12/dcy4w1m2s3nlyx15OHT2cOSOHHfXYr559Ck8tuphfXHo2+1rb+N7rmw4+Ni5vEL+67Fye/8i7+dVl5zIiZyB3vbyBuy44jd9u3EWWMfz9qkswBn715s6Yv47yNZWdJNl3so0T5tS6ziCx89d1DRcsXVP/kuscDnzF8zy15YiRpHqTSkM/A17tfkfT3uZX97ywl2TZajPeto2ZsfGJ0z44F2P0by0J+Wr8apgnx6IF+LTnedpdQUQkReUtvjMMfKZlX/Wq/SvWh0NtnRe4ztRbdR1+nt9X2avZRgBjcnOYPnwIl544nrvOP40nd+yloofd2QAe2LiLs8aP4oyxI3mtopbLp55AVkYGH5g2kdcqY1tPadzT9EokGEmq3kYA28fM0Of2NPPQK7UX/2dL43LXORJoBfB71yHSid4U4ii/qDhCdMmaPxwMN+19ad/LNVtqzwNGO46WEOVDxpb86rz/maSprslrb72/X/xblJi71fO8va5DiIjI8clbfOeGhm2lzwJjXGfpi7/u2seAjAzeP21in597YEPpQPidK3d8jS38bfc+vjRvDgARC8FI9LhgJPK2Hd2OVyQcaa/dXjclZgPGUHXeqL7/xUrSu++5qoWvl7Qud50jAdqB63WBM7ZUOIqz/KLirS0VrV8uea60PdAaTJkrOcerKWdI9Y8W3JCNMSNcZ5HDq2wKTrDWhl3nkJTyD8/zerWNs4iIpITvAutch+gtay1P7dzL+6dNJC87622PPbK1hA/8+a0N45bvq+Kvu/axs6GZ/S3trNhXxV2vbOD0MSOYMjTvHeN+85UN3Hb2KQwekA3AmeNG8sT2UkqaWnls+x7OHBe7jcaqNtS8jqXn7eAcas/OaQpnZE51nUPi4ztP71+4pbx9pesccfZlz/N2uA6RblQ4SoCqN6t/Dfhc50iUzswBrd+59At1kYzMSa6zyJFFLFlhS4XrHJIyGoHPug4hIiKxk19UHAQ+BQRcZ+mN1yvrKG1u63GZWkNngJLmtoN/HpCZwePbS/nk31fxwb++wPff2Mwlk8fx68vOecdzn9hRysicAbzrxLc2krtp7iww8JFlK8nARP8cA8H2YFlbVdu5MRksxraNmbkLY4zrHBI/ty/dd1FpnX+V6xxx8rTneb92HSIdGWs1gysRlk3wpgNvAmndUyZsMkJ3vfvW9c05Q85ynUV65+HrZqwfOihrrusckhKu9jzvIdchREQk9rZee8UdwD2uc/QHpSv3vhJsD53vOkdPHpz34eVrJ5260HUOia8MQ6jwU9PXjBuanZQFzGNUDZyqhtjxoRlHCbKoYpOPfrAd4I8vXvKqikappbY11Oo6g6SEYhWNRETS2g+BdJ2FkDRaq9rWJ2vRCMA36sS8ox8lqS5iybrx4ZK5je2hta6zxNBnVDSKHxWOEmhRxaYHgGLXOeLlgbM/trx82PgLXeeQvtnfEAi5ziBJrw643nUIERGJn/yi4jDwcaLv+RIH1tpw1ZvVSV2YacoZOs11BkmMYNgOvP5B3+w2f3iT6ywx8BvP8552HSKdqXCUeJ+F9OspU5x/2cqNE/IXus4hfVdS6892nUGSmgU+5XlelesgIiISX/lFxfuAq4m+90uM1W2vX2Uj9iTXOQ6nOm/kPmuMdtztRzpDNu+zD/om+YORVG4mvYN+sLLHNRWOEmxRxaZq4KNA2szyeOXEea8/N/PC+a5zyLEpqfUPcZ1Bktr3PM/7u+sQIiKSGPlFxc8AP3GdI92EA+GGxj1Np7rOcSSbx83e5zqDJF6rPzL8+od8I4Jhu8d1lmMQAj7peV676yDpToUjBxZVbHoRuN11jljYMXra5sdOv8LDmEzXWeTY7K33j3GdQZLW88A3XIcQEZGEuwN4xXWIdFKxtnIjMMJ1jiPZPG5W0HUGcaOhPTzmxodLssMRW+46Sx/d7nneG65D9AcqHDmyqGLTT4ClrnMcj4rBY/b88vyrx2NMrusscuxqW0LjrLUpsQWvJFQ58HHP88Kug4iISGLlFxWHiM6Qr3edJR10NnXu7Gz0J/3s/LLhE0a5ziDuVDUHJ37xT3v8EWtrXGfppSc9z9PsyARR4cita4muyUw5zQMH1/xw4ecyrDH6AZPiLGSEIunXd0uOSwj4qHamEBHpv9TvKHbKV1e2Akk9Oz9sMoIdWTkzXecQt/bWB6Z99am99dbaJtdZjmIL8GnXIfoTFY4cWlSxqQW4CmhznaUv/JnZbd951xdqIhmZJ7rOIrHR2hmudZ1Bksrtnue95DqEiIi4lV9U/DRwr+scqayxtOnVSDByhuscR7NnxKRdGJPjOoe4t72yc/ZdxWV7rbXJ+h21BbjK87xW10H6ExWOHFtUsWkzKbTNddhkhL576Re2+rMGnuw6i8ROTUtQDeXkgL9o2q+IiHRzO+p3dEwi4UhH7ba6Sa5z9MbG8XNSZXmSJMC6ve2n/vCfFduStJ3FNZ7nbXcdor9R4SgJLKrY9CjwS9c5euPeiz77StOgoWe5ziGxta8hoD42ArCL6BJaERER4GC/owKgzHWWVFO9seY1LClRONo2dqa+F8rbrNrVcuavl1evtdYm0/eEH3me92fXIfojvUEkjy8Br7kOcSRFZ/338rLhJ1zkOofE3p5a/0DXGcS5DuDDnucl+5p2ERFJsPyi4grgClKsvYJLwfZgeWtl2zmuc/RWTd6oia4zSPL5x6bG8x5+tfYVa20y9Dp7geiOj+KACkdJYlHFpgDwESApm9E+M+fSF9efcMpC1zkkPkpq/UNdZxCnIsAnPc9703UQERFJTvlFxeuAT6Jm2b1SvrpyD5ASOw+3Z+c0hTIyp7rOIcnpydX1Fy57s3Gl4xilwMe02687KhwlkUUVm/YRvZrT4TpLd29MOv2Nf5908fmuc0j87K33j3WdQZy6TdN+RUTkaPKLiv+KrvgfVVt125vB9uAFrnP01vYxM3ZhjHGdQ5LXAy9WL1ixvXm5o9M3Ae/Xbr9uqXCUZBZVbHoN+B+S5GrOrpFTtjx8xn+djDFZrrNI/DS2h8dYa9Ugu3+6X82wRUSkt/KLin8A/MF1jmRlrY1UvlmdUruTbRw/p8V1Bkl+P/l3xcK1pW0rEnzaINEd1LYk+LxyCBWOktCiik1Lie5g4VTV4NGlv5h/zRiMyXOdReIvGLYVrjNIwi0Dvug6hIiIpJwlgOulK0mpbkf9SzZsZ7vO0Re7R01JiSV14t5dxWULdlZ1vJjAU37W87znE3g+OQwVjpLUoopNPwR+4+r8LQPyan+w8EasyRjjKoMkVnNnuN51BkmoNcDHtVZcRET6Kr+oOABcBex2nSWZhIPhpsaSplNc5+irppwh01xnkNTx/57YO7+swf9yAk71bc/zHkzAeaQXVDhKbjcCTyf6pIHM7Pa73/WFqnBG5pREn1vcqW4OJlVvLYmrvcAHPc/T7jgiInJM8ouK64BFRPuPCFCxtmo9MMp1jr6oyR1ZpgvF0hcWMj7/6J6za1uDb8TxNA95nvfNOI4vfaTCURJbVLEpDHwUeC1R54xgwt+99POb/Nk5KXe1RI7P3vpAUvTVkrg70GCw0nUQERFJbflFxVtJwo1dXOhs8u/qbOic7zpHX20eP2uv6wySesIRsm94qMRr7givj8PwLwDXxWFcOQ4qHCW5RRWb2oEPANsTcb6fXnTdy42Dhp2TiHNJcimp8Q90nUHi7kCDwc2ug4iISHrILypeCRQQ/RnTb1WsqWwG3rGZzKMt1VxRufltt09VH/lj/Z5gJ3fUlfDhyi1cU72dx1qrsfat63vr/K3cULOTj1Zt5d7GMoI2cvCxjkiYJTU7KQ129ir3pnGz+/V/Nzl2gbAd9NkHfTPaA+FYNq7eTPSzqv5dJhkVjlLAoopNdcDlQFybFz80r2D53hGTLornOSR5ldR2DnedQeIqAlyrBoMiIhJr+UXF/wAWA/2yb17TvubXwoHwvMM9PjFzAA+OmXXwdt/oGYcdqz0S5hsNpQzPzOIno6bz2aHj+UtbHX9trwMgYi0/aSzj8twR/GjkNHYFO/hXe8PB5z/cWs1FOUOZkt27jd3Khk8Y2dvXKXKojmBkyPUPlowPhCK7YjDcTuAyz/MaYzCWxJgKRyliUcWmPUSLR3XxGP+fsxa8tGbSaQvjMbakhrKGwATXGSRuLHCd53mPuA4iIiLpKb+o+Cngs0R/5vQbkXCks2ZL7QlHOibTGEZkZh+8Dct4x8Skg5Z3NuG3EW4ZNpEp2TnMzxnGVXmj+VtbHdZamiNhmm2Y9+eO5MTsHM7JGUJZ2A/AjkA76/1tfHRw71oWhU1GsCMr56Q+vFyRd2juDI9c8lDJkFDYHs+yx1LgXWqlkLwO/64lSWdRxaYNyyZ47wKeB2J2dWDNRG/1P2Zfcl6sxksGHRVbaH6zGH+tj3B7PaMX3MSQ2ZccfLzhjT/R5nuFUFsdJiOLAaOnMeKsj5Ezfs4Rx7XhII3rltK6cyWhtnoyBw1n2OmLGOZ9IHresjepXfUA4fZGcqeczZgFn8NkZgMQCXawf+lXGPee2xgw8sT4vfhj1OqPDLPWNhljhrnOIjFlgRs8zytyHURERNJbflFx0dZrrxgK/Mx1lkSp3lT7KpaFRzqmMhTgmurtZBnD7OxB/M/gcYzPGtDjsdsD7ZwyIJeB5q3r+/MGDuaR1mqqwkHGZWYzMiOLdf5W5g4czJZAO5cOGk7YWu5vruBzwyaQbXo3N2DPiEm7MebIH35FeqGuLTTupkdK9v3yk9MqMzPM+D4+vRy41PO8ffHIJrGhwlGKWVSx6c2u4tFzxKB45Bt54taH5n14Dsak1b8FG+wke+RkBs9aQM0L973j8ezhExl14XVkDRmHDQVo2vg0lf/4LpM/eh+ZucMPO271cz8l1FbP6IuWkDVsAuGORmwoED2njVD9/M8ZPve/GDRpLtXP/piWrc8y1HsfAA1vPMbgGfOTsmh0gD9kK3OyVThKMzd7nvcb1yFERKR/yC8q/nlX8ejbrrPEW7AjVNFa0Xr2kY6ZPWAQt2RNZGLWQJoiIZ5oreG2+hJ+MXoGQ3uYedQQCTGq66LjAcMzMgFojIQYnzWA24ZP4oHmSn7bUslZAwdz2aAR/LmtlpOycxiekcXtdSU0REIsyBnG4iFjD5tt0/g51UBKFY6OdnG4ZvkvaN2x/G3PGTj2JE648nu9Gr+zcisVy75J9vCJTPrIT986bwpfHE6Uiqbg5FsfL939049Nqcswpre7C1YTnWnki2c2OX4pvVTNGDPOGPNTY8xOY0ynMabaGPOyMebzxpjBMTzPcmOM7boFjDG7jTHfM8YMPOQ4a4z5cKzOeziLKjatBy4D6o9nnOq8kfv+b/61o4nh31WyyD1xHiPP+QR508+HHq66DD7pYgZNPI3soeMYMHIyo86/GhvswF+357Bjtpetp2P/Jsa/72sMmnQ62UPGkjN2FoNO8ACIdLYQ6WxmyMnvZcDIyeROOYtAYxkA/uqddJS9yfB5cf/ncVyaOsKNrjNITN3ied4vXYcQEZH+Jb+o+G7gR65zxFv56gofkHekY84cOIQLBw1jWnYOcwcO5s4RJ2KxPN/ReMznPXlAHveOnsEDY2Zxw9ATqA4H+HdHA9cMGc+9jWVcOmg4Px01nRc7m3ijs+Ww42wbMyPlvgseuDg86oJrMZk9z9rKmXgakz/524O3cZd/rVdjh/2t1LxwH4Mmnvr2c3ZdHB6a/x5O+NA9BGp307L12YOPp8LF4UQpqfXP+NrSfdXW2uZeHF4PvNvzvG3xziXHL+XeLA4wxkwF1hLt+3MnMA84F7gHeBfRrUFjqQiYAMwEbgNuAu6K8Tl6bVHFpnXAu4GGox3bk9YBufXfX3hTyJqM3i2CTmM2HKRl638w2bkMHDX1sMe173mDgWNn0LRhGXsfuZ59j91M3arfEQlGd6DNyBlKZu4IOsreJBLy01m5lQEjp2AjYWpfLGTURdcfvDKRrCqbAr3bgkNSwVc8z/u56xAiItI/5RcV3wb82nWOeGmrad8QbAvO7+vzBmVkcmLWQMq7ZqwfakRGFk2R0Nvua4xEe44PP0xvpF82V3D1kHFkALtCnVycM4zcjEzOGTiEDYG2w2apHjz6iL2ZktHRLg4DmMwssnJHHLxl5gzp1di1K37J4FkLGTh21tvuT4eLw4m0paIj/+6n95dYazuOcFgzcLnneRsSlUuOT8oWjoBfEd0l6Cxr7WPW2i3W2hJr7dPW2iuBPwEYY4YZY37TNRupxRizwhhzVveBjDFXGWM2GmP8xph9xpj/NcaYQ87Xbq2ttNbutdYuBf4DvCcBr/OwFlVsWkt05lGfikeBjKyOu9/1xf3hzKxp8UmWGtpLV7Pn959kz+8W07TxGSZ84M4jLlMLNVfhr9xGoK6Use/+f4yafx3tZeupWX4/AMYYxl52K43rnmL/k19iwKhpDJlzKU1v/o0BY2aQOWgY5cV3su+xm2lY/XiCXmXflNb1/CFGUs7XPM/7sesQIiLS790I3O86RKxZayOV66uO6WpgwEYoCwUYmdlzEWj2gFw2B9oJ2MjB+9b5WxmZkcW4Hi5APtveQI7J4MKcYRx4RqirP3kIS+Qwvcrbs3OaQhmZafldwF+5jdKHPs2+xz9PzcpfEe5oOupzmjf/k3BHE8PPKHjHY+lwcTjRVu9pO/3e/1RuttYGe3i4BXi/53lvJDqXHLuULByZ6JrJ9wL3W2t7LKNba21X8ecZYCLwQeAMYCXwvDFmQtdYZwJPAn8GTgVuB+4Abj7C+U8H5gM9/Y+QUF3Fo3cDjb05PoKJfO/Smzd0ZuecevSj01vOCR4TC37EhA99l0GT51L97L2E2g9fg7M2AhjGvuuL5IydRe7kuYya/xnaS14l3N4YHXN8PhP/6wdM/vgvGX3hZwm11NCy7VlGnvspap7/OUNmLWTiVT+ibfcq2veuScwL7YOS2s5BrjPIcfum53m9W8gvIiISR/lFxTa/qPhmIK0uZtTvbFhlwza/N8f+vrmSTYE2KkMBtgfa+X7jPjpthEsHDQfgwZYqvl6/5+DxC3KGMdBk8POm/ZQGO3m5s5mlbbV8KG8Uh17XbgyHeKy1hhuGRjfGHdw1m+mvbbXsDnawqrOZkwfk9phr+5gZu98xYBoYNGkuoxd+ngkf/CajzruaQPUuKp6+Cxs+/Ne2QH0pDWufZMwlX8B09ZPqLh0uDruwYnvzWQ+8WL3a2m5V0OiEh3d5nrfKVS45NilZOCK6XMwA27vfaYwpM8a0dt1+DVwCzAU+bK193Vq7y1p7J+AD/qfrabcCK6y137TW7rDWPkL0h9tXDznn9V3j+oH1wBiSZO32oopNa+hl8ej/Lvz0S/W5I86Ne6gUkJGdQ/awCeSMm8WYBTdCRiYt25497PFZuSPIzBtJxoC3lrIPGD4JgFBrbY/PqX2xkJHnfhJjDIFaH3kz5pMxYBC5U86iY/+m2L6gGNhT64/Zbn3ixDc9z0v7ZqQiIpJa8ouKv0KaNMsOB8NNDb7GXhWNAOoiQX7cWMaNtbv4XuM+sjH8aNQ0xnb152kIh6jstmwtLyOTb4+YQl04xK11PgqbK7gybxRX5r6z1/BvW6KPje422+WWYRN5zd/C1+v3cEHOUC4YOLTHXBvHz+5ND5qUM3jmheRNPZsBI6eQO+Usxr3vfwk2lh/2gq0NB6l+9qeMPPdTZA8dd9hxU/3isCvL3mw8/4nV9QeKRNXAQs00Sk1ptZMWcBGQCfwGyAHOBHKBmkMK6jnAjK7f5xOdldTdS8A3jTFDuzX2ehz4FjCUaFGpoWvJWlJYVLFp9bIJ3ruBfwI9drF/ZO6Vy0tGnrgwocFSibXYcOiwDw8cP4c23ytEgh1kZEcn5gSbygHIGvLOVlEt258nIyuHvOkXEPZHJ8bZrjXqNhIiWvtMLvsbAhNcZ5BjEgFu9Dyv0HUQERGRnuQXFX9z67VXtAE/cJ3leFSuq1oPLOjt8V8ZPvmIj98yfOI77puancP3Rx19FVlPY8/MHsR9o2ce9bm7R07peSpSmsnKG0nW4FEEmyp6fDzU3kCwsYzaFfdTu6JrVaW1gKXkt//NuPd9jdxJc9/xvB4vDmfnHLw4nHvimfF7USnmkVdrL8obkFH8wdNH3OZ53vajP0OSUaoWjnYBlkO2j7TWlgAYY9q77soAqogWlA7Vmyp790XBTdbaXV3jfxLYbIy5xlr7h75Fj5+u4tGFwL+At7X1f3bmhatenzy31z/kUl0k2EGwqTL6Bxsh1FqLv7aEzJzBZAzIo/HNv5E75UyyckcQ7mimefM/CbXVMXj6+QfHqHnh/wAYc8kXgOgVjMa1T1Gz/H5GnPlRIoE26l4uInfaeWQOevsO9uGOJhrXPMmEK74DQObAPLJHTKZ5QzG5086lzfcqoy64NgF/E33TGbJ5EWtrM4wZ7TqL9FonsNjzvL+4DiIiInIk+UXFP9x67RUNRJtmp9zKB3+z39dR33mB6xyx0DRoaFr2NzpUuLOZUFs9mbkjenw8K28kEz9879vua97yLzrK3mTce25Lm4vDju34zcrqL9z+iYtKXQeRY5eShSNrbZ0x5t/AzcaY+6y1rYc5dC0wDohYa32HOWYr0X5F3V0IlFlre9y/0lobNMbcA3zPGPOEtba9p+NcWFSxaduyCd4FRGceeQDrJpy8dln+Zeek4zrmw/HX7Kby6bsO/rlxzeM0rnmcwbMWMurCzxJs2Ef19ucJd7aQmTOEgWNmMOGKbzOg265qhy4/y8gexPgPfIO6Vb+j/C9fJWPgYHKnns3Icz75jvPXvfx7hp62iKzBb03+GrPwZmqW30/z5n8w+KQF5E47L+avOxY6g5Hq3AGZKhylhibgCs/zVroOIiIi0hv5RcW/7SoePQL0vJ96kipfU1kPTHed43jV5I4ssyZjkuscx+KIF4cHDqZhzRPkTTuPzNwRhFqqaXj9UTIHDSVv6ludOrpfHDYZWQwY+bbr7WTmDMVkZr/jfkjdi8MOrQUu9xUW1LgOIsfHWNtzp/1kZ4yZDqwiOnPoLuBNIER0edoPgX8D1xFthj0cuA3YBowHLgeetda+aIyZB7wB3A08CpxN9CrI16y193WdazmwyVp7sGG2MWYAsAf4mbX2h133WeArwKGNcnzdlrwlxLIJ3nBgWcmISWN+duF1J2BM7/ahlH7vV5+c9srEEQPOP/qR4lg50W1MN7oOIiIi0ldbr73i3cBfgLyjHZsMmstaXq/eVHOO6xyxsHz6ea/8xXtfSn7W6yjf9LaLwwccuDhc/e8f4q8tIRJoJzN3OINO8Bhx1sfIGvzWNdGKZd8AYMKinttuNax+nLaSV5n0kZ++47Hq537KwHGzGea9/+B9/prd1Cy/n3BbLYNPWsDICz7dn67XH8ly4ApfYUGPkzEktaRs4QjAGDOe6A5oHwAmE93lbCvRHdJ+Ya1tMdGCyXeAAmAs0aVrq4D/tdbu7hrnKqL9i2Z3Pf5r4B7b9ZfTU+Go6/6vEW2uPa3rXIf7y1xkrX06Zi+8l5ZN8HK++r47ft2ZnXN1os8tqesbiyYuP2vq4IWuc8gRbQfe63mepvyKiEjK2nrtFWcBxUBS91i0ERvY/Z+SCixTXGeJhfvP/9SKHWNm9JsWFuLEUuATvsICv+sgEhspXTiSo5u+ZGkGcC/wRddZJDVcfcHoFwvOHNVTXzBJDq8BH/A8r851EBERkeO19dorJgLLgDNcZzmcqo3VK1r2t6ZNoeX2y2/f0DFg0Gmuc0ja+i5wp6+wQIWGNJJyTemkb3yFBRFfYcEtwC1Ed14SOSJfjX+Q6wxyWP8ALlXRSERE0kV+UfF+ohvZJOUmD8GOUGXL/ta02SIrbDJCHdk5J7nOIWmpk+gso6+raJR+VDjqJ3yFBT8HPgy0uc4iya20zj/q6EeJAz8FFnmelzTN+EVERGIhv6i4jWhbie+7znKoijUVu4HBrnPESumISTsxRhcJJdYqgAW+woJHXQeR+FDhqB/xFRb8BTgf2O06iySviqbgCVZrWJNJB/BJz/Nu9Twv7DqMiIgknjFmoTHGGmPSdtfT/KJim19UfAdwDRBwHAeA9tr2TYHW4AWuc8TSxvGza49+lEifrAXO8RUWvO46iMSPCkf9jK+wYCPRneP+4TqLJKdg2A6MWKpc5xAgunPjfM/zHnEdRERE4ssY84eu4pA1xgSNMT5jzI+NMb3adaxbcenArc4Y87wxZn4fc3QfJ2KMaTbGbDDG/NwYM+3YXl3v5RcVPwi8C3Ba4LDW2op1VRlAWm2PtW3MjLR6PeLcU8BFvsKCMtdBJL5UOOqHfIUFDcAHiTYu08wSeYeOQKTadQbhOeAsz/PWuQ4iIiIJ8yzRHcamA18HbgR+3McxTukaYyFQAzxjjBl7DFlOAU4A5hHdfXgesNEYE/cm0flFxS8B5wBb4n2uw2nY3bjKhu3Jrs4fL9WDxyT1DnaSUu4G/ttXWKA2Cv2ACkf9VFfT7K8TXU/e4jqPJJe6tpD+Tbh1L/BeNcEWEel3/NbaSmvtPmvto8AjwJXdHj/dGPOaMabdGLPaGDOvhzGqu8bYCHwHGAacC2CMeY8xJmCMeVs/Q2PMPcaYDYcZZ5e1dinRQtQ64PfGmMyYvNojyC8qLunKnfCeKeFgpLl+V8PsRJ833tqzcppCGZnTXeeQlNcOfNxXWPANNcHuP1Q46ue6+h6dC+xwnUWSR3ljIOQ6Qz/VAXzC87wvq5+RiIgQ/bmQ3e3P3wNuJzr7pw54xBjT49IjY0wu0X5BAMGuX58jugTsI92OM8Bi4OEjBbHWholu1DAdOKOPr+OY5BcVt+YXFX8CuJ7o30VCVK6vWgeMSdT5EmX7mOm7Ocy/F5Fe2gSc7SsseMx1EEksFY4EX2HBVqJ9j/7mOoskhz21fr03JN4e4ALP87QbhYiIYIw5h2hB57lud99prX3BWrsN+DYwB5h4yFP3GGNagVbgVmD1gTG6ij+PAZ/odvx8YDK9m9lzYOlYQmet5BcV/5bohc7t8T6XvyVQ0lHXkVYNsQ/YOGFOs+sMktIKiRaNnC0hFXf05VAA8BUWNPsKC64EPg90Oo4jjvlq/Wmz7WyKWArM8zxvvesgIiLi1OXGmFZjTCfwCrCS6GezA7ovJyvv+vXQ/kWXEJ2R9HGgBLjaWhvs9vjDwHxjzJSuP38CWGGt7U1z2wOzVRK+PCW/qHgjcCbwx3iep3x1RS1vn+WVNnwjp+S6ziApqRH4iK+w4AZfYYG+J/ZTKhzJ2/gKC34BnMXbP5hIP7O3zp9207OTVDtwved5H/Y8r8F1GBERcW4lMBeYDeRYa6+y1nbfsKJ7AehA8ebQz/Ml1tod1trHiTa1/rMxZuDBJ1m7FtgGLDbGZBNdtnbEZWrdHGgW7evl8TGVX1Tcll9U/CngM8Rh6Vrz/pY3wv7w2bEeN1k0Dhoa913xJO28CpzhKyx4ynUQcUuFI3kHX2HBZqI7WfwM7brWL1U1B8d3TWeX+FlHdJbRb10HERGRpNHe1Yy69JBZQsfqj0Rnz9x0yP0PE51pdDmQR3RL7SPqaoh9C7AbWB+DbMcsv6j490TbLGyN1Zg2YoPVm2pGx2q8ZFObO6LMmgxdGJTessAPgIt8hQV7HGeRJKDCkfTIV1jg9xUWfAl4H1DpOo8kVsSSFbZUuM6RpiJEt1Y+z/O8uPdqEBGR/staGyF6IfB2Y0xet4ceITp76G5gmbW2p943Y40x440xM40xVwHLiTbF/nQyXFzKLyreTHSWfCExuNBZs6X2ZSxpOyNn87hZ+1xnkJRRBbzXV1hwu6+wQBvmCKDCkRyFr7DgX8CpwDLXWSSx2vzhGtcZ0lAJsNDzvK94nhdwHUZERPqF3wNZwBcP3GGtLQVeAk7n8MvUNgMVRGfIfrvr19OstSvjmrYP8ouK2/OLim8A3k10k4ljEuoMVTeXtcyLWbAktGn8bH3ukN5YBpzuKyz4j+sgklyMtVqJJL0zfcnSG4AfAkNcZ5H4++nHprw0Y0zOha5zpJHfAV/yPK/FdRAREZF0s/XaKwYTXVrzOd5q4t0re1eVvRRoCaT1Z57bL799Y8eAQae6ziFJqxr4gq+w4HHXQSQ5acaR9JqvsODXRKc1a/ZRP7C/IaCpqbGxH1jked51KhqJiIjER35RcWt+UfFNwKX0oXl3e13H5kBLYH78krkXNhmhjuycma5zSNJ6CMhX0UiORIUj6RNfYUGZr7DgCqI7cKj3URorqfWn5Va0CRQm2lci3/O8px1nERER6Rfyi4qXE22z8H8cpfeRtdZWrquEPs5QSjV7h0/chTGDXOeQpFMKXO4rLLjaV1hQ7zqMJDcVjuSYdG3JmA/8Fu28lpZKav1DXWdIYa8BZ3mep6VpIiIiCdbV++iLwAJg1+GOa/A1roqE7CmJS+bGxvFzql1nkKQSIVpY9br62YoclQpHcsx8hQWNvsKC64GFgHaHSjN76/xpuyVtHDUANwAXeJ633nEWERGRfi2/qPhF4DTgHuBtzaEjoUhr/c6Gk5wES7CtY2foO58csAWY7yss+KKvsKDVdRhJHXoTkePmKyxYSXRXjm9zyA9lSV21raHx1lq/6xwp5GFgjud5hZ7nRVyHEREREcgvKu7ILyr+X8AD/nHg/sr1VauBcc6CJVD14NETXGcQ59qBbwJn+AoLXnUdRlKPdlWTmJq+ZOkMojtaFLjOIsdv6Y0nlWRnZkxznSPJbQc+53neC66DiIiIyJFtvfaKK/wt/q/sW7X/HGCA6zzx1pE1sPn2990xGGM0YaB/ssAfga/5Cgv2uw4jqUuFI4mL6UuWXgjcC5ztOoscuz98esaakXlZZ7rOkaSaiRZJf+x5nmbaiYiIpIhlE7yBwJeArwFDHMeJq/UT8tcWnf2xea5ziBMrgVt9hQVrXAeR1KfKs8SFr7DgJeBc4H+AfY7jyDGqaQm2uc6QhPxEd0ub4XnePSoaiYiIpJZFFZv8iyo2fR+YCfyG6E6oaWnj+Pxm1xkk4XYDBb7CggUqGkmsqHAkceMrLLC+woKHgdnAnYAasKWYffUB9ep5SwR4CJjdtVtaretAIiIicuwWVWyqXlSxaQlwBvAf13niYfeoKbmuM0jCNAJfBk72FRb82XEWSTNaqiYJM33J0vHA3cA1QJbbNNIbi04f8cpnLx57vuscSeBp4Gue5210HURERETiY9kE7wNEd2A7zXWWWLll0TerrckY6zqHxFUI+DVwl6+woM51GElPKhxJwnU10P4a8ClUQEpqp04ctPm7V514iuscDr0MfNXzvJdcBxEREZHEWDbBWwT8L9G2CymrNnf4/rsv+9JE1zkkbgLAg8D3fYUFPtdhJL2pcCTOTF+ydCrRAtI1QLbTMNKjYYMya/943czRrnM4sJnoDKNi10FERETEjWUTvHcRLSBd4jrLsVgx7dxX/nzq+zVzPP10Ag8AP/QVFqiXrCSECkfi3PQlS08E7gA+TT/YFjXV/O3mWW3GmDzXORLkJeCHwNOe5+nNUURERFg2wTufaAHpA66z9MUvz/vUiu1jZyxwnUNipo3okrQf+woLKl2Hkf5FhSNJGtOXLJ0E3A5cBwx0HEe6PPW5k3YNyMqY6TpHHEWAvwE/8jzvFddhREREJDktm+DNJTpbvoAU2GTo9stv39AxYFDa9Gvqx5qBXwA/9RUWaHMWcUKFI0k605csnQDcCFwPqJmfY7+7ZvrrY4Zkn+M6Rxx0Et0l7See5+1wHUZERERSw7IJ3hyiFzs/QZL26wybjNCtH/xGEGMGuc4ix6we+Dnwf77CgkbHWaSfU+FIktb0JUsHAh8DvgDMcxyn37rnqskrvIm56TTNuQH4JXCf53lVrsOIiIhIalo2wZsK3Ea03UJSzZYvGTF5+88uum626xxyTNYQ/az6J19hQYfrMCKgwpGkiOlLls4nWkC6iiS9spOuPrdw3Ir3nTo8HQpH24FfAb/zPK/VdRgRERFJD8smeGOIbvZyPZAUy/uL8y9b+dxJF13sOof0WifwOPBLX2HB667DiBxKX8AlJfgKC1YBq7r6IN0IfBboj7t9JVxJbWdSXUHrozbgSeABz/NWuQ4jIiIi6WdRxaYa4EfLJng/Bi4lWkD6LxzuGrxt7Myk78EkAOwm2vD6977CgnrXYUQORzOOJCV1LWO7AvgUcDkqgsbN7PE523/0kSmpNtX5NeB3wGOe57W4DiMiIiL9y7IJ3ljgWqKbviR8FtKXP/D13aHM7BmJPq/0SgT4O3A/8C9fYYG+kEvSU+FIUt70JUvHAouJFpHOcBwn7eQNzGj+0/UnDXWdoxfqgD8SXYq2yXUYEREREYBlE7z5wNXAfwPD4n2+jqyBzbe/747BGKNZR8llA/Anor2LSl2HEekLFY4krUxfstQj+oP5E8AEx3HSxt9untVkjIn7B51jEACeBR4E/up5XsBxHhEREZEeLZvg5QBXEu2H9G4gLoWd9RPy1xWd/TFdTE0OO4DHgMd8hQVbXYcROVYqHElamr5kaSZwGdFd2a4ARrpNlNqeuOGkbTnZGXNc5+jSBvwD+DPwjOd5zY7ziIiIiPTJsgneCUAB8EFgITAgVmM/fMZ/LX9j8tyFsRpP+mwv0UbXj/kKC9a6DiMSCyocSdqbvmRpFrCAaJPCK4GJTgOloN98atpr44cNONdhhHpgGdFi0b89z+t0mEVEREQkZpZN8AYD7wEWAe8Hxh7PeHdd9qXXGnKHu/zc1h9VAk8RXYr2ivoWSbpR4Uj6lelLlhrgTKJXdz4IzAOM01Ap4NsfmrRi7ol5CxJ82nLgr8BfgOWe54USfH4RERGRhFo2wTPAOUSLSB8ETu/rGLcs+ma1NRnHVXySo4oArxNtcv13YK2KRZLOVDiSfm36kqUnAO8junXqQuAEp4GS1GcuHLPiQ2eMjHfhqBl4EXgeeAFY73me3qBERESk31o2wZvMWxc8LwVyjnR8be7w/Xdf9iXNro+PcqK9Nf9NdDe0Wsd5RBJGhSORbqYvWTqLaAHpwE0NtoFL5wx945Z3Tzg7xsO2AS8RLRK9AKzxPC8c43OIiIiIpIVlE7xc4F1El7XNB04DMrsfs3Laua8uPfX95zmIl46agZVEi0X/8RUWbHGcR8QZFY5EjmD6kqWzeauINB+Y7DKPK9PHDNz9s49NnXGcw7QBr/HWjKI3PM8LHnc4ERERkX6oqzfSucAFXbfzf3Xe/6zfNnZmotsLpIMwsJHoZ9UDt22+woKI01QiSUKFI5E+mL5k6RiifZG636Y7DZUAOVmm7YnPzcrrw1OqgXXA+q5f1wG7PM/TD18RERGROFg2wTPfW3jT7MqhY88Fzuq6zeUoy9v6qb1EexQdKBKt8RUWtLuNJJK8VDgSOU7TlywdDpzRdZsHnAzMBIY4jBVzf715Vk2GMWMOudsCJbxVHFoPrPM8rzzB8URERETkEF27C5/SdZvd7TYLyHUYLVEqgO2H3Nb6CgsqnaYSSTEqHInEyfQlS8cSLSD1dBvhMFpfdQB7i66d/tqowdmtwO6u2y7A53leh9N0IiIiItInXTsNTyJaQJp9yG0SkOUuXZ8d+Hx6aIFoh6+woNllMJF0ocKRiAPTlywdQXQHt7FHuI0DRgN5xPaHdwSo77rVHeZWQ3QKb6mvsKAmhucWERERkSTWVVQaRfSz6DhgfLffH3obCQwEMmIYIQi0E/08WtXtVnnIn6uASi0xE4k/FY5EUsD0JUszgUFE16gf+LX77wcCIaI/aINAoNvvu986gSZfYYH+xxcREZGkZowZB9xOdCv6yUR3udoF/Akosta2xug8y4EDDaWDwD7gCeAua62/23EW+Ii19qlYnDedTF+yNJu3Pp8OPMzvswB/163zMDe/GlKLJB8VjkREREREJKkYY6YCq4gWi74FbCC6fP4U4DrgCWvtozE613LAB3wNGACcDRQB91tr7+h2nApHItIvxXJKoYiIiIiISCz8iujy+rOstY9Za7dYa0ustU9ba68kOusIY8wwY8xvjDHVxpgWY8wKY8xZ3QcyxlxljNlojPEbY/YZY/7XGGMOOV+7tbbSWrvXWrsU+A/wngS8ThGRpKfCkYiIiIiIJA1jzCjgvURn/LT1dIy11nYVf54BJhJdznYGsBJ43hgzoWusM4EngT8DpxJd+nYHcPMRzn86MJ/osjURkX4vlbrli4iIiIhI+psJGKI7Yx1kjCkDhnf98WGifYjmAmOstQd2eb3TGLMI+B/gh8CtwApr7Te7Ht9hjDkJ+CpwX7fhrzfGXANkE12uFgFuiumrEhFJUZpxJE4YY+YZY8LGmFXHeowxZoEx5jljTK0xpt0Ys9sY84gxZmj8kouIiIiIIxcRLRS9TrTZ8plALlBjjGk9cAM8YEbXc/KJ9krq7iVg4iGfGR/vGvt8ogWp33YtWRMR6fdUOBJXrgN+CXjGmPy+HmOMORn4J9FGiZcQ/YBwA9BEdPcGEREREUlNuwALzOl+Z1ePo11Et2qH6HeZKqIFn+63OcCdvThP912Cmqy1u6y1a4FPApd2zUAS6RNdIJd0pMKRJJwxZhCwGPgN8BTwmWM45j1AnbX2S9bajdZan7X2P9baG621NfF9BSIiIiISL9baOuDfwM3GmMFHOHQtMA6IdBV9ut+qu47ZSrRfUXcXAmXW2pbDnD8I3AN8zxiTe1wvRvojXSCXtKPCkbjwYaDUWrsR+CPwKWNMdh+PqQTGGGMuSUhiEREREUmkG4l+V1ljjPm4MeZkY8wsY8zHgdOBMPAs0WVofzPGvM8YM80Yc74x5lvGmIu6xvkJsMAYc1fX8z8BfJlo/6MjeZTojKRDm2hPNcbMPeSmWSAC6AK5pC8VjsSFzxAtBgGsIDrd+EN9POZJoj/QnzfGVBljlhljbjXGjIlfbBERERFJBGutj+guaf8E7gbWEZ1hdCvRmRq3WGst8H7geeC3RJtpPwHMBsq7xlkLfAQoADYB3++6/eIo5w90HXObMWZIt4d+1JWl++3i437Bki50gVzSkom+34okhjFmJrANONFaW95133eBedba9/X2mG7jTQQuBc4DriK6C8bF1trNCXpJIiIiIiIiGGOWA09ba39sjDFACfD/rLVP9fYYY0wm8ABwDVBNtBn8C8AfNeNIXFHhSBLKGPN9otufhrvf3fXrVGvtvt4cc5ixRwA7gGestdfENLiIiIiIiMhh6AK5pDMVjiRhjDFZwD7g58DThzz8R+AvRBsRHvEYa+23j3CODcAOa+2HY5VbRERERETkSHSBXNJZlusA0q98ABgN/LZrt4yDjDGPEd0t4M2jHWOMuRu4nuh2q38BdgM5wKeAU4EfxPdliIiIiIiIRHVdIL8auIOeL35fa4y552jHAD1eILfWNhhjKoAj7TIoEjeacSQJY4wpBnKste/p4bHpRAtAHcBLRznmvUANcAvR7VRPINo8eydwv7X2j4c+V0REREREJB6MMR8iukPa+B4ufn+V6AXyW3pxzHQOf4H8NuCT1tpH4vlaRHqiwpGIiIiIiIjIMdIFckl3KhyJiIiIiIiIiEiPMlwHEBERERERERGR5KTCkYiIiIiIiIiI9EiFIxERERERERER6ZEKRyIiIiIiIiIi0iMVjkREREREREREpEcqHImIiIiIiIiISI9UOBIRERERERERkR6pcCQiIiIiIiIiIj1S4UhERERERERERHqkwpGIiIiIiIiIiPRIhSMREREREREREemRCkciIiIiIiIiItIjFY5ERERERERERKRHKhyJiIiIiIiIiEiPVDgSEREREREREZEeqXAkIiIiIiIiIiI9UuFIRERERERERER6pMKRiIiIiIiIiIj0SIUjERERERERERHpkQpHIiIiIiIiIiLSIxWORERERERERESkRyociYiIiIiIiIhIj1Q4EhERERERERGRHqlwJCIiIiIiIiIiPVLhSEREREREREREeqTCkYiIiIiIiIiI9EiFIxERERERERER6ZEKRyIiIiIiIiIi0iMVjkREREREREREpEcqHImIiIiIiIiISI9UOBIRERERERERkR6pcCQiIiIiIiIiIj1S4UhERERERERERHqkwpGIiIiIiIiIiPRIhSMREREREREREemRCkciIiIiIiIiItIjFY5ERERERERERKRH/x9uOLUI3lm4fwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1512x504 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"aas_journals = ['ApJ', 'AJ', 'ApJS', 'ApJL']\n",
"tmp = total_pubs_df[total_pubs_df['Journal'].isin(aas_journals)].groupby(['Year']).agg(\n",
" {'Count': 'sum'}).reset_index()\n",
"tmp['Journal'] = 'AAS'\n",
"total_pubs_df = total_pubs_df[~total_pubs_df['Journal'].isin(aas_journals)]\n",
"total_pubs_df = pandas.concat([total_pubs_df, tmp], ignore_index=True)\n",
"\n",
"pie_colors = ['#fddbc7','#f4a582','#d6604d','#b2182b','#2166ac', 'lightgray']\n",
"\n",
"# Filter data for 2011 and 2023\n",
"data_2011 = total_pubs_df[total_pubs_df['Year'] == 2011]\n",
"data_2024 = total_pubs_df[total_pubs_df['Year'] == 2024]\n",
"\n",
"\n",
"# Prepare data for the pie charts\n",
"labels_2011 = data_2011['Journal'].to_list()\n",
"labels_2011.append('Other')\n",
"sizes_2011 = data_2011['Count'].to_numpy()\n",
"sizes_2011 = np.concatenate((sizes_2011, [28028 - sum(sizes_2011)]))\n",
"print(sizes_2011, labels_2011, bib_colors)\n",
"labels_2024 = data_2024['Journal'].to_list()\n",
"labels_2024.append('Other')\n",
"sizes_2024 = data_2024['Count']\n",
"sizes_2024 = np.concatenate((sizes_2024, [34829 - sum(sizes_2024)]))\n",
"\n",
"# Create pie charts\n",
"fig, axes = plt.subplots(1, 2, figsize=(21, 7))\n",
"\n",
"# Pie chart for 2011\n",
"axes[0].pie(sizes_2011, labels=labels_2011, autopct='%1.1f%%', startangle=140, colors=pie_colors, textprops={'fontsize': 14}, pctdistance=0.75)\n",
"axes[0].set_title('Journal Contributions (2011)', fontsize=14)\n",
"\n",
"# Pie chart for 2024\n",
"axes[1].pie(sizes_2024, labels=labels_2024, autopct='%1.1f%%', startangle=140, colors=pie_colors, textprops={'fontsize': 14}, pctdistance=0.75)\n",
"axes[1].set_title('Journal Contributions (2024)', fontsize=14)\n",
"\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [],
"source": [
"\n",
"try:\n",
" bib_lib_df = pandas.read_csv('all_citations_by_lib_bib.csv')\n",
"except:\n",
" data = [] \n",
"\n",
" for year in range(2011, 2025):\n",
" for lib in ['numpy', 'scipy', 'matplotlib', 'pandas', 'astropy']:\n",
" for bib in bibstems:\n",
" encoded_query = urlencode({\"q\": \"ack:'{}' AND year:{}\".format(lib, year),\n",
" \"fq\": \"property:refereed AND database:astronomy AND bibstem:{}\".format(bib),\n",
" \"fl\": \"bibcode\"\n",
" })\n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" num_found = results.json()['response']['numFound']\n",
" data.append({'Year': year, 'Library': lib, 'Count': num_found, 'Journal':bib, 'Where':'ack'})\n",
"\n",
" encoded_query = urlencode({\"q\": \"body:'{}' AND year:{}\".format(lib, year),\n",
" \"fq\": \"property:refereed AND database:astronomy AND bibstem:{}\".format(bib),\n",
" \"fl\": \"bibcode\"\n",
" })\n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" num_found = results.json()['response']['numFound']\n",
" data.append({'Year': year, 'Library': lib, 'Count': num_found, 'Journal':bib, 'Where':'body'})\n",
"\n",
" encoded_query = urlencode({\"q\": \"body:'{}' AND ack:'{}' AND year:{}\".format(lib, lib, year),\n",
" \"fq\": \"property:refereed AND database:astronomy AND bibstem:{}\".format(bib),\n",
" \"fl\": \"bibcode\"\n",
" })\n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" num_found = results.json()['response']['numFound']\n",
" data.append({'Year': year, 'Library': lib, 'Count': num_found, 'Journal':bib, 'Where':'both'})\n",
"\n",
" # Convert the data to a DataFrame\n",
" bib_lib_df = pandas.DataFrame(data)\n",
" print(bib_lib_df)\n",
" bib_lib_df.to_csv('all_citations_by_lib_bib.csv')\n"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Year</th>\n",
" <th>Library</th>\n",
" <th>Count</th>\n",
" <th>Journal</th>\n",
" <th>Where</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1656</th>\n",
" <td>2024</td>\n",
" <td>astropy</td>\n",
" <td>823</td>\n",
" <td>ApJ</td>\n",
" <td>ack</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1657</th>\n",
" <td>2024</td>\n",
" <td>astropy</td>\n",
" <td>203</td>\n",
" <td>ApJ</td>\n",
" <td>body</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1658</th>\n",
" <td>2024</td>\n",
" <td>astropy</td>\n",
" <td>106</td>\n",
" <td>ApJ</td>\n",
" <td>both</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Year Library Count Journal Where\n",
"1656 2024 astropy 823 ApJ ack\n",
"1657 2024 astropy 203 ApJ body\n",
"1658 2024 astropy 106 ApJ both"
]
},
"execution_count": 182,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bib_lib_df[(bib_lib_df['Library'] == 'astropy') & (bib_lib_df['Year'] == 2024) & (bib_lib_df['Journal'] == 'ApJ')]"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Journal Year Library Adjusted_Count Count\n",
"0 A&A 2011 astropy 0 1941\n",
"1 A&A 2011 matplotlib 1 1941\n",
"2 A&A 2011 numpy 1 1941\n",
"3 A&A 2011 pandas 1 1941\n",
"4 A&A 2011 scipy 4 1941\n",
".. ... ... ... ... ...\n",
"555 PhRvD 2024 astropy 17 2540\n",
"556 PhRvD 2024 matplotlib 44 2540\n",
"557 PhRvD 2024 numpy 35 2540\n",
"558 PhRvD 2024 pandas 7 2540\n",
"559 PhRvD 2024 scipy 68 2540\n",
"\n",
"[560 rows x 5 columns]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/hv/3h478c1n4mj5d4ktzyh_v_sh3cf0hx/T/ipykernel_937/3064486114.py:2: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
" grouped_df = bib_lib_df.groupby(['Journal', 'Year','Library']).apply(\n"
]
}
],
"source": [
"# Group by Journal and Year, and calculate the desired output\n",
"grouped_df = bib_lib_df.groupby(['Journal', 'Year','Library']).apply(\n",
" lambda group: group.loc[group['Where'] == 'body', 'Count'].sum() +\n",
" group.loc[group['Where'] == 'ack', 'Count'].sum() -\n",
" group.loc[group['Where'] == 'both', 'Count'].sum()\n",
").reset_index(name='Adjusted_Count')\n",
"merged_df = grouped_df.merge(total_pubs_df, on=['Year', 'Journal'], suffixes=('', '_total'))\n",
"print(merged_df)"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Journal Year Library Adjusted_Count Count\n",
"0 A&A 2011 astropy 0 1941\n",
"1 A&A 2011 matplotlib 1 1941\n",
"2 A&A 2011 numpy 1 1941\n",
"3 A&A 2011 pandas 1 1941\n",
"4 A&A 2011 scipy 4 1941\n",
".. ... ... ... ... ...\n",
"625 AAS 2024 astropy 1372 5351\n",
"626 AAS 2024 matplotlib 1075 5351\n",
"627 AAS 2024 numpy 1072 5351\n",
"628 AAS 2024 pandas 311 5351\n",
"629 AAS 2024 scipy 1020 5351\n",
"\n",
"[630 rows x 5 columns]\n"
]
}
],
"source": [
"# Group the AAS journals\n",
"aas_journals = ['ApJ', 'AJ', 'ApJS', 'ApJL']\n",
"aas_group = merged_df[merged_df['Journal'].isin(aas_journals)].groupby(['Year', 'Library']).agg(\n",
" {'Adjusted_Count': 'sum', 'Count': 'sum'}).reset_index()\n",
"\n",
"# Add the new AAS entry to the merged_df\n",
"aas_group['Journal'] = 'AAS'\n",
"merged_df = pandas.concat([merged_df, aas_group], ignore_index=True)\n",
"\n",
"print(merged_df)"
]
},
{
"cell_type": "code",
"execution_count": 402,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1440x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the data\n",
"plt.figure(figsize=(20, 8))\n",
"\n",
"# Prepare data for the histogram\n",
"libraries = output_df['Library'].unique()\n",
"years = sorted(output_df['Year'].unique())\n",
"ack_counts = []\n",
"body_counts = []\n",
"both_counts = []\n",
"\n",
"for library in libraries:\n",
" ack_data = output_df[(output_df['Library'] == library) & (output_df['Where'] == 'ack')].set_index('Year')['Count']/total_pubs_df.groupby('Year')['Count'].sum()\n",
" body_data = output_df[(output_df['Library'] == library) & (output_df['Where'] == 'body')].set_index('Year')['Count']/total_pubs_df.groupby('Year')['Count'].sum()\n",
" both_data = output_df[(output_df['Library'] == library) & (output_df['Where'] == 'both')].set_index('Year')['Count']/total_pubs_df.groupby('Year')['Count'].sum()\n",
" ack_counts.append([ack_data.get(year, 0)-both_data.get(year, 0)/2 for year in years])\n",
" body_counts.append([body_data.get(year, 0)-both_data.get(year, 0)/2 for year in years])\n",
" both_counts.append([both_data.get(year, 0) for year in years])\n",
"\n",
"# Plot the histogram\n",
"bar_width = 0.8 / len(libraries) # Adjust bar width based on the number of libraries\n",
"x = range(len(years))\n",
"\n",
"for i, (library, ack, body, both, color) in enumerate(zip(libraries, ack_counts, body_counts, both_counts, colors)):\n",
