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736 lines
384 KiB
736 lines
384 KiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Nigerian Music scraped from Spotify - an analysis"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: seaborn in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (0.13.2)\n",
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"Requirement already satisfied: numpy!=1.24.0,>=1.20 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from seaborn) (2.3.5)\n",
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"Requirement already satisfied: pandas>=1.2 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from seaborn) (2.3.3)\n",
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"Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from seaborn) (3.10.7)\n",
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"Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.3.3)\n",
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"Requirement already satisfied: cycler>=0.10 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n",
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"Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.61.0)\n",
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"Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.9)\n",
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"Requirement already satisfied: packaging>=20.0 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (25.0)\n",
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"Requirement already satisfied: pillow>=8 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (12.0.0)\n",
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"Requirement already satisfied: pyparsing>=3 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.2.5)\n",
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"Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n",
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"Requirement already satisfied: pytz>=2020.1 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from pandas>=1.2->seaborn) (2025.2)\n",
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"Requirement already satisfied: tzdata>=2022.7 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from pandas>=1.2->seaborn) (2025.2)\n",
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"Requirement already satisfied: six>=1.5 in c:\\users\\user\\desktop\\ml-for-beginners\\.venv\\lib\\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.17.0)\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"\n",
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"[notice] A new release of pip is available: 25.0.1 -> 25.3\n",
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"[notice] To update, run: python.exe -m pip install --upgrade pip\n"
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]
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}
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],
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"source": [
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"!pip install seaborn\n",
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"import matplotlib.pyplot as plt\n",
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"import pandas as pd"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>name</th>\n",
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" <th>album</th>\n",
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" <th>artist</th>\n",
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" <th>artist_top_genre</th>\n",
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" <th>release_date</th>\n",
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" <th>length</th>\n",
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" <th>popularity</th>\n",
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" <th>danceability</th>\n",
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" <th>acousticness</th>\n",
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" <th>energy</th>\n",
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" <th>instrumentalness</th>\n",
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" <th>liveness</th>\n",
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" <th>loudness</th>\n",
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" <th>speechiness</th>\n",
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" <th>tempo</th>\n",
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" <th>time_signature</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Sparky</td>\n",
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" <td>Mandy & The Jungle</td>\n",
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" <td>Cruel Santino</td>\n",
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" <td>alternative r&b</td>\n",
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" <td>2019</td>\n",
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" <td>144000</td>\n",
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" <td>48</td>\n",
|
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" <td>0.666</td>\n",
|
|
" <td>0.8510</td>\n",
|
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" <td>0.420</td>\n",
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" <td>0.534000</td>\n",
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" <td>0.1100</td>\n",
|
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" <td>-6.699</td>\n",
|
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" <td>0.0829</td>\n",
|
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" <td>133.015</td>\n",
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" <td>5</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>shuga rush</td>\n",
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" <td>EVERYTHING YOU HEARD IS TRUE</td>\n",
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" <td>Odunsi (The Engine)</td>\n",
|
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" <td>afropop</td>\n",
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" <td>2020</td>\n",
|
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" <td>89488</td>\n",
|
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" <td>30</td>\n",
|
|
" <td>0.710</td>\n",
|
|
" <td>0.0822</td>\n",
|
|
" <td>0.683</td>\n",
|
|
" <td>0.000169</td>\n",
|
|
" <td>0.1010</td>\n",
|
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" <td>-5.640</td>\n",
|
|
" <td>0.3600</td>\n",
|
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" <td>129.993</td>\n",
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" <td>3</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>LITT!</td>\n",
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" <td>LITT!</td>\n",
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" <td>AYLØ</td>\n",
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" <td>indie r&b</td>\n",
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" <td>2018</td>\n",
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" <td>207758</td>\n",
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" <td>40</td>\n",
|
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" <td>0.836</td>\n",
|
|
" <td>0.2720</td>\n",
|
|
" <td>0.564</td>\n",
|
|
" <td>0.000537</td>\n",
|
|
" <td>0.1100</td>\n",
|
|
" <td>-7.127</td>\n",
|
|
" <td>0.0424</td>\n",
|
|
" <td>130.005</td>\n",
|
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Confident / Feeling Cool</td>\n",
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" <td>Enjoy Your Life</td>\n",
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" <td>Lady Donli</td>\n",
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" <td>nigerian pop</td>\n",