" plt.bar([pos + i * bar_width for pos in x], body, bar_width, label=f'{library} (body)', color=color, edgecolor='black')\n",
" plt.bar([pos + i * bar_width for pos in x], ack, bar_width, bottom=body, label=f'{library} (ack)', alpha=0.5, color=color, edgecolor='black')\n",
"\n",
"# Set x-axis ticks and labels\n",
"plt.xticks([pos + (len(libraries) - 1) * bar_width / 2 for pos in x], years)\n",
"\n",
"# Add labels, title, and legend\n",
"plt.xlabel('Year', fontsize=20)\n",
"plt.ylabel('Fraction of Papers', fontsize=20)\n",
"plt.title('Library Mentions in Body and Acknowledgements Over Time', fontsize=20)\n",
"plt.legend(title='Library', loc='upper left', fontsize=20, title_fontsize=20)\n",
"plt.xticks(fontsize=15)\n",
"plt.yticks(fontsize=15)\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 359,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/hv/3h478c1n4mj5d4ktzyh_v_sh3cf0hx/T/ipykernel_937/2645057915.py:15: 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",
" lib_data['Fraction'] = lib_data['Adjusted_Count'] / lib_data['Count']\n",
"/var/folders/hv/3h478c1n4mj5d4ktzyh_v_sh3cf0hx/T/ipykernel_937/2645057915.py:15: 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",
" lib_data['Fraction'] = lib_data['Adjusted_Count'] / lib_data['Count']\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create a figure with subplots for each library\n",
"#fig, axes = plt.subplots(len(libs), 1, figsize=(15, 4 * len(libs)), sharex=True)\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 7), sharex=True)\n",
"\n",
"\n",
"offsets = [-0.4, -0.2, 0, 0.2, 0.4]\n",
"\n",
"bibstems_short = ['AAS', 'MNRAS', 'A&A', 'PhRvD', 'GeoRL']\n",
"bib_colors_short = ['#b2182b','#d6604d','#f4a582','#fddbc7','#2166ac']\n",
"bib_colors_short.reverse()\n",
"#for ax, lib in zip(axes, libs):\n",
"for ax, lib in zip(axes, ['numpy','astropy']):\n",
" # Filter data for the current library\n",
" lib_data = merged_df[merged_df['Library'] == lib]\n",
" lib_data['Fraction'] = lib_data['Adjusted_Count'] / lib_data['Count']\n",
"\n",
" for off, journal, cc in zip(offsets, bibstems_short, bib_colors_short):\n",
" ax.bar(lib_data[lib_data['Journal'] == journal]['Year'] + off, \n",
" lib_data[lib_data['Journal'] == journal]['Fraction'], \n",
" width=0.2, label=journal, color=cc, edgecolor='black')\n",
"\n",
" # plot a dotted line at x=2015.5 and z=2018.5\n",
" #ax.axvline(x=2015.5, color='gray', linestyle=':', linewidth=1)\n",
" #ax.axvline(x=2018.5, color='gray', linestyle=':', linewidth=1)\n",
"\n",
" # Set labels and title for each subplot\n",
" ax.set_ylabel(f'% of Papers', fontsize=15)\n",
" ax.set_title(f'Fraction of Papers Acknowledging {lib.capitalize()} by Journal')\n",
" if ax == axes[0]:\n",
" ax.legend(title='Journal', loc='upper left', fontsize=15)\n",
" ax.set_xticks(years)\n",
" ax.set_xticklabels(years, rotation=0, ha='right', fontsize=15)\n",
" ax.tick_params(axis='y', labelsize=15)\n",
"\n",
"# Set common x-axis label\n",
"axes[-1].set_xlabel('Year', fontsize=15)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 374,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/hv/3h478c1n4mj5d4ktzyh_v_sh3cf0hx/T/ipykernel_937/738633583.py:23: 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",
" journal_data[journal_data['Where'] == 'body']['Count'] = journal_data[journal_data['Where'] == 'body']['Count'] - journal_data[journal_data['Where'] == 'both']['Count']\n",
"/var/folders/hv/3h478c1n4mj5d4ktzyh_v_sh3cf0hx/T/ipykernel_937/738633583.py:23: 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",
" journal_data[journal_data['Where'] == 'body']['Count'] = journal_data[journal_data['Where'] == 'body']['Count'] - journal_data[journal_data['Where'] == 'both']['Count']\n",
"/var/folders/hv/3h478c1n4mj5d4ktzyh_v_sh3cf0hx/T/ipykernel_937/738633583.py:23: 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",
" journal_data[journal_data['Where'] == 'body']['Count'] = journal_data[journal_data['Where'] == 'body']['Count'] - journal_data[journal_data['Where'] == 'both']['Count']\n",
"/var/folders/hv/3h478c1n4mj5d4ktzyh_v_sh3cf0hx/T/ipykernel_937/738633583.py:23: 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",
" journal_data[journal_data['Where'] == 'body']['Count'] = journal_data[journal_data['Where'] == 'body']['Count'] - journal_data[journal_data['Where'] == 'both']['Count']\n",
"/var/folders/hv/3h478c1n4mj5d4ktzyh_v_sh3cf0hx/T/ipykernel_937/738633583.py:23: 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",
" journal_data[journal_data['Where'] == 'body']['Count'] = journal_data[journal_data['Where'] == 'body']['Count'] - journal_data[journal_data['Where'] == 'both']['Count']\n"
]
},
{
"data": {
"image/png": 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8E9C7gqEFX9zwK4zn4vcGGIl/0lkGfIp/oviDFvb9IH4PhZbcj98F6i38Hh5VBPNSBEWA3wPvGH+ysYPwV5fYD39M1Uu00BvEGHO4Maaihdc+FJhvjNmKf8B8GX+cdINL8Ysd6/DHzT0W5AV/Tod38YehvAvMJ24JT/whMB/hF3UW4R+g4icHPQv/Zysi0l7n4o/9Xd3ouP0X4Kyg4BDGL0i8hd/t81r8q1xzgWeDE7+jgVsbHf8/Bl6l+V4Q99DCeF0Aa+0S/DbgDvwrXifhn/DVBJvcCFwTHN9/gd8jYxX+VbCFtPIB3rSwjjx+D45X8bu+zscvZp8S5Kpu9PMqBWqDr8EvijQ8t6GtOzNu3z/Ebw8Lgqx7sOPP6Xv4Y4pVYBaRZPMS/jCJC+Luewy/51lTvR/+Yowpxy8K3Io/PPv4YEjdl1hrZ+NfJDywlRyX4Z9Df4Y/r0X8Ofb/8HsNbDDGNAwv/DFwXZDlt/gFjCYZY642xjT5IT9o8y7CLyBsCNqRCmPMWcEmzR7/W2s7gmLOqfjn+yX4KwKeEffa+wMV1l+OUxwz1rbUs11SVXDV6W1gSuMKYyYzxuyD3333YNdZRETayxjzDv4a8XNa3ThDGH9p5bnAEdbaTa7ziIh0NmPMccCPrbXfcp0lmRh/4uf7rLXN9R6RTqQChIiIiIiIiIgknIZgiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCHXASQxvGi4GzASGBXcdgf6AL2A3sG/XYE8oAuQC3jA1uBW2cTXxcDK4PY5sCYUidV1zjsSEZG28qLhPsBQYEhwi/86n+3H/i5ADmDibnXAFmBzo1tJ8G8xsBpYEorEqjrpLYmISBt50XB3YE9gdPDvAKA70K2Ff3Pxz/lLgbLg1tTXG4AVwIpQJLat096UpA1jrXWdQXaBFw2PBA4EJrO92DAKGNgZLw8UsL0gsRz4CPgoFIlt6YTXFxHJaF40PBSYEnfbGxiGX2BOtHr8QsQiYHH8LRSJbeqE1xcRyVheNJwL7AOMZcdiw57Abp0QwQLr8c//FwOfNtxCkVhhJ7y+pCgVIFKIFw33BvbHLzg03Dqj0LCzLLAU+CC4fQjMDUVitU5TiYikMC8aHgIczvZiw74kZxsAsBF4C3gzuC0IRWI64RARaScvGh4MHAocHNz2w+/Nlow2AG8D/wNeD0ViSxznkSSiAkQSCyqbRwEnA18FxuF3j01FVcDHwH+Al4FZOhkVEWmeFw3nAIcBxwe3fdwm2iVF7FiQmKc2QESkeV403B/4SnD7KrCX20S7ZB3wesMtFIl95jiPOKQCRJIJxu2egF90+Br+XA3paBPwCvA88C+NIRMRAS8aHgF8Hb/g8FWgp9tECVMMvAg8A/wnFIlVO84jIuKcFw0PAk4DzgAOIXUvPLZmFX7viGfwPwd4jvNIJ1IBIgkEY3hPxy86HEbmTQ66FXgV/yD0nCY1E5FMEgyt+B5wFv6wikxTBvwTmAG8qhNREckkwcXHU/GLDkcB2U4Ddb5NwBPA9FAk9pHrMJJ4KkA4EgyvOBn4EXAcWhK1QQkwHbgnFIktdB1GRCQRvGi4C/4J57nA0agNaFAEPAk8EorE3nMdRkQkEbxouCfwTfyiw3H4qxEJLAEewW8DVjrOIgmiAkQn86LhPYBLgB8A/d2mSXrvAH8DnlSvCBFJB140vDdwAXA2/tLI0rzZwK3A45rEWETSgRcNjwN+gd/rrTNWK0pVFv9zwHT8YkSl4zzSgVSA6AReNGzwx/T+BH9cr6507ZwS/GroXaFIbLHrMCIiO8uLho8FrsbvXis7Zz1wF3B3KBIrch1GRGRnedHwEcCV+PO8peu8DolSBNwG/CUUiW1xnEU6gAoQCeZFw98CImTmuN6OVg88DUQ1PENEkl1QfD4Zv/BwgOM46WAb8ChwaygSW+A6jIhIS7xoOAv4Nn7hQW3ArisH7gb+FIrENrgOI+2nAkSCeNHwN/ELD1NcZ0lD9cBTwHUqRIhIsvGi4Wz8iYWvAiY5jpOuXgGuCkVic10HERGJ50XDXYHzgJ8DezqOk46qgAeAW0KR2Oeuw8jOUwGig3nR8EnAtcB+jqNkgnr8ycquC0Vii1yHEZHMFhQezsUvPIx2HCcT1OMPz7smFImtcR1GRDJb0OPhfOB6YKDjOJnAAx4HbtDngNSiAkQH8aLhY4AbgWmus2Sgevzle64KRWKrXIcRkczjRcNHAnegHg8uVAG345+ElroOIyKZJ5jj4TY05NqFOuAe4DehSGyz6zDSOhUgdlGwfvuf8bvbiluV+FXnmGZMF5HO4EXDQ4E/4i+lJm4VA78H7gxFYjWuw4hI+vOi4eH4bcBprrMIm/F7of81FIl5jrNIC1SAaKegq+2lwHVAL8dxZEcLgR+HIrE3XQcRkfTkRcO5QBj4P6C74ziyo8+Bn4QisVdcBxGR9ORFw92AX+MvqanlNJPLp8AloUhspusg0jQVINrBi4YPBP6KJphMdtOBX4QisU2ug4hI+vCi4a/jd7Ud4zqLtOhB4GcaliEiHcmLhs8AbgZ2d51FmmWB+4BfhiKxEtdhZEcqQOwELxrOB24CLgCy3KaRNtqCvwTePaFIrN5xFhFJYUEbcDfwXcdRpO3WAheGIrGXXQcRkdTmRcODgL8DJ7rOIm1WCFwRisQedR1EtlMBoo2CyWUeA4a6ziLt8jpwdigSW+s6iIiknqANmA4Md51F2uUh/N4QW1wHEZHU40XD38af6LC/6yzSLo8CF4cisQrXQUQFiFYFS+r8JrhlO44ju2YzcEEoEnvWdRARSQ1eNBwCovhjfdXzLbWtw+8N8ZLrICKSGrxouCf+Ckfnus4iu2wZ8N1QJDbHdZBMpwJEC4IVLh4FjnIcRTrW34CfhiKxKtdBRCR5edHwaPw24ADXWaRD3YXfJVcrZYhIs7xoeAr+Mu+a7yd9VOPPD/cX10EymQoQzfCi4W/gd9lUV6v0NBc4LRSJLXMdRESSjxcNnwfcDvRwnUUS4kPgO6FIbI3rICKSfLxo+DLgFiDPdRZJiOeAH2pYnhsqQDTiRcM5wI3AzwHjOI4kVjnwo1Ak9pTrICKSHILlNe8GznOdRRKuCPheKBL7j+sgIpIcvGi4O/4FyFNdZ5GEWwWcEYrE3ncdJNNoPGscLxruC/wbf213FR/SX0/gSS8a/q3rICLinhcNDwD+h4oPmaI/8IoXDV/hOoiIuBescvEGKj5kihHA2140fLnrIJlGPSACwVjfl4CxrrOIEw/gT07muQ4iIp3Pi4YnAS/in5BI5nkAf4Z0zQshkoG8aHgc8Aow0nEUceMW4FehSEwfjDuBChCAFw0fBjwP9HMcRdz6N/6Y4HLXQUSk83jR8DHAM0Av11nEqXeAEzUmWCSzeNHw4cA/gD6us4hT0/HnhdDFyATL+CEYXjR8CvAfVHwQOA6/K9ZQ10FEpHN40fC5wMuo+CBwKPCGFw0PdB1ERDqHFw2fgf85QMUHORt4MZgHRBIoowsQXjR8MfA00MV1Fkkak4H3vWh4H9dBRCSxvGj4auBBIMdxFEkek4G3vGh4mOsgIpJYXjT8K+AxtNKFbHc88HowJ5QkSMYOwfCi4f8Dfuc6hyStMuAboUjsHddBRKTjBZPPRl3nkKS1Ejg6FIl95jqIiHQsLxrOAu4Afuw6iyStZcDXQpHY566DpKOM7AHhRcNXouKDtKwX8LIXDe/vOoiIdKygAK3ig7RkJP6QvPGug4hIh7sbFR+kZWOAd71oeLLrIOko43pAeNHwpfhVT5G2KAG+GorEPnEdRER2XdDl9ibXOSRlFAHHhSKxOa6DiMiu86LhW4BfuM4hKaMIOCwUiS1xHSSdZFQBwouGzwf+BhjXWSSlFAFHhSKxBa6DiEj7edFwGPij6xySckqBI0OR2FzXQUSk/bxo+Brgetc5JOWsAg4NRWJrXQdJFxlTgPCi4bOAh8nQYSeyyzYAR4QisWWugyTSxx9/PDAUCv0d2Bv9rWS6euBTz/POnzp16ibXYXaVFw3/DPiz6xySstYDB4UisdWug4jIzvOi4cuB21znkJS1ADg8FImVuA6SDjKiAOFFw98BHgeyXWeRlFaAX4RI2wlp5s6d+8Juu+02fsCAAWVZWVnpf3CQZtXX15vCwsLeGzZsWDh58uSTXefZFV40/GPgTtc5JOUtwr8KphNQkRTiRcM/AO5HPaBl17wLHBuKxCpdB0l1aX+F04uGj8NfYkfFB9lVw4D/pvnSPHur+CAAWVlZdsCAAaX4vWFSlhcNfwPN+yMdYzzwDy8a1pJ9IikiuAj5d1R8kF13CPCUFw2HXAdJdWldgPCi4bHAE2iNd+k4o4BnvGg4XX+nslR8kAbB70LKthNeNDwBmEEKvwdJOocDjwTL+IlIEgsuQj6KLkJKx/kGcL8XDaugtQvStgH1ouFewD+AfMdRJP0cjq6oiiQ1LxruB7yIv6SuSEf6DvAn1yFEpHleNLwn/kXIXNdZJO2cjSa03iVpWYAIrkw8CoxznUXS1kVeNHyx6xDi69at25RE7LeoqCj7pptu+mLIzcqVK3OOP/74PRLxWtJxgh5KTwP6v5JE+akXDV/hOoSIfJkXDXcFnkEXISVxfu5Fwz9yHSJVpWUBAn+JnRNdh5C0d7sXDR/hOoQkTnFxcfZ99903sOH7kSNH1r766qufucwkbfIX4CjXISTt3exFw4e6DiEiX3IXMNl1CEl7f/Gi4f1ch0hFaVeA8KLh04GrXeeQjJADPO1Fw8NdB5Eve/fdd7tOnjx53NixYycce+yxexYWFmYDfPrpp3mHHHLI2L322mvChAkTxi9YsCCvtLQ06+CDDx47YcKE8WPHjp3wyCOP5AOEw+Fha9asyRs3btyEiy66aNiSJUtyx4wZMxGgsrLSfOc73xk5duzYCePHj5/w4osv9gS4/fbb+x133HF7Hn744WNGjBix98UXXzzM2Q8hA3nR8GXAha5zSEYIATO8aLiv6yAi4vOi4QuAH7jOIRmhC/7ngD6ug6SatCpAeNHwZOAB1zkkowzAnxW9m+sgsqMf/OAHo2644YaCpUuXLpw4ceK2X/3qV0MAvve97426+OKLNy1ZsmThrFmzFg8fPry2W7du9S+99NLyhQsXLnrzzTeXXn311cPq6+uJxWIFu+++e/XixYsX3nPPPQXx+//DH/4w0BjD0qVLFz722GOfXXjhhSMrKysNwMKFC7s9//zzny1atGjBCy+80Gf58uXpOmlpUgmuRv/ZdQ7JKLsDD7kOISLgRcNT0Rxd0rlGAdM1KeXOSZsCRPAB8ElAHwSls+2LJiRLKsXFxdnl5eXZJ5xwQgXABRdcUPz+++/3KCkpydq4cWPuOeecswWgW7dutmfPnvX19fXmZz/72bCxY8dO+MpXvjJ206ZNuQUFBS0us/Tuu+/2OPvss4sBpkyZUjVkyJCa+fPndwE47LDDyvr161fXrVs3O3r06KoVK1Zo2b4E86LhHsDDaLZz6XwnetHwz12HEMlkQU+kpwG1t9LZTgDUBuyEtClAADcBY12HkIx1kRcNa96RFHXPPff0LS4uDs2fP3/R4sWLF/br169227Zt7T4+5ubmfrGUaXZ2tq2trVVlPPH+jCadFHdu8qLh/V2HEMlEwdXnR4CRjqNI5rpB80G0XVoUILxo+CvApa5zSMa7z4uGB7a+mSRav3796nr16lX36quv9gC47777+h188MEVffr0qd9tt91qpk+fng+wbds2U15enlVaWprdv3//2ry8PPviiy/2XLduXS5A796967Zu3drkcfLQQw+teOSRR/oCzJs3L2/9+vW5++yzT1UnvUWJ40XDJwHnu84hGS0HeMKLhnu7DiKSga4Evu46hGS0XODxoDemtCLlCxBeNNwTf94HXWEU1wYC97oOkYmqqqqyBg0atE/D7dprrx30wAMPfP6rX/1q2NixYyfMmzev60033bQO4JFHHvn8zjvvHDh27NgJ06ZNG7dmzZrQ+eefv3nu3Lndx44dO+Ghhx7qN2rUqCqA3XbbrW7q1KkVY8aMmXjRRRftMJnkL3/5y0319fVm7NixE7773e/uec8996zs2rWrbSqfJI4XDfdHf3eSHEYBf3MdQiSTeNHwXkDUdQ4RYAxwm+sQqcBYm9rny140/HdA67BKMvl+KBJ71HWI9pg7d+7KyZMnF7nOIclj7ty5/SdPnjzSdY7meNHws8AprnOIxDklFIk97zqESLrzouEs4G3gENdZROIcGYrE3nIdIpmldA8ILxo+ARUfJPnc7kXDg1yHEEl3XjT8A1R8kORzpxcN93IdQiQDXIqKD5J87vKi4RYnMs90KVuACGa7VbdbSUZ9gbtchxBJZ140vBvq6ijJaQj+xNgikiBeNDwcuMF1DpEmTASucB0imaVsAQL4PTDYdQiRZnzbi4aPcx1CJI3dDOgqsySri71o+EDXIUTS2K1Ad9chRJoR8aLhYa1vlplSsgDhRcOTgQtd5xBpRcyLhrNdhxBJN140fCjwfdc5RFpg8IdipOR5lkgy86Lhr6Phd5LcuuMXyaQJqdow3k7qZpfMsTdaGlCkQwUf6O5AKx9J8psKXOA6hEg68aLhLvhtgEiyO9WLho93HSIZpdyHeC8aPg04wnUOkTa6TpORiXSo84AprkOItNENXjTcz3UIkTTyC2BP1yFE2ugvQdFM4qTUDJ1eNJwD3Og6h8hOGAhcDfzadZD2mDGnYGpH7u/MKcM+bst206dPzz/nnHP2nD179oIpU6ZUNbfd0KFDJ82aNWvR4MGDvY5L+WU///nPh/To0aPuuuuu29jW53Tr1m1KZWXlnETm2lnTp0/PnzBhQtXUqVOb/ZkmMy8a7g5c5zqHyE7oC1xJirYBIsnEi4bzgbDrHCI7YU/gl+jcZQep1gPiYlT1lNTzMy8aHuk6RCp5/PHH++63334VDz/8cF/XWdLJ888/nz9v3ryurnPsgjD+CgMiqeQnXjTc33UIkTTwMyDfcQaRnfULLxru4zpEMkmZAkTQjf03rnOItEMe8AfXIVJFaWlp1kcffdTjgQceWPncc8/1BfA8jwsvvHDYmDFjJo4dO3bC73//+4Hxz6moqDBHHHHEmFgs1n/JkiW5e+yxx8QzzjhjxOjRoyceeuihYyoqKgzAu+++23Xy5Mnjxo4dO+HYY4/ds7CwMHvt2rWhiRMnjgd47733uhpjpi5btiwXYPfdd9+7vLx8h+PkggUL8g4//PAxEydOHD916tS95syZ0wVg8eLFufvuu++4sWPHTrj88su/+JBcV1fH97///eGjRo2aeMghh4w58sgjRz/wwAN9AN5+++1u+++//14TJ04cf9hhh41ZtWpVDsABBxyw149+9KPd99577/F77LHHxDfffLPbcccdt+eIESP2jt/3XXfd1XfSpEnjx40bN+F73/veCM/zO4J069ZtymWXXTZ0r732mjB58uRxa9asCf3nP//p/tprr+Vfc801w8aNGzdhwYIFeb/73e8G7rnnnhPHjh074cQTT9yjw/8zO5AXDQ/Ev5Iskmp6oN9dkV0S9H74meMYIu3RE7jcdYhkkjIFCPz/uAGuQ4i00+nB6i3Sisceeyz/qKOOKt1nn32q+/Tp47399tvdYrHYgNWrV+cuXLhwwdKlSxeef/75xQ3bl5WVZR133HFjTj/99M3hcLgIYPXq1V0uv/zyTcuXL1/Qu3fvuocffrgPwA9+8INRN9xwQ8HSpUsXTpw4cduvfvWrIUOHDvWqq6uzNm/enPX666/3mDhxYuVrr73WY+nSpbn9+vXzevbsWR+f7/zzzx9x1113rV6wYMGiW265peCSSy4ZDvDjH/94+Pnnn1+4dOnShYMHD65t2P7hhx/us2bNmtzly5cvePzxxz+fM2dOD4Dq6mpz+eWXD//HP/6xYsGCBYvOPffcol/84hdDG56Xm5tb/+mnny4677zzCk877bTR99577+rFixcveOKJJ/pv2LAhe/bs2V2efvrpvrNmzVq8ePHihVlZWfbuu+/uB7Bt27asgw8+uGLJkiULDz744Io77rhjwLHHHrv1mGOO2fK73/2uYPHixQsnTpxYffvtt+/26aefLly6dOnCBx98cFUi/187wM/wP8iJpKKfeNGwzmFE2u9nQG/XIUTa6XIvGu7pOkSySIk5IILJOy5znUNkF/0CONt1iGT35JNP9r388ss3AZx66qmbp0+f3nfVqlV5F198cWFOTg4AgwYNqmvY/uSTTx79s5/9bMMll1yyueG+oUOHVh9yyCHbAKZMmVK5cuXKvOLi4uzy8vLsE044oQLgggsuKD7ttNP2AJg2bVrFa6+91mPmzJk9f/nLX65/9dVXe1trOeiggyris5WWlmbNmTOnx2mnnfbFULCamhoDMHv27B6vvPLKCoCLLrqo+Prrrx8G8Pbbb/f49re/XZKdnc3w4cO9gw46qBxg3rx5ecuWLev61a9+dSxAfX09AwYM+KJwccopp2wBmDx58rbRo0dvGzFiRC3A7rvvXv3ZZ5/lvvHGGz0+/fTTbpMnTx4PUFVVlTVw4EAPICcnx55xxhmlAFOnTt362muvNTkR6l577bXtlFNOGXXyySdvOeuss7bs1H9UJwoa7Utc5xDZBd3xxwGrJ4TITlLvB0kDffHPY252HSQZpEQBAjgXfzI/kVR2hhcNXx2KxNa4DpKsNm7cmP3+++/3XLJkSddLL72Uuro6Y4yx++yzT2Vzz9l///0r/vWvf/W+6KKLNmdl+Z26cnNzbcPj2dnZdtu2bS329jr88MPL33rrrZ4FBQW5Z5111pZYLLYbYE888cTS+O3q6uro2bOnt3jx4oVN7ScrK8s2dX9TrLVm9OjR2z755JPFTT3epUsXG+yTvLy8L/ablZWF53nGWmtOO+204jvvvHNt4+eGQiHb8LMIhUJ4ntfkkpWvv/76sldeeaXnP/7xj95//OMfBy9ZsmRBQ5EnyVyIxv1K6vuxFw3fEorENrkOIpJirkC9HyT1/dyLhu8IRWLbXAdxLemHYARrvv/cdQ6RDhDCb0SlGdOnT+9zyimnbF63bt38tWvXzt+wYcO8YcOG1UyaNKnynnvu6V9b63cQ2LhxY3bDc2655ZZ1+fn53jnnnDO8pX3369evrlevXnWvvvpqD4D77ruv38EHH1wBcMwxx1Q888wzfUeNGlWdnZ1Nfn6+9/rrr/c+9thjd+gB0bdv3/phw4bV3H///X3A77Xw3nvvdQXYb7/9Ku69996+APfee+8Xy+4ddthhFc8//3yfuro61qxZE/rggw96Auyzzz5VmzdvDr322mvdwR+SMWvWrDYv1XT88ceX/fOf/+yzdu3aUMPPZOnSpbktPadHjx51ZWVlWeAXU1asWJF70kknld95551rKyoqsktLS7Nber4LwepH+ruRdNANvxeEiLRRMHnfT13nEOkAg4DzXYdIBqnQA+JkYKzrECId5AIvGr4uFIltcR2kLdq6bGZHeeqpp/peeeWVG+Lv++Y3v1myaNGiLsOGDasZN27cxFAoZM8999zCq6++urBhm/vvv3/N6aefPvLiiy8edsUVVzR7dfGBBx74/JJLLhlx+eWXZw0fPrx6xowZKwH22muvGmutOfzww8sBDj744Ir169fnDhgwoK7xPmbMmPHZBRdcMOIPf/jDYM/zzCmnnLL54IMP3nbXXXetPuOMM/a49dZbdzv++OO3NGx/7rnnlrz22ms9R48ePXHw4ME1EydOrMzPz6/r0qWLffzxx1dcfvnlw8vLy7Pr6urMJZdcsnHatGltWiJz6tSpVddcc83ao48+emx9fT05OTn29ttvXz127Nia5p5z1llnbb7kkktG3n333YMef/zxFT/84Q9HlpeXZ1trzfnnn7+pf//+X3q/SeAsYGirW4mkhh970fANoUhsc+ubigjq/SDp5UovGr4nFIk1e66WCYy1be4x7IQXDb8DHOI6h0gHuioUid3kOkRT5s6du3Ly5MlFrnOkm9LS0qzevXvXb9iwIXv//fcf/8477ywePny45zpXW8ydO7f/5MmTR7p4bS8aNsCnwAQXry+SID8PRWJ/dh1CJNl50XAesA5//LxIurggFIn93XUIl5J6CIYXDR+Cig+Sfi73ouEWu8pLejn22GPHjBs3bsKhhx467sorr1yfKsWHJHAiKj5I+rnQdQCRFPEtVHyQ9JPxQ/GSugCBv2qASLoZjN+tXDLEhx9+uGTx4sULV6xYseDyyy8vbv0ZEtDcD5KOxnnR8BGuQ4ikgB+6DiCSAGO8aPhQ1yFcStoChBcND8Sf/0EkHalRFWmBFw2PAI5ynUMkQdQLQqQFXjQ8HDjGdQ6RBDnHdQCXkrYAAZwBJN2M7CId5FAvGh7pOoRIEjsLaHL5UJE08B0vGlbXcpHmnUdyf04R2RWne9Fwm1c+SzfJ/If9fdcBRBLIoGEYIi0523UAkQTKA851HUIkGQUTEJ/nOodIAuWTwT39k7IA4UXDY4D9XecQSTAVIESa4EXD04BxrnOIJJiGYYg07WhghOsQIgmWsUXokOsAzVDvB8kE471oeGooEvs4/k5jzBXA+YAF5gPnWWurjDEG+B1wGlAH/NVae3uj5x4K/BWoAc601i4zxuQDTwLHW2vrdybgyKtemtq+t9a0lTee8HFLj2dnZ08dM2bMNmst2dnZ9rbbblt97LHHbm3r/k899dSRJ554Yul5551XsutpxSG1AZIJxnnR8EGhSOx910FEksyPXAcQ6QTHedHwoFAkttF1kM6WlD0g0JVhyRw7fNAyxgwFLgemWWv3xp8H5Yzg4R8AuwPjrLXjgceb2F8Y+AbwM+Di4L5rgBt2tvjgQl5eXv3ixYsXLlmyZOH111+/9uqrrx7mOpN0Li8aDgFnus4h0kkytguuSFO8aLgPcIrrHCKdIAR8z3UIF5KuAOFFwwcBe7rOIdJJzvCi4caTrYaArsaYENANWBfcfwlwXUMhwVq7qYn91QbP6QbUGmP2BHa31r6RiPCJVFpamt27d28PoL6+nosuumjYmDFjJo4dO3bCvffe26fh/nPOOWf4yJEj9z7kkEPGFhUVhQBeeOGFnsccc8wXx5Hnnnuu17HHHqvjSmo4FhjoOoRIJ1EBQmRHJ+LPkSKSCTJyGEbSFSDI0EqQZKzdgK82fGOtXQv8EVgNrAdKrbX/Dh7eE/iuMWaWMeYVY8yYJvZ3I/AwcBXwF+D3+D0gUkJ1dXXWuHHjJowaNWriT3/60xGRSGQ9wMMPP5w/f/78rosWLVrw3//+d+lvf/vbYatWrcqZPn16/vLly/OWL1/+6WOPPfb57NmzewCceOKJ5StWrOiybt26EMD999/f77zzzity+d6kzdT7QTLJRC8aHuU6hEgSOd51AJFONNmLhie4DtHZkrEA8Q3XAUQ62QkNXxhj+gDfBEYBQ4DuxpiGYRp5QJW1dhpwL3B/4x1Zaz+x1h5krf0KsAd+EcMYY54wxjxijBmU4PeySxqGYHz++ecLnnvuuWXnnXfeqPr6et5+++2ep59++uZQKMTuu+/uHXjggRUzZ87s9uabb35x/8iRI2sPPvjgcoCsrCxOP/304nvvvbdvUVFR9uzZs3ucdtpppa7fn7TJca4DiHQy9YIQ4YvVL451nUOkk33ddYDOllQFCC8aHomGX0jmia/2HwN8bq0ttNbWAs8ChwSPFQTfAzwH7NPcDoMJK68BrgciwC/xixaXd2z0xDnmmGO2lpSUhNavX9+uyXIvueSS4ieffLLffffd1/ekk04qycnJ6eiI0sG8aHgSkNRFMpEEaLIAYYy5whizwBjzqTFmhjGmS3D/0caY2caYT4wxM40xo5t47qnBc982xvQL7tvTGPNEYt+KyC7ZDxjgOoRIJ/ua6wCdLakKEPgfvkQyzV5xXXBXAwcZY7oFRYSjgUXBY88DXwm+PhJY2sI+zwFettZuxp8Poj64devg7AkzZ86cLvX19QwaNMg74ogjyp9++um+nuexbt260Icfftjj8MMP33rkkUd+cf+qVaty3n///Z4Nzx85cmTtoEGDamOx2OALL7xQwy9Sg658SSY63IuGe8ff0cqExH8FzrLW7gs8RtPD7C7DX878HrYPbf1dM9uKJAsNv5BMdLgXDXd1HaIzJdsynCpASKb6GnC3tfYDY8zTwGzAA+YAfwu2uQl4NFimswJ/qc4vMcZ0w18xo6Er+5+Al/GX5typOVZaWzazozXMAQFgreWvf/3rylAoxNlnn73l3Xff7TF+/PiJxhgbjUYLhg8f7p199tlb/vvf//YaPXr03kOGDKmeMmVKRfz+zjjjjOI777wztN9++1V15vuQdlMbIJkoB78LbuOVjRomJG6YXLhhQmIL9Aq+7h13f7x6/GF7DRMSHw5ssNYu6+DsIh0p464EiwBdgKOAVxzn6DRJU4AIxn19tdUNRdLTV4G7Aay1EfxhEzuw1m4hbr6I5lhrK9neUwJr7dvApI4Kmkh1dXVNFjyysrK45557CvCHoexw/8MPP7y6uf3NnDmz5w9+8AP1fkgBXjScCxzhOoeIIycQV4Cw1q41xjRMSLwN+HfchMTnAy8bY7YBZcBBTezvRuA1/OLE94Gn2N6DQiTpeNFwL+Bg1zlEHDmaDCpAJNMQjH3QuC/JXEe6DpBuJk6cOH7hwoVdL7744mLXWaRNDga6uw4h4sih8d+0MiHxFcA3rLXDgAfwe7ntwFr7H2vtVGvtScF+XgbGGmOeNsbcG/SUE0kmR5NEF0ZFOllGXYBJpgKEut5KJhvoRcMTXYdIJwsWLFg0a9asJV27drWus0ibqA2QTDbKi4Z3i/u+yQmJjTEDgMnW2g+C7Z5g+0TFXxI3JO9OIIq/5vxM4KyOfwsiu0TDLyST7edFwz1b3yw9JFMB4mjXAUQcUy8IyWRqAyTTxRcSmpuQuATobYwZG2x3LNsnKm7KlcDtQRGjK/78ESk1IbEkB2PM/caYTcaYT1vY5rJg1ZaXjTG5wX2HGWP+3IaX0DmQZLJsGvWES2fJVIA4wHUAEcemuA4g4oIXDYfQ77/IF+Pfgx4ODRMSz8c/X/ubtdYDLgCeMcbMBc7GLzJ8iTFmCHCAtfb54K47gI+Ai/FXzxDZGQ/S+ioVZ+EPqX4X+FpQPPsN/pLgzfKi4e7A2Ja2EckAh7sO0FmSYqyVFw3vDvRznUPEsX1cBxBxZBz+LNAimWxa/DctTEj8HPBcazuz1q4jbuJia+1T+JNRiuw0a+1bxpiRrWxm8Fd16QbU4k+A+kqwJHhL9iW5LoqKuJASE8Z3hGT5Y9eVLxGYGKwGI5Jp1AaIwBS1AZLi/gK8DwwH3gHOw59/pDVqA0RggusAnSUpekDUZudMzKmrdR1DxLXuwJ7ActdBGnjR8NSO3F8oEmtymc14xpip559//sZ77723AOC3v/3toIqKiuw//elPTa11/yW33357v5/+9Kcjn3vuuaXf+ta3ygGmT5+ef8455+x5//33f3beeeeV7Gzud999t+uaNWtyv/vd75YCPProo70XLFjQ9YYbbtiws/uSL/OyQ+NDdZ7rGCKu9SbJ2gCRnWGtnQ5MBzDG/Ba4Hfi6MeYcYA0QttbWN35eXVb2hOz6uk7NKpKERnnRcJdQJFblOkiiJUUB4vkTLp2SU1tV2rdkw6qBhatL+29eZ3tVbM7Pqa0eYfwGWSRTTCLDTz5zc3Ptyy+/3Gf9+vUbBg8e3K5PpWPGjNk2Y8aMvg0FiMcff7zvXnvtta29mWbNmtVt1qxZ3RsKEGeddVYpUNre/cmOnjvhsmm5Ndu29Nu8ftXAojWl/Tavo2dFSd8cr3qEgYyZFVoE2I8MbwMk+Rhj7gdOxJ8EtckrhsaYy4CL8CdQvQR/brf/AY8DI4Br8CdT/U/j5z574uX751VXFvfbvG71wKI1Zf02r8vquXVL35BXM9JoeWbJHFn4c6HMcx0k0ZKiAAGMq83p0nvjwJH7bBw4cocHulWWrhtQvHbtgKI1W/uVbMjtVlk2ILveG2n8MWYi6WYSbRjbm86ys7PtOeecU3jDDTcMuuOOO9bGP7ZkyZLcc889d+TmzZtD/fr18x5++OGVY8aMqWm8jwMPPLDigw8+6FFdXW2qqqrMypUr8yZOnFjZ8Pjbb7/d7ec///nulZWVWX369PEeffTRlSNGjKg94IAD9po6dWrFzJkze5WXl2fffffdK4866qitN95445CqqqqscePG9QiHw+u3bduWNWvWrO4PP/zw6uYynXrqqSN79uxZN3fu3O6FhYU5119/fUF7el9kiAk1uV3z1++2R/763fbYfq+1tntlacGA4oJ1A4sKKvts2ZDbvbJsYFZ93UiTPO2XSEca4zqASBMexB9eMaOFbRomoLwauBf4NXAjsJEWVl+ZMafAAOOr87p1Xzd4dL91g0dvf9Ba27OiZFX/4oINA4sLtvXZsjGv27byQVn1dSOMv2qASLoZjwoQiTdjTkEWLTS4ld16D1nVrfeQVbtvHxZj6utq88uKlg0oKigcULymJr+0sFuX6q1Ds6wd2hmZRRJIE1ECV1555aZJkyZNvPbaa3cY4nDJJZcMP+uss4ovu+yy4ltvvbXfJZdcsvtrr722ovHzjTEcccQRZc8++2yvLVu2ZB9//PFbVq5cmQdQXV1tLr/88uEvvfTS8iFDhnj33ntvn1/84hdDn3rqqZUAnueZ+fPnL3riiSd6X3fddUOOP/74pVddddW6hoID+MM82pJp48aNObNmzVr8ySefdDnllFNGqwDxZTPmFPQCmj52G2O2ds8ftrV7/rCVw/f+4u6s+rqa/NJNSwYUFRQNKC6ozS8r7JFXXTk0y9rBnRRbJFFGug4g0lgwAeULwB4AxpgCIGKtvS9us4YJKEfhFxsmAq8Ej83HH4JxcxO7H0pzvRyMMeU9+44o79l3xOcjt58eZdV5VX1KNy0bWLSmuH9xgde7rKhHl+ptwwx20C69URH3xrsO0BmcFyDwG9udmv3cZmXnlOQPGlOSP2jM0tHbh6h/MYyjaM2W/sVr6VmxuXdubfVIDeOQFJIxM+C2pG/fvvWnnXZa8U033TSwa9euX4wXnTNnTvdXXnllBcAll1yyORqNDmtuH2edddbmW2+9dVB5eXn2rbfeuiYajQ4GmDdvXt6yZcu6fvWrXx0LUF9fz4ABA77oUnraaaeVABxyyCFbr7zyytzWsraU6eSTT96SnZ3N1KlTq4qLi9Vrq2k73djWZ2Xnbu4zeK/NfQbvtWTM/l/c38Qwjj7BMI5eHZpYJHFGuA4g0ozLgX9aa/du5vGGCSgXAKcB/wC+Zq2tBW5tYb873eunPjvUpbjvkHHFfYcAB35xf2515eb+m9evHli0uqzf5nVGwzgkBakA0UnGddSO2jKMo2/Jhpzu28oGZNd5Iw20+uFCpJPp5DNw1VVXbdxvv/0mnHHGGUXtef5XvvKVyosvvrhr165d6/fZZ5/qhvuttWb06NHbPvnkk8VNPa9Lly4WIBQKUVdXt0sz0jfsK3jdXdlVOhvVUTtqchgH0H3rloIBxWvXDShas63vlg05GsYhSUxtgKSk9k5AedWTc/cwUJiXk7WxV9ecsgE9u9QOzu8SGtKnW8/dencZmN8tZ5Axpk1tcU1et77rBu/Zd93gPXcI1mNryeoBxWvXDyxao2EckuxUgOgkYxP9As0N4+hdVrR8YFHBprhhHEOyrG32iqpIJ8jzouE+oUgs47vqDxo0qO6kk04qeeyxx/qfeeaZxQBTpkzZ+ve//73PT37yk8333HNP32nTplW0tI/rr7++oGvXrjt88t9nn32qNm/eHHrttde6H3PMMVurq6vN/Pnz86ZNm9bsrMO9evWqq6ioaHLZ4p3NJF+S8C6z24dxTPzivqz6uprepYVLBxatKRxQXODllxV21zAOSQLDvWjYhCIxVSwlJRljhgAHWGuvM8a8CXyVFiagBEZaGFBVWz+gqraaTWXVLFi7wxzPVdlZZn33vFBR3+652wb17mKH9unadXB+1z4DeuUNyQtlt9y7wRhT0aPv8IoefYd/PmJ7J9OGYRwDitYUDSheW9e7rKh7l+rK3TWMQxwb60XD2aFILK2XhUmGAoSTP3SblZ2zJX/Q6C35g0bHD+MI1VaX9StZ3zCMw2oYhzgwCH+maefasmxmIv3f//3fhoceemhAw/d333336nPOOWfkbbfdtlvDhI8tPf/0008va3xfly5d7OOPP77i8ssvH15eXp5dV1dnLrnkko0tFSC+/vWvl//xj38cPG7cuAnhcHh9/GM7m0m+xEkbUJ+VnVvSZ7exJX12G9t4GEffkvWrBhYVlPbfvNYfxlGrYRzSabrg/01oiV9JVdcDvw2+7koLE1AGdm9lf13q6u2osm21o8q21bKyaOsODxooysvJ2tCra07pgJ5dvLb2nogfxhHfHXL7MI41pf1K1mX1qCjpk+MP4+jR6jsX2XV5+G1Am5aeT1XGdbfgGXMK7gR+7DREG3SrLFvfv3jt2oHFayr6lqzP7V5Z1l/DOCRBjgpFYm+6eOG5c+eunDx5cruGPEh6mjt3bv/JkyePTNT+Z8wp+Dvwo0Ttv6PEDeOo7KvVOCSxDgpFYh+4DiHSwBgzAzgK6I+/qkXjCSgbtpsCXGqt/VHw/c+AC/CHYHzTWlvd+Dkjr3rp38CxCYpenZ1l1nXPyy7u0z2vcred7T3RwFrbY+uWYEWmL4ZxNLQBGsYhHW3vUCS2wHWIREqGE6eUWOO9sluvwau79Rq8evftQ3NMfb3Xu6xw+YDigk0Digpq+pQVdutSVaHVOGRXqfufZJKU+H1vwzCOWr8L79ahWdYOcRhVUt9IQAUISRrW2jPbuN0c4grK1tpbaXkCSh7P/bi4zIbeXGe7UGC75KyxXbustV16brB5fYrJ7WsxTQ5/bKM8v/eEN6psm8eq5ntPlPXvmVc7JL9rdtB7YtAOvSeMMRU9+uxe0aPP7o2GcVTnl25aPtAfxuH1LivqnlddOSwLu9suZBbJdx0g0ZKhAJGy3VptVlaoYRjHsj2bHMZR0n/zOnqWb+6dW1s1wmTAL5R0CDVckklSogDRlOaGceTUVJV+MZTPH8aRn+MP5UvZ9k46leYhkYwxLav0MKDJ+despc5CUTVZJVvJLi+xOVWFNq92vc2jwHbNLrBd8gpsl+7r6JJfaPP61ZCVtzOvbaF/VW19/4a5Jxau3WHU5pd6TwzJ79p1SJ/tvSfqs0N5m/sO2Wtz3yF77TCMo2ZbSb/N61YNLFpT2n+zhnHITst3HSDRVIBIAC8nr9fGgSMnfXk1jrIN/YvXFvjDODbkdK8s7Z9d543SMA5pxOUHsvr6+nqTlZWlCdCE+vp6gz92N5FStgDRnNrcLr03DBq1z4ZBOy7w0X1r6dr+m9euG1i4urLvlg053SrLBmT7XXi1RKvEa26svEg66tfcA8aQbaB/V+r7d6We/qaWMVQ2uyNrKa3FlFSSXVZqcyqLyalZb7vUr7NdstfYLjkFtmv3dX7vir4VhFr7/NGO3hNdew7q3XVgn25ddlu/25591u/WeDWOLWv6+6txVPbdskHDOKQ5+a4DJFoyFCBSYghGR6js1mu31d167falYRzlRSsGFK3ZNKCooNofxrF1iLH1Qw3s0hKAkrJcfiD7tLCwcMKAAQNKVYTIbPX19aawsLA38GmCX2pggvefNLZ27z10a/feQ+NXZAqGcSwbUFywaWBRgde7rLCbhnFkvK6uA4h0Bi8a7koH/r4bQ+9cbO9cPPKNxwi2AV+aixoAa6mqwxRXkVVaTmjrZptTvdHmeetsF9MwFGSd7dJzvc3LLya3X+OhIO3pPTE4v2ufgUPGT1g5Yu8vekJ8MYyjuKBoQFFBbe+yoh551ZVDs9CKTBks33WAREuGAkTa9YDYGTYrK7Sl98A9t/QeuGejYRzlfUs2rAy68NpeGsaRSfq4emHP887fsGHD3zds2LA3sCvjLiX11QOfep53fqJeYMacgu74s/5nrGAYx5iSPruNWTp62hf3xw/j6Ld5Hb0qNvfJqa0erhWZMoIKEJIp+rp6YWPoEsIO7UHd0B7UMdhUM5GmV9G2lnoLhdVkbdlKdsUWm1NZaPO8deTZgvquoYahIOvpkr8pGArSWu+J3JysDb136D2xV89BQ/Yd2Kdbzm7GGNPEMI78YBhHxly4zWD5rgMkmgoQScrLyeu5aeCISZsGjtjh/q6VZesHbF63dkDRmop+Jes1jCM9OeuKN3Xq1E3Aya5eXzJOMrRBSanVYRxFa7b2LdmQ062ybGB2vadhHOlFBQjJFG1bhcIxY8gyMKAr9QMahoKMbhgK0sQZm7WU1WI2V5JdVmZDlUXk1mywXexa28WssV1yC2zX7uu8Lj03luUOX1hW3avJ3hO52cV9euRV7tZ7NEOGTsobnN+1y8CeufSrKS/oX7x2nT+MY2Nut21lg7Lq60ZoRaa0ku86QKIlwy+rChA7YVvDahzDxn1x3/ZhHAUbBxQX1OSXburWVcM4Upn+zyRT6Hd9JzU1jMPU19XmB8M4BhQX1OaXFnbvUr11iFZkSlkqQEimSPQcQ04YQ69cbK+GoSDDqaKVoSCbq8jassNQEK+LKSjpElqzuWvX5bZLz7f9oSDdwFTnhrK69+o6yhvQa1zNkN26rh/WK6dkgi3zRm/bVDtw89o6DeNIefmuAySa0wLEjDkF2WiypV224zCO/b64v9Ewjvq4YRzOuvhLm2jog2QKFSA6gM3KzmlyGEdtVWm/zetXDyxaUxIM48jPqa0eoWEcSU8FCMkUaVmA2BnBUJAhPagb0sahILaGrNyKmuwuWwpzbOGmPG8deRUFtkvoA9s1tCW7H2V5w8vKe/QsH9zFLNg/q6R6cl1x1h41m7v13lbaV8M4UkLaX5x33QNCfwAJ1MIwjg0DNq8raDSMY6SBnVq+SBJGBQgR2WW1OV16bxg0alLjYRzdKkvXDSheu1bDOJKWChCSKepcB0glDUNBulA/oEvjoSDxav2bLfeHgmwju7zUhrZuyu5atC2379pupi6rV111Xs/6mq5dbG3PHFufb7ADNIwjaaT934XrXzSth+vAtobVOIaNY2VhxeKPl21Ye1vJ/woH1W09zHU2AVSAkMyhHhAOVHbrPWRVt95DGoZx2E0b554865mFXbzqyY6jiU8FCMkUGd8DIpHih4L0Nh7YKqgpbXJba7FqkZPGNtcBEs11AcJz/PoZp97a+qXryz99e2lhycrCij0H2Ko+/8r7oL6HqZvQ+rOlk6gAIZlCpzsOFZVVrZ7w8X/mH1G2/ChjUmMyuAxR4zqASCdJ+yu9qcIYtcdJRAWIBGt6kJN0qLp6W/tpwZZ5M5cWVa7dXDnOwj4AU82WRY/lzc7PNqj4kFzUCEim0O+6A9tqvNJ5Hy16//+K3hzYx9SeoP+FpFPuOoBIJ1EPCJEvUwEiwbYCFp2Edrhar37bnFUl899dVlS7saxqb2Bq/OPfzy54LxJaOtkYTQIqIs7o2N+J6upt7cufrH336NUf1N5iVh9qjIZBJikVICRTqAAh8mVVrgMkWpsKEMaYK4Dz8YsF84HzrLVVjbb5A/B14BNr7TnBfd8H+ltrb21qv2dOGWZnzCmoJEXWAU52VbV1ZR+uKP70gxXFWZu31kwCDmhquz/nfPrGiVmbjlR3q6Slk0/JFFtdB8gUH35W/MGCT5ZlP5w9q2f/rNr9Wn+GOKQ2QDKFhmCIfJl6QBhjhgKXAxOstduMMU8CZwAPxm3TG9jPWruPMebvxphJwHLgPOD4Vl6iAhUg2q28qrbovWVFiz9eublL2TZvH+CQ5rbNo67qhdyPZu+ZVXlU5yWUdtjiOoBIZzhzyrDKGXMKtqI2IGFWFm5dNP2dz6surl9ac3P2qn2N0epTKUAFCMkUmgtO5MtUgIjbrqsxphboBqxr9Hg9kGOMMcHjtcAvgDustbWt7LscGNT2yFKytWb9zKWFyz5ZVdK7sqZub6DV1SsGUbXx1bwPinqaumYLFJI0SlwHEOlEhagA0eG2bK1Z/9DMz1dkl5WM+m/ux5UDQjWHu84kbaYChGSKMvxJV3NdBxFJIipAWGvXGmP+CKzG/4H821r770bblBtjXgbmAP8FSoEDrbXXtyFDETB6p5NnmI2lVSvfWrJp1YKC0gHVXv14YHBbn7uf2bL4sdzZvUOGiQmMKB1HBQjJJIXASNch0kW1V7f1qQ/WfLRgbekBPw19xqW5K3saw1DXuWSnqAAhGSEUiVkvGl4PjHCdRSSJqABhjOkDfBMYhd81/CljzPettY/Eb2etvRm4OXjO34HfGmPOB44D5llrf9fMS2xqf/z0trpo69K3lhSuX7K+bKhXb0fTjpP0s7IL3r82tHQfTTaZUgpdBxDpRPp97wD11ta/9umGd99YtGnsblTt9U7erIWDTE2rveMkKWmFMMkka1EBQiRemesAidaWIRjHAJ9bawsBjDHP4s8z8EhTGxtjpuDPbL4EuNFa+zVjzAPGmDHW2mVNPGVj+6KnH2utXbaxYsHbSzYVf7apYlS9ZSwwtr37+1POgjdOytqoySZTzwbXAUQ6kQoQu2jemi0fP/3h6p61dfawS7M/n/nT0OeTjGGa61zSbuoFJ5lkresAIklmjesAidaWAsRq4CBjTDf8LiFHA7Na2P564EIgB8gO7quHZq/AZ3QBoq7eegvXls6fubSwfM3myrHWsveu7lOTTaY8FSAkk6gA0U7rSrateGjmZyVl27xpu1G14am8jz8abKrV6yH1rXIdQKQTFbgOIJJkVrsOkGhtmQPiA2PM08Bs/Nlq5wB/a2pbY8y3gFnW2nXB958YY+bjD8GY28xLZNwQDK+uvvqT1VvmvrO0sHZDadUEYEpH7Xsg1Zv+lfd+oSabTGkZXZSTjKMCxE4qr6otmv7OykVriisPAfa8OHvlOz8PfTYxy7C/62zSIVSAkEyiHhAi21URd15kjPkpcAH+6IJ7rbW3BvdPBu4GegArgbOstTsM3TDG7AU8ht8p4CJr7XvGmBDwKnCytbYy4e+mGW1aBcNaGwEibdjueeD5uO9/gb8aRksy4mpvdW1dxUefb57/wfIiiipqJgEHdPRraLLJtFCDrgZIZlnvOkCqqK2rr3r+44L3Z68s2Q84fCDVm57Km7VyqKk+1HU26TCFoUjM2UmhiAMqQIhsVxCKxCyAMWZv/OLDAfifD141xvzTWrsc+DvwC2vtm8aYHwJXAr9ptK+LgJ/iFyhuA04FLgEecVl8gLYvw5lIC10HSJSt1d7m95cXLfzos815pdtq9wEOTtRrfS+74P2oJptMB0tDkVid6xAinaipuYEkjrXWzlxa+N6r89YPr7ccBXBB9qp3rwytGJ9lOr6YLU597jqASCdTAUJku8/ivh4PfNBQLDDGvAl8G3/Rh7HAW8F2/wH+xZcLELX4UyB0A2qNMfnAScDxiQrfVslQgFiMP7dEV9dBOsKWypoN7ywtWjpn1eaeW6vrJgEJH4/7p5wFb56UtfEITTaZFtK2ICfSjMWuAySzpevL5j323qrsaq/+EIABVBc+lfvxZ8OyqjTMLj0tdR1ApJOpACGyXXwb8Cnwe2NMP/zPyt9g+zyMC/BXqXweOA3YvYl93Qk8DOTh94b4DXCDtbY+Icl3gvMCxJlThtXNmFMwnwQMSegsm8qqVr29pHDlpwVb+lXV1k8EduuM182jruofuR99PDqr8sjOeD3pFCpASNIwxtwPnAhsstbuHXf/acC1+NX5A6y1X5qYuK1jD8+cMmzLjDkFG4FBiX4/qaSwvGr1g299vm7z1pqDGu47L3v1u1eFlo/LMhzoMpsk1BLXAUQ62Rr87uW5roOIJIEvChDW2kXGmD8A/wa2Ap8ADb2kfwjcboz5DfAC/t/QDqy1q8HvNWmMGQ0MAxYZY6bj/739xlrrpOjtvAARmEOKFSAKNlcue2vJpnWL15UNrq2zY+nkNYzjJpvU2N/0ogKEJJMHgb/gV9DjfYrfDfCeFp67M2MPF6MCBADbarzSx95b9cnyjRUHA8MB+lFT9GTux8tHZG1Tr4f0pwKEZJRQJFbrRcPzgamus4gkgR0KAtba+4D7AIwxNxDME2etXQwcF9w/Fjihlf3+HrgGuBx//oiVwA3AWR0Xve2SqQCR1Ky19rNNFQvfWlJYtGJTxYi6ejsGGOMiy76mdMnjuR/31GSTaUkFCEka1tq3jDEjm7h/EYAxLY762pmxh/OAjO7JVVdva1/6ZN277y0vmkTcz+Kc7DXvXRNaNibLcFALT5f0oQKEZKKPUAFCBBq1AcaYgdbaTcaY4fgXfg5qdH8WfmHh7uZ2aIw5ElhnrV1mjOkG1Ac3Z/MGqgDRgvp6W7dofdn8mUsKy1YVbx1jrfsP/Gdmr33/utCSScbQ3XUW6XAeGv8r6WNnxh42t0xzRvjws+IPXpi9dmBdvf2i8NCXmuIncz9eOjJrW8ImL5aksxUVoSUzfWkYn0gG2hSKxFY2uu+ZYA6IWuAn1totwf1nGmN+Enz9LPBAUzs0/pWia4DvBnf9DXgUvwZwScdF3znJUoCYjz+mJdt1EK+uvmbemi1z31laVL1uy7bxwL6uMzX4Y86CN7+pySbT2fJQJFbrOoRIR9jJsYcZWYBYWbh10fR3Pq+urKnbYU6H72UXvH9taOmeWSZxKydJUvooFIl5rkOIOPCR6wAiSeDdxndYaw9vakNr7W34w1tbZK21wLFx3y8C9tuFjB0iKQoQZ04Ztm3GnILF4KaHQbVXt3X25yXz31teVF9YXr03sL+LHM3Jo67q+dyPPh6jySbT3WzXAUQSpLWxh5/i9wBKijYp0bZsrVn/0MzPV2worToUtheU+1Cz+fHc2Yv3zKrUXA+Z6UsnnyIZYgFptCKeSDvNdB2gsyTTyd4cOrEAUVntbflgRfGCDz8rztlSWTsJknN87QCqC/+d9/5GTTaZEd5wHUCko7Vl7OGZU4ZVzZhTMIskPQ53lOrauoqnPlwza8Ha0gNotETzd7PXfnBdaMke2QYVHzKXChCSkUKRWJ0XDc8BHf8ko73jOkBnSbYCxPcT+QJl22o3vbO0cMnsVSXdK6q8SUBSf6iPm2xy79a3ljTwuusAIvGMMTPwh1H0N8YUABFr7X3GmFOAO4ABwEvGmE+stV9r4vk7M/bwf6RpAaLe2vrXPt3wzhuLNu1lg2EpDfKpLZmR+/HCMVmVSd0eScJZ4D3XIUQcmoUKEJK5tpFBPaGTrQDR4YrKqwtmLi1cMW/1lr7bausmAgMT8TodTZNNZpyCUCS23HUIkXjW2jObuf854Lk2PH9nxh7+D7i6HTGT2rw1Wz5++sPVPWvrvjyO8zvZ6z78fWjxiGyT3MVw6RRLQpHYZtchRBzSPBCSyT4KRWI1rkN0lmQrQHTIRJTrSrateGvJpoJFa8sG1dTVj8Of/Cxl/DFnwRvfzNp4pCabzChvuA4g4tg7QBXQxXWQjrCuZNuKh2Z+VlK2zZvW+LFe1JbOyJ396V5ZW1V4kAYafiGZ7kPXAUQcypjhF5BEBYgzpwzbMmNOwfu0c1jE54UVi95aUrhp2Yby3evq7Z7Anh2bMPFyqa9+PvejWWOzth7lOot0ujdcBxBxKZgH4j3gK66z7Iryqtqi6e+sXLSmuPIQmmiHTsla/9FNOYt2V68HaUQFCMlooUhsqRcNrwRGOo4i4kLGTEAJSVSACPyTNhYg6q2tX7K+/NOZSzZtWVm0dc96y3hgfGLjJY4mm8x4mv9BBP5LihYgauvqq57/uOD92StL9gO+NNyiJ7Wlj+XOmT8+q+KwJp4u8prrACJJ4GXgx65DiHSyjJsDKNkKEC8CNzb3YF29rZ2/Zsu8d5YWVq4t2TbOwj6dmC1hJpvSJU/kzu4RMlaTTWam1aFI7DPXIUSSwP9cB9hZ1lo7c2nhe6/OWz+83u44wWSDk7I2zLolZ+HQkEHFB2nK7FAktsp1CJEk8BIqQEjm+TAUiZW4DtGZkqoAceaUYQtmzCn4HBjVcF+NV185e+Xm+e8tL6rbVFY9EZjqLmHH+2722g9+F1qytyabzGj/dh1AJEl8BJQDPV0HaYul68vmPfbequxqr77Jmdt74JU9kjtn7t5Z5V/qESES51nXAUSSxOv4qwF0dR1EpBM96TpAZ0uqAkTgpW01dWd/+Fnxpx+sKA6VbK2ZBBzoOlQi3Jyz8I1TsjZoskl5wnUAkWRw5pRh3ow5BS8BZ7jO0pLC8qrVD771+brNW2uaXTb0G1kbP/5TzoLBIfPl4RgijbS6ooxIJghFYtu8aPg14CTXWUQ6iQWech2isyVdAeLu/y17alVR5YW0czLKVKDJJiXORjT/g0i8x0jSAsS2Gq/0sfdWfbJ8Y8XBwPCmtumOVz49d84n+6jXg7TN4lAkttB1CJEk8gwqQEjmeD8Uia1xHaKzJV0BYlVR5TvAFmCg4ygJMYDqwn/lfbChl/HStsAiO+XpUCRW5zqESBJ5FSgG+rkO0qCu3ta+9Mm6d99bXjQJOLK57b6WtWn2bTkLBoaMVfFB2kq9H0R29AJQC+S4DiLSCTJu+AVAlusAja288YQ6/Opn2plsSpe8nfduTS/jTXKdRZLGDNcBRJLJmVOG1QJPu87R4MPPij+IPDu/4L3lRUcCfZvaphtexVO5s976S86nU0LGDuvkiJLaNP+DSJxgMr6Um5BYpB0ycvgFJGEPiMATwCWuQ3Sk07PXffD70GJNNinxVqO130Wa8hhwkcsAKwu3Lpr+zufVlTV1Lc5BdGxW4Zw7cj4dEDL2iM7KJmljdSgSm+U6hEgSehr4musQIgn2TigSW+s6hAvJWoB4G1gHDHEdpCP8IWfhG9/WZJPyZU+GIjHrOoRIEnobv0DX5DwLiVSytWb9wzM/X7GhtOpQaP6Y3ZW6rQ/kfvLxVFN6uI7t0k7qASfStCeAP5EiKyKJtFNGDr+AJByCAbDyxhPqgb+7zrGrcqmvfin3g3dOzd5wlE5QpQmPuw4gkozOnDLM0sl/H9W1dRXT3/n8zZtfWpS/obTqMFooPnwlq2ju7Ly3iqdllR6hY7u0Uz1wt+sQIskoFImVA9Nd5xBJoHqSaLhpZ0vKAkTgr/iT0KSk/lQXvp83c+leWVs12aQ0ZUEoEvvYdQiRJPZoZ7xIvbX1/56//u3oc59WLlxbdiQtrD/fhbrKx3Jnv/W3nHn75Bjb6b0zJK28HIrEVroOIZLE7nQdQCSB/hWKxNa7DuFK0hYgVt54wgZStGvKPqZs6UxNNiktu8N1AJFkduaUYfOA9xL5GvPWbPn42mfnL3990abDbSsrLx2ZVTxvdt5bhQdkbVGvB+kI+nAl0oJgedo3XOcQSZCY6wAuJescEA1uA85yHWJnBJNNTjSGHq6zSNLaAjziOoRICvgjCVgVaV3JthUPzfyspGybN621bbtQt+3enHkfHpRVcrgxyVu0l5SyHPiX6xAiKeBO4CjXIUQ62NxQJPZf1yFcSuqTqZU3nvAR8IHrHG11U2jRG78PLd5fxQdpxf2hSGyr6xAiKeB5/A9rHaK8qrborv8ue/uO/ywd2Zbiw6FZm+fPzntrw8HZJUeq+CAd6K+agFikTZ4HMnKVAElrGd37AZK8ABG43XWA1uRSX/3P3A9mfie0/iidpEor6tDwC5E2OXPKsHrg1l3dT21dfdVTH65+44YXFuauKa48HMhuafs86qoeyPnkzQdzPpmYa+yoXX19kTjbgAdchxBJBaFIzAP+5jqHSAdahyahT4kPy08BSTtJR8Nkk+Oyth7mOoukhKc08ZjITnkAKG7PE6219u0lm9699tn5RbNXlhwF9GrtOQdnbV4wO++tdYdnb1avB0mEx0KRWInrECIp5G+k8KT0Io3cEYrEMv73OelPrlbeeEIt/ooYSSeYbLJak03KTrjFdQCRVHLmlGGVtKMNWLq+bF70uU8Xvjx3/SH1lmGtbZ9LffXfcz558+GcT8blGbtHu8KKtKwe+JPrECKpJBSJbcC/GCmS6rYC97gOkQySvgARuBuodB0i3mnZ6z58JnfWkJCxrZ7YigT+G4rEZrsOIZKC/gJUt2XDwvKq1be8tOj9B97+fJ9qr35iW55zgClZODvvrYKj/F4PLQ7PENkFTwYz+4vIzokCnusQIrvofvWA86VEAWLljScUkkRzQdwUWvTmDaHF0zTZpOyka1wHEElFZ04ZthF4uKVtttV4pfe9ueLNP72yZLfNW2sOast+c6ivuSdn7huP5s7Zq4up37NDwoo0rR64znUIkVQUisSWAve5ziGyC+rogDmt0kWyL8MZ72bgYiDfVYAc6muezZ314fisiiNdZZCU9UwoEnvfdQiRFHY9cDbQJf7Ounpb+9In6959b3nRJKDNx+ZpZsuiB3M/CXUx9Ud1bEyRJj0eisQWuQ4hksKi+G1AN9dBRNrhwVAk9pnrEMkiJXpAAKy88YQS/CKEE/2oKXo/b+bi8VkVmmxSdlYtcJXrECKp7Mwpw9bQaAWZDz8r/iDy7PyC95YXHQn0bct+cqiv+WvOvDdn5M4e08XUj0lEVpFGaoHfug4hkspCkdh6dAVZUlMlagN2kEo9IABuAy4DBnfmi04yZcueyv24a8jYfTrzdSVt3BOKxJa5DiGSBm4Ezl9ZuHXD9Hc+r66sqTtwZ568n9my+KHcT7K7mnr1YpPOdE8oElvhOoRIGvgDcBHQz3UQkZ3wp1Akts51iGSSMj0gAFbeeEIlnTyO/jvZ6z58NnfWYE02Ke1Uhsb9inSIM6cMK3ngrc9+fc/ry8dV1tTt29bnhaivvSNn/ptP5M4e3VW9HqRzlaM2QKRDhCKxMuAG1zlEdsImHPbgT1YpVYAIPAh0ykoCN4QWvXmjJpuUXXNzKBIrdB1CJF0s3VD+INDmq8mTTemS2Xlvff717MIjjUm5Xn+S+tQGiHSsO4FVrkOItNE1oUis3HWIZJNyBYiVN55QD1yRyNfIob7mxdwPZ54eWn+kMan3M5KksRat+S7SoVbeeEINbWgDsqn3bs359I2ncz/eo5upH9sJ0UQaWwzc4jqESDoJRWLVaDy9pIZZaPWWJiX0w7UxJt8Y87QxZrExZpEx5uAmtrnMGPOpMeZlY0xucN9hxpg/N7fflTee8BbwdCIyB5NNLtFkk9IBrgxFYttchxBJNytvPOGfwIvNPT7JlC2bnff2shOzNx1lDDmdGE2kgQUuCD4siUjHegSY6TqESAsscGkoEqt3HSQZJfrq/m3Aq9baccBkoKklqM4C9gHeBb5mjDHAb/CXXGvJ5cDmDszKJFO27J28d6p6G29SR+5XMtLzoUhshusQImnsMmBr/B3Z1Ht/ylnw5rO5s0Z0N3XjHeUSAX/iSX1AEkmA4EPdefirC4gkowdDkdgHrkMkq4QVIIwxvYEjCLqeWGtrrLVbmtoUyMFf17cW+D7wirW2xeLCyhtPWA/8uKPyfjt7/YfP5s7aTZNNSgfYDFziOoRIOlt54wmriOuGO9GUL/847+2lJ2dvPNIYch1GE1kH/Mp1CJF0ForElgNXu84h0oSNqA1oUSJ7QIwCCoEHjDFzjDF/N8Z0b2K7vwDvA8OBd/Armne25QVW3njCE8CTuxr0htCiN/4QWjTNGHru6r5EgJ+FIrENrkOIZIDbsql/5+achW8+n/vR7j1M3QTXgUSAnwSz9YtIYt0OvOU6hEgj52ny4ZYZa21idmzMNPzCwqHW2g+MMbcBZdba37TwnN8C84B64BxgDRC21jY7fmbkVS/1Az4FdtvZjDnU1zybO+tDzfcgHejFUCR2susQIsnEGHM/cCKwyVq7dzPbXIa/vvtq4FvW2hpjzGHAqdbaZied3HDtr/fqb2rnAF0TEF1kZz0bisROdR1CJFN40fCe+J8durnOIgLcGYrELnUdItklsgdEAVBgrW0Y//I0sF9zGxtjhgAHWGufB8LAd4EtwNEtvcjKG08oBs7f2XD9qCl6L2/mYhUfpAOV4H+AEpEdPQgc38o27ZoPaLdrb1oC/LoDMorsqi2ATjxFOlEoEluB2gBJDouAK12HSAUJK0BYazcAa4wxewV3HQ0sbOEp17N9PG9X/NlD62lDRXPljSe8BNzf1mx7B5NN5htvn7Y+R6QNrghFYutdhxBJNtbat2h90uB2zQcUuAN4bZdCiuy689QGiDjxF+AN1yEko9UA39Pqd22T6FUwLgMeNcbMA/YFbmhqI2PMFABr7ezgrseA+cChwKttfK2fAata2+jb2es/fE6TTUrHeyoUiT3kOoRICmv3fEChSMwG23foykgiOyEWisSedx1CJBMFbcAPabQykkgnuiYUiX3iOkSqSNgcEC6MvOqlo4D/0kxh5XehxW9+N3vd4cYkvPAimWUBcFAoEqtwHUQkWRljRgL/bG4OiEbb7vR8QABeNHwc8DKQvcuBRdrubeCroUjMcx1EJJN50fBZwCOuc0jGeR04JlgeVtogrT6Ir7zxhDdoYkmeHOprXsj9cOYZoXVHqvggHawUOEXFB5GO0d75gABCkdi/gasSmU+kkY3Ad1V8EHEvFIk9CtzmOodklBLgHBUfdk7afRhfeeMJfwAeb/i+LzXF7+XNXDRBk01Kx7PAWaFIbJnrICJppN3zAQGEIrFbgBmJiSaygzrgTM37IJJUfgG86TqEZAQPvw0ocB0k1aRdASLwI+CTiaZ8+Tt571TmG2+y60CSlqKhSOwl1yFEkp0xZgbwHrCXMabAGPOjZrbriPmAwF8Z6ZN2BxZpm9+GIrHXXYcQke2C3kin46/GJ5JIPwlFYv9yHSIVpdUcEPEOuOrZ3WfmvfN6lmFP11kkLf0TODmY+EhEkowXDY8AZgH9XWeRtPQC8C21ASLJyYuGp+DPz9LddRZJSzeHIrFfuQ6RqtK1BwQf3vjtNVmGswAthyIdbSnwfZ14iiSvUCS2Cn/+CI3Nl472LnCG2gCR5BWKxOYA38MfwifSkZ4Cfu06RCpL2wIEQCgS+wA4G38MsUhHWA98LRSJlboOIiItC0Vi/wN+4jqHpJUFwIla610k+YUisReAX7rOIWnlXfxJJ/XZchekdQECIBSJPQNc6TqHpIUt+MWHlY5ziEgbhSKxv+FPSiayq1bhtwElroOISNuEIrEY8BfXOSQtrAC+GYrEqlwHSXVpX4CALw4+v3GdQ1LaNuCkUCQ233UQEdk5QRsQcZ1DUlohcFwoElvrOoiI7LTLgbtdh5CUthn4RigSK3IdJB1kRAECIBSJ/Q641nUOSUnVwCmhSGym6yAi0j6hSOw64GbXOSQlVeCfeC51HUREdl7QXf7HwD2us0hKKsUfeqc2oINkTAECIBSJRfHXmBdpq1rgNC2zI5L6ghmr73SdQ1JKDX4BepbrICLSfkER4hLgb66zSEopBo4ORWLvuQ6STjKqAAEQisR+C9zgOoekBA/4XigSe9F1EBHpMJcBD7gOISlhG/5yy6+5DiIiuy4oQlwM3Os6i6SEDcBRoUjsY9dB0o2xNjMn8fSi4ZsArd8qzanE7/nwsusgItKxvGg4C78IcY7rLJK0yvC73L7tOoiIdCwvGjb4wzEucJ1FktYa/J4Py1wHSUcZW4AA8KLh3wNXu84hSacIOCEUiX3oOoiIJI7aAGlGMXC8hl2IpK+gCPE34HzXWSTpLAeOCUViq1wHSVcZXYAA8KLhC4C7gJDrLJIUPsc/8dREMyIZwIuGL8RvA7JdZ5GksAq/DVjsOoiIJFZQhLgZLdUs2y3ELz6sdx0knWV8AQLAi4aPAZ4GervOIk59Anw9FIltcB1ERDqPFw2fADwBdHedRZyai98G6MRTJIN40fA5+L0h8lxnEafm4C+3rKU2EyzjJqFsSjDB1MH4V78lM/0XOELFB5HME4rEXgKOAjY5jiLuvIbfBqj4IJJhQpHYw8BXgI2us4gzzwCHq/jQOVSACIQisUXAQYCWWck8D+Cv8V7uOoiIuBGM9z8Y0PCrzGKBG/GHXZS5DiMibgTLLO6PfxVcMocFfos/8fxW12EyhYZgNOJFw13wP5Ce4TqLJFwl8JNQJPag6yAikhy8aLgP8DBwoussknBbgHO01LKINPCi4W7AQ8B3XGeRhCsHvh+KxF5wHSTTqADRDC8avhS4BejiOoskxCL8aucC10FEJLkEE5P9EvgdmqA4Xc0BvhOKxD5zHUREkkvQBvwWiADGcRxJjHn4nwPU69EBFSBa4EXDewMzgL1dZ5EO9QhwsbpaiUhLvGj4cPw2YKjrLNKh7sfv/VblOoiIJC8vGj4ZuBcY6DqLdKj7gMtCkdg210EylQoQrQiGZNwCXOo6i+yyKvwDzt9dBxGR1OBFw33xT0C/7TqL7LIq4NJQJHaf6yAikhq8aHgA/lLNGpKR+rYCPw4mHRWHVIBoo2CZtgeAAa6zSLvMBc4NRWJzXQcRkdTjRcPnA7eipTpT1ZvABaFIbJnrICKSerxo+AzgTqCv6yzSLq8Al4QisVWug4gKEDvFi4Z3Ax4EvuY4irRdJRAF/hSKxDzXYUQkdXnR8Gj8E9DjXGeRNivFn8/j3lAkphMeEWm34HPA34CTXGeRNisEfhaKxB5zHUS2UwGiHbxo+CwgBgxynUVa9C/8aufnroOISPrwouHTgT8DQ1xnkRY9jz/XwzrXQUQkfXjR8LnAbUBv11mkRQ8DPw9FYsWug8iOVIBoJy8azgduAC4CstymkUY2AVeo2ikiieJFwz2B6/HnB8p2HEd2tBF/roenXQcRkfTkRcPDgL+iJZuT0Wf4k83/x3UQaZoKELvIi4an4ldBD3WdRbD483T8IhSJlbgOIyLpz4uG98U/CT3IcRQBD/g7cLXaABHpDF40fBx+r2itmOdeHX7vxEgoEqt0HUaapwJEBwkmp7kZ2N11lgz1GvCrUCQ223UQEckswZrx5+PPNzPYcZxMZIHHgd+GIrHlrsOISGbxouFs4EfAdWh4tgv1+EtmRzXRcGpQAaIDedFwV/whGVeiscGd5WPg16FI7DXXQUQkswXLNl8E/AoVIjrLS8D/aYUjEXHNi4Z7AFcAYTQ/RGewwFPAtaFIbJHrMNJ2KkAkgBcN5wE/BH4NDHccJ13Nwa90/sN1EBGReCpEdIq38YdazHQdREQknhcN98VffecyoJvjOOnI4k8yHAlFYvMdZ5F2UAEigbxoOAc4G7ga2NNxnHQxC/idCg8ikuyCQsSF+IUI9YrrGG8DN4YisVdcBxERaYkXDQ8CfoLfDmhoRsf4J/5wuzmug0j7qQDRCYKxYWfin4RqkpqdVwU8CdwVisQ+cB1GRGRnBIWI84CLgX0cx0lFNcATwK2a50dEUo0XDecC38HvEaEJi3feVrZ/DpjlOozsOhUgOpkXDR+IP1HNGUBPx3GS3efA3cB9WsNXRNJB0AZcgN8GdHccJ9mtAe4F/h6KxNa7DiMisquC1fMuxW8DujiOk+w+xm8DZoQisTLXYaTjqADhiBcNdwdOw58r4nDHcZJJPfAKcBfwaigSq3ecR0Skw3nRcE/8nnEXAlMdx0kmtcC/gHuAV0KRWJ3jPCIiHc6Lhvvjr550MTDCcZxkUgo8il941jCLNKUCRBLwouGx+IWI75GZy3jWAq8DzwL/CEViGxznERHpNF40PAV/iMYpwDDHcVyoAv4NPAO8GIrEShznERHpFMEyzgfiH/+/BYx1GsiNeuAd4D7gqVAkVuk4jySYChBJxouGJwEnAN8ADgGy3SZKmErgVeA54J+hSGyL2zgiIm4FJ6LT8E9EvwlMcJsooSqAl/ELzy+FIrEKx3lERJzzouHx+IWIbwH7A8ZlngSqwC88v4jfBhQ6ziOdSAWIJOZFw/nA1/ALEl8H+jsNtGvqgYXAu/hDLP4VisS2uY0kIpK8vGh4BHA8/vH/q6T2vEF1wFz8q1z/xW8DqtxGEhFJXl40PAS/GP1N4FCgh9tEu8QCnwCvAf8B3gpFYtVOE4kzKkCkCC8azgIm48+ee2Bw24vkrYxWAB/in2y+C7wXisRK3UYSEUlNwWpKE/GviDXcJgE5LnO1oAx4H78NeAf4QL0cRETaJ/gcMAH/2H9A8O8+JG8bUIhfdJ4LfAT8NxSJFbmNJMlCBYgU5kXDvfCLElOAffGX+BwBDOzEGPXAKmAJsDi4fQjM0+RhIiKJEyzvOZntBYlxbG8DOqs4XQEsj7stw5+5fL4mERYRSRwvGs7D/wzQUJSYBIwCenVmDPzPAA3FhnnAXK1cJC1RASINBSelw/AntBwe/Ntw64m/7E8XIK+Jr+uBcvyrV03dNgOrgZX4y2SuVhcqEZHkEZyUDo+7jQj+HQJ0Y/txvwvQtdH3dfhz9GwN/i0HSvCP/SX4V7VWEBQcNGmwiEhy8aLhPviFiJH4nwd2i7sNwj/WZ8fdQk187wFFwCb8435T/24CVuhzgOwsFSBEREREREREJOGyXAcQERERERERkfSnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpAiIiIiIiIiEjCqQAhIiIiIiIiIgmnAoSIiIiIiIiIJJwKECIiIiIiIiKScCpApBljTJ4xZqExZnAnvuYbxpjzO+v12sMYs48x5l3XOUREdpUx5mvGmOc78fVGGmOsMSbUWa/ZHsaYmDHmEtc5REREpHkqQLSRMeYMY8wHxpitxphNwdc/NsaYDti3DfZbYYxZa4z5kzEmO+7xnfmAfyHwlrV2vTHmlWCfFcaYWmNMTdz3d7eSZ/Suvq9m9r23MeZfxpgiY4xt4vGKRrc6Y8wdwWMNJ8Hxj/+miX30NcYUGmNmNtxnrZ0HbDHGnJSI9yUimS04TpcYY/KaeXyUMabeGPPXJh77pjHmE2NMWXBs/J8xZlQLL/d74CZjzPBGx8P4tqTCGHN4M1l+EH987GjBz6IqLseSuMe+YoyZb4zZYowpNsY8Z4wZGvf4g43aqoqG9tAYk2uMedoYszJ4r0c1euk/AlcbY3IT9d5ERERk16gA0QbGmDBwG3ALsBswCLgYOBToqBOdydbaHsCRwHeBH7ZzPxcD0wGstV+31vYI9vsocHPD99baizsk9c6rBZ4EftTUg3H5euD/rLcBTzXaLD9uu+ub2M0fgEVN3P8ocFH7o4uIfJkxZiRwOGCBk5vZ7BygBPhufJEiKPY+DISB3sAo4E6grpnX2h/oba1931q7utExE4K2JLi93QFvr70ujcuxV9z9C4GvWWvzgSHAMqBxUSa+rephrY3/WcwEvg9saPyC1tr1wGKa/z8QERERx1SAaIUxpjdwHfBja+3T1tpy65tjrT3LWlsdbJdnjPmjMWa1MWajMeZuY0zXuP1cYIxZbozZbIx5wRgzpKnXs9YuB94B9m1H1uHAHsAHbdi2yTzGmLeCTeYGV56+a4zpY4z5Z9CroCT4etjO5gOw1i6x1t4HLGjD5qcCm4A2n0QbYw4B9gYeaOLhN4Cjm7tCKSLSTucA7wMPAuc2fjDoKXcOcA1+ETa+J9a+wOfW2v8GbUu5tfYZa+3qZl7r68CbrQUyxvQ2xjwcHLdXGWOuMcZkGWPGA3cDBwfH+C3B9icYY+YEvTDWGGOubeN73ynW2o3W2nVxd9UBbepxZ62tsdbeaq2dSTMFGvzj/Am7llJEREQSRQWI1h0M5AH/aGW7m4Cx+CeTo4GhwG8BjDFfBW4ETgcGA6uAx5vaiTFmHP6VtOXtyDoJ+Mxa67W0UUt5rLVHBJs1XEV7Av/35AFgBDAcv1fCX5rZ9/Cga+3wduRv7FzgYWtt46Eaq4wxBcaYB4wx/eNeOzvIdSn+lcgdWGvX4p/879X4MRGRXXAOfg+rR4GvGWMGNXr8MGAY/nH2SXYsUswGxhlj/hwMT+hByyYBS1rZBuAO/B4Ve+D3rDsHOM9auwi/p9x7wTE+P9h+a7BNPv4H+EuMMd9qasfGmF8bY/7ZyuvfGAwneafxUImGdgK/LfkFcHOj5/44KI5/bIw5tQ3vNd4iYPJOPkdEREQ6iQoQresPFMV/qDfGvBt8yN5mjDkiuLp1IXCFtXaztbYcuAE4I3jKWcD91trZQY+Jq/CvPo2Me53Zxpit+CdPbwB3tSNrPlDehu3akucL1tri4IpcZfDefo9/QtvUtquttfktXL1rE2PMiOA1Hoq7uwjYH78QMhXoiX/C3+By4ANr7cct7Loc/+ckIrLLjDGH4R+TngyOPSuA7zXa7FzgFWttCfAYcLwxZiCAtfYz4Cj8ovWTQFEwD0JzhYh8WjnOB8XYM4Crgh4VK4EYcHZzz7HWvmGtnW+trQ/mzJlB88f5m6y1J7YQ4Vf4hY+hwN+AF40xe8Y9f3VQ+OiP3ytkcdxzbwfGAAOB3wAPGmMOben9NqJjvIiISBJTAaJ1xUB/Ezf7t7X2kODkqRj/ZzgA6AZ8HBQmtgCvBveDP851VdzzK4LnfjHxFrAf0AN//ocDge7tyFqC/6G8NW3J8wVjTDdjzD1BN94y4C0g38RNlJkAZwMzrbWfx+e01s6y1nrW2o34PR2OM8b0DIaQXA78Xyv77QlsSVRoEck45wL/ttYWBd8/RlwPh2Ao3mkExVJr7XvAauKKFMF8Dqdbawfg94A7guaPZW05zvcHcog7zgdfN3mMD3IeaIx5PRiyUYrfS6J/c9u3xFr7QVD4qLbWPoQ/rPAbTWy3Gb/I/I+GNjYojBcHx/mX8X9u396Jl9cxXkREJImpANG694Bq4JstbFOE35V0YnD1P99a2ztuUrB1+FfIADDGdAf6AWvjdxKM/30yeM3ftiPrPGCUaX2ptDbliRPGH7ZwoLW2F/7JMcAurwDSgnPYsfdDUxqGWWQBB+APJ1lojNmAP2noAcaYDXEzqA/FnzS0Ld2XRURaFBQXTgeODI41G4ArgMnGmIZhAKcAvYC74rYZShNzRQBYaz8CnsWfy6Yp8/CH+7WkCH+42Yi4+4az