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|
" <td>2019</td>\n",
|
|
" <td>175135</td>\n",
|
|
" <td>14</td>\n",
|
|
" <td>0.894</td>\n",
|
|
" <td>0.7980</td>\n",
|
|
" <td>0.611</td>\n",
|
|
" <td>0.000187</td>\n",
|
|
" <td>0.0964</td>\n",
|
|
" <td>-4.961</td>\n",
|
|
" <td>0.1130</td>\n",
|
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" <td>111.087</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>wanted you</td>\n",
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" <td>rare.</td>\n",
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" <td>Odunsi (The Engine)</td>\n",
|
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" <td>afropop</td>\n",
|
|
" <td>2018</td>\n",
|
|
" <td>152049</td>\n",
|
|
" <td>25</td>\n",
|
|
" <td>0.702</td>\n",
|
|
" <td>0.1160</td>\n",
|
|
" <td>0.833</td>\n",
|
|
" <td>0.910000</td>\n",
|
|
" <td>0.3480</td>\n",
|
|
" <td>-6.044</td>\n",
|
|
" <td>0.0447</td>\n",
|
|
" <td>105.115</td>\n",
|
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" <td>4</td>\n",
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" </tr>\n",
|
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" name album \\\n",
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"0 Sparky Mandy & The Jungle \n",
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"1 shuga rush EVERYTHING YOU HEARD IS TRUE \n",
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"2 LITT! LITT! \n",
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"3 Confident / Feeling Cool Enjoy Your Life \n",
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"4 wanted you rare. \n",
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"\n",
|
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" artist artist_top_genre release_date length popularity \\\n",
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"0 Cruel Santino alternative r&b 2019 144000 48 \n",
|
|
"1 Odunsi (The Engine) afropop 2020 89488 30 \n",
|
|
"2 AYLØ indie r&b 2018 207758 40 \n",
|
|
"3 Lady Donli nigerian pop 2019 175135 14 \n",
|
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"4 Odunsi (The Engine) afropop 2018 152049 25 \n",
|
|
"\n",
|
|
" danceability acousticness energy instrumentalness liveness loudness \\\n",
|
|
"0 0.666 0.8510 0.420 0.534000 0.1100 -6.699 \n",
|
|
"1 0.710 0.0822 0.683 0.000169 0.1010 -5.640 \n",
|
|
"2 0.836 0.2720 0.564 0.000537 0.1100 -7.127 \n",
|
|
"3 0.894 0.7980 0.611 0.000187 0.0964 -4.961 \n",
|
|
"4 0.702 0.1160 0.833 0.910000 0.3480 -6.044 \n",
|
|
"\n",
|
|
" speechiness tempo time_signature \n",
|
|
"0 0.0829 133.015 5 \n",
|
|
"1 0.3600 129.993 3 \n",
|
|
"2 0.0424 130.005 4 \n",
|
|
"3 0.1130 111.087 4 \n",
|
|
"4 0.0447 105.115 4 "
|
|
]
|
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
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"df = pd.read_csv(\"../data/nigerian-songs.csv\")\n",
|
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"df.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n",
|
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"RangeIndex: 530 entries, 0 to 529\n",
|
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"Data columns (total 16 columns):\n",
|
|
" # Column Non-Null Count Dtype \n",
|
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"--- ------ -------------- ----- \n",
|
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" 0 name 530 non-null object \n",
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" 1 album 530 non-null object \n",
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" 2 artist 530 non-null object \n",
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" 3 artist_top_genre 530 non-null object \n",
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" 4 release_date 530 non-null int64 \n",
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" 5 length 530 non-null int64 \n",
|
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" 6 popularity 530 non-null int64 \n",
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" 7 danceability 530 non-null float64\n",
|
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" 8 acousticness 530 non-null float64\n",
|
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" 9 energy 530 non-null float64\n",
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" 10 instrumentalness 530 non-null float64\n",
|
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" 11 liveness 530 non-null float64\n",
|
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" 12 loudness 530 non-null float64\n",
|
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" 13 speechiness 530 non-null float64\n",
|
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" 14 tempo 530 non-null float64\n",
|
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" 15 time_signature 530 non-null int64 \n",
|
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"dtypes: float64(8), int64(4), object(4)\n",
|
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"memory usage: 66.4+ KB\n"
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]
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}
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],
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"source": [
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"df.info()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"danceability 0\n",
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"acousticness 0\n",
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"energy 0\n",
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"instrumentalness 0\n",
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"liveness 0\n",
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"loudness 0\n",
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
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"df.isnull().sum()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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"\n",
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" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
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" <th>release_date</th>\n",
|
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" <th>length</th>\n",
|
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" <th>popularity</th>\n",
|
|
" <th>danceability</th>\n",
|
|
" <th>acousticness</th>\n",
|
|
" <th>energy</th>\n",
|
|
" <th>instrumentalness</th>\n",
|
|
" <th>liveness</th>\n",
|
|
" <th>loudness</th>\n",
|
|
" <th>speechiness</th>\n",
|
|
" <th>tempo</th>\n",
|
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" <th>time_signature</th>\n",
|
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" </tr>\n",
|
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" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>count</th>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" <td>530.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>mean</th>\n",
|
|
" <td>2015.390566</td>\n",
|
|
" <td>222298.169811</td>\n",
|
|
" <td>17.507547</td>\n",
|
|
" <td>0.741619</td>\n",
|
|
" <td>0.265412</td>\n",
|
|
" <td>0.760623</td>\n",
|
|
" <td>0.016305</td>\n",
|
|
" <td>0.147308</td>\n",
|
|
" <td>-4.953011</td>\n",
|
|
" <td>0.130748</td>\n",
|
|
" <td>116.487864</td>\n",
|
|
" <td>3.986792</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>std</th>\n",
|
|
" <td>3.131688</td>\n",
|
|
" <td>39696.822259</td>\n",
|
|
" <td>18.992212</td>\n",
|
|
" <td>0.117522</td>\n",
|
|
" <td>0.208342</td>\n",
|
|
" <td>0.148533</td>\n",
|
|
" <td>0.090321</td>\n",
|
|
" <td>0.123588</td>\n",
|
|
" <td>2.464186</td>\n",
|
|
" <td>0.092939</td>\n",
|
|
" <td>23.518601</td>\n",
|
|
" <td>0.333701</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>min</th>\n",
|
|
" <td>1998.000000</td>\n",
|
|
" <td>89488.000000</td>\n",
|
|
" <td>0.000000</td>\n",
|
|
" <td>0.255000</td>\n",
|
|
" <td>0.000665</td>\n",
|
|
" <td>0.111000</td>\n",
|
|
" <td>0.000000</td>\n",
|
|
" <td>0.028300</td>\n",
|
|
" <td>-19.362000</td>\n",
|
|
" <td>0.027800</td>\n",
|
|
" <td>61.695000</td>\n",
|
|
" <td>3.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>25%</th>\n",
|
|
" <td>2014.000000</td>\n",
|
|
" <td>199305.000000</td>\n",
|
|
" <td>0.000000</td>\n",
|
|
" <td>0.681000</td>\n",
|
|
" <td>0.089525</td>\n",
|
|
" <td>0.669000</td>\n",
|
|
" <td>0.000000</td>\n",
|
|
" <td>0.075650</td>\n",
|
|
" <td>-6.298750</td>\n",
|
|
" <td>0.059100</td>\n",
|
|
" <td>102.961250</td>\n",
|
|
" <td>4.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>50%</th>\n",
|
|
" <td>2016.000000</td>\n",
|
|
" <td>218509.000000</td>\n",
|
|
" <td>13.000000</td>\n",
|
|
" <td>0.761000</td>\n",
|
|
" <td>0.220500</td>\n",
|
|
" <td>0.784500</td>\n",
|
|
" <td>0.000004</td>\n",
|
|
" <td>0.103500</td>\n",
|
|
" <td>-4.558500</td>\n",
|
|
" <td>0.097950</td>\n",
|
|
" <td>112.714500</td>\n",
|
|
" <td>4.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>75%</th>\n",
|
|
" <td>2017.000000</td>\n",
|
|
" <td>242098.500000</td>\n",
|
|
" <td>31.000000</td>\n",
|
|
" <td>0.829500</td>\n",
|
|
" <td>0.403000</td>\n",
|
|
" <td>0.875750</td>\n",
|
|
" <td>0.000234</td>\n",
|
|
" <td>0.164000</td>\n",
|
|
" <td>-3.331000</td>\n",
|
|
" <td>0.177000</td>\n",
|
|
" <td>125.039250</td>\n",
|
|
" <td>4.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>max</th>\n",
|
|
" <td>2020.000000</td>\n",
|
|
" <td>511738.000000</td>\n",
|
|
" <td>73.000000</td>\n",
|
|
" <td>0.966000</td>\n",
|
|
" <td>0.954000</td>\n",
|
|
" <td>0.995000</td>\n",
|
|
" <td>0.910000</td>\n",
|
|
" <td>0.811000</td>\n",
|
|
" <td>0.582000</td>\n",
|
|
" <td>0.514000</td>\n",
|
|
" <td>206.007000</td>\n",
|
|
" <td>5.000000</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" release_date length popularity danceability acousticness \\\n",
|
|
"count 530.000000 530.000000 530.000000 530.000000 530.000000 \n",
|
|
"mean 2015.390566 222298.169811 17.507547 0.741619 0.265412 \n",
|
|
"std 3.131688 39696.822259 18.992212 0.117522 0.208342 \n",
|
|
"min 1998.000000 89488.000000 0.000000 0.255000 0.000665 \n",
|
|
"25% 2014.000000 199305.000000 0.000000 0.681000 0.089525 \n",
|
|
"50% 2016.000000 218509.000000 13.000000 0.761000 0.220500 \n",
|
|
"75% 2017.000000 242098.500000 31.000000 0.829500 0.403000 \n",
|
|
"max 2020.000000 511738.000000 73.000000 0.966000 0.954000 \n",
|
|
"\n",
|
|
" energy instrumentalness liveness loudness speechiness \\\n",
|
|
"count 530.000000 530.000000 530.000000 530.000000 530.000000 \n",
|
|
"mean 0.760623 0.016305 0.147308 -4.953011 0.130748 \n",
|
|
"std 0.148533 0.090321 0.123588 2.464186 0.092939 \n",
|
|
"min 0.111000 0.000000 0.028300 -19.362000 0.027800 \n",
|
|
"25% 0.669000 0.000000 0.075650 -6.298750 0.059100 \n",
|
|
"50% 0.784500 0.000004 0.103500 -4.558500 0.097950 \n",
|
|
"75% 0.875750 0.000234 0.164000 -3.331000 0.177000 \n",
|
|
"max 0.995000 0.910000 0.811000 0.582000 0.514000 \n",
|
|
"\n",
|
|
" tempo time_signature \n",
|
|
"count 530.000000 530.000000 \n",
|
|
"mean 116.487864 3.986792 \n",
|
|
"std 23.518601 0.333701 \n",
|
|
"min 61.695000 3.000000 \n",
|
|
"25% 102.961250 4.000000 \n",
|
|
"50% 112.714500 4.000000 \n",
|
|
"75% 125.039250 4.000000 \n",
|
|
"max 206.007000 5.000000 "
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.describe()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Top Generes')"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
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",
|
|
"text/plain": [
|
|
"<Figure size 1000x700 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import seaborn as sns\n",
|
|
"top = df['artist_top_genre'].value_counts()\n",
|
|
"plt.figure(figsize=(10,7))\n",
|
|
"sns.barplot(x=top[:5].index, y = top[:5].values)\n",
|
|
"plt.xticks(rotation =45 )\n",
|
|
"plt.title('Top Generes', color='blue')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Top genres')"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x700 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df = df[df['artist_top_genre'] != 'Missing']\n",
|
|
"top = df['artist_top_genre'].value_counts()\n",
|
|
"plt.figure(figsize=(10,7))\n",
|
|
"sns.barplot(x=top.index,y=top.values)\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.title('Top genres',color = 'blue')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Top genres')"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 1000x700 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
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"df = df[(df['artist_top_genre'] == 'afro dancehall') | (df['artist_top_genre'] == 'afropop') | (df['artist_top_genre'] == 'nigerian pop')]\n",
|
|
"df = df[(df['popularity'] > 0)]\n",
|
|
"top = df['artist_top_genre'].value_counts()\n",
|
|
"plt.figure(figsize=(10,7))\n",
|
|
"sns.barplot(x=top.index,y=top.values)\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.title('Top genres',color = 'blue')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: >"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x900 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"corrmat = df.corr(numeric_only=True)\n",
|
|
"f, ax = plt.subplots(figsize=(12, 9))\n",
|
|
"sns.heatmap(corrmat, vmax=.8, square=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.set_theme(style=\"ticks\")\n",
|
|
"g=sns.jointplot(\n",
|
|
" data=df,\n",
|
|
" x=\"popularity\", y=\"danceability\", hue=\"artist_top_genre\",\n",
|
|
" kind= \"kde\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.FacetGrid at 0x24248e70590>"
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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SIOUHmqrr+nVqRqQORau/8RRDWpMA7g9nFMYfaoh3g6NDvP1h5hBvRCTX7Nso325doa5xW6+Ae/Ks++WynqNVFymunzzrvrCJYaegCV3P9x7vtRHDagg3GEJ7TvTAbSzH/ZHESAoYJRUVJdUte3zVYprdQW0n9KaEsR4hsQwjbxZgRb2REYd6O1k12HGIdygRSW+PhQ1IOKOZTplqEEyNn786J6RKEXHzR/aiOcpvMFIpVD2pYk+wd6Vulj2BajHN7qC2E7GQEibEDCjeHFBvZFRk2M2qwU5DvEMxj3WC8awdUuXB1vgFqnNSNW5+ZuiC8vwctV4gv8FI/khxB5/9sT1HS1qflrp/6JndQW0noj0lTIhZULzZnFCEgh2tGuwwxDuUiKRZ0Uwro2JOEJdG6py6J+Tqei40MUQSfz9SkF5PT0kL+X03s4PaTkRzSpgQM6F4szGhCgW7WjWEo9PSqhFcZkQzrYyK2SlVbnad08wxTXQ9H7pPrUSP8I4VOxizieaUMCFmQvFmY0IVCro8yRJry77tKVKRn+34L/5wjOAKNZppdVTMyGcm0rVxeuuc/ihrJBnpmX5TpwkZmco2xB0z9y8Y4R0LdjBmE80pYULMhOLNxoQqFHDy6F/vFFmw411125tp8P61beSxpT9FzWgdPeIolIhkKI8NR1Qs2M9MqFFAM4SR7jqnglI5Ztg41VXqi/qnjqvSrGBmlNOJ6WgnEq0pYULMhOLNxoSa9kQ66osvjkhpfE+fpsHu8xSdPlpHrziCpYdR89hQjGfD0UASzGcmVDFiljAKps6pVrt+0ui8ydV93jIylXBz93kzU2w5MR3tZKIxJUyImVC8mYBVaadQHer/Tkc19mkarGe0jl3d7I2Kow05fxg2jw3FeNasBhJ/nze9n5kOmcfI9R/faViMmCmMgq1zgkCDHYi/z6TZYstunduxQLSlhAkxE4q3ELGy+DxUh/qq6ai4anMT9fgo2dnNPhRxNLBVlmEvOaM+dGY0kAT6vOn9zEDAGhUjZgsjI3VOEGr+7EDMFlt27NwmhMQuFG8hECj6MPqYf0ijhLYhhfxDMawNpZ0ewk9zs/dEc7NH+spOAi5YcRRKR6CRx4YaSdUb7dLzmcFECaNixIoolNl1TmaLLbt2bhNCYhOKN4MEjD64RN5e976U/HKSinqF0gxgVGToSUf5ol5akmR/5tvNHkOkln81R5JS4qRuzaOCI9K1PkbEUSgdgXof657mHNp2oLy9+qOgI6nBRrsCfWZCESNWRaHMrHMyW2wZ+WxFuouXEBK9ULwZJGD0IU4kPrlY1ZkhXRlqM4ARkaEnHeUNRDuOSdwre/9KlUKo/ZmaKIcS4iW9vEIK4+Pl4/ppkpeYILL8pYi791s9CD0UvKU505Jqqg9IQWmh7kiqkWiXt8+MJihyCg9IrXKXFMZ7tCFruFxSp0KkY2absEahzKpzCjXKGepny24TLsIBxSoh4YPizSB6owpoEPDXDGA1vtJR/kCaynV4s/p7da1kWaAJNU+fEZvYJXieNG46Yby88tO7ls5F1YOvNGdB6WF1fUHX4dI4raGuqIwZ0a5qgiIh7uh7iYsXH5nh+/KldMeGarVlZgsjpwh5vSUMsWgpEotilZBIQvFmEL1RBXR2Rnqosrd0VF5Bibzw4Wqf9UVFWw8o4Ta3cYb3J/UWrYmAXYKvk8ZlPc83ZQyRUfSkOZdsXipPDZ+ia7tCjXb5EhTeqH2kQkZkF0jXwhKvo6awvQNaZcmH6xf5fI4BrfpEPEUYSr2ov+f0l46ORUuRWBSrhEQaijeDwGohHh2cKG7zghacqjhU1xZDlb2lo/p3b+qzviipeQdZ0DDDu1DzIdzCbZfg76Tx2PfPq5MGukojgdlF/aFEu/wKCryXLpfUOlIhZ2UfktrlFdKmqEzi/YyawvMtDdDwsHTrSrm428iIC5Rg6kX1pv38lTDEmqVILIpVQuwAxZtBYLXgS7i565v49NxqFh12Garsr75ofc6fkoe0mgGM2CUEWy9j95OG2UX9oaQBA9dnxklhjTgl3NoWlfkdNeVEgaKnXhQ/BF788S05UPz3+1EvpbZccdyFQUWNYs1SxGmfBUKiBYo3g+Qc9v+F5avmzSlDlUM5uQRbqG6kXsbuJw0rivqNpgH1vpdIkwMt8uY5airY53Nfz87F7L4iuBBy3tJ+/vYl1ixFYk2sEmIXKN4MkpcbZ6jmzSlDlY2eXIItVDdaL2P3kwaOQVpSrSodpZ6kJ9UKuqjfiG2M3vfy+zo11aV2uUvGHDNEjvHh4ResQLFzMTuE2LMr5vpd59kVr1VGcAPtixOaOcwk1sQqIXbBHj99HUhaRSOpKEn21nipwPKKkpS/xlAdjbg5aWaodhIKlmA6+PSmPrGeM08arhDuDZwGRD0frgMd72DfS6TLn9r6lRIqRp9PEyiaOPcUM5o49/Ua4WLN/o2V3b++gADHenr2RUtv+yPcdjVWEsxngRBiHtHxDRIB6teuKWXbjtYDeQo47TYGv194Sgd58JoB8sLtpzpGuAE9JyHPL+hgu8qCSX067aSBbdYjCrztW6Tfy0DCWa9AOfocxsR5uFizd6Ou9Vbv3aB7X7T0tufn08j/EbsTa2KVELvAtKlBULdWt6K15O0+KDWabKl2/5HdraWeq41cdFpHv2lSO9cC+auxGtvrPMlITq+y3S6Jk982Zet2xw+1dsrotIJwEI4h9Ga8l0ZrBrXne3HV23LAR/3dmn0bw16XGPTx0lnBkH34QFD7EsroNadhhSULIcQ/FG8GgSg5+eQasmDHFu8HtskWGdK8j1/xYudaIA29J6Hvft1VzQg40EgwM2qnjEwrCAfhGEIfynu5bPsq+XzT16GLUI+ws8tVEbHGBiPHq0uD9jJfPg343Jk16wa9L6GMXnMasSRWCbEDFG8GwUnm+wOLvVqeacu+P7BExlQM8foF5iRjy0AnIQg3byO4Ao0EC6a428xpBeEgXEPoQ3kv9Yi3YE1/3Ts0rWxsKK9wVfEoLEjaJtO/fz7o44VjEaixJLVGisTpDNHFcmF+LIlVQiINfxYZJJR6rVAK9e0GTqKIuPkDI8GwnpW1U5hWcEKL43QV8JsF3h+kBr/dukJdu79fevbt4hbHy+F1S6Vo62pxVZSH9fMRSs2g3u2DkbUVjQ34sXDllIXyf08vlWmv/Sj/9/S38vj/XjVcv3d11iV+H1t0pFjeW/eZ33Xc94UQQqyG4s0gelNCSE95nthDEX56xUO4QPQj0MxUbSSYN/QUd5t1vMwEYmLiR7fLvV9OlxnL5qhr3HYXGb72rV5iTRl7sFyaffKK7Hv/cdk9927ZNvMaKVy/TN0fjv0NpdBc7/bByNrsxgYtyuv+mYtPPyCuxGLDx0t7n+p5E5ou/S3CLMy3N3b4viTELJg2NYje9AhSU7jgxHDFX+kfS4aMR6heTu+oL3/rBaqXsZunWzApTc99S92/U2p//mq1X03lh3Jk77yp0ui8yZKbWt0Y14r9tdr0F+vBziTQa+htbFiz73d57v0tAY2w/W2PL9zfp5zDuTJ75dty+Mjh6mURR6eJVVluhxpLpzRBRQq7fF8SYhYUbxbWNLmDjjyjtUB2rpfTO+or0Hr+6mXs5OlmZCyXtm9IjW774Hn5O0FanexFc6TO+TeZsr96TuJWmv5q65klzldv2+k1yutphG10u7X36bc9G6So3Itw+wtt+chOp0uPxp2CEkdWCyuKFHt/XxJiFhRvBtEza9Ibz614TZ49+2FrhoxHYKYn7EDQVeovdWp0JJh2okMkJCM5TfJLCiJebxTKWK7i7etUhM0f5fk50qa4LGSX/mBO4sEWmhtpxjBDnLtKIdIOVVsOI2wYZscllfgUXMF8PiAS9RBXnB7UcbNaWFGkiO2/LwkxC35aQ8BXTZM/DsGYdf8my+uNwlX/BSsU2IH4w8hIMPeaspnLX/Ir3MJZbxRKCre8IFfXY12FeSEZn1o91cBIvZy/eiO9zRNdGh3r4944Kc9pov7yNfFkQKs+uj8fR0WieeuF4z2JpiYoM7Hb9yUhZkHxZoKAe2r4A3L3kJukT5Puuh6zet+GoF3Y0a0JA9zv1v1pu5mesAGBHQgicO4YHQnm60TnjXC71uuNEm3bXqreL/cu24Q0fV5hWM+oS3+4TuLBbF+g5g69YrBr2wbVPmNHcUlC5m71l6/I29KtK3XvM0SintF3vsVk+N8TvSLl7TUfxVSxvt3qZQkxC6ZNTUBLCX2xeamu9bMLDxg2wI1Pz5Hko1O5Ilr/5Vm7069rOzm+a5Mq3luBJiwYPdFlJKXJZb3Ol3o164S9GDtgyhAn9tIUeeO9/fKGZFcxKk5p0UkS0jP9pk4TMjLVekbr0UJJ6waLnu3Tm8rT2zyBY+npKYhu0/jkEtP2GSIxZUEPKWn6Q7XmBE3QpeZ0V+vpIRzviV7xMX/tp+oSK8X6dqqXJcRMKN5MpH6tekGvF6wBrtn1PUbwW7vTLrSTgZ4TXX5pgRJukTAE9Vfr6D7TVpu75GlUXH/YONVV6ov6p46TuPgEw/Vo4Y40+Nu+YOuN9IhBLcrrPs3DjG5TbXu11x7Rv4O8vqRUEluukzg3YegqTVHv701nn6b7h8mBwwdNXc8M8RErxfqhmmUTYlco3kyka8MOusw8sZ5xA9w4KdvWSZLa/VwtKhCO+i+ri6KdkObA/k1sNVjm/vGl5CX8/QZkHKmQtO0t5I/cxl6NihGZrNWxn7IDyV44p0oEDhE3CDfcHy2RBiMRJz1iFQLOPcqbH9dUXt34q/mjyDqlS8nW7lKQf1Qgoqu1bkIzueoc3yPfvJFfcsjU9czofo+VYn09jWX05yNOJOLiDb92Z86cKe+8844cOnRIsrKy5K677pIWLVp4XT8nJ0cefPBBWbp0qbhcLjnhhBPkP//5jzRq1EgijZ5RO+lJtXRHUnwZ4FbkNpbSTT2rRQWs9psKR+eWncSHL2Cm22LJ23KriPyZmiiHEuIlvbxCWh8uk3jJljmJGfJrWSuvRsXd2tVXAq1m+6yj3acFuarGDalS94hbNEQarBTiiHrhWIKKiqbyyfb5po8iKzhySKTZCrlk0D+kUUJbw6UA6clppq5nZve7WSl0O2PUz5AQOxNx8TZr1ix5/fXX5eGHH5bGjRvL1KlTZfz48bJgwQJJSkqqtv6NN94oR44ckRdffFGJt3vvvVcmTpwo7777rkQabdSOvy/Qq7Iu0S1s/BnbQsCV5DZS9T7DhzSTEzq1sbz+Kxy1O3YSH96AVxuiZgBHum1RWTUD11E1V8hveS3E5dEP5P5+Qqiltupqi0iDVd5j4RLioURX9Pwg+XL35/LU8CmGj4neofZ61wtWpIQrim1nc2Aj9aOE2JmIirfS0lKZM2eO3HLLLTJ48GC1bPr06TJo0CBZuHChDB8+vMr6+fn58sMPP8jTTz8tnTodLeq+6qqr5Nprr5WDBw9KnTr6LTusQvsCfXHV28qYN5RfeYENcOOk4lCm9GuGmZ5HoxBWEo6Upl3THNqJae/21VJ+JF/a+GjVRhq7bsJhaVtjn2w60tiQoXE4Iw1Weo+FU4hjW8/ueKp8tH6xVLjNsIqXOBne8RSf+xJtP0jcRcpve9bL/HWfhiWK7QRz4GDrRwmxMxEVb+vXr5fCwkLp379/5bKMjAzp3LmzrFixopp4S0lJkVq1asn7778vffv2Vcs++OADadOmjXqcXTDrV56VBrh2jqTYLc1R7cTUrK7ULiuXEdkF0rXQe7F8RnxRxN4nsztBnSDEsS8frl9UbTmEHJYfm9nG675E4w8STaTg/f56y/eWi0aaAxMSY+Jtz5496rpJk6MGmxoNGzasvM8dpFGRXkVNXJ8+fSQuLk6tO3fuXL9ffEOHDvV53+7du6u9vl1+5WkGuJ7WCKEa4BolUhGESKY5fJ2Y8mrEy9zGGTJmT75XAZdfkRqx98mKTlA7C/FQ9iWaf5CEQzRyggEhMSjeioqORic8a9uSk5MlL6/6L13UuK1bt0569eql6uLKy8tVmhVp0zfeeEPS0owX/NoVb9YIWiQHgiBYA9xQiFQEIVL4PTEhP+pyyYL6adK5sKQyhYqat4MVNWXzkYamvE9W1RHZzQ8uUvsS7T9IrBaN4fwcEUJsIt6QBtVq37S/QUlJiaSmVo1cgE8//VRF2b788stKofbMM8/IkCFDVMPC5Zdf7vV1lixZYigqZxc8rRGMdr2Zgd1SmlYS8MQUFyd5iQmq41RrXICmSz3xUvlXRueQ3ycr64js5AcXKqHsSyz8ILFSNDrB2oeQaCSi4k1LV+7bt09atmxZuRy3O3So7oW2cuVKVd/mHmGrXbu2WrZ161aJZtytESJNJFOa4exo03vCgVWImV5t4agjcoIlS7j2JdI/SMLxmbZKNEbT54gQJxFR8daxY0clxJYvX14p3tBRunbtWhkzZky19WEl8vHHH6vIHFKr4PDhw7Jjxw45++yzw779sYwLna759aQ8v6ZUZKSIq36c7pOQ0ZNVuDva9J5wWvYbJU0adzTNqy0cdUR2t2QJ975E6geJE7o0Y+VzRIiTiKh4Q60bRNq0adOkXr160qxZM+XzBpE2bNgwVdN24MABSU9PV2nVkSNHyuzZs5XX2w033KCe4/HHH1dCbtSoUeJErBY8VuA+a1WjdrMDktRq3VFjUz8nIaMnq0h0tOk9MfXOGmXqexGOOiK7WrJEcl/CndKMhi7NaPocEeIk4lzoAoggEGiPPfaYzJ8/X4qLiysnLDRv3lxF1FCT9tBDD1WKs82bNyuB99NPP6kvBHSd3nrrrWp9I2g1b/7q4qxCr5Cx06/zv2etupRBMMYGxaUUSo1mm9X93sZ1aSchXycrz/W8CdeJH90eUESFYqTqC6PbHArfbl0hM5YdNQL2x6R+42Rgq6yQXsv7Z8uZ9YtO2pdwf6Yxas/KmlknHXtCooGIi7dIEynxplcUREI8+DsBXDlloeTGb1GjueLdB3b7mLOqfYk/edZ9cv3Hdxo6Wa3Zt1Hu/XJ6wO27e8hNlkROwn1iCvf+2imqGyv7Es732FukHP6RsCEys1vdKceekGgg4uOxYhG9NU3HNekWFi8uveCXO4RbUrufq93nS7hpKb7PN31tOBUY6Y62cNdDhbuOKNKWLGbilH0J12f670h5VSDksBw2RGYJOKcce0KiAYq3CKC3pikUwWMF2XmHVcQtkFjzxp6C/UGfrLRf8jvydke8o83sE5O3KAXQlg1tO1DeXv1RSHVEjITYl3B0aSJSjoibP57/YLWyIYqE7RAhxDgUbxFA769pI4LHSgri91ZJlQZD47QGQZ2skKr0nA/rDyd1tHlLw6Yl1VJ1hAWlh/0u05uujWSdpKuiXIq3r5PyglxJSKtrWhduNBGO6Coi5f5G64Hsg0XyxufrpcexDSLmHUkICR6KNxMINsKh99d0sILHamrXNVYeiZPQae1Oko82LNZ1sqqs8/MspPNTWGd1R5tZUSxfNYwFpYU+l13Qdbg0Tmuo+3XN6GI0ur+F65dJ9sI5Un4op3JZQnqm1B9mjv9dtBCOLk00J+jhrcUb1cWKOjhCiDVQvIWIkQiH3l/dwQiecJBZs46hx+EkVCOhhq6TFZjzw1zvQu2vkVTuy8PR0WZWFEtPraM3lmxeqrvr0AyPOKP7C+G2d97Uassh5LC80XmTKeDCCLpKg8GKOjhCiDWwFSgEtAiHp7jSIhy439+vbr2CJ9B6VjcrQBCgOy678IDEif60CoSVe5RHc7KHEPC13tp9GyS37LDvorq/lo/qdJrqxIOo8WUvgm2G7QaucTuc77HRWkd/dY1mvYa/5zO6v0iVIuLmj+xFc9R6dgD1YL9typavV+1Q17gdTvSKbKOfW4A0KKJpwYI6uHAfD0JIcDDyZmMXfDuM7vEWhQnEqM5nSLdGHb2m2gJ1bu7bebQhIhANyyp8NhCEM1IWzHscSm2i2d2J3tYLZX9VjZtbqrTac8OjsSxfNv/0gTRq0dV2JtPhThmGw4gZ9WvYJ2/dpoHq4FAvZ5dxfISQ6lC8ReDLN9iTZCRH9/hLc/qieUYTvyccf52bGUf0RRp8rWema73ZJ9hQahPN7k70tl4o+4vmBF+srpUsC+qnSV5igsimReoSeZPpyKYMw2UVgn3BPnmKVbPq5QghkYHizSA5h/VFor7ftkpdu4stIyfJUK0qgh3DlXM4V175+V1DrxWKSOnUqL3U/n2h5NWI9546dbmk9pEKtZ7nNh84fFBe/in8kTK96+mpdQy1rjGULsZQ9hddpb6E29zGGbYYARXYOsMlzyz8Uo5kHKvqO638gRTOge4QcLADQTTt59/3y9uLN5peL0cICS8UbwbJy9VX+7Vw89fq4h5pCLfpbChjuIIlIylNiSjUmXl6l+mJGNZs2UXOKRR5Becsb92mInLO4aPrGdlmKyJletfT02EYal1jKF2Moewv7EDQVeqeOkVsFBE3hY8axnCbTPuKPsXX3aM8DIuTS2Tm8m/VMiujg+E2YkYKFWlQ1MEtWbHNbxSufp1UtR4hxL6wYcEgaRWNpKIkWdMT1fBc7l7wbZYoQPF30dbVUrDmG3XtrRhcbwG6r/WCJb+0QJ5c/qIa/TP+g8ky/oN/q78xqxPXmOfor8gffmBDThonY/bkqwibO7iN5UNOHKfWM7rNwUbK/BHsCdZX00Z6Ui1JS6pZ7bmNRKb0NIZ4K97ftz1F0hOrR8n07C/eD9iBuPNnauLRVKkfR+dgmjFCxVcqEMINU0PikkpCbkrRi96mJbNFrVYH548J53Sl3xshNoeRN4PUr11TyrZ1Ul/6QdiRqUjDE2feo7o2K1wuX5lBiY+Lkw6Zx4Tkp2XmGC4juJvLBpMuw/Zj4my3hXNk05FcOZQQL+nlFdIuMUManj5J3W/UdsPsSJmRE6yvGkZgVl2j3jpJz+L9+LrHSDLGn8UFv794X2AHsk+9b/kqZWonk2nvqUBXwKkhVkUHI9WM5KsODhE3CDfahBBifyjeDIK0Qt2K1pK7SdSXf5zb5IHAcz7/Jy7xLty0x+P+dfs3S7fGHQz7aZk5hssbGclpMqbHKJn7y3zJLykI6rGBTojY/tbts6SxD6d+o7YbRiNlZp9gfdUw6knnIlKGFCAiSRAkvpzxA9VJeiver8htLCWbeqrPtPs0Db37uzotWV5snSkHivRPVAiXybRmneEuWOLTDwScGmLlCLpQm5GOlB9R/38xjQWm3vCGhMVQMHVwgT5HhBD7QfFmkL/b8IulJLeROgkk1N0jNRpvD/jYdbt26HqN1dt2VhNvev20arbPMn0MlycT+lysRjgFK9z0nhAh1FJbdTU1WmNmpCwSVhdm2Vz4K95XAi63kdRtUijjR+sv3jfSnRxOk2lv1hlxiSURjw4abUbCj6aP1i+WCvm7RuPVn+fJ8I6nqB9VeuvgCCHOgzVvJqQfMmunSsWhTCnPbazrccmudF3ruUqrp50C+WmB8vwctZ7ZY7i81U6Fw7vMjGiN0foxzxPswFZZ6jpSwg3Cw7PYXLO5wP3mzb2Mk9zdaVL3yDG69tdoGjscJtPe/88eTaG6ypJtFR0MRrh9uH5RFeEGcBvLcT8hJHph5C1E3NMP2XmHZe7WDXKoLN+viDixxQD5Zuc3qkDaV82bqzRFujQ6ttp9/vy0PNfr1GKAaWO40EV6Wa/zpZ5HFCYc3mVGu/WQ1h3bc7Rk1vw7uoMu2EhHz6yxuTjqjI/Pop7Ul14fL73rBZvGDpfJtFn/Z8MVHdSbKkXEzR+4/x9dz9aVQiWEOA/+zzYB9/RDzUb/CFjg3r1pI0n5qIeUNP3BlxuGpOZ0l65tG+j20/K2nt6Cez1zRydkXez1RBsO7zJv6Nk3pHW1bQ5m6oJZQ+jNJHCkLDhnfL0+XnrX0xtFxQ+Ffi16R/yYBvt/NtLvvzuocfOMuHmC+7HeWR3Q+kMIiTbs840UJeixacCJ49pTTpPSTT2rpUYRccPya4ae5jWCovlp+SMhI1Otp3d7glnPiOWBVSdEvdsczLxO/A07k2DsTcKB2ZEyPXMvg/H70htFhXCLVNrZF8F+9vVY9FiJ3hpV9/UiPcuVEGIujLxZgJ4Cd6RubpUR8uz7reRgxS5VOI36m7oJzWT82V2kduMCNVTd87Gan5a3blON+qce9UELZnuCWc/b/h5Xr7/8mPN9VYsJl0hifJKUuUotS5cF2uZgRpGt2PWLaaO1zMbsSJmeuZfB+H2F23TWbPR+9vVY9FiN3hpVbT07zHIlhJhLnMvly2Y2Nhg69GhaYcmSJRF5fU/bh4KkbfLKz+8ETO95PYlkZCrhFq6TiMYr3y6RBTuOjtLylgLu3+Ak6duurWUpSH9pTtS4IXoWiDtPukFm/fByQPHx1PApEYka4XNy5ZSFAZ3xX7j91KDsHryd2I36fQXqNo2k+DUDXxY9GppFTzhq3sa8O8lv6jRe4mTu6Bnyw5p9fgV6uGa5EkLMhZG3CONee4OT3/Slz+uK/OAkATuQYh8+aOGirLxcPt7ykfokeTZfKL86l8jy3T/I9YPPl8QE87ctUC2b3lqsNfs3mjqE3mzMjpRp4MSd1aWRfPbrKtmTf0AaZ9ST07v3NvReRcp0NhwEY9Fj9f9B1KjCDgRdpb7A/XFxCaY2uRBC7APFm00IJr3nnkL15YMWLnDSdyUW+zLkPyrgEovUeiN6ZZn62r4iPe5iV28t1vaDu2w1DcBdNGgCvVftunLb2OPkuQ/WmOaMX0387hH5ZPt8wzM97eSJF6ypsT+CsegJx/9JzcfN0+cNETfN5w21bWY2uRBC7APFm03QOw0hUpEfXyBaY+Z6ZovdJ8+6T1c3LOrdwun3paej1VtqvFl6pjx5/hWyJfG4kJ3x9YhfIwLOqOmsrU2Ng7DoCRcQaLAD8TVhwewmF0KIfaB4swl6IzpmRn7MsMRAmg3RGl3rRUDsbsj5I6CliF7MKrjXY1vibwTa/vnT5JjzJku33v3CGul1WuTM2/ivv02Nf5AxoxtKs6aJuj77wVj0hBMINV92IGY3uRBC7APFW4TRBNSOvN1hjfwE43vmD9RHzV3zulTUKPZpOBx/JFWtZyY5hw/qXu/E1n291mJFwt5ET7Srb9PultdXmRXptdoTz2jkzJ+pcXzdPWp267xtJSLb9H32NYsef6lTd4seO+BtlmsodjCEEPtA8RZBvAkof2BiQM7hXNVBGcpJ0sx0GQrbz2o9XHWb+jIcPqv1WaY3K+Tlxulfr3XVWqzf9qyX+es+1f1aZhXc6412dT2SYHl9lRmRXrN+ABiLnK3w2ynpy9QYwi2p3c9Bf/aNWPREGquaXAghkcc+Tpkxhi/jWH9gAPzM5S+FZByrV0BgPb2MHThURjQfLfFHqqZfEHHDctzvuQ0QoPCxw3Uwr6WRVtFIKkqSKwWiJ1heUZKi1vOsxWpeu4mu10D90N1DblL2IGaIEd3Rrr0bLa+v0hvB9bVeMMbHVo4D82U2672Oy6UibsBblDjQZx8d3rAD8TTJRsQtXDYhoc5ydY+40SaEEOfCyFsEMDrE24yicqvSZWNOGCIX9R8c0HLCrGhN/do1pWxbJxVF8RXxK9vWUeqfUDPkaQBmoTfalV8jXupZXF8ViqluOOrlQh0H5q2OKz79gMQnl4T02beLRY/RWa6hNrkQQuwBxVsE0DvE+9xOp8uSzd9IfmmhaSdJq9Nl/uxAzEzX4uRTt6K15G4SFU2JczspY8QYhFs9Vxuv9Tx6h9qbkaI2IhobNrO+vkrv3Ftv+x2OzuhQOyW91XthiokZ/0fsYNETip8kIcT5MG0aAfQKqDiJ8yvc3E+Sdk+XmZ2u1ep5KnIbS8kvg6VkXZaUbuqurkt+OUkt96zn0eY7fvPzLhnS5HTdKeprF/yfKbNNNdHoD0S7OjfsoOqr/GFGfZXRebbh6IwOtVNS+3y4g/Fz4WwKIoQQq2DkLQLoPjnozGoEc5KMVLrMimiNVs9ztBsx069prbeuxdrN+kpSq3VScOSQ39c5UJxnymxTHJMBrbL8OuMPaNVHrafVV1k9As2Iqa6RHwDBdqWa0SlZ9fNRLBWH6qk6yfikEp//t+w8f5UQQjQo3iKAXgHVpUF7mS+fmhopiFS6zKpojZ56Hl9di3k764nsPEH5fTVtUkOe//F1KT7iO7X27IrXQqrjgoBZutV35x9YunWlXNxtZKWAC0d9VbCmusH+ADBS5xioUzJOKmTigGQpWvet3+Pi+fnYW15X3v3jTUvtYAghxGr4LWUR/joqNQHlD5xEcELVk2YLNlIQiXRZqOlaPfU8J/Vurq49U6X+uxbj5LPFBZKRnO5XuIGC0kI1A9UowYhfz/qqtC6D1LUdCuP1fn6xXihdqb46JQfW2S2PNv1I6n0/Q/a9/7jsnnu3bJt5jTI2DvT5uCDrJEOffUIIsROMvFmAnkiD3iHeRqNkdkmXmZGudcdb+g342g+9XYtfb9Q3HmvN3o3SrVFHccoUDavQ8/k1oyvVM3LWIH+tpCxdJOLxliK1DA82PZYddpy/SgghwUDxZjLBdFT6OokAROu0ZTf3nyAv//yOX5EXjnRZh8xj1OBr90HY1Z5T4tR63l4rWCHqKdTySw7JKz+9W+U4pCXBCiRORcW8CWW9XYvFJUdMrUP0hpXRx0gQSASZVeeoRc5cFeWybeZ9Um7C5Ak7zV8lhJBgoXgzESORBs+TiK+o3dheo1VqLxKRAk1E/bZ3vV/hptYVl5on6u3EqDfaGMz0iYLSw36Fcr2MFrr2sWP9Y2Vl7tKA66EO0ShmRR9DmQkaJy5TI07+RJDZkUZV+2fx5AknzW4N9bGEEOdC8WYioUYa/EXtpn/3ghIjA1v59lGzwwivQCdjPSkrX8chWCCUZ5x1v66uxTN69JH3t75TJYLnSXpSrZCiNaE0i7ijp3PTe3ftgWrdtWaOs7I60qh3okQokyfCjdHZraE+lhDibFjkYSKhRBqsGFsViRFeek7GWrQGQhTXnqnSUKdPuAvljTmbq/l9eQJbEUyCuDrrEr/rXZV1ScjRTn/NIjf1nyA1i1vI16t2KD86RFU8G1+WbVulRqPBf27GsjleR6Vp3bXuJ3XM9Cxp+oMcKjukq3HAjBFmen3t9EYa9U6UCGXyRDjx9j65z27F/VY8lhDifBh5s0mkIRyu9cFgVESFmvbTO31CLxDKA7u3r+L35csPThNWL656Ww6YXF8YKPqYu7umPPvSGsnJ2+43UuYN9zRxn6Y9vXTX6pvpqaXzzRphZlakUQN2IFZPnggXeme3olnDMw0aymMJIdEBxZuJhFLTZLdORKMiKlSfLLP3TxPKeuc7BtOJGKzxrK9aMURJHnmlqp/Z0UjZz1JS5ltweRNgKUXNqkVjgpnpibSxWSPMgq1zDASaEDB5Al2lVk6eCAehzG4Nde5rsITyOSeEWAPFm4mEEmmwWydisCLK18k42C9+M/fPUyjrne+opxPRrOiU9yhK4EiZLwG2Zu/v1Zbrnel54PBBef3X90wfOG+mNUe4Jk9YTSizW0Od+xoMZn3OCSHmQvFmMv4iDWN7nSdpSbVUHZHnCSzcnYiB0CuiRnU6Q7o17uj1ZBzMF78m8iAgMpJqBZzpqgcz3fLdu/r2lm/26tJvJDrlLYqiJ1LmiziMfvJA70xPWLFYlbo305ojXJMnrCSU2a2hzn21wvaIEBJeKN4swFuk4VBxgbz80zs+hYzZ9UGholdMXtB1uNdtCuaL30hHq0ZKjWQpOVIqLjcLE3jNDe94imknlqpdfS5J7vGVxCf59nwLJjrlLTqiN1Lmja4tm0lm7S2V2wohGJdYLK6yRJEaZT4jeXgv05PTdL3Gsu2r1HUk02fa5AmnEsrsVjPmvgbCDINlQoh1RPx/Hb4kZsyYIYMGDZKePXvKhAkTZPv2v4u23XnyySelQ4cOXi+33Xab2An3jkrUET32/fMBRwQZHVsV6RFInh2K32z5QZ5f8ZquztlgOlpxHGBYfPeQm2RSv3FKOGKklbtwU9shLjX83d/oJb14dvVVRsXi9I+4CjY6ojdS5nUebsNjVXctauYgMpM7rZCkdr9JXGLZ0ed2+X4vM2vq69L8fNPXXrtcw4kZ3bCRRJvd6g8003hrOAjlsVaOciOExFDkbdasWfL666/Lww8/LI0bN5apU6fK+PHjZcGCBZKUhPDG34wbN07+8Y9/VFn24osvyhtvvCGXX3652JFgf8HaaXSPFaa6Veqz9m8MeGwyktNkbM/RSli4HwccV4gHKyMD3urR9EbF9NYMeouiVByqJxUlySoFGkzNmyamE+rtleRjf0bgreq2V/4jPsdZBYq26kmfWW0cGy11WNrs1kBd0GY/Vg92a6AihNhIvJWWlsqcOXPklltukcGDB6tl06dPV1G4hQsXyvDhw6usX6tWLXXRWLt2rbzyyity//33q+ibHTFiAWKn0T1WmupiTmigY5NfUqCEm+fxCIe1ird6NL1RMb01g1oUBdG9v4mT8pwmUqPJFhUpCyTgfM4T9XzcX7czktLksl7nS72adaqNYxvadqC8vfojCQZ3kWy1cWy01WHp7YI2+7GBsFsDFSHERuJt/fr1UlhYKP37969clpGRIZ07d5YVK1ZUE2+e3HfffdKnTx8599xz/a43dOhQn/ft3r1bmjRpIlYRDb9g/YnJUEx1t+ftMnxswnFcvdWj6YmKBdtYUj2K4pKEzN1eI2XecLkqghK1+aUFSrjhPfUWxUJTDbbB2+gxfyI5b0+ahwitahyLfQxFwEVrHZbeLmizH+sPuzVQEUKqEtFvuD179qhrT/HUsGHDyvt88eWXX8pPP/0kt956q9iZaP8FG4qp7opdvxg+NmYdV3+1U9679eKkbFungPVjwYoHiJrZdwyTB68ZIBed2yBgXZ07B4rzKmsngxG1vuoNUaMJ4YaawtPanaTr+XIOH9RlHIuUqlFYhyW2rnklhMRI5K2oqEhde9a2JScnS16e/5MQat2GDBkinToFdlNfsmSJoaicGUT7L1irI4boHO2QeYwlxzVQ7ZSvrr6K3MZSuqmn8mKLc7P0CHUSgxZFyUv8U2Rn8I9H1Ona48fqWrd2SrrMWv6y33WWbF4q1/YdqxoUApGXG2e5cWzO4VxT1yPhM1gmhESReEtJSamsfdP+BiUlJZKamurzcbt27ZLly5fLc8+FPrzcauxmAWI2VkcM0Tm6IeePamnbUI+r3tqp6vVof21XbmMpyW0kY0Y3lGZNE01tLDF6TJG+RJOCHlGL9fTUDCL6p+f50ioa4X9mUKnoYBsbDpUUBHz+YNbTQ6xPF7BTAxUhxCbiTUuX7tu3T1q2bFm5HLf9NSAsXrxY6tWrJwMGDBAnEM2/YPFFXjexpuTCVNdbEZjLJek1UuWU9oPlvXWfmRrdM3pcg6mdsrqrzxt6ooq+yCs5pEvUYj1dz1es7/lqFtfU9XxaKtpIY0NGcrqu19C7Xqx0tYZKKA1UsS5+CYlK8daxY0dJS0tTUTRNvOXn56su0jFjxvh83MqVK6Vv375So0bEnU4k1n/BxolLRuw/JK/Ujj9aBOYu4P4qCjv3QKHUyWhsSSTKyHENtlPVyq4+b+iJKvoC+49tDiRqUd9n5vMhiqbXOFbzzvPe2PCDz2gmmiz0oHe9WOpqjQQUv4RYR0TVD2rdINKmTZumImnNmjVTPm/wexs2bJiUl5fLgQMHJD09vUpaFeLuvPPOE6cRDguQcP/SxYiiztk5MqYoWRbUT5O8xL9HFNU+UiEjsgukc2GJHMw31tSgpx4w2ONqpFPVqq4+X/iKKuo9VoFEbbA1g4Gez7vlSVUQqQS+GhtgLIw6wnnbSkS2VY90hat+NFq7WsMJxS8h1hLx0NWkSZPkyJEjcscdd0hxcbFkZWXJ7NmzJTExUXbs2KEaCh566CEZNWpU5WP2798vdeqE/us62ojEL13MlgRdC0uUSPszNVEOJcRLenmFtCkqq2xnbhefYigVaEU9oN6asm3bS+W3smxLo2z+8BRMewr2+fVgG9p2gHy3/ccqwspT1LqL+0Cebp7HPpBI1pNi/m1TttfoHIRbUrufA0a6wlE/Gg4PwWiG4peQGBBvCQkJMnnyZHXxpHnz5rJhw4Zqy3/5RZ/FRLTjfiL2dWK3Os2DoeAaOGW2LTo6hsmTxPTMoFKBVtYDBozguEQqSlPkjff2yxuSbarJbLB4CqYWtZv68GWTKu+/N9Hu3dMNtWpxyh7EjGMfKMXszTsPBxwRN+DLO0+LdIWjfjQavBkjCcUvITEg3ogxgh1HZVWaJ6VFJ0lIz5TyQzk+10nIyFTrHR+f4PPEO7bXearQPBzpXn81ZZp3W9m2jpUOuWaZzIYzGucp2n2lsTQjXni6NU5raMqx95di9uadVzkvVmeky+r60Wj3ZrQail9CrIfizYEYGUdlVZonLj5B6g8bJ3vnTfW5Tv1Tx6n1AE68xzXpprzD9hTsl8ZpDZQRbI2E8H4UfUVwXKUpSrjBCsSbySyiSpFIoXqLxumd74rjHaiGC55uTw2fYnkNlzfvPCPzYq2sH412b0arofglxHoo3hxGKOOorDIvrdWxnzQ6b7JkL5xTJQKHiBuEG+73FzH8aMPiiNgvuEdwft2yQ978ZIsaf+VrtEGoJrNG8OeFpjc9BaFslxoub40NZs+LDZVo92a0ugmK4pcQ66F4i6FxVGaal3oCgVazfZbqPkUTA2rhkCrVIm527UDTIjjZO2pKxaHA3mfea7asIZAXmt70FCKcdqrh8mxs0ObFxif5HgkW7khXNHszWt0ERfFLiE3F21133aWsOnr06GH+FkUJwbrH6wUzJI1ilnmpLyDUUlsdtYNwWgea9zmmxtcLFf9eaEfr7+o21heJQmrabjVcno0Ne8vryrt/vGmrSFe0ejPqJZQfWxS/hNhQvC1btkzeeecdad26tbLwOOecc9QweSKG3eP1ghmSRjHDvDRaO9B8zTH1ZjIbDuGvZ8j7c/83VFdtFmoKkZq2Ww1X1caG5tKqSYbtIl3h8Ga0I2b82Ip18UuI7cTbwoUL5ccff5T3339fzRd9/PHH1agqCDn4ssGjLZZwrwnZuatM5r67r1rdlFkdi5ghiRRTXFKJT1sFOxZY270DDULipF7NZP5Xm32uc2LPpqY1K/irI0I0Ss+Q9/V/5uqqzUIziBNquMJ5srcqMh4tmPVjK1bFLyG2rXk77rjj1AXmuosWLZLPPvtMbrvtNjU1YcSIEXLBBRdI+/btY7ImJLlHspRt62RJx2L92jXVc8PQ1Mc0Kq+iLtInZ70puZQ9W6VIUqvVy1kNTuZf/7TT7zr/+3mXjD2rS8gn+UB1RHrr6rCe2+ARvzgljRWOk72VkfFowe4/tgiJdUJuWEhOTlZTEbKzs2XPnj2yevVqWbBggbz22msycOBAmTJlijRq1EhiqSYEUTGIq9JNPasJuFA7FhEhqFvRWnI3iTI2jQvgj2UXAhvjutQ4rTqL35DdiISlZyoLEvdOVSvRG+0KtdtUTx1RvYwWup6rTnqSPBNEaotpLH21hBRwtPsgxO4YDsUcPnxY3nvvPbn88stlyJAhMnPmTOnUqZO89dZbatD8m2++KZs3b5YbbrhBYq0mRIt8JbZcf9Su38SORc1qAaKw5JfBUrIuS0o3dRNXWWJAh3psc7hBRAsjkb75eZe0z+jifaW/QoY9CoorP5CwHIF3XOH6ZWHZzqrviUvi03Mkod4ude3+Hoby3umtI+rYpq6KBPkD9Xfx6bm6U1saLomTivx6Up7TRF3jdqygt5YQ68U62o8tO5diEBLLGIq83XLLLbJkyRIpKipSqdMHHnhATj/9dElNTa1cB52oI0eOlJdeeklisSYEIiouuVi5x1ccyjS1Y7Gq1UKmEhhxid7HUkWyGaBqesolyT1WSnySFxs1HCyXS35JS5HTcwqr/KLIXjRHWZBYnULV3hNtOLq74z9qDLU0eCjvnd46oo05m3UNec8r8Z/m9UxtxXq6MFzR1WiAdh+ERGm36ZgxY5RdCDpOfdGvXz/p0KGDRCN6az083ePN6lh0t1pYtvNHWbTH94k+EvUpnumpgCOQ4uIkLzFBDbZ3n49anp+jvON8WZCYBd6T2s0OSEnTn32mwVN29w3pvQumjmhg9/YBh7yv2Vegu96Q6UL9UdNwevnZGafUSRISixgSb1OnTpXu3btLrVpHB2K7k5+fL998842cddZZ0rdvX4lW9Bbge7rH48RrVlebZrUQn9FGFu2xj4+Xt/SU3hFIhxKqZ/Jh+ms1ceKSpFbrpKSseur5r8CgSoNjPZ9OsiaPDQo05F2vk337zLYy4ZnFfl/TLqO/rOwMtZuXnxNgnSQhUSTexo0bp2rbIOA8Wbt2reo6hXiLZgIX4ItUlKb8NW6pasTEbHByjitLkYoaxV5r3iA84o+kqvUilZ7SOwIpvbx6XR6mNVgNUpoFRw75rBnE8oIj+SGlno2MDfI35F1vaguWInZMF+oRZWameu3k5eckaPdBiIPF26233iq7d+/+Swy45J577pG0tLRq623ZskXq168fE19oA1plyYfrF3lfIU5kQMvjpHfXPpb7SOHkXLylo1/7kOItHdR64Tg5e0s7aSOQfPrT/dVt2sYtZarNR4VtSDRYI1hRR6QntfX1qh26nstOo7+s6Az1NlfVEzMj44QQEnHxdtppp8mLL75YZRlEnDsJCQnSs2dPueSSSyTaQefg0q3+68w25q+VG0682HJ/NZx0UUwPaxJP+xBXaYqUbeuo7g/Xydl72inOpz+dpjBHZBdUa3/GYPtw+L0Fm9KMZB2Rp8EvrED8mdvaLV2oR5QhhaunMzTYVK/nXFUNKyPjhBASMfF28sknqwu49NJLVeStbdvwpOHsiJ3GPWknXWUfkttINQegxgypyqNp27iwnpx9pad8Ccx6SbVk+P5D0rmwpErEDcItXD5vRlKakagjMjIo3E7pQr12HTVTEy1L9QaqJSSEkKiseXv11Vcl1rGTA3nVk3NcNWuScNfy+EtPaQJzzOiG0qxpYqVwQSMAukrRnIAat3BPWAi3NYKROiKjg8LtlC7Ua9exelO2ruczGk32V0tICCFRI94ws/Spp56Sjh07qr/9ERcXJ4sX++9uczq1k9NNXS8U7HRyDiU9ZbUdiJOtEUIdFG6XdKFesaXXJjcaOkP9zbklhJCQxBtsPzRrEIzDgkCLafTufpgOk11Ozk5PT9nVGsGMNL0d3g+9Yqt72/qyZMU2W6R6rcRIGpwQQnSLt4ceeqjy74cffjjmj1xe8SFT1zMDO5ycoyE9ZUdrBLPS9JF+P/TW33VtV9920WSzMZoGJ4QQ3eJt165dQR2tpk2ju2srXN2JwRLpkzOJrc+blSl+O0aT7ZIGJ4TENkF1mwaTKl23bp1EM+HsTiQkmj5vwYgyO0aTo61bnRASxeLtwQcfZJ2bGxzcTMJJtH3eghFl0RhNtlO3OiEkisXbqFGjrN0SBxJsdyK7ykg4P292JxpFWaylwQkhNhdvM2fOlPPPP18aNWqk/vYH0qsTJ040Y/tsj97uRHaVkXB+3gB/LNiXaEqDE0LCT5zLc8aVD+Dv9vbbb6th9Pjb75PGxTmm5k3zrFuyZEnYu8o02FVGrPjM0YLC3vB7gRBiuXiLVqwWb4h+TPzo9oC/sJ8aPsUx9UrE3pEtigKni2xnpsEJITYfj+XO5s2bJT8/X+rXry8tWrQwZ6uiCHaVRSd2jWzRgsJZ2NUUmhASpeIN802fffZZycnJqVzWpEkTufnmm2X48OFmbZ/jYVdZ9GGGuSoGtFthf8EfC87DjqbQxDkgeRbqxCOjz2HGaxNjGPp5N3fuXHnggQekZ8+eatrC888/ryYwHHPMMTJ58mT59NNPDW5O9MGusuhCb2QL6/niu193yZVTFsr/Pb1Upr32o7rGbSwPFf5YICR2eOedd+SRRx6pvD1//nzp0KGD7NixQ9fjkTX797//LStXrgzqdffs2SNXXXWV7Ny5M+htJhEUb6+88oqMGTNGdZ2ec845MnDgQBk5cqS88MILylIkUDdqLHaV+SMcXWUQE2v2bZRvt65Q1/7EBTEnsuUNCDRMF/AcD4XbWB6qgOOPBUJih6effloOHvz7+2jw4MHy1ltvScOGDXU9Ho2FH3zwQdDng++++06+/vrroLeXRDhtCtWNiQveQMp0wYIFoW5X1GAHc1W71mc5kVAiW0iVYqqAP57/YLUyrzWaQqUFBSGxS7169dSFRD+GFEO3bt3k+++/93rf2rVrVdiWVDdX9YzAIeJmtU2IVp/lGS3S6rNwPwlPZAs1bv4GsoPsg0VqvVB/LPjDSZMYCIkFiouL5dFHH5Vhw4ZJ165dpXfv3nLFFVdUWm795z//kcsuu0zuvvtudd+ZZ54pJ510kkpbvvfee5WpUs+06YEDB+Rf//qXDBgwQJ23kSl7//331X3Lly+XsWPHqr9xfemll+raVrzGbbfdVunWgG0D5eXl8tprr8mIESOUpRiigNOmTZOSkpLKx2JdvM67774rQ4YMkV69eqn9Wr9+fdDHbN++fXLTTTdJ3759JSsrS+666y6ZPn16tcASUstnnXWWOq7YpieffFJtq/s2XX755TJv3jw57bTT1Ho4Tv/73/+q7HPnzp3Vc+FY4jU3bTqaXVm8eLHKOOL44r4pU6bI4cOHxTaRtxUr/h4kjQOBGreioiI544wzpEGDBip0izAqGhmw8STyXWXsPKx+PEI9/qFEttCcoAe968XKJAZCoh2t7gwNfy1btpStW7fKE088oYTXxx9/rNbB/cnJyfLUU08pcYAGQdSdQVRce+21XlOlqEFHU+G9994raWlpKkV66623SuPGjZVIgeC577771PXxxx+va1shgK655hqVskWJlBaswXPg+SdMmCB9+vRRgRxsKwQoSqq0xgbc/uOPP9S+1q5dW2bMmKHKsD755BPd6d7S0lIl+nAc/u///k/t23PPPaeeG3pEA02VEHR4fghO3A/xtnv3bjXyU2P16tVKDE6aNEk9F4799ddfrwQcthFA8M2ZM0fV++fm5krbtm1VlvGWW25RgvXGG29UYhqvB2H34osvWtrMoVu8QS27bwi6TNC4AKXtvgzccMMNjjHpjeauMnYempc6dhd+Q9sOlLdXfxR0ZAtdpXrQu54/aEFBiDOAECksLJQ77rhDRdQAIjsFBQWqITA7O1stO3LkiBJaEF4aSUlJKk2K5kFv/PDDD2ra0SmnnFL5vHXq1FGPg0hp1+7oj0xca38HAq8HgQk6deokzZs3V2IF0TSITQhKgCgUxBiEKUQQIoXg0KFD8swzzyiBBxClw/ahlh5CSA8ffvihEoCIlkGEgn79+lXup/Y6s2bNkgsvvFAdW4D6fOw/biOyeeyxx1aui+iatl81a9ZUgm/ZsmUqGqfxz3/+U4lXTe8gsjho0CB1rdG6dWsVyUMwS1s3ouINB5Y4C3YemmPt4U34pSXVwn9fKSg9rDuyBTuQzNopflOn9eukqvXMgBYUhNgfCKnZs2erv/fu3St//vmnbNmyRb788stKcQcgOtyFmx4QTUOkCVEwiAwIKETezAYiUcvKuYPbiHghRauJN4g9TbgBCDykT92ze4FYtmyZ8pXVhBuAGEUqFq8FfvrpJ5WORhoVwldDS6suXbq0Ury5C1KgHWdkF92BWNWAeET9/9VXX13l+ZHCxbbg+W0h3qDYibNg52HoqWNfwq+gtFBdX9B1uDROa6grDYsmhKtGdlNdpb6YcE5XU/zeCCHO4ZtvvlFpPAiCWrVqqRGUiP64Z7SwPFiQwkOUC/Zdn3/+ufp+OuGEE1QEr1mzZqZtf17e0QYt95QlqFGjhtStW1dFtjQwH92TzMxMWbNmje7Xy83NVY/x9jwaWheuFgn0BGlSjdTU1Cr3aVlGzy5c7T1xf36kpHHx9/y2Mun99ddflcLFrwLtw4Vr5KB//PFHNQc1VrDKcDVU2HkYWupYj/BbsnlpUKPNTujeVG67LEt1nbpH4BBxg3DD/YSQ2GHbtm2VqU3UaCGiBPGAkiSIulBIT09XdW+4QBhiDCRSiRAbqBEzC60ubP/+/VVEYVlZmRJaEHAauO0JUsPexJgvGjVqpKKTnrgPDcjIyFDXSGkilekJpkKFgvb8SAt7C25px8RW4g0fKjQleBuLipMY8sqxAny5PE/ESI0hwhLpE7EdbEqcnDq2qmYQnwvYgdhR8BNCwguK5dGRiQiRe+pOE27+xo/7++5G8fzFF1+s0pann366MtHH5eeff1YNESAhIcHQNnu+riZe0FzhHunCbRT6H3fccZXLILowVhMF/1qqGClOXxEyb/Tt21fVu6G2XktlIkWKY4Y0NOjRo4ckJiaq50dDgQYe89///lc1eaDpwyg4lhCc6Oy98sorq0TcIOj+8Y9/VHk/bSHe0Khw4oknqgOAXwoorETHBwr00HZ79tlnSyygGa56ohmuIsISaQEX652HoaSOrawZhFDr1i60X36EEOfTpUsXlV6cOnWqjBs3TmWzUDz/1Vdfqfv92U4g+oN6NtScofDfHUTAULuFQAvO0RASEIo4T6NOS4vMAbwWIkVI1wYTdVq0aJHSAmh2OPfcc1XnKOrEUPcFkYRuVNTdod5OA2IUhf+w+YB4xDp4bb1WJZqf7HPPPacilmiQxPaguxORt6ZNj55zEe0bP3686hzF/mM7IORwG5FNvfvqC2w79gFdtvgb9XaYWIHIJl4H76uVGBJvUJoQaTjgKBhEO3BKSorqykBoFs0N0T7fNByGq2YRy52HoaSOWTNICLGaVq1aKY83iBhYcOC8iu5R2G5B0PgbXQWxh1o5RH4gXjzBcz722GNKsCBdiUjTddddVxnlQsE+ztVaivajj3x30bsDIYTaOWw3PF8hpGChgX1BRAwjM9GIAP84RLjczzUQV9p2Q+jheWA7goYMvdSoUUM1eeA177nnHnUbQSM8Bxo+NGDfgTq8119/XdmV4Nj2799f2ZRowjUUzj//fFWLiOfGZAvUxMGHD6lapL+tJM7lLybrA2wcDjbeQBQZohUXYU+EKPELAB8OrfskEKgrwgcM5ncoatTM9nztOHLoUPcwGsT6EI+33357lS6QYIDJIEAtQDD8tilbzaQMxIPXDGCEJcL4ajrQ8NVtis/mxI9uDyj8gql5I4SQWAVBH2iDL774IqTn+f3331WgCKbG7hZmo0ePVtHGWBjRaeiMA6GktTG3adNGneR++eUXdRuts8GAECNU8f333y9vvvmmei6EOrX2aE+gshFShmqHwkeLL0wB3btZwkG4DFdjmSPlR+TjDUtk9o9vqmvcDueEC04rIITEErC8CHSxci426uMCvT7WOXz4sEqXQjcg8vftt9+q0i2kheHPFgsYSpvC3A7RNeR3IaIQvUKBHlQwHIfdixP9AYEGx2IY82l+KGhtRn584cKF1VKv27dvV4INrc9aDh35/JEjR6o3DeHQcFHVSNUl8ekHJC6xRFxlyVJxCLPl4kwzXI1F5v4yXz5av1gq5O/A8Ks/z5PhHU+RMT1GhS11HOs1g4SQ2ADlUFomyh8492P6gBXA3DZQ1g61fF988YU8/vjjKnWKLBwSiJg0gfQlzHpjAUNpU63AER0jyLUjlw5n5VWrVqn5Xmhk0NPFAbsR5Iw/++wzFcHTuOiii6R9+/bVvFMQmUOOHRYlZqWpjKZNUfN25ZSFkhu/RRJbrpP45L/nt1WUJEvZtk5Sz9VGXrj91IjXvDlRuH24fpHP+8/ueKohARfp0VqEEGJXEEzZsGFDwPVQy+bNq80MkArFtAl/oJu0A+enG/d5Q6RMi5ahqwMRtGDRUqyeQg8fDm/pVxQiohYOUTkUSKKjA2obeXSt7dgb/n5NYMaZkXZhCLKTT64hC3b8XO2+uKQSSWr3swxp3o7CLUiQGkXEzR+4/x9dz5YaCYY/vkHDaQWEkGgGogjBl0gC+w2ij5BCB2g5xoB6tMsipQlRBW8ZvWijJzRfFg0M34XvjSdo94U/Derk0C2Cpgl0mcDLxt2cL1yRmO8PLBbUSnrOntWWfX9giaX1AdHI55u+rpIq9Qbux3qEEEJILGIodAHRBX+V7777Ts3wQpgTTQZvvPGG8pyBD5w2M8wfsBfRwrXa3wDCzXNchdrYGjWUgENdnBZpw9+Ymfbee++pbfCGv5Sonhy/Nzj03Rr2FOw3dT1CCCEk2jAUeYNvDCxCXnrpJTUgViube+SRR1QuHJ4yetDSlZ4zwHDbW04dLcAQcO4pUog+pFJRbBlOOPTdGhqnNTB1PUIIISTaMCTeMOQWaUt0dbh7rKBWDSaDmG2qBzgcI3KHBgQNdLAiege/N0+wDK3Cv/32tzkuRmIgZQtzwHBCA1drOK3dSRL/V6euL3A/1iOEEEJiEUPiDQLLffisO3Aw9jfOwx3UusGTBW7ESG2uX79e1c8hwgbbEfi5YNAtBBro06ePcmO+9dZblev0pk2blEUJRlOcc845Egnnfn/4cu4nvkETAuxA/IH7zWpWcFWUS9HW1VKw5ht1jduEEEKInTF0BkQ9G/zcvA2gh/+Knno3jUmTJqlo2h133KFEGqJr8G7BtAbNdwZNEaNGHbWGePLJJ5XYg9cM1se0B4zjgllvOOHQd+vQbEA8fd4QcTPq8+aNwvXLJHvhHCk/9HezS0J6ptQfNk5qdQzsFUT7EEIIIY7xeVu8eLEST2gUwDBW+LEhGob0pebFdvrpp4sTMOrz5j56iQau1tmGoKsUzQmocUOq1KyIG4Tb3nlTfd7f6LzJfgWc9/e9jlze