/Rj/pSFq+IWTF4DdrbW98eeJ6KhjvG1hXyH83g692vHcpowH5u7E9iIiItKJVIBohbV2CxDFP3n8TnC1PcsYsy9BLwVrbT1wL/Dnhm61xpihxpivBbuZAZxnjNk3mADxBvyhAiubedmbgAuMMbvF3RcyxnSJu+U0kbUAf+6IA1p5W63l2YjffbZBT/wCyxZjTF8g0sr+m2V8XQhWDwneS16jbQ7BP0F/qtH9Bxpj9gp+/v3wu+q+Ya0tBV4BRuLPwbEvfgFnDrBv3AzqRwL/a5g4VERkF30LfzLECWw/9ozHnzj3nGCbc4H78eduaNjmUPwixSRjzGHGnxS4oe0Yh7+Kw/vNvObLNDM0okFwzHsS+H3QZo0Afg48EmyyERhmdlyusiew2VpbZYw5gC8PI2kTY0y+MeZrwbE9ZIw5C79o/Wrw+LfjjuMDgD8Bc4LeEATtbI/g8ePwV7x4IW7/eUEbApAbvE58geJI/PZAREREkpAKEG1grb0Z/+Ttl/gnbhuBe/DHub4bbPYr/A//7wfDFF4jmOzQWvsa/ljWZ4D1wJ5snx+iqdebjz/M4cq4u/+KXwRouDW1ygNBrmbH+bYxz7XAQ8FwktOBW4Gu+FfV3ic4kWyK2b4ufXOTUI4I8jesgrGNL/dIOBd4NphvIt4ewWuXA5/i90w5M3hP1dbaDQ03oBSoDb5ucBb+VT0RkY5wLvBAMKdB/PHnL8BZwQf/o4Fb4x8P5op4NXj+FvyCw3xjTEVw/3N8eWJGwB+iAJQaYw5sJdtl+BNLfoa/dOVj+IUQgP/hH4M3GGMaho78GLjOGFOOX8B9srkdG2OuNsY09yE/B/gdUIjfZlwGfMtauzR4fCjbj+PzgXr8XiINforfU2ML/tLXF1hr34h7fAl+uzEU+Ffw9Ygg12D8YtDzzWUXERERt8yXFxiQVBb0JpgDHG39NdEFMMbsA9xjrT3YdRYRkV0R9Az4sbX2W66zJBNjTAxYYa1tzyTOIiIi0glUgBARERERERGRhNMQDBERERERR4wx9xtjNhljPm3mcWOMud0Ys9wYM88Ys19nZxQR6SgqQIiIiIiIuPMgcHwLj38dGBPcLsSfF0xEJCWpACEiIiIi4oi19i1gcwubfBN4OFiu/X0gP5h0VUQk5YRcBxARERERkWYNBdbEfV8Q3LfDZOPGmAvxe0jQvXv3qePGjeu0gCKSWT7++OMia+2A9jxXBQgRERERkRRnrf0b8DeAadOm2VmzZjlOJCLpyhizqr3P1RAMEREREZHktRbYPe77YcF9IiIpRwUIEREREZHk9QJwTrAaxkFAqbV2fWtPEhFJRhqCISIiIiLiiDFmBnAU0N8YUwBEgBwAa+3dwMvAN4DlQCVwnpukIiK7TgUIERERERFHrLVntvK4BX7SSXFERBJKQzBEREREREREJOFUgBARERERERGRhFMBQkREREREREQSTgUIEREREREREUk4FSBEREREREREJOFUgBARERERERGRhFMBQkREREREREQSTgUIEREREREREUk4FSBEREREREREJOFUgBARERERERGRhFMBQkREREREREQSTgUIEREREREREUk4FSBEREREREREJOFUgBARERERERGRhFMBQkREREREREQSTgUIEREREREREUk4FSBEREREREREJOFUgBARERERERGRhFMBQkREREREREQSLuQ6gCSOFw33AEbF3foDXVq55QDlQAmwJfi3qdsGYG0oErOd9oZERKRNvGg4BIwEBgN9g1u/Rl/n41+IqAdso3/rgWqgCNgU3Arjvt4EFKkNEBERkZ1hrNW5QyrzouG+wH7AnuxYbGgoOCRSJbAcWAosARYCc4EloUjMS/Bri4hkPC8aHgBMBCYA44G98NuD4ST+IkMlsIztbcACYB6wVG2AiFvTpk2zs2bNch1DRNKUMeZja+20dj1XBYjUEVzRmgIcDBwIHACMdhqqadXAIuAT4C3gP6FIrMBpIhGRFOdFw1n4xYbDgEOD20iXmZpRjV+Qngm8CbwVisQK3UYSySwqQIhIIqkAkaa8aDgbv8hwZHA7FOjpNFT7LQH+A7wGvB6KxMoc5xERSWpBweEg4Kv4x/+Dgd5OQ7XfIoJiBPBmKBJb5ziPSFpTAUJEEkkFiDQSFB2OAk4Hvk3ih1G44AEfsb0g8Z6664qIgBcN5wJHA6cAJwOD3CZKmHnA08BToUhsseswIulGBQgRSSQVIFJccJXrSLYXHQa6TdTpNgCPAg+EIrEFrsOIiHQmLxruCXwDv+jwdaCX20SdbiHwFPB0KBL71HUYkXSgAoSIJJIKECkoKDocjl90OJX0vcq1sz4GHgQeC0Vimx1nERFJGC8aPgS4CDgN6Oo4TrJYDMwA/q5hGiLtpwKEiCSSChApxIuGuwM/BH4G7OE2TVKrAV7EL0a8EorE6tzGERHZdV403Bs4G7/wsLfjOMnMA54D7gxFYm+6DiOSalSAEJFEUgEiBXjR8FDgMuBCoI/jOKlmA/BX4PZQJLbFcRYRkZ3mRcPTgEuAM4BujuOkmk+Bu4DpoUiswnUYkVSgAoSIJJIKEEnMi4YnA2H8k84cx3FSXSlwB/BnDc8QkVTgRcPHAv+HP8+P7Joy4AHgllAkttZ1GJFkpgKEiCSSChBJyIuGv4FfePiq6yxpqBz/alhMa8uLSDLyouETgd/gL6UsHasa+DtwUygSK3AdRiQZqQAhIomkAkQS8aLhA4A/A4e4zpIBKoG78a+GbXAdRkTEi4aPA64DDnSdJQNUA/cAvw9FYptchxFJJipAiEgiqQCRBII5Hm4CzgKM4ziZpgr4GxDV0AwRccGLhvcFbgOOcBwlE1XgF/7/GIrEylyHEUkGKkCISCKpAOGQFw13Ba4Efgl0dxwn0xXjj7W+NxSJ1bsOIyLpz4uG84HfARcD2W7TZLwNwM9DkdgM10FEXFMBQkQSSQUIB7xo2ADfA24EdnccR3Y0C7g0FIl94DqIiKSnoA04D7/n2wDHcWRHrwE/DkViy1wHEXFFBQgRSSQVIDqZFw1PBf4CHOQ6izTL4s8P8atQJFbuOoyIpA8vGp6CPxGu2oDkVQ38AbghFIlVuw4j0tlUgBCRRFIBopN40XAO/qzmVwEhx3GkbQrwr4S96DqIiKQ2LxrOw+/19lMgy3EcaZvlwE9Ckdi/XQcR6UwqQIhIIqkA0Qm8aHgi8DCwn+ss0i5P4BciNEmliOw0LxreG3gMmOQ6i7TL3cAVoUisynUQkc6gAoSIJJIKEAkUjPP9Gf5Vrzy3aWQXrQJOD0ViH7oOIiKpIWgDLsef66GL4ziyaz4FzghFYgtcBxFJNBUgRCSRdqUAoS6kLfCi4QHAP4E/oeJDOhgBvO1Fw5e5DiIiyc+LhncDXgZuRcWHdLA38JEXDV/sOoiIiEimUg+IZnjR8FeAR4AhrrNIQjwJnK8JKkWkKV40fALwAFrhIl09A1wQisRKXAcRSQT1gBCRRFIPiA7mRcNX4S/jpeJD+jodmOVFwxrPLSI78KLhq4EXUfEhnZ0KfOJFw/u7DiIiIpJJVICI40XDIS8a/jtwA/rZZIKxwAdeNPwD10FExD0vGs7zouHpwO8B4zqPJNxw4E0vGv626yCS2Ywxxxtjlhhjlhtjft3E48ONMa8bY+YYY+YZY77hIqeISEfQh+yAFw33Al4CfuQ6i3SqrsADXjT8Ny8aznYdRkTc8KLhQcAbwPcdR5HO1RV42ouGr3QdRDKTMSYbuBP4OjABONMYM6HRZtcAT1prpwBnAHd1bkoRkY6jAgTgRcO7AzOB41xnEWcuAJ7xomFNNiqSYbxoeF/gI+Agx1HEDQPcHBSiQ67DSMY5AFhurf3MWlsDPA58s9E2FugVfN0bWNeJ+UREOlTGFyC8aHgK8D5a2138Bv9lLxru6TqIiHQOLxo+Gb8AvbvrLOLcBcArXjTc23UQyShDgTVx3xcE98W7Fvi+MaYAf2WeJlfzMsZcaIyZZYyZVVhYmIisIiK7LKMLEF40/A3gLTTZpGz3VeC/XjTcz3UQEUksLxo+G3gW6O46iySNY4B3vWh4mOsgInHOBB601g4DvgFMN8Z86RzeWvs3a+00a+20AQM0h66IJKeMLUB40fD5wAtAD9dZJOnsD7ztRcONr0CISJrwouGLgYcAzf0ijU3An5xyhOsgkhHWsmMPrGHBffF+hL98ONba94AuQP9OSSci0sEysgDhRcPnAn9DJ57SvPHAO140PMZ1EBHpWF40fAXwV7TShTRvD/wixB6ug0ja+wgYY4wZZYzJxZ9k8oVG26wGjgYwxozHL0BojIWIpKSMK0B40fB3gPvQiae0bgR+T4jJroOISMcIig9/cp1DUsIIVISQBLPWesClwL+ARfirXSwwxlxnjDk52CwMXGCMmQvMAH5grbVuEouI7BqTScevYM6H54Ecx1EktWwGDglFYktcBxGR9lPxQdppFXBkKBJb5TqISFtNmzbNzpo1y3UMEUlTxpiPrbXT2vPcjOkB4UXDRwHPoOKD7Ly+wKteNLyb6yAi0j5eNPxDVHyQ9hkB/E8TU4qIiOy6jChAeNHwQcCL+GPmRNpjJPCSFw1r0lKRFONFw8cD97jOISltD/xCdC/XQURERFJZ2hcggvH7r6DVLmTX7Qc85UXDIddBRKRtvGh4CvAUoL9b2VUTURsgIiKyS9K6AOFFw3sC/wbyHUeR9HE8/goqIpLkvGh4OPASKkBLxzkO+IvrECIiIqkqbQsQXjTcDXgOGOg6i6Sd87xoOOo6hIg0z4uG8/F7vw12HEXSz0VeNBx2HUJERCQVpW0BAv8q9STXISRt/daLhi9wHUJEvsyLhnPxC9ATXGeRtHWzFw1/y3UIERGRVJOWBQgvGv4JcJbrHJL2/upFw19xHUJEvuQW4CjXISStZQGPetHwVNdBREREUknaFSCCFS+01Jp0hmzgMS8aHuQ6iIj4vGj4FOBy1zkkI3QDnvai4d6ug4iIiKSKtCpAeNHwQOBpINd1FskYu+FfBUurvyX5//buPF6uur7/+Osz99zsG5CbsNyEBAgg+4WAwQW0LkWtYN1v609tKVhbFOy4QIuMg0UqOlartBYVFxQQtVgUrLIvCoGwk4Ts+77c3Cx3nTuf3x9nEm7CTXKXmfnO8n4+HvPIzDnfc+77JDf3zP3Md5FKlE0npwE3h84hNWUaWuJVRESk36rml6ZsOlkH3A4cFTqL1Jy3AF8MHUKklmXTyXrg52jVIym9D2XTyYtDhxAREakEVVOAAL4CaDy+hHJNNp18Q+gQIjXsq8A5oUNIzfqPbDp5YugQIiIi5a4qChDZdPLtwOdD55CalgBuyaaTY0MHEak12XTyQuAzoXNITRsF3J5NJ4eHDiIiIlLOKr4Akf+F73uhc4gQjwX+j9AhRGpJNp08DPhB6BwiwOnEK7D0ycxOMLPnej22m9kV+X2nm9njZvaimf3GzMbt5/inzewFMzs3vy0ys/vMbFSxLkpERKSQKr4AAdwATA0dQiTv49l08r2hQ4jUkG8AE0OHEMn7VDadfFNfO9x9gbuf4e5nAGcBbcCd+d3fB65091Pz2z7Xxyk+AVwOvBP4bH7bJ4Gfuntbwa5ARESkiCq6AJG/yX8idA6RffyXlmUTKb5sOvkW4KOhc4js47+y6eTBVuN6C7DE3VfkXx8PPJJ/fi/wvj6O6SYe6jEK6DazCcC7gZ8MObGIiEiJVGwBIptOjiAeemGhs4jsYxLwpdAhRKpZNp0ciZY/lPJ0In33YOjtw8BtvV7PBS7KP/8AMKWPY24E/hn4MfHE218EvuLuuSGlFRERKaGKLUAAVwLHhQ4hsh+XZdPJk0KHEKli1wDHhg4hsh//kk0np/e1w8yGARcCv+i1+W+BfzCzp4GxQNe+x7n7Snd/k7ufSzx8oxGYb2a3mNnPzez4gl+FiIhIgVVkASKbTh5HXIAQKVcR8K3QIUSqUTadPJVXxsCLlKORxD0W+vIO4Bl337B7g7u/7O5vd/eziHtGLDnI+a8DrgY+TTx/xOeB1JBTi4iIFFlFFiCIb+pa6krK3Vuz6eRfhg4hUk2y6aQBNxEX+UTK2Tuy6WRfczk0s/fwC8xsUv7PBHFh4bv7O6mZnQ+sdfdFxPNB5PIPrYQhIiJlr+IKENl08iLg7aFziPRTJj9fiYgUxoeAWaFDiPTTt7Lp5OjdL8xsNPA24H/2addsZguBl4G1wA/7OpmZGXGB4sv5TTcR97a7G/h6YaOLiIgUXkV9gpT/5Ova0DlEBmA6cVfxfw0dRKTS5VcWuC50DpEBOAq4gvz3rbvvAg7bt5G7f4t+DNtzdycuYOx+PR84s0BZRUREiq7SekC8FzgtdAiRAboqm042hg4hUgX+HjgmdAiRAfpcNp08NHQIERGRclAxBYh87wdNsCSVaBTxkmkiMkj5buxXh84hMgjjgS+EDiEiIlIOKqYAAbwfODV0CJFBas6mk0eHDiFSwT4NNIQOITJIn8qmk5NDhxAREQmtIgoQ2XQygXo/SGWLgH8KHUKkEmXTyXFo2U2pbCOBz4UOISIiElpFFCCADwAnhw4hMkQXaxywyKB8CtD/Hal0n8ymk5NChxAREQmp7AsQ6v0gVWQ08I+hQ4hUkmw6WY/+30h1GIV6womISI0r+wIE8ZrvrwkdQqRAPpVNJ0eEDiFSQT4AHBE6hEiB/J3uASIiUssqoQDxmdABRAqoAfib0CFEKsjloQOIFNBhwIdDhxAREQmlrAsQ2XTyNODs0DlECiyZH1okIgeQTSdfC5wTOodIgWlIkYiI1Kxy/yXo4tABRIrgWOB9oUOIVAD1fpBqNDObTqqwJiIiNalsCxDZdHI48JHQOUSKRJ+AiRxANp08Enh/6BwiRaJ7gIiI1KSyLUAA70HLrkn1emM2nTwqdAiRMnYJUB86hEiRfCibTk4MHUJERKTUyrkAoeEXUs0SxCu8iEjf/ip0AJEiGo4mJBYRkRpUlgWIbDp5NPDW0DlEiqw5dACRcpRNJ88Ejg+dQ6TItBqGiIjUnLIsQBB/KmChQ4gU2cxsOnlc6BAiZUi9g6QWnJlNJ48JHUJERKSUyq4AkV+eUN0SpVaoF4TIq6kAIbVCE62KiEhNKbsCBHA2MDV0CJESUQFCpJdsOnkucHToHCIlogKEiIjUlHIsQPx56AAiJfSabDp5eugQImVEvR+klpydTSf1oYuIiNSMcixAXBA6gEiJqReECJBNJw34QOgcIiWmXhAiIlIzyqoAkU0nJwDnhM4hUmLvDR1ApEycBhwZOoRIianoVuPM7AIzW2Bmi83syv20+aCZzTOzuWZ2a6kziogUSlkVIIC3AXWhQ4iU2IxsOjkldAiRMvBnoQOIBHBO/gMYqUFmVgfcCLwDOAloNrOT9mkzA7gKeL27nwxcUeqcIiKFUm4FCM3/ILXqLaEDiJQBFSCkFiWAN4YOIcGcAyx296Xu3gXcDly0T5tLgBvdvQXA3TeWOKOISMGoACFSHvSLl9S0bDpZB5wXOodIIPrer11HAat6vV6d39bb8cDxZvZHM3vCzPqcL83MLjWzOWY2Z9OmTUWKKyIyNP0uQPRzfNpXzewFM/tJr20fMbMrDnb+bDp5MtDY3zwiVUYFCKl1M4FxoUOIBHJ+6ABS1iJgBvAm4omrv2dmE/Zt5O43uftMd5/Z0NBQ2oQiIv3UrwJEP8enjQfOdPfTgC4zO9XMRgJ/kz/2YNT7QWrZUdl0cnroECIBqQgntezMbDo5JnQICWIN0HseqMb8tt5WA3e5e7e7LwMWEhckREQqTn97QPRnfFoOqDczA0YB3cBngW+7e3c/vsab+5lFpFq9LnQAkYA0D4rUsjrg9aFDSBBPATPMbLqZDQM+DNy1T5tfE/d+wMwmEg/JWFrCjCIiBdPfAsRRwDQz22hmL9HH+DR33wFsA9qAWfk/XwtsNrN/78fXOLO/oUWq1LmhA4iEkE0nE8T3DZFapmEYNcjds8BlwO+B+cAd7j7XzK41swvzzX4PbDGzecCDwOfcfUuYxCIiQzOQSSgXAX1OetPL4cBo4Gbg+8A1wHeB6WZ29f4OyqaTk9Ha7yIqQEitOp743iFSy94QOoCE4e73uPvx7n6su1+X33aNu9+Vf+7u/k/ufpK7n+rut4dNLCIyeP0tQKwB6oGt+dd9jU8DsHy76cRDMs4EInd/D3Bsfh3jvjT1N7BIFTstm06OCh1CJADdA0Tg1NABREREiq2/BYiniCe7aSQuMvQ1Pg3gO8ATxBNKfgr4KK8UKnLEc0P0RW8+ReJZro8LHUIkgNNDBxApAxOy6eSUgzcTERGpXFF/Grl71swuA35CPPfDte4+t492t5jZDuAM4mWCvgF8zMxagbXAJX2d/4SON516nLUtfW2iZcOsREvXSYmdIybTeUSETzHDBndpIhXpOOCF0CFESumXf/Hpk8dv37y4YcvqjQ2bV3cdsn3TqBEdO49KuB918KNFqsqpwKrQIURERIqlXwUIiMenmdmfAb/dPT5tP+1+bWZPAje5+7Vm9hngUOBq4lnO7933mB4Spy7wMccs6BlzzE96Xin+jyK78/TE9hWzEtu2zkxsy82wXeMn0D01YRw6gGsUqSTqASE1xxN1p22bMHnqtgmTj1t07Fl7tkfdndsPa1m3YtLmVS0Tt65l7I6t44d1dxxtMCFcWpGiOgW4J3QIERGRYul3AWKAvkw8ASXASMDZzxCMaVfdnWA/axm3EY15PHfoyY/n9q43TKZjw8xE6+pZiZadZyS210219sNG0TPdjBEFvQqR0lMBQmrKbc+uHgP02e08Wz983IZJ007dMGnaXttHtm1f17B1zZpJm1ftPLRlff3ottaJdT3Z6QbDShBZpJiODx1ARESkmPpdgDCz24jXIJ5oZquBlLv/oI92TQDu/kx+063Ai8RdCm/o49RTgOEDCb2BEZPvzo2YfHdu8p5tCbxnhu1a9tpEy/rXJrZ1nmw7Rk62zsMjfKqGcUgFUQFCas3xMLCf0e2jxh2xctS4I1Y2vmbPNsvlsuN3bF7SsHn1hobNq7oP2b5p5IiOXUea546yAZ5fJCAVIEREpKoNZAhGcz/bPQtc3Ov1N4Fv7q/9I8P/OHUYuWfW+Mhdi3Kje+b7mOHzcmMnLPLRR2yjfkJ/8+WwugU+ZvqCnjHTew/jGEnPrtMS25efm2hpOTuxrWeG7RqXH8ZxWH/PLVJCKkBIrWksxEk8kYi2jZ907Lbxk45ddOyZe7ZH3Z07Dm1Zv3zS5lXbJm5dkxv3yjCOQwrxdUUK7ITQAURERIqpWEMw+u1I65wOnDnRujk9sX2vfe60tpNYt8mHb1vhIzsW+Ji6ubmxo172MROX+8gjsyTqD3b+dupGz84dcvLs3N7vNSfRuXFmYtuqWYmWnU2J7dFUaz9UwzikDDRm08kRUSrTETqISIkUdaLJbP3wsRsnHX3qxklH77U9Hsaxdk3D5lU7D2tZt3sYxzQbYI88kQKblE0nh0epTGfoICIiIsUQvAABTN3fDjPGjyI3/mhr52jaOY+te/a5k+vB1mwn2rTWh+9c4qOz83Njhs3zseMX5kZP3szwiQf6ohsZPume3ORJ9+wzjOM427XsnMS29bMSLZ0n244Rk63ziPp4NY7+LlkqMhQGHAPMCx1EpESCrHTxyjCOE/ds22sYx5bVXRNaN44a2bHrCPNco4ZxSAk1AKtDhxARESmGsi5AHIgZiQg/6lC6jzrUujmFnVxUt2HPfnd2dpBYt4VhLStzI9sX+Giblxs7cr6POWyZjzqyk7pX9XTIYXULfcz0hT1jpv+055VewbuHccxKtGw927blZiR2jTuE7ikJ44BFDpFBOg4VIKR2lM1SmwccxrFtw4pJm1e2TNyiYRxSdJNQAUJERKpUORQg+pz9fKjMGDOS3IxGOmis6+B1tOzZ547nYP0Ooo3rffiOJT66++XcmPq5PnbcwtzoSesZPglsz6dd+xvG0UDnppmJbavOTbTsaHplNY5pZowsxjVJzSibX8hESuDI0AEOJls/fOzGhqmnbGzYu14+sn3H+olb1qyetHnVrkNb1teNadvWoGEcUgCTQgcQEREplnIoQJR8MkgzrA4On0D28AmW5UR28a66jXv2u9PeRWLtVuq3rvKRbQtzo5nnY0fOz405ZLGPPrKdutEAmxje8Lvc5Ibf9RrGYXguP4xjw6xES8cp+dU4NIxDBmB06AAiJVSxBbf2kWMPX9V44uGr9hnGMW7HliUNW1ZtnLR5deeE1o0jR8arcWgYh/RXQ+gAIiIixVIOBYiym/TRjJHDyR17BJ3HHmGdnJPYttf+nLN5J3XrN/rw1mU+Kjs/nhxz7AIf07DGRxy+yMdMX9QzZvrPeg3jGEFP22m2ffmsupYt+WEcYw+NV+PQMA7ZlwoQUkuq6tNeTySi1vENx7aObzh28TG9hnFku3bmV+OIh3Hs3DJ+WFfHVINDA8aV8lRV/ydERER6K4cCRMUNV0gYE8fRM3GctXEcbbyNzXv2udPVja3dRv2W1T5i16LcaJ/nY4fPy409ZJ6PbXwye8hJvc/VQOemsxKt+WEcrXVTrf3Q0fFqHBX39yIFowKE1JJRoQOUQjYaNmY/wzg2TNyyZtUrwzhaJ9b1dE/XMI6aph4QIiJStVSAKDAzhg3Dp02ia9ok6+LMxHZg3Z79Oaeljbp1m3xY63If1fWyj0nMzY0d86OeKcdcm51xRA+JKD+MY3l+NY6Ok23HiMPjYRxTNYyjJqgAIbWk7HrBlVL7yLGTVzWeOHmvYRye6xm3fcvShi2rNzRsXtV1SOvGEfnVOKZoGEdNUAFCRESqlgoQJZYwDhlDzyFjrJ3ptPNmtuzZ5042i61qJdq81kfsXOyjc0/nJgy/Jdc4bpGPHt9OXceptn35rMS2recktvXMSOwce2i8GoferFSXmvhEWOS2Z1fXA3Whc5Qbt0Rd6/iGY1rHNxyz+JimPdvzwzhWNGxetXXi1jW58Ts0jKNKqfeLiIhUrXIoQNT0p1+9mRHV41Mm0j1lonVzGjt4b936PfvdaW0nUbfZh0UrfFTPr3sO3zk3N3bldurXTaC7qynRuqsp0Zo42toP0zCOiqYeEFIr9DNqAPLDOE7ucxjH1rWrGzav2nlYy7q6MbtaD8sP49D9tTKpl4uIiFStcihA6A1oP5kxfhS58VOtg6l08Ea27tnnTq4HW7+DaONKH7l1mY/amMAZQ4+NtqxNpGvY4dY5uR4/WsM4yp4KEFIr9PO/ANpHjp286qgTJq866oQ92/LDOJY1bFm9vmHL6s5Dtm0cObJj5+HmuakaxlH2dI8WEZGqFbQAkU0nh6M3QgVhRiLCjzyE7iMPsW5OYude+93Z1Uli7Rai5+rd6+vJDYvw4XX4iASMMmNcoOjyaipASK1QAaJI8sM4preOb5jeexhHXbZr16HbNuRX41jdM37H1nHDutqnWoAlsWW/9L5IRESqVugeEOoeWiJmjB5BbsYIcq/a546702OmsdhlQgUIqRX6mVNiPdGw0ZsmTjl508Qpe20/+cnf/eGk9S+/PVAs2Zt6QIiISNUKfZPTREtlwAxT8aGsdIUOIFIi7aEDCCzfuP2lGesXHB86h+yhHhAiIlK1QhcgdgX++iLlqDV0AJESUQEisI7unu0jnnhkbT0+LXQW2SP0ezMREZGiCXqTi1KZXUB3yAwiZWh76AAiJaICRGDfvW/hC3/nS6aHziF7efVYSRERkSpRDlV2fdorsjcVIKQmNDc1dgAeOketenDehsfOb1teP9JyM0Jnkb20hA4gIiJSLKEnoYT4RjsxdAiRMqIChNSSDrQaRsltaO1Y/oeX1p/x3PBFK0NnkVfZEjqAiIhIsZRDD4htoQOIlBn1CpJaomEYJdaT8+7/vH9R+7sSGxaOsZ6TQueRV9kaOoCIiEixqAAhUn7UA0JqybbQAWrNjx9d+qeubO41X6pfoNWPypN6QIiISNVSAUKk/KgAIbVkTegAteT5lS1PL9qw87zzE1teOMSyp4fOI31SDwgREala5VCA0GRLIntTAUJqiQoQJbKjvXvTz59YORWw6+vnawWq8qUeECIiUrXKoQCxLXQAkTKjT7+klqgAUQLu7t++d+EKh4azrWXeJOs6K3Qm2S/dA0REpGqVQwFifegAImVmWegAIiWkAkQJ/O8zax7Z0ZGdCXBD/Xz1sipva0MHEBERKZZyKEDMDx1ApIx0AVoWT2qJChBFtnzTrvmzl2w5F+Bk27G40TpeGzqT7FdLlMpoaKqIiFQtFSBEysvyKJXJ7X5hZpeb2UtmNtfMrui1/XQze9zMXjSz35jZuH1PZGYnmNnTZvaCmZ2b3xaZ2X1mNqokVyNycCpAFFFntmfX9x9eMgIYBpCpn7vBDAscS/ZvSegAIiIixVQOBYiVwK7QIUTKxJ43n2Z2CnAJcA5wOvAXZnZcfvf3gSvd/VTgTuBzfZzrE8DlwDuBz+a3fRL4qbu3FSe+yIAtDB2gmv33A4uf7cn5dIBjbNeKY61tVuhMckAqQIiISFULXoCIUhkHXg6dQ6RM9P5l7DXAbHdvc/cs8DDw3vy+44FH8s/vBd7Xx7m6gVH5R7eZTQDeDfykCLlFBqW5qXETsCF0jmr06IJNf1q3reMNu19n6uetMqMuZCY5qAWhA4iIiBRT8AJE3rzQAUTKxNxez18C3mhmh+WHTLwTmNKr3UX55x/otb23G4F/Bn4MfAX4IvAVd8/10VYkpBdDB6g2m3d0rrrn+bUn7359lLWvPcV2aO6H8qf3QyIiUtXKpQCheSBEYi/tfuLu84GvAn8A/g94DujJ7/5b4B/M7GlgLPHklXtx95Xu/iZ3PxdoAxqB+WZ2i5n93MyOL+qViPSfChAF1JPz7HfuW9gKjN+97Wv18xeZUR8wlvSPChAiIlLVyqUAoRuuSKx3Dwjc/Qfufpa7nwe0kB+i4e4vu/vb3f0s4DYOPm74OuBq4NPE80d8HkgVOrzIIKkAUUA/+9Pyxzq7c6fsft1A56azbds5ITNJv2TREAwREaly5VKAUA8IEVgVpTLbe28ws0n5P6cSz/9w6z7bE8SFhe/u76Rmdj6w1t0XEc8Hkcs/tBKGlAsVIApk7urWZ+ev3X5e723/Vj9/rhkjQ2WSfnsuSmVe1ZtNRESkmkShA+QtATqAEaGDiAQ0u49tvzKzw4gnlPxHd9+W395sZv+Yf/4/wA/7OqGZGXGB4kP5TTcBPyP+v//JAuUWGaq5xMOLNEHiEOzqzG792ePLj6DXhwvj6d52XmLrWQFjSf89FjqAiIhIsZVFD4golekBngqdQySwB/fd4O5vdPeT3P10d7+/1/Zvufvx+ceV7u59ndBjb3P3rfnX8939THc/zd3/WLxLEem/5qbGduI5TmQIvnPvwsXuHN5725frFzxvxthQmWRA9DNZRESqXlkUIPIeDh1AJLAHQgcQCeih0AEq2W+fW/PItrbuveZ5GE12xwWJjaeHyiQDpgJEjTKzC8xsgZktNrMrD9DufWbmZjazlPlERApJBQiR8rAuSmVeDh1CJKCHQgeoVKu2tC3848LNr5pk8upo0dMJY0KASDJwy6JUZl3oEFJ6ZlZHvGz2O4CTiIdYntRHu7HA5fQ9XFNEpGKUUwHiT8Tj3EVq0auGX4jUmEd5ZZlZ6afubK79pgcX17HPHEoj6Gl/b926kwPFkoHT/A+16xxgsbsvdfcu4Hbgoj7afZl4ae6OUoYTESm0silARKlMG6rqSu3S8Aupac1Nja1oHogBu+mhJXOyOT923+2fjZY8WWc0hMgkg6LhF7XrKGBVr9er89v2MLMzgSnufveBTmRml5rZHDObs2nTpsInFREpgLIpQOT9PnQAkUBUgBDRMIwBeXzx5idWb217477bI3LdH6lbPSNEJhk03QOkT/nltr8BJA/W1t1vcveZ7j6zoUH1RxEpT+VWgPi/0AFEAlgepTLLQocQKQP3hQ5QKbbu6lp71zNrTuxr32XR8tmRcWSpM8mgzYtSmUWhQ0gwa4ApvV435rftNhY4BXjIzJYDs4C7NBGliFSqcitAPA2oz5jUGs3/IBJ7AGgNHaLc5XLe8517F26CV08wmcB7PlG3Ysqrj5IydmfoABLUU8AMM5tuZsOADwN37d7p7q3uPtHdp7n7NOAJ4EJ3nxMmrojI0JRVASJKZRz4Q+gcIiWmoUciQHNTYxfw29A5yt3tT6x4rL2rp8/lNf+2buUT9eZHlzqTDIkKEDXM3bPAZcTvBeYDd7j7XDO71swuDJtORKTwotAB+vAr4K9DhxApke30+qRDRHQPOJAF67a/8OLq1jf0vdf9imjZ5NImkiFaFaUyT4cOIWG5+z3APftsu2Y/bd9UikwiIsVSVj0g8u4GtoQOIVIiv4pSmfbQIUTKyP8Bu0KHKEdtndltP3ls2WFAXV/7m+vWzh5hueNKHEuG5tehA4iIiJRS2RUgolSmC7gtdA6RErkldACRctLc1NgO/C50jnJ0432LXs753svz9XZltHh8KfNIQWj4hYiI1JSyK0Dk/Th0AJESWIWWHRTpyy9DByg3v39h3aNbd3XN2t/+dyfWzxltPa8pZSYZss3AI6FDiIiIlFJZFiCiVGYOMC90DpEiuzU/8aqI7O03xPOjCLC2pX3JQy9vPOCSe6n6hcNKlUcK5kdRKtMTOoSIiEgplWUBIk+9IKTaafiFSB+amxrb0FA8ALp7ch3ffWBRDzByf23+LLH5+QmWPa2EsWToHPjv0CFERERKrZwLED8F9MmAVKtno1RmbugQImXs+6EDlIObH146u7vHjz9Qm+vqX86WKo8UzANRKrM4dAgREZFSK9sCRJTKrAXuC51DpEjU+0HkAJqbGucAz4TOEdKcZVufXL551/kHanOOtcxrsK6zSpVJCka9H0REpCaVbQEiT8MwpBp1AreGDiFSAf4zdIBQtrV1rf/VU6sOuqTm14bN21mKPFJQG9DymyIiUqPKvQDxP8C60CFECuyHUSqzIXQIkaEws5vNbKOZvbTP9jPM7Akze87M5pjZOX0c+3ozeyG/f0Z+2wQz+4OZ9b4v3Qq0FPdKyk/OPfftPyxcBxx6oHan2vZFR9J5doliSeHcHKUy3aFDiIiIhFDWBYgolekEvh46h0gBZYEbQocQKYAfARf0sf0GIO3uZwDX0Pf3exJ4J3AF8Pf5bVcDX3H33O5GzU2N7dTgXBC/fHLVo21dPU0Ha/f1+nmbzLBSZJKCyQHfCx1CREQklLIuQOR9F9gUOoRIgdwepTLLQocQGSp3fwTY2tcuYFz++XhgbR9tuoFR+Ue3mR0LTHH3h/po+w2gfciBK8TiDTteenZFy+sP1m6G7Vx2jLXNKkUmKahf6B4gIiK1rOwLEFEq00b8BlSk0jlwfegQIkV2BfA1M1tF3IPtqj7aXA/8JL/vO8B1xD0gXqW5qXE9NfKJcUd3z/YfPrJ0PBAdrG2mft4as/K/h8teHPhK6BAiIiIhVcqblxvp+5M2kUry6yiVmRc6hEiRfRL4jLtPAT4D/GDfBu7+nLvPcvc3A8cQz/VjZvZzM/upmU3e55AbiCdvrWo33rfopZwz5WDtGq19zWts52tLkUkK6rdRKvNC6BAiIiIhVUQBIkpldgD/ETqHyBDpky+pBR8jnkAY4BfAqyah3M3MjLjnw5eBFPB54t4On+7drrmpcQ3ww2KELRf3z13/2OYdna/rT9tM/bwlZtQXO5MU3JdDBxAREQmtIgoQed8CtocOITJIf4hSmTmhQ4iUwFrg/PzzPwMWHaDtR4F73H0r8XwQufxjVB9t/4147oiqs761fdl9czec0Z+2k+jceKa17reoI2XrriiVeSp0CBERkdAqpgARpTLbiMcKi1Qi9X6QqmJmtwGPAyeY2Wozuzi/6xIgY2bPE3/fX7qf40cBHyceYgfxXD/3AN8knnx4L81NjSuAHxfwEspCtifX9V/3Le4AxvSn/Vfr5883Y0SRY0lhOfDF0CFERETKwUEnuioz3yDumtuvN2oiZeIPUSrzcOgQIoXk7s372f4YcFY/jm8D3tzr9aPAqQc57Brgw1TRPeBHjy57vKsnd/7BW8IhdG19Q2LrQf9upezcobkfREREYhXTAwIgSmW2AOnQOUQGIEu8KoCIDFFzU+M6qqg30XMrWuYs2bjzvP62/9f6BS+YVU/xpUa0Ec9tIiIiIlRYASLvm8CLoUOI9NONUSozP3QIkSryDWBp6BBDtb29e9Mds1ceDVh/2o8hu/3tiU1NRY4lhXddlMqsDB1CRESkXFRcASJKZbLEy7x56CwiB7EZ+FLoECLVpLmpsRP4bOgcQ+Hu/u17F650aOjvMdfUL3zWjPHFzCUFtxD4eugQIiIi5aTiChAAUSrzR+Dm0DlEDuLK/OSpIlJAzU2NdwL3h84xWHc+vfqRnR3Zfs/lMIKetvck1p9czExSFJ+OUpmu0CFERETKSUUWIPK+AGwJHUJkPx5FRTKRYrqCClyWc9mmnfOeWrr1dQM55vPR4qcSxsRiZZKiuDNKZX4fOoSIiEi5qdgCRH5CSk3sJOWoC/hElMpomJBIkTQ3Nb4EXBc6x0B0dvfs/MFDS0cD9f09pp5c11/XrTm+iLGk8NqAz4QOISIiUo4qtgCR90PgsdAhRPZxgyaeFCmJ64BnQofor+8+sPj5HvejB3LMp6Nls+uMI4qVSYrimiiVWRE6hIiISDmq6AJE/hPmT1KB3XClas2lwj6VFalUzU2NWeBjxL2OytrDL2/84/rWjtcP5JgE3vN3dSsHVLCQ4O4nXqlFRERE+lDRBQiAKJV5CUiHziFC3O32g1Eq0xE6iEityA/FSIXOcSCbdnSs/L8X1p020OMuqVvxRL351GJkkqLYCnxMw+9ERET2r+ILEHnXU8EzokvV+McolZkXOoRIDfoaMDt0iL705Lz7xnsX7QDGDuxI909Hyw8vSigplkuiVGZN6BAiIiLlrCoKEFEqkwP+H7AxdBapWT+JUpkfhQ4hUouamxp7gI8CO0Jn2dctf1z2p85sbsBLaP513ZrZwy13bDEySVHcHKUy/xM6hIiISLmrigIEQJTKrCMeC6yuj1JqLwP/EDqESC1rbmpcCPxN6By9vbR62zML1u04bzDHfiFaPKHAcaR4FgOXhw4hIiJSCaqmAAEQpTL/B3wldA6pKe3E8z7sCh1EpNY1NzX+Cvh66BwAOzuyW27904qjABvose9JrHtqlOVOLEIsKbxO4K+jVGZn6CAiIiKVoKoKEHnXAL8PHUJqxuVRKvNi6BAisseVwIOhQ3z73oVLHSYP5thr6heNKHQeKZpLolTmydAhREREKkXVFSDy80H8FbA8cBSpfrdFqcz3QocQkVfk54P4MLA6VIa7nlnz8Pb27rMHc+xbE5ueG2fZUwudSYriq1Eqc0voECIiIpWk6goQAFEqsxV4H/GyiCLF8BRwaegQIvJqzU2NG4H3A12l/tort+xa8PjizbMGe/y/1r+cK2QeKZr/Ba4KHUJERKTSVGUBAiBKZZ4hfgPaHTqLVJ2FwDs15lekfDU3Nc4mXh2pZL/Qd2VzbTc9uKQeGD6Y489NbJ070brPLHAsKbzngY9EqYwmvRYRERmgqi1AAESpzO+Aj6OVMaRw1gJvj1KZzaGDiMiBNTc13gFcUaqvd9ODi5/uyfkxgz3+q/Xz1Wuv/G0ALlQBWkREZHCqugABEKUytwKfDp1DqsI24IIolVkROoiI9E9zU+O3geuL/XX+tGjT42ta2t842ONPt9YFR1rnoOaNkJJpA94TpTIrQwcRERGpVFVfgACIUpnvAF8KnUMqWjvwbq14IVJ5mpsa/xn4UbHOv2Vn5+rfPLv2pKGcI1M/b2uh8khRdAIXRanME6GDiIiIVLKaKEAARKlMGvh26BxSkXqAD0WpzGOhg4jIoF0C3F3ok+Zy3vOdexe2AOMHe44TbOfSo639tQWMJYWVBT4YpTL3hQ4iIiJS6WqmAJF3OfCz0CGk4lwapTK/CR1CRAavuakxSzwx8T2FPO+tj694rKM7N6RlM79eP2+tWc3djytFFvjrKJW5K3QQERGRalBTb3jyM1Z/HPht4ChSGXLAZVEqc3PoICIydM1NjR3AXwJ3FuJ889e0Pjd3Teug530AmGptq0+0nYNetlOKanfx4Y7QQURERKpFTRUgAKJUJgu8F/hp6CxS1rqA5iiVuTF0EBEpnOamxi7gg8BtQznPrs5syy1/Wj6ZId5HM/XzlpoRDeUcUhQqPkjJmNkFZrbAzBab2ZV97P8nM5tnZi+Y2f1mdnSInCIihVBzBQiAKJXpBj4K/FvoLFKWdgDv1BtPkeqUH47xEeCHgz3HjfctWuDOEUPJcTgd68+w7Zr7ofzsJF5qU/cAKTozqwNuBN4BnAQ0m9m+k9o+C8x099OAXwI3lDaliEjh1GQBAuLhGFEqcxVwGXFXexGI13g/P0pl7g8dRESKp7mpMQdcTPzGf0DueX7toy27uoY8bOKG+vkLzBg+1PNIQa0nvgf8LnQQqRnnAIvdfam7dwG3Axf1buDuD7p7W/7lE0BjiTOKiBRMzRYgdst3sX8/0BE6iwS3BHhdlMo8GzqIiBRfc1OjNzc1Xgb8E/0sRK9paVv86IJNM4f6tQ+la8u5iZazh3oeKaj5wKwolXkmdBCpKUcBq3q9Xp3ftj8XA30WyMzsUjObY2ZzNm3aVMCIIiKFU/MFCIAolbkTeCugddhr1zPExYeloYOISGk1NzX+O/Bu4uFX+9Xdk+v47gOLHRg51K95Xf3LL5oxaqjnkYJ5mPgesCJ0EJH9MbOPADOBr/W1391vcveZ7j6zoaGhtOFERPpJBYi8KJX5I/B6QG8+as8fgDdFqczG0EFEJIzmpsZ7gNcBy/fX5vsPLXky2+Mzhvq1xtLd+tbE5qahnkcK5jbgz6NUZlvoIFKT1gBTer1uzG/bi5m9FfgX4EJ37yxRNhGRglMBopcolXkZmAVo/H9tcOBfgXdEqcwBP/kUkerX3NT4EvF47D/uu+/JpVtmr9zSdl4hvs6X6hc+a8b4QpxLhiQLfJ54tQv9QiehPAXMMLPpZjYM+DBwV+8GZtYE/Ddx8UEflohIRVMBYh9RKrMeeDvwz8RvTqQ6bQXeFaUyX4xSGU1CKiIANDc1bgL+jF6TU7bs6lp355zVxxfi/CPp2fXuxIZTC3EuGZKVwHlRKvO1KJXx0GGkdrl7lnhC9N8Tz0Nyh7vPNbNrzezCfLOvAWOAX5jZc2Z2135OJyJS9sxd9939yaaTs4i7Zk4LHEUKazbwwSiVWRk6iIiUr9ueXf2+nPtN1/3v3JVtXT1nFOKc10YvP/xX0drzC3EuGbTfAB+PUhnN+yRVa+bMmT5nzpzQMUSkSpnZ0+4+qEm51QPiAKJU5gngDEBrgVeHHHAd8AYVH0TkYJqbGn9155zVZ7Z19ewqxPmGkev8UN3aEwtxLhmUbuCzUSpzoYoPIiIiYagAcRBRKtMapTIfAi4B2g7WXsrWKuDNUSpzdZTKaGiNiPTLLy89dwVwPnA18S+wg3ZFtHR2nTG5IMFkoJYAb4xSmUzoICIiIrVMBYh+ilKZ7xMvffR86CwyIA78GDgtSmUeCR1GRCrP8uvf1bP8+nddR7xKxsuDOUcduezf1q06prDJpB+ywL8Bp0apzOzQYURERGqdChADEKUy84GzgS8ABemSK0X1HPFwi49reTURGarl179rDnA6cA3QMZBjP1G34onIvLEowWR/ZgNnRanMVVEq0x46jIiIiGgSykHLppNTgW8B7wkcRV5tG/BF4L+iVKYncBYRqULTrrr7WOA/iVdNOiDDcy8Nf2jFcPPpxU8mwA7gX4AbtcqR1CpNQikixTSUSShVgBiibDr5TuAbwAmhs8ie4RZfiFIZrZMtIkU37aq73wt8HdhvceFjdase/2L9onNLl6qm/Rr4VJTKrA4dRCQkFSBEpJhUgAgsm07WA/8ApIBDAsepVc8B/xilMn8KHUREasu0q+4eDiSBq4Ax++5/cfhDC0ZaTkXq4noS+HyUyjwcOohIOVABQkSKSQWIMpFNJw8lLkJ8AhgeOE6tWEE8wdj3NNxCREKadtXdRxKvlnExMAzgvXXrnryhfv45QYNVt0XA1VEqo+WyRXpRAUJEikkFiDKTTSePAC4HPgmMCxynWs0jLjzcpmU1RaScTLvq7inEvSEufnb4wwvHWs8poTNVoWXAtcAtKj6LvJoKECJSTCpAlKlsOjkO+HvgCuCIsGmqxpPA9cD/RqmMvnlFpGx98J9/2njr8Gc/B/wdMCp0nirxEvBN4CdRKtMdOItI2VIBQkSKSQWIMpdNJ4cD/w/4HHB84DiV6n7g+iiVuT90EBGRgcimk4cBl+UfEwPHqUQ54LfAt6JU5oHQYUQqgQoQIlJMKkBUiGw6mQAuIi5EaEb0g2sD7iR+0/lU6DAiIkORL0a/h3iOiLcCFjRQ+WsFbga+E6UyS0OHEakkKkCISDGpAFGBsunkDOCvgGa0hGdvPcADwC3AnVEqszNwHhGRgsumk9OAvwX+BmgMm6asOPAn4GfE8zvoHiAyCCpAiEgxqQBR4bLp5JnExYgPA0cFjhPKs8BPiSeVXBc6jIhIKeR7xv05cSHiHfSxjGeNmAPcDtwRpTKrQocRqXQqQIhIMakAUSXyb0TPI+4V8X7g0LCJim4JcAfw0yiVmRc6jIjUFjMbATxCvGxyBPzS3VN9tPsqcXHgOXf/aH7bR4CJ7v7NQuXJD9F4M/Du/GNKoc5dpl4Efg7cHqUyS0KHEakmKkCISDGpAFGFsulkBJwJnJ9/vAEYHzTU0LUQD6/4A3BvlMosC5xHRGqYmRkw2t13mlk98Bhwubs/0avNeOLCxNvM7PvAt4DFxJMiXuDuRVuJIZtOng5cSFyMOAtIFOtrlchK4nvAA8ADUSqzJnAekaqlAoSIFNNQChBRocNIYUSpTJZ4ycknga/le0eczisFiTcCh4VL2C/rgEeJ39Q/BjwfpTK5sJFERGIeV+B3zzFQn3/sW5XPAfX5YsUooBv4LPDtYhYfAKJU5nngeeDL2XRyLHAOMCv/eC3QUMyvXwBriO8BuwsO6uUgIiJS49QDokJl00kDTgbOBk4EXpN/TAfqShxnHbAg/1iY/3NulMosL3EOEZEBMbM64GngOOBGd/9CH20+TzxPz/3A14HvuftflDRoH7Lp5LHExYjd94ETgKmUvqdEO/AyMA94AXgOeC5KZTaWOIeI5KkHhIgUk4ZgyB75McTTiAsR0/KPo4mHb4zJP0b3+nM0r+4J0wPsyD+29/HnKnoVHKJUZkfxrkhEpPjMbALxsr+fcveXDtDu+8B/Eg+Rezvwgrv/a0lC9kM2nRwBHMsrP/+nAUcQ3wN6PyYAY+m7WNFD3NMjC3QAG4kLzbsf63s9XwGsUO82kfKiAoSIFJOGYMgeUSrTySvFgX7JFy3GEH8/7IhSmbYixRMRKUvuvs3MHgQuAPosQJhZE2DEP1+vd/c/N7MfmtkMd19Uwrj7FaUyHcDc/OOA8j3pxhJfU3f+kY1SGX0yISIiIkWhAoTsLlp0hs4hIlJKZtYAdOeLDyOBtwFfPcAhXwYuJZ4rYvdQtxzx3BAVJ19o2B46h4iIiNQOFSBERKRWHQH8OD8PRAK4w91/21dDM3sPMMfd1+ZfP2dmLxIPwXi+VIFFREREKpnmgBARERERqSKaA0JEimkoc0BU+priIiIiIiIiIlIBVIAQERERERERkaJTAUJEREREREREik4FCBEREREREREpOhUgRERERERERKToVIAQERERERERkaJTAUJEREREREREik4FCBEREREREREpOhUgRERERERERKToVIAQERERERERkaJTAUJEREREREREik4FCBEREREREREpOhUgRERERERERKToVIAQERERERERkaJTAUJEREREREREik4FCBEREREREREpOhUgRERERERERKToVIAQERERERERkaJTAUJEREREJBAzu8DMFpjZYjO7so/9w83s5/n9s81sWoCYIiIFoQKEiIiIiEgAZlYH3Ai8AzgJaDazk/ZpdjHQ4u7HAf8OfLW0KUVECkcFCBERERGRMM4BFrv7UnfvAm4HLtqnzUXAj/PPfwm8xcyshBlFRAomCh1ARERERKRGHQWs6vV6NfDa/bVx96yZtQKHAZt7NzKzS4FL8y87zeyloiQuHxPZ5++gyuj6Klu1X98Jgz1QBQgRERERkQrn7jcBNwGY2Rx3nxk4UlFV+zXq+ipbLVzfYI/VEAwRERERkTDWAFN6vW7Mb+uzjZlFwHhgS0nSiYgUmAoQIiIiIiJhPAXMMLPpZjYM+DBw1z5t7gI+ln/+fuABd/cSZhQRKRgNwRARERERCSA/p8NlwO+BOuBmd59rZtcCc9z9LuAHwC1mthjYSlykOJibiha6fFT7Ner6Kpuubz9MBVQRERERERERKTYNwRARERERERGRolMBQkRERERERESKTgUIEREREZEKZGYXmNkCM1tsZlf2sX+4mf08v3+2mU0LEHPQ+nF9/2Rm88zsBTO738yODpFzsA52fb3avc/M3MwqalnH/lyfmX0w/28418xuLXXGoerH9+hUM3vQzJ7Nf5++M0TOwTCzm81so5m9tJ/9Zmb/kb/2F8zszP6cVwUIEREREZEKY2Z1wI3AO4CTgGYzO2mfZhcDLe5+HPDvwFdLm3Lw+nl9zwIz3f004JfADaVNOXj9vD7MbCxwOTC7tAmHpj/XZ2YzgKuA17v7ycAVpc45FP38N7wauMPdm4gnkP3P0qYckh8BFxxg/zuAGfnHpcB/9eekKkCIiIiIiFSec4DF7r7U3buA24GL9mlzEfDj/PNfAm8xMythxqE46PW5+4Pu3pZ/+QTQWOKMQ9Gffz+ALxMXjjpKGa4A+nN9lwA3unsLgLtvLHHGoerPNTowLv98PLC2hPmGxN0fIV55Z38uAn7isSeACWZ2xMHOqwKEiIiIiEjlOQpY1ev16vy2Ptu4exZoBQ4rSbqh68/19XYx8LuiJiqsg15fvkv7FHe/u5TBCqQ//37HA8eb2R/N7AkzO9Cn7eWoP9f4JeAjZrYauAf4VGmilcRA/48CEBUtjoiIiIiISJGZ2UeAmcD5obMUipklgG8AHw8cpZgi4u77byLuvfKImZ3q7ttChiqwZuBH7p4xs3OBW8zsFHfPhQ4WinpAiIiIiIhUnjXAlF6vG/Pb+mxjZhFxF/AtJUk3dP25PszsrcC/ABe6e2eJshXCwa5vLHAK8JCZLQdmAXdV0ESU/fn3Ww3c5e7d7r4MWEhckKgU/bnGi4E7ANz9cWAEMLEk6YqvX/9H96UChIiIiIhI5XkKmGFm081sGPEEd3ft0+Yu4GP55+8HHnB3L2HGoTjo9ZlZE/DfxMWHSps/4IDX5+6t7j7R3ae5+zTiOS4udPc5YeIOWH++P39N3PsBM5tIPCRjaQkzDlV/rnEl8BYAM3sNcQFiU0lTFs9dwEfzq2HMAlrdfd3BDtIQDBERERGRCuPuWTO7DPg9UAfc7O5zzexaYI673wX8gLjL92LiyeQ+HC7xwPTz+r4GjAF+kZ9bc6W7Xxgs9AD08/oqVj+v7/fA281sHtADfM7dK6WHTn+vMQl8z8w+Qzwh5ccrpQhoZrcRF4gm5uewSAH1AO7+XeI5Ld4JLAbagL/p13kr5PpFREREREREpIJpCIaIiIiIiIiIFJ0KECIiIiIiIiJSdCpAiIiIiIiIiEjRqQAhIiIiIiIiIkWnAoSIiIiIiIiIFJ0KECIiIiIiIiJSdCpAiIiIiIiIiEjR/X/p05G+0YYoBAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1080x576 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"bib_lib_2024_df = bib_lib_df[(bib_lib_df['Year'] == 2024)]\n",
"\n",
"aas_journals = ['ApJ', 'AJ', 'ApJS', 'ApJL']\n",
"tmp = bib_lib_2024_df[bib_lib_2024_df['Journal'].isin(aas_journals)].groupby(['Library','Where']).agg({'Count': 'sum'}).reset_index()\n",
"tmp['Journal'] = 'AAS'\n",
"tmp['Year'] = 2024\n",
"bib_lib_2024_df = pandas.concat([bib_lib_2024_df, tmp], ignore_index=True)\n",
"bib_lib_2024_df\n",
"\n",
"# Filter data for 2024 and 'astropy'\n",
"astropy_2024 = bib_lib_2024_df[(bib_lib_2024_df['Library'] == 'numpy') & (bib_lib_2024_df['Year'] == 2024)]\n",
"\n",
"# Merge with total_pubs_df to get the total counts for each journal\n",
"astropy_2024 = astropy_2024.merge(total_pubs_df[total_pubs_df['Year'] == 2024], on='Journal', suffixes=('', '_total'))\n",
"\n",
"# Create a 3x2 grid for pie charts\n",
"fig, axes = plt.subplots(2, 3, figsize=(15, 8))\n",
"axes = axes.flatten()\n",
"\n",
"# Plot pie charts for each journal\n",
"for i, journal in enumerate(astropy_2024['Journal'].unique()):\n",
" journal_data = astropy_2024[astropy_2024['Journal'] == journal]\n",
" journal_data[journal_data['Where'] == 'body']['Count'] = journal_data[journal_data['Where'] == 'body']['Count'] - journal_data[journal_data['Where'] == 'both']['Count']\n",
" journal_data = journal_data[journal_data['Where'] != 'both']\n",
" sizes = journal_data['Count'] / journal_data['Count_total']\n",
" sizes = sizes.tolist()\n",
" sizes.append(1 - sum(sizes))\n",
" labels = journal_data['Where']\n",
" labels = labels.tolist()\n",
" labels.append('No Mention')\n",
" total = journal_data['Count_total'].iloc[0]\n",
" wedges, texts, autotexts = axes[i].pie(\n",
" sizes, autopct=lambda p: f'{p:.0f} %', startangle=170, \n",
" colors=['#a6cee3', '#1f78b4', '#fb8072'], pctdistance=1.15\n",
" )\n",
" axes[i].set_title(f'{journal} (Total: {total})')\n",
" if i == 0: # Add legend to the first subplot\n",
" axes[i].legend(wedges, ['Acknowledgements','Body','No Mention'], title=\"Location\", loc=\"lower left\", bbox_to_anchor=(1, 0.5))\n",
" if i >= len(astropy_2024['Journal'].unique()):\n",
" axes[i].axis('off')\n",
"# Adjust layout\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'responseHeader': {'status': 0,\n",
" 'QTime': 123,\n",
" 'params': {'hl.snippets': '2',\n",
" 'q': \"body:('transiting exoplanets' +JWST)\",\n",
" 'hl': 'true',\n",
" 'hl.maxAnalyzedChars': '1000000',\n",
" 'fl': 'title,id,bibstem,publisher',\n",
" 'hl.fragsize': '100',\n",
" 'start': '0',\n",