+wIa98YgFPIk2sF5Hoa4CFx8/vnnUr9+/UhvUkxj2KQXkTeINHc/tszMTDUIFsa7TiFU8Qb4xe0skBrdNvOaKhE3TxIyMqXlxKclLj7BtFmpJDqhkCdmAfP3tX/kqLGKmM7T+ZhMW3iFoqQJpUkQcMi4NW/ePNKbFPMYDmOMGDFCXeCIfPDgQcnIyFAGe7HoOk8DV2dRvH2dX+EGyvNz1HqprbpWE+qIuPnjpVXvqFFc4fy/YNcv/WjHl5BHRBbLKeSJXr77dZc89/5vkpP39zzszNopctXIbnJC96YRPZCocwcDBgygcHO6ePvkk0+UTch9992nbmM01gUXXCDXXnutnHzyyWZuIyGmUl6Qa3g9O/r72flLP5qxq5AnzgP/hx96eUW15fg/jeW3XZZl+f/ljRs3qmwazuXwcoVd1yWXXCJ16tSR2267Ta1zyimnyLnnnqsumHGOTBtq1NHA+O6776qpR3gODIuH/yvmnE+ePFk5SwBMQ4KvK54TKVgY8iOiB/cKzawfU49CfY5YwNA3Cg4YDhQibho4kA0aNFC1cKiJI8SuJKTVNbye3fz9tC99d+Hm/qWP+4k1BCPkCfEXNcePL388/8FqtZ5VQKyNGzdOncdRt/7RRx+punV4t2LuOBoFwTvvvCO333770e0uL1dTlt566y154IEHlMsE5pJDwGH6EZ4HPqxwlHCfvIRJTPByxf1TpkxRegKPBzDhD/U5YgVD4g1KG6p7xowZlcuQMsXBvuyyy9T4KkLsSkqLTqqr1B+oecN6dvb3s8OXfixjNyFPnAnKHTx/fHmSfbBIrWeleBs7dqzcddddygS/devWygkCYCQlLMAAXB3S09MrHwfBh3U7deokH374oeTm5iqT/u7du6tIGSJoEF+vvfZa5WNQYjV16lRp3769qjm/4YYbZN68eUq4mfEcsYIh8bZt2zbVaeqNE088UdXBEWJX0IQAOxB/1D91nNdmBTv5+9nhSz+WsZOQJ84FdapmrmcEiDLMCEfE7e6771bBmcGDB6v7/M3nhnBzT7vitrttF0QXRBju08Bt9/GXvXr1krKyMvnzzz9NeY5YwZB4Q3r0119/9dmVUreuvrQUIZECNiCwA/GMwCHi5s8mRPP388flvc8PS42THb70Yxk7CflA0IzavqDByMz1jAAz/LPPPlulRVHrBiGHeeGBQL2Zhi/jCog/jLXUgIer5/0AZvtmPEesYKhhYfjw4SpFWrNmTTn11FOVSj5w4IB8+eWXKjd+6aWXmr+lhJgMBFrN9llHu08LclWNG1Kl3iJudsQOX/qxjFOMukM1oybWgs5wNBj5i6LXr5Oq1rMKRNxQww7/Nk0YbdiwQV3rdRPr0KGDqj3LyclRtmGgpKREVq9eLSNHjqxcD3PRUS+nCa2ffvpJRdFQW2fGc8QKhr5VJk6cKIMGDVKFggitIoSJ63vuuUelTa+//nrzt5QQC4BQgx1IWpdB6jqQcNPbYegv1WD2l74/rP7Sj3Xg5wc7EM8IHCJudrAJ0cyoPa1xcBvLcT+JLLD0QWe4Pyac09VS6x+MpETd22effSa7du2Sb7/9VjUlAnR26gHWYWh4QAcqMnPIwt1yyy2qkeHCCy+sXA+NB/CL27x5s2o8QO08GhIgvsx4jljBUOQNyhwHCzloDKHPy8tTRYxo6dXaeQmJRuxkFaJ96XuzGAjXlz45KuBgB4L3HM0JqHFDqjTSETekShFx80f2ojkq+uyUaHO0AhsQ2IF4Wv7gxxf+D1ttE4LOUkSzHn74YVX0D+sPmO3DvP63335TDYmBgAaYO3eueo7LL79cLYMmeOONN6RFixaV6/Xs2VP93xg9erR6DBolrrnmGtOeI1YwPGEhWjBjwgKJnUkT325dITOW+T8hgkn9xsnAVlkR83nz9aUfC+8ROUrR1tWye+7dAQ9HkzH3VjOjJpEh2s224dGGqNmrr74a0eeI2cgb9B4KG1HjhlCrZ4ooLi5OXn75ZbO2kTiAWBkRZMcOQwi047s2CfilHyvvEQndjJpEBvyf7daOM0NJYAz95IbvCvxgfv/9dzly5IgSc+6XcNT7EPuNCPJMJ2ojgnB/tGDXDkPtS/+k3s3VtTfhFivvEQndjJoQEoWRN3SDwAfm1ltvNX+LiKOItRFBTukwjOX3iFQ1o/Y3x9eXGTUhVoBaNjs8RzRg6JsaBY2agR+JbWJxRJDdOww9icX3iPxtRo2iZs/KZtx2+TGjJoREYeQN3R8YXnv88cebv0XEUcTqiCC7dhh6I1bfIyLyS2lL+fjQSTKq5gqpm3C48pAcrKgp8w9nyVmlLeUEHihCYkO8jR8/XiZPnqzq3Xr06OHVWyUrKzyddiSy2LGAP1xAqFltB2IGsfwexTLa7NucslbyW14LaVtjn2TEF0l+RapsPtJQXBIvuz5YrZpdoqmjkZBYwJB4Q70beOqppyq7SzXQsIDb69atM2sbiQMK+P2l5ewyIihW4XsUm7jPvoVQ23Sksc/Zt+xwJCQGxNsrr7xi/pYQR+LEAv5Yw6z3iB5xzoKzbwmJXgyJt759+5q/JcTxBfzVPcTqKlFgtwL+WCTU94gecc6Ds28JiV4MT1jA3LHly5eruWfaU+AaM8gwMuvtt/1bE9gFTlgwD0ZmovM90jzifGHHDltytObtyikLAw48f+H2U1nzRvzy5JNPynvvvSdffPGFpUcKg+kfeughGTVqFN8RKyJvr732mhpK70334UQwcOBAI09LHI5TCvhjmWDfI3rEORfOvnUemEdbvH2dmnoB82R48NnBymXcuHFyySWXWP463377rZpVSiwSbxgce+KJJ8p///tfefbZZ5Xv2//93//J119/reaOnX322UaelhBiM4LxiKNwtx+RHnhO9FO4fplkL5xTxVQZJsvw6qvVsV9ED2WtWrXUxWoaNGhg+WtEC4aqyHfs2CEXX3yx1K5dW7p27arSpCkpKXLaaafJVVddxYYG4mgQbVqzb6MaQo/rWB73Ro845wOBNvuOYfLgNQPklkuOU9dIlVK42Uu47Z03tdo0DNzGctxvdbry3Xfflcsvv1y6d++usmczZ86skjY9+eSTK29v27ZNJkyYIL169ZJBgwbJiy++KKeeeqrMnz+/cp158+bJGWecoZ4P15h3rn2XQkPgNRH8GTBggCpfQhAIy7TnQEnWI488ol4XOgO19jfccIMcOHCgynN8/vnncv7556t1sO5bb73lcz/x3Ag8oawL+4jtnzhxouzdu7dyneLiYnn88cfVNnXr1k3OOecc9RrBPIdtxVtiYqISa6BVq1aydetWKSsrqzTw3bJli7lbSUiYQH3XxI9ul3u/nC4zls1R17gdq7M/neYRR+FtbPYtiWyqFBE3f2QvmqPWsxIIpXPPPVc+/vhjGTNmjBJsK1asqLZeUVGREnn4v/bGG2/I9OnTlaDZvn175ToQUMjMXXfdder5brzxRnn++edl2rRpVZ4LdXQQdRBLaWlpVe7D4xcuXKjGYUE84XrZsmXy9NNPV1kPNXL//Oc/5dNPP1WTn+65554q2+IJxJ/2mrjevXu38q6Fby24+eab1QjQO++8Uz788EM55ZRTlGhcvHix7uewbdq0U6dO8uWXX6oJC23atFFv4i+//CJ9+vSRPXv2mL+VhIQBX4X52vD2WCzMd5JHHDtiiRNRNW5+5s+C8vwctV5qq66WbcfIkSNVlAlADM2ePVtNUvI03P/kk0+UeIFgq1Pn6IjAqVOnVj4WzJo1S6655ho566yz1O0WLVqoyNq9996rhJAGMnjt2nn/7kDU6/TTT1e6AjRr1kxOOOEE2bhxY5X1ICS1xsObbrpJ1eRDj+A1vYFAE4QqInXatp955pny/fffS9OmTWXJkiXyzDPPVI4Avf7662X9+vVqGYRcoOdAJNK2kTeY9L700kuqzq1mzZrqwP373/9Wyhg7hOgbIU5Cb2F+rKVQNY84f9jBx08T3p4iUxPesRo5JfYHzQlmrmeUtm3bVrmNxgEto+bO2rVrVdBGE26gY8eOlY0GEHYI4jz22GMqpahd7rvvPikpKVHpTg1k7nwBMYjUKaJ1iOBBHH322WfVvoPbum23tg3etlsDtXua6NIejxIwiMINGzaoZZ4aBgLWXTT6ew5bR96gPqFCN2/erG7jTfnXv/4lb775plLLCDeS6LchgDM7jEDhJ9X5mExHp2JYmO9cHz92xBIng65SM9czSlJSUrVl3hwlEhIS/P6I1e677bbbVKTMkyZNmsi+ffvU31r5lTfuuusulS5FRBC1bKgrQzTQs7YsSed2u5d9eVJeXq72yxd4vho1aoT0HBETb7t27apyu3379uqiLdesQ9xHZZHo9FD77tdd1brXMmunyFUjuzm2CJqF+f6BQMtq2sM2n0F3KLyJk4EdCLpK/aVOEzIy1Xp2AFE2FOsfPHiwMvqGQM6hQ4fU35mZmVKvXj1Vd+YeWUO6ddGiRSo7F4jc3FxVN4d6OkTcNP744w+V7QsFbDe2TUur/v777yql27lzZ7XtAE2YQ4YMqXzMypUrq6R3/T2H7cQblG8wwoyzTaOzlgfC7aGXqxexQshhOWwJnCjgnFaYHwns6uNH4U2cDHzcYAeCrlJf1D91nC383sDw4cNVM8Mtt9yiLujORPYNQCPggk5UCC/UkKEzE+lINBKgxMpbpMwTNC8gBYr6sy5duqjXgEXZmjVrpEePHiHvw+TJk+WOO+5QDQaow0NaF6lRbDtEG5bhb4hPNFxgO9CcoOc5bCfeHnzwwUrxlpeXp/LQ/fv3Vy3A8GaBEoX78ldffaW83kj0FdEjVYqImz+e/2C1HN+1ieNSqE4qzCdVofAmTgc+bo3Om1zd5y0jUwm3SPu8uQPx9cILLyjBdsEFF6haLzQ4QFhp6USY+iYnJ8urr76qauHr16+v1p00aZKu18DzPPHEE+qxI0aMUK+BBkl0gsJepKioKKR9wHPC1gw1dQhM3X777ZX6BrV6uGBZfn6+yjBCrMIKRe9z2HY8FnLPdevWValSTx544AEVQkRDgxOw83gspEphUxFIUDw1fEpY0le/bcqW/3t6acD14CMFOwKnwTFQzsRu/0+cQrTVrUYDdp2w4A4aDmAH5j5JCXVoiLCh01PrDrUj8+fPV7V4WmNCpJ4jYg0LS5culaeeesrrfWivdcpcU7tjt1oefMmbuZ7dsHthPvHfEetv/qodOmLtRDTWrUYDEGpW2oGYATpGEXFCk+KwYcNUrRtSiq1btzYlpUksFG+IumEwPZyRPYGJXqNGjYw8LbF5LQ9+nZu5nh2xc2E+8Q2Ft36itW6VhAfYYiCtCMeJGTNmqI5RlFBhyoK3LkxiI/GGURSIvKGIEJE2iLns7GzlwQLHZfi/keir5UFaBb/O3X+te4KZiVjPydi1MJ/4h8I7tutWSfiAeS4uTmPUqFHqEunniJh4g3MyQqXwXHnuuaOpCpTOQYHDPfmSSy4xeztjErsV0ePLHGkVb7/aNTDsml/6zreDcSoU3v5BjZu/H18g+2CRWs+JdauExAqGxBs6Km699Va59tpr5eeff1bdp4i+oVU2VA8WYu9aHqRTkFbxrJdBxA3CjekW59vBkOgl2utWCYkVDIk3DfiwhGuOV6xix1oeCDSkVdipFn12MCS6CXfdKqPJhNhQvJHYreVBapRpldDhaCcSTsJZt8poMiHWwYIah9XyDGyVpa5ZCxV7djBGhOGafRvl260r1LW/eYQkNtDqVv1hRt2qFk32/Gxr0WTcTwgxDiNvhEShHQyjHiRSdauMJhNiPRRvhESZHQxr6Egk61btZi5OSDTCtCkhNrCD8UcwdjB6ox5MoRKtbvWk3s3VtVkWP3YzFyfmoA1fP+6445Svq1Vg/FSHDh3ETlx66aUhz2x3f47ly5erfcSoMceKN5xE4NKMrtWePXvKhAkTZPv27T7X//DDD9VOe15COQiERNoOxh/B2MFYWUNHiBPNxZ2EXetU169fL6+//rqyCPvggw/UoHkS42nTWbNmqQ/Fww8/LI0bN5apU6fK+PHjZcGCBZKUlFRtfQyD7du3rxrP4U69evXCuNWE2NMOhlEPEmnsZi7uFOxcp5qfn6+uMRKzefPmEd0WYoPIW2lpqcyZM0cmTZqkxmx17NhRpk+fLnv27JGFCxd6fczGjRtVpK1BgwZVLgkJCWHffkLMAl/OTw1/QO4ecpNM6jdOXT81fErQX9qMepBoiybHApHuzsV59eqrr5asrCzp2rWrDB06VJ2btTQmUn7glFNOUak/pP06d+6sJiwdf/zxalwUooS7d++WW265RYk8ZNKuvPJKFbXzx6JFi2TEiBHSrVs3ufjii2XXrl1V7sftm266Sc1P7dKli5x44okqyKNFJbF9p556auU1th/b8+OPP1Y+R1lZmTzxxBMyZMgQ6dGjh7p/6dKllfdv3rxZZf2QFh44cKD861//kv3791fZjsLCQrntttukT58+KnWM43D48OHK+xcvXqxGh2K/sS94jW+++UasIqL/e/Cm4oDgTdHIyMhQH4oVK7yPYELkDYNxgwEfRF8XfNicMpPwt03Z8vWqHeoat0l0YYYdjNk1dISEEk32/Czis0fTaXvVqRYVFcm4ceOkTp068uabb8pHH32k5pY+8sgjsm7dOjnzzDPlySefVOu+8847cvvtt6u/y8vL5euvv5a33npLHnjgASVkLrroItm7d688/fTT6rkwMnPMmDGyc+dOr6+9atUquf766+W0005TJVHnnntu5chNz3GcGHyP+enY1hdeeEG++OKLynVwHsfrQdS99957kpqaqsQVxnYCbB/uR9oXWT2Uaf3zn/+UP/74Q20vRGOrVq3k3XfflWeeeUYKCgrkwgsvrCLOEFBq2LChEon//e9/5ZNPPpHnn39e3bd69Wq1H2eddZZ6/rfffltlA//973+rIFXUpU0RYQNNmjSpshwHSLvPHYzhwoFeuXKlSrXm5uZK9+7dZfLkydKmTRuJVr77dVe1tn4YbcKvieOoiN1HqpHYxI7m4nYk0t25EG9jx45VM8lr1aqlliEbBoGEYEmnTp2kdu2j9YkQJJispAEh1bp1a/W3dk6GuNHKmB599FEVrXvttdeUkPFk7ty50rt3b7nuuuvUbZzHEQV85ZVX1O3i4mI555xz5IwzzqjUCZdffrkSTdg2PLcWWUNDBbYVXHHFFTJx4kQVPcPIToiyO++8U4lSgEgehB1EGkQjSrbuuOOOyu16/PHHpV+/fkosakPooTXwONCyZUsVXYRoA8j84fkhAjVwTBHNy8nJqaZxHC/e8KEBnrVtycnJSqh58vvvv6trHPSHHnpIvbFQ+DhgULu+iiiXLFnicxsQfbO7cPM2CB5CDsvh10QBR+w+Uo3EdjSZ2LdOFUIL51BE3NauXSvbtm2rTHUGivZpwg1AdOG2e/05Im8QPbjPG1gOEeQOUpeaeNMidxBRv/76q2zdulWJtuzs7Grb5p6R0wQmRN2ff/6prpEudefmm29W1zNnzlTaAq/rTklJiUqnettXAEGrRRQ1gYuoIaJ52E7tGCJCaQURFW94YwDCitrf2kFD2NMT5Jq///57qVu3rsTFxVUeeNTLQe1fddVVEk0gNYqImz+e/2C18msyq83fbDjbMDIw6kGIM4h0nSqiU0gRQnSdfPLJquYLNVsnnXRSwMci0KKhpSi9nQNq1PAuNXAe9xRhiYmJlX8jbQnxhkANomZIq0IMXnLJJdWey1uDI7bJ/fl8bR+ibHfffXe1+9yjjP7q6n/44QdV3wctgno41PAhOIXon1VEVLxpocR9+/apMKQGbvvyefHsKoXIQ/cL0qnRBgw0/c0gBNkHi9R6dpwzaufuqViAUQ9C7E+ku3MRcTt48KB8/vnnlUIH0S1/gswbOGe///77Kk2YmZlZGYhBanHkyJFeH4MmxZ9+qtqMoaUiwbfffitr1qxRzQVaZg3bmpOTo3vbUMuG/frtt9/U62lccMEFqp7v2GOPVfVr0COaAMRroD4O6VcIu0CguQONG1ptIHj11VeDPobBENHiAxzItLQ01bni3pKM0C26XjxBYSQOkHsRIXLWW7ZskXbtoq8AG87nZq4XS91ThBDiBCLdnYt6L0SJkJpEZycEk5ZSDKbYHtEmND3ceOONKsWJtCE6T3G+RmTPG6iZw3pojkB6E/VnqINz3zaA5UhRot792muvVWlQvduGAA+id+g2RQkV0sKwGkPKFp2rSBmjIQLbim3BBbVtEHvt2+tL+UP4QfBi++A5O2/ePPV6wKqGhYiKN6hcHNRp06apg6odNLxhw4YNU7lihHQRMgU40AhxovAROWocXHR4IBqnFRVGExhZY+Z6sdI9RQghTiKS3blIRyLlB69VNAY8+OCDMnr0aBVAwTlWL0gxQnjBMQJNBRBFOHe/8cYb0qJFC6+PQa0Ymg8QwDn77LPlpZdeUl2gGkiRwp4DNXDYNvyN7Ro+fHhQ2wYxisYHpEYhMvF6qE875phj1LZhu+F8gW5ZaBJE6vCaev1j0eABixBsO6KM6MrFcUQ5WDDbGQxxLqtiejqBQIMKRs0a3mi8MXfddZdKhULBoqEAzQmaOEMIFR0sUPbYdBQ74g012s2hNSz4a2qIZM3blVMW+k2dYpj0C7efaquaNziD3/vl9IDrwcuMxcx/46ool+Lt66S8IFcS0upKSotOEhdvb/9C1jQSwv9PJPxEXLxFGjuLN3/dphp27DbFaJcZy44aPPoDZrTwNCMiheuXSfbCOVJ+KKfycCSkZ0r9YeOkVsfANReRgDWNhBASGWi4Y/P5drUbF8itY49Tvm6eETc7Cjc7dE85UbjtnTe1inADuI3luN9usKaREEJieLYp0RfNuPry8yWttKVqTkCNW+djMm2VKrVT95TTUqWIuPkje9Ecqdk+K+gUqlUpTb01jTBopSErIYSYD8WbDaMZnkAETf/+eVW4elI7+1ts0OVfP6rGzSPi5kl5fo5aL7VVV1ukNCPtCE8IIbEO06Y2Ido6NO0429A9HY1rOxxLNCeYuV44UpqRdoQnhJBYh5E3mxCN0Qw7ufzbtbgeXaVmrheOlCZrGgkhJLIw8mYTojWaobn8o6sU15ESbnY1DIYdCLpK/ZGQkanWM/tHQKg1jf5gTSMhhFgHxZtNYDQjNtPRaEKAHYg/6p86TnezQjh+BETaEZ4QQmIdfrvaBEYzrCEckahQgY9bo/MmV4vAIeKG5cH4vIXrR4AdaxoJISRWYM2bTWCHZmynoyHQYAcS6oSFcNq02KmmkRBCYgl+y9oIRjNiOx0NoQY7kLQug9S1kdFY4U5p2qGmkRBCYg1G3mwGoxnmEouGwdqPgOrdtXWVcGNKkxBCnA3Fmw3RohnEnGOJSJQ38+NoLq7njwBCCIleKN5I1BOrkSj+CCCEkOiE4s0ErJohScyDkShCCCHRAsVblDr3k+owEkUIISQaYHgoSp37CSGEEBKdULxFqXM/IYQQQqITircodu4nhBBCSPRB8Rblzv2EEEIIiS4o3mLAuZ8QQggh0QPFm0E4SJ4QQgghkYDizeiBC/MMSUIIIYQQpUF4GIzDQfKEEEIICTc06Q0ROveTWIGTRAghxB5QvJkAnftJtMNJIoQQYh+YNiWE+IWTRAghxF5QvBFCfMJJIoQQYj8o3gghPuEkEUIIsR8Ub4QQn3CSCCGE2A+KN0KITzhJhBBC7Ae7TQmJAE6x3dAmieQUHfS5TmZqXbUeIYSQ8EDxRkiYcZLthjZJ5NGlz/lch5NECCEkvNjvpz4hUYwTbTc4SYQQQuwFI2+E2Mx2I6tpD9ulUDlJhBBC7APFGyFhIhjbjS4N29vufeEkEUIIsQf2+nlPSBRD2w1CCCFmQPFGSJig7QYhhBAzoHgjJMy2G/6g7QYhhJBAULwREmbbDX/QdoMQQkggKN4ICSO03SCEEBIq7DYlJMzQdoMQQkgoULwREgFou0EIIcSxaVMYl86YMUMGDRokPXv2lAkTJsj27dt1PfbDDz+UDh06yI4dOyzfTkIIIYQQOxBx8TZr1ix5/fXX5f7775c333xTibnx48dLaWmp38ft3LlT7rvvvrBtJyGEEEKIxLp4g0CbM2eOTJo0SQYPHiwdO3aU6dOny549e2ThwoU+HweBN3nyZOnSpUtYt5cQQgghJKZr3tavXy+FhYXSv3//ymUZGRnSuXNnWbFihQwfPtzr45555hkpKyuT6667TpYtWxbwdYYOHerzvt27d0uTJk0M7gEhhBBCSAyJN0TYgKd4atiwYeV9nvz6668qWvfuu+/K3r17w7KdhBBCCCF2IaLiraioSF0nJSVVWZ6cnCx5eXnV1j98+LDccsst6tK6dWvd4m3JkiWGonKEEEIIIXYjojVvKSkp6tqzOaGkpERSU1OrrT9lyhRp06aN/OMf/wjbNhJCCCGE2ImIRt60dOm+ffukZcuWlctxGxYgnsybN09F6Xr16qVul5eXq2vUxv3zn/9UF0IIIYSQaCai4g3dpWlpabJ8+fJK8Zafny9r166VMWPGVFvfswP1l19+UV2nzz33nLRv3z5s200IIYQQEpPiDVE0iLRp06ZJvXr1pFmzZjJ16lRp3LixDBs2TEXWDhw4IOnp6SrF2qpVqyqP15oamjZtKnXq1InQXhBCCCGExJBJLzzeRo8eLXfccYdcdNFFkpCQILNnz5bExERl4zFw4ED55JNPIr2ZhBBCCCG2IM7lcrkkhtG6Tf11pBJCCCGE2IWIR94IIYQQQoh+KN4IIYQQQhwExRshhBBCiIOgeCOEEEIIcRAUb4QQQgghDoLijRBCCCHEQVC8EUIIIYQ4CIo3QgghhBAHQfFGCCGEEOIgKN4IIYQQQhwExRshhBBCiIOgeCOEEEIIcRAUb4QQQgghDoLijRBCCCHEQVC8EUIIIYQ4CIo3QgghhBAHQfFGCCGEEOIgKN4IIYQQQhwExRshhBBCiIOgeCOEEEIIcRAUb4QQQgghDoLijRBCCCHEQVC8EUIIIYQ4CIo3QgghhBAHQfFGCCGEEOIgKN4IIYQQQhwExRshhBBCiIOgeCOEEEIIcRAUb4QQQgghDoLijRBCCCHEQVC8EUIIIYQ4CIo3QgghhBAHQfFGCCGEEOIgKN4IIYQQQhwExRshhBBCiIOgeCOEEEIIcRAUb4QQQgghDoLijRBCCCHEQVC8EUIIIYQ4CIo3QgghhBAHQfFGCCGEEOIgKN4IIYQQQhxExMVbRUWFzJgxQwYNGiQ9e/aUCRMmyPbt232uv2bNGrnsssukV69e0q9fP7nrrrvk0KFDYd1mQgghhJCYFW+zZs2S119/Xe6//3558803lZgbP368lJaWVls3OztbrrjiCmnWrJnMnz9fPfbHH3+U//znPxHZdkIIIYSQmBJvEGhz5syRSZMmyeDBg6Vjx44yffp02bNnjyxcuLDa+jt37pSBAwfKfffdJ23atJHevXvLBRdcIEuXLo3I9hNCCCGExJR4W79+vRQWFkr//v0rl2VkZEjnzp1lxYoV1dbv0aOHPPbYY1KjRg11e/PmzfLBBx/IgAEDwrrdhBBCCCGR4qgKihCIsIEmTZpUWd6wYcPK+3xx2mmnyZYtW1QKdebMmX7XHTp0qM/7du/eXe31CSGEEELsSkQjb0VFReo6KSmpyvLk5GQpKSnx+9hp06bJq6++KpmZmTJ27FgVwSOEEEIIiXYiGnlLSUmprH3T/gYQbqmpqX4f261bN3WNqNtJJ50kixYtkpEjR3pdd8mSJYaicoQQQgghdiOikTctXblv374qy3G7UaNG1db/448/5KuvvqqyDOvVqVNH9u7da/HWEkIIIYTEuHhDd2laWposX768cll+fr6sXbtWsrKyqq3/3Xffqc5UrKOxbds2yc3NlbZt24ZtuwkhhBBCYlK8odZtzJgxqn4NqU10n950003SuHFjGTZsmJSXl8v+/fuluLhYrT98+HAVZZs8ebL8/vvvsnLlSiXmunfvLkOGDInkrhBCCCGExIZJL8TX6NGj5Y477pCLLrpIEhISZPbs2ZKYmKg6QeHr9sknn6h1Idxefvll9TfWnThxorIVwfp4HCGEEEJItBPncrlcEsNoDQv+mhoIIYQQQuxCxCNvhBBCCCFEPxRvhBBCCCEOguKNEEIIIcRBULwRQgghhDgIijdCCCGEEAdB8UYIIYQQ4iAo3gghhBBCHATFGyGEEEKIg6B4I4QQQghxEBRvhBBCCCEOguKNEEIIIcRBULwRQgghhDiIGpHeAEKiHVdFuRRvXyflBbmSkFZXUlp0krj4hEhvFiGEEIdC8UaIhRSuXybZC+dI+aGcymUJ6ZlSf9g4qdWxH489IYSQoGHalBALhdveeVOrCDeA21iO+wkhhJBgoXgjxKJUKSJu/sheNEetRwghhAQDxRshFqBq3Dwibp6U5+eo9QghhJBgoHgjxALQnGDmeoQQQogGxRshFoCuUjPXI4QQQjQo3gixANiBoKvUHwkZmWo9QgghJBgo3gixAPi4wQ7EH/VPHUe/N0IIIUFD8UaIRcDHrdF5k6tF4BBxw3L6vBFCCDECTXoJsRAItJrtszhhgRBCiGlQvBEShhRqaquuPM6EEEJMgWlTQgghhBAHQfFGCCGEEOIgKN4IIYQQQhwExRshhBBCiIOgeCOEEEIIcRAUb4QQQgghDoLijRBCCCHEQVC8EUIIIYQ4CIo3QgghhBAHQfFGCCGEEOIgKN4IIYQQQhxEnMvlckkM061bNykvL5cmTZpEelMIIYQ4BJwz5s6dG+nNIDFKzEfekpOTpUaNGkEdtN27d6tLNBAt+8L9sBfR8n5E075wPwiJHmI+8maEoUOHquslS5aI04mWfeF+2ItoeT+iaV+4H4REDzEfeSOEEEIIcRIUb4QQQgghDoLijRBCCCHEQVC8EUIIIYQ4CIo3QgghhBAHQfFGCCGEEOIgaBVCCCGEEOIgGHkjhBBCCHEQFG+EEEIIIQ6C4o0QQgghxEFQvBFCCCGEOAiKN0IIIYQQB0HxFiQVFRUyY8YMGTRokPTs2VMmTJgg27dvFyfx7LPPyqWXXlpl2bp162TMmDFqn04++WR55ZVXxI4cPHhQ7rrrLjnxxBOld+/ectFFF8nKlSsr7//+++9l1KhR0qNHDzn99NPl448/FjuSk5MjkydPln79+kmvXr3kqquuks2bNzvu/XDnzz//VPsyf/58R+7H3r17pUOHDtUu2v44aV/ef/99OfPMM6Vbt25y1llnyaefflp5344dO+Tqq69W/38GDhwojz/+uJSXl4udWL58udf3ApehQ4c6Zj8IsQwXCYonn3zSdfzxx7u+/PJL17p161zjxo1zDRs2zFVSUuKIIzl37lxXx44dXWPGjKlcduDAAbVPt912m2vTpk2ud99919WtWzd1bTeuuOIK1/Dhw10rVqxw/fHHH657773X1b17d9fmzZvVtmO7H3vsMfX3Cy+84OrcubPru+++c9mNCy+80HX++ee7fvnlF7Wt119/vWvgwIGuw4cPO+r90CgtLXWNGjXK1b59e9e8efPUMqftx1dffaW2b+/eva59+/ZVXoqKihy1L++//7763OP/+tatW12zZs1S/+dXrVql3id8X1111VWuDRs2uBYtWuTq27ev64knnnDZCXyfur8HuCxcuNDVoUMHdcydsh+EWAXFW5BfKL169XK99tprlcvy8vKUeFiwYIHLzuzZs8d19dVXu3r27Ok6/fTTq4i3Z555RgmHsrKyymWPPvqo+nK0E1u2bFHiYOXKlZXLKioqXKeccorr8ccfd915552u0aNHV3nMzTffrAS2nTh48KDaLpx0NPBDAPsGMeeU98MdbN/YsWOriDen7cdzzz3nGjFihNf7nLIv+P8wZMgQ18MPP1xlOf4PYB/wPdW1a1f1GdR48803Xb1797b1D9DCwkK1X//5z3/UbafuByFmwbRpEKxfv14KCwulf//+lcsyMjKkc+fOsmLFCrEza9askcTERPnwww9VStEdpB379u0rNWrUqFyGdN6WLVskOztb7ELdunXlueeeU6kgjbi4OHXJz89X++H+3mj78eOPP+JHitiF2rVry6OPPirt27dXtw8cOCAvvfSSNG7cWNq1a+eY90MDn/233npLHn744SrLnbYfGzZskLZt23q9zyn7gtT1zp07ZcSIEVWWz549W6UYsR9dunRRn0H3/SgoKFBpYbvyzDPPSFFRkdx6663qtlP3gxCzoHgLgj179qjrJk2aVFnesGHDyvvsCmp0nnzySWnRokW1+7DtEA6e+wR2794tdgFC+aSTTpKkpKTKZZ9//rls3bpV1SD62g986efm5oodufPOO5XgRG3eAw88IDVr1nTM+wEgmv/973/LHXfcUe3/hZP2A2zcuFEJ6UsuuUROOOEEVU/5v//9z1H7AvEGDh8+LFdeeaX6bJ1//vnyxRdfOGo/3NF+3Pzzn/+UOnXqOHY/CDETircggAgA7uIBJCcnS0lJiTiV4uJir/sE7Lxfq1atkttuu02GDRsmgwcP9rof2u3S0lKxI5dddpnMmzdPhg8fLhMnTlQRUie9H/fcc49qUvCM9AAn7ceRI0fkjz/+kLy8PLn++utVhBeNCWgkQROMU/YFkSeACBU+U3PmzJEBAwbItdde66j9cOf111+X9PR0ufDCCyuXOXE/CDGTv3MAJCApKSmVQkD7W/uySE1NdewRxL54ihvtCxCRIDuyePFiueWWW1Sn2bRp0yq/vD33Q7tt1/cHaVKAqNsvv/wic+fOdcz7gY5GpK8WLFjg9X6n7AdAOhQdjgkJCZX/t7t27Sq///67Sjk6ZV9QGgEQdTv33HPV3506dZK1a9fKiy++6Jj98PycjRw5ssp3rhP3gxAzYeQtCLS00L59+6osx+1GjRqJU0H6wds+ATvuFwQOoiNDhgxRtTDaL268P972A1/m+OVupzQQ0qSI9mjEx8crIYftdcr7gYghLE8Q9UT0DRdw9913y/jx4x2zHxq1atWqIhDAscceqyxEnLIv2rZo9ZQa+GzBWsMp++FeZwwrJs/IrtP2gxCzoXgLgo4dO0paWpr6he5e84NftVlZWeJUsO0o6nf3SFq2bJm0adNGMjMzxW4plPvvv1/VJT322GNVUid9+vSRH374ocr62A9E5yCO7AIK3G+++WaVxtIoKytTnyMUzDvl/UDE85NPPlGREe0CJk2apCKJTtkPgAgbPifu/7fB6tWrlfBxyr6giB8iFFFcz3q+li1bqv3A50xLr2r7gcfg+81uILKL4+u5bU7bD0JMx7S+1RgBHmLwE1q8eHEVnzf4DjmFW2+9tYpVSHZ2tisrK0st//3335XVAzys5