" 'internal_logging_params': 'X-Amzn-Trace-Id=Root=1-67fe6e35-51337bd64478f3d2772d7d12',\n",
" 'hl.fl': 'body',\n",
" 'rows': '3',\n",
" 'hl.maxHighlightCharacters': '100',\n",
" 'wt': 'json'}},\n",
" 'response': {'numFound': 4750,\n",
" 'start': 0,\n",
" 'numFoundExact': True,\n",
" 'docs': [{'bibstem': ['arXiv', 'arXiv2105'],\n",
" 'id': '20116449',\n",
" 'title': ['Detectability of Artificial Lights from Proxima b']},\n",
" {'bibstem': ['JATIS', 'JATIS...1'],\n",
" 'id': '1093212',\n",
" 'title': ['Transiting Exoplanet Survey Satellite (TESS)']},\n",
" {'bibstem': ['ApJL', 'ApJL..956'],\n",
" 'id': '24110807',\n",
" 'title': ['Carbon-bearing Molecules in a Possible Hycean Atmosphere'],\n",
" 'publisher': 'IOP'}]},\n",
" 'highlighting': {'20116449': {}, '1093212': {}, '24110807': {}},\n",
" 'filtered': 'true'}"
]
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"encoded_query = urlencode({\"q\": \"body:('transiting exoplanets' +JWST)\",\n",
" \"fl\": \"title,id, bibstem\",\n",
" \"rows\": 3,\n",
" \"hl\": \"true\",\n",
" \"hl.fl\": \"body\",\n",
" \"hl.snippets\": 2,\n",
" \"hl.fragsize\": 100,\"hl.maxAnalyzedChars\":1000000\n",
" })\n",
"results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
"\n",
"results.json()"
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'30743522': {}, '31609357': {}}"
]
},
"execution_count": 244,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"encoded_query = urlencode({\"q\": \"body:'astropy'\",\n",
" \"fq\": \"property:refereed AND database:astronomy AND year:2024 AND bibstem:GeoRL\",\n",
" \"fl\": \"bibcode, title, id, bibstem\",\n",
" \"rows\": 1000,\n",
" \"hl\": \"true\",\n",
" \"hl.fl\": \"body\",\n",
" \"hl.snippets\": 4,\n",
" \"hl.fragsize\": 100,\n",
" \"hl.maxAnalyzedChars\":100000000\n",
" })\n",
"results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
"\n",
"results.json()['highlighting']\n",
"#data.append({'Year': year, 'Journal': bib, 'Count': num_found})"
]
},
{
"cell_type": "code",
"execution_count": 215,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"284"
]
},
"execution_count": 215,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(results.json()['highlighting'].items())"
]
},
{
"cell_type": "code",
"execution_count": 216,
"metadata": {},
"outputs": [],
"source": [
"with open(\"highlighted_text_mnras_2024.txt\", \"w\") as file:\n",
" for key, value in results.json()['highlighting'].items():\n",
" if 'body' in value:\n",
" for i in range(len(value['body'])):\n",
" file.write(str(i) + \". \" + value['body'][i].replace('<em>','').replace('</em>','') + \"\\n\")\n"
]
},
{
"cell_type": "code",
"execution_count": 218,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/hv/3h478c1n4mj5d4ktzyh_v_sh3cf0hx/T/ipykernel_937/3840770222.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" chart.figure.show()\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 720x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pypistats\n",
"data = pypistats.overall(\"astropy\", total='monthly', format=\"pandas\")\n",
"data = data.groupby(\"category\").get_group(\"without_mirrors\").sort_values(\"date\")\n",
"\n",
"chart = data.plot(x=\"date\", y=\"downloads\", figsize=(10, 2))\n",
"chart.figure.show()\n",
"chart.figure.savefig(\"overall.png\")"
]
},
{
"cell_type": "code",
"execution_count": 219,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[0;31mSignature:\u001b[0m\n",
"\u001b[0mpypistats\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moverall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mpackage\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0mmirrors\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool | str | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
"\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mDocstring:\u001b[0m\n",
"Retrieve the aggregate daily download time series with or without mirror\n",
"downloads\n",
"\u001b[0;31mFile:\u001b[0m ~/miniconda3/envs/fun_env/lib/python3.10/site-packages/pypistats/__init__.py\n",
"\u001b[0;31mType:\u001b[0m function\n"
]
}
],
"source": [
"pypistats.overall?"
]
},
{
"cell_type": "code",
"execution_count": 404,
"metadata": {},
"outputs": [],
"source": [
"# with plt.xkcd():\n",
"# plt.figure(figsize=(10, 1))\n",
"# plt.xticks(range(2011, 2025), rotation=0)\n",
"# plt.xlim(2010, 2025)\n",
"# # Add an arrow at the end of the x-axis\n",
"# plt.annotate('', xy=(2025, 0), xytext=(2024.5, 0),\n",
"# arrowprops=dict(facecolor='black', shrink=0.01, width=1, headwidth=8))\n",
"# plt.gca().axes.get_yaxis().set_visible(False) # Hide the y-axis\n",
"# plt.gca().spines['top'].set_visible(False) # Hide the top spine\n",
"# plt.gca().spines['right'].set_visible(False) # Hide the right spine\n",
"# plt.gca().spines['left'].set_visible(False) # Hide the left spine\n",
"# plt.xlabel('Year')\n",
"\n",
"\n",
"\n",
"# plt.tight_layout()\n",
"# #plt.show()\n",
"# plt.savefig('xkcd_plot.png', dpi=300, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['ApJ', 'AJ', 'ApJS', 'ApJL', 'MNRAS', 'A&A', 'PASP']\n"
]
}
],
"source": [
"print(bibstems)"
]
},
{
"cell_type": "code",
"execution_count": 225,
"metadata": {},
"outputs": [],
"source": [
"astropy_pypi_downloads = {\n",
" 2016:79030,\n",
" 2017:165943,\n",
" 2018:376921,\n",
" 2019:1129174,\n",
" 2020:3221240,\n",
" 2021:4647076,\n",
" 2022:7172415,\n",
" 2023:7255821,\n",
" 2024:23595613\n",
"}\n",
"\n",
"emcee_pypi_downloads = {\n",
" 2016:18908,\n",
" 2017:54038,\n",
" 2018:48810,\n",
" 2019:217860,\n",
" 2020:396829,\n",
" 2021:807400,\n",
" 2022:1095215,\n",
" 2023:1185438,\n",
" 2024:4574595\n",
"}\n",
"\n",
"astroquery_pypi_downloads = {\n",
" 2016:5091,\n",
" 2017:8232,\n",
" 2018:19781,\n",
" 2019:84110,\n",
" 2020:167967,\n",
" 2021:207039,\n",
" 2022:300581,\n",
" 2023:388253,\n",
" 2024:1144235\n",
"}\n",
"\n",
"photutils_pypi_downloads = {\n",
" 2016:3613,\n",
" 2017:6114,\n",
" 2018:13239,\n",
" 2019:48754,\n",
" 2020:97816,\n",
" 2021:134678,\n",
" 2022:183930,\n",
" 2023:351938,\n",
" 2024:702149\n",
"}\n",
"\n",
"jwst_pypi_downloads = {\n",
" 2016:np.nan,\n",
" 2017:np.nan,\n",
" 2018:46,\n",
" 2019:187,\n",
" 2020:1073,\n",
" 2021:23499,\n",
" 2022:59104,\n",
" 2023:63345,\n",
" 2024:111996\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 230,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Year Library Count Journal Where\n",
"0 2011 astropy 0 ApJ ack\n",
"1 2011 astropy 0 ApJ body\n",
"2 2011 astropy 0 ApJ both\n",
"3 2011 astropy 0 AJ ack\n",
"4 2011 astropy 0 AJ body\n",
"... ... ... ... ... ...\n",
"1675 2024 photutils 0 PhRvD body\n",
"1676 2024 photutils 0 PhRvD both\n",
"1677 2024 photutils 0 GeoRL ack\n",
"1678 2024 photutils 0 GeoRL body\n",
"1679 2024 photutils 0 GeoRL both\n",
"\n",
"[1680 rows x 5 columns]\n",
" Year Library Count\n",
"0 2011 astropy 0\n",
"1 2011 astroquery 0\n",
"2 2011 emcee 0\n",
"3 2011 jwst 143\n",
"4 2011 photutils 0\n",
".. ... ... ...\n",
"65 2024 astropy 2942\n",
"66 2024 astroquery 168\n",
"67 2024 emcee 1691\n",
"68 2024 jwst 3190\n",
"69 2024 photutils 571\n",
"\n",
"[70 rows x 3 columns]\n"
]
}
],
"source": [
"data = [] \n",
"\n",
"for year in range(2011, 2025):\n",
" for lib in ['astropy', 'emcee', 'astroquery', 'jwst', 'photutils']:\n",
" for bib in bibstems:\n",
" encoded_query = urlencode({\"q\": \"ack:'{}' AND year:{}\".format(lib, year),\n",
" \"fq\": \"property:refereed AND database:astronomy AND bibstem:{}\".format(bib),\n",
" \"fl\": \"bibcode\"\n",
" })\n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" num_found = results.json()['response']['numFound']\n",
" data.append({'Year': year, 'Library': lib, 'Count': num_found, 'Journal':bib, 'Where':'ack'})\n",
"\n",
" encoded_query = urlencode({\"q\": \"body:'{}' AND year:{}\".format(lib, year),\n",
" \"fq\": \"property:refereed AND database:astronomy AND bibstem:{}\".format(bib),\n",
" \"fl\": \"bibcode\"\n",
" })\n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" num_found = results.json()['response']['numFound']\n",
" data.append({'Year': year, 'Library': lib, 'Count': num_found, 'Journal':bib, 'Where':'body'})\n",
"\n",
" encoded_query = urlencode({\"q\": \"body:'{}' AND ack:'{}' AND year:{}\".format(lib, lib, year),\n",
" \"fq\": \"property:refereed AND database:astronomy AND bibstem:{}\".format(bib),\n",
" \"fl\": \"bibcode\"\n",
" })\n",
" results = requests.get(\"https://api.adsabs.harvard.edu/v1/search/query?{}\".format(encoded_query), \\\n",
" headers={'Authorization': 'Bearer ' + token})\n",
" num_found = results.json()['response']['numFound']\n",
" data.append({'Year': year, 'Library': lib, 'Count': num_found, 'Journal':bib, 'Where':'both'})\n",
"\n",
"# Convert the data to a DataFrame\n",
"astro_bib_lib_df = pandas.DataFrame(data)\n",
"print(astro_bib_lib_df)\n",
"astro_bib_lib_df.to_csv('astro_citations_by_lib_bib.csv')\n",
"\n",
"# Group by Year and Library to calculate total counts across all journals\n",
"grouped_by_year = astro_bib_lib_df.groupby(['Year', 'Library']).agg({'Count': 'sum'}).reset_index()\n",
"\n",
"# Print the grouped data\n",
"print(grouped_by_year)\n"
]
},
{
"cell_type": "code",
"execution_count": 401,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot all the dictionaries in one plot\n",
"plt.figure(figsize=(8, 6))\n",
"\n",
"astro_lib_colors = ['#3288bd','#d53e4f','#fc8d59','#e6f598','#99d594']\n",
"\n",
"# Plot each dictionary\n",
"for lib_name, downloads,cc in zip(['astropy', 'emcee', 'astroquery', 'photutils'], #'jwst'\n",
" [astropy_pypi_downloads, emcee_pypi_downloads, astroquery_pypi_downloads, photutils_pypi_downloads],[color for color in astro_lib_colors if color != '#e6f598']):\n",
" years = list(downloads.keys())\n",
" counts = list(downloads.values())\n",
" plt.plot(years, counts, label=lib_name + 'downld', color=cc, marker='o')\n",
"\n",
"# Plot the contents of the grouped_by_year dataframe\n",
"for library, cc in zip(['astropy', 'emcee', 'astroquery', 'jwst', 'photutils'], astro_lib_colors):\n",
" library_data = grouped_by_year[grouped_by_year['Library'] == library]\n",
" #plt.plot(library_data['Year'], library_data['Count'], label=f\"{library} citation\", linestyle='--', color=cc, marker='x')\n",
"\n",
"# Add labels, title, and legend\n",
"plt.xlabel('Year', fontsize=15)\n",
"plt.ylabel('Number of Downloads', fontsize=15)\n",
"plt.yscale('log')\n",
"plt.xlim(2015, 2025)\n",
"plt.title('PyPI Downloads Over Time', fontsize=15)\n",
"plt.legend(title='Library', labels=['astropy', 'emcee', 'astroquery', 'photutils'], fontsize=15, title_fontsize=15)\n",
"plt.xticks(fontsize=15)\n",
"plt.yticks(fontsize=15)\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 399,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped_by_year = grouped_by_year[grouped_by_year['Year'] > 2015]\n",
"\n",
"# Plot all the dictionaries in one plot\n",
"plt.figure(figsize=(8, 6))\n",
"\n",
"# Plot each dictionary\n",
"for lib_name, downloads, cc in zip(\n",
" ['astropy', 'emcee', 'astroquery', 'photutils'], #'jwst'\n",
" [astropy_pypi_downloads, emcee_pypi_downloads, astroquery_pypi_downloads, photutils_pypi_downloads],\n",
" [color for color in astro_lib_colors if color != '#e6f598']):\n",
" years = list(downloads.keys())\n",
" counts = list(downloads.values())\n",
" library_data = grouped_by_year[grouped_by_year['Library'] == lib_name]\n",
" plt.plot(library_data['Year'], [c / m if m > 0 else 0 for c, m in zip(counts, library_data['Count'])], label=f\"{lib_name}\", color=cc, marker='x')\n",
"\n",
"# Add labels, title, and legend\n",
"plt.xlabel('Year', fontsize=15)\n",
"plt.ylabel('Downloads per Mention', fontsize=15)\n",
"plt.yscale('log')\n",
"plt.xlim(2015, 2025)\n",
"plt.title('PyPI Downloads per Mention Over Time', fontsize=15)\n",
"plt.legend(title='Library', fontsize=15, title_fontsize=15)\n",
"plt.grid(True)\n",
"plt.xticks(fontsize=15)\n",
"plt.yticks(fontsize=15)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 400,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"days = 182\n",
"requests = 3672792748\n",
"pytorch = 1369651\n",
"tensorflow = 126933043\n",
"scikitimage = 78215727\n",
"scikitlearn = 493628681\n",
"pandas = 1749108037\n",
"scipy = 763011745\n",
"matplotlib = 451645511\n",
"numpy = 2321360359\n",
"astropy = 19358594\n",
"\n",
"# Create a dictionary of the data\n",
"data = {\n",
" 'requests': requests / days,\n",
" 'pytorch': pytorch / days,\n",
" 'tensorflow': tensorflow / days,\n",
" 'scikitimage': scikitimage / days,\n",
" 'scikitlearn': scikitlearn / days,\n",
" 'pandas': pandas / days,\n",
" 'scipy': scipy / days,\n",
" 'matplotlib': matplotlib / days,\n",
" 'numpy': numpy / days,\n",
" 'astropy': astropy / days\n",
"}\n",
"\n",
"# Sort the data by size\n",
"sorted_data = dict(sorted(data.items(), key=lambda item: item[1], reverse=True))\n",
"\n",
"# Plot the histogram\n",
"plt.figure(figsize=(12, 6))\n",
"plt.bar(sorted_data.keys(), sorted_data.values(), color='skyblue', edgecolor='black')\n",
"plt.yscale('log')\n",
"plt.xticks(rotation=45, ha='right')\n",
"plt.ylabel('Downloades per Day')\n",
"plt.title('Histogram of PyPI Downloads per Day by Library 2024-10-15 to 2025-04-15')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "fun_env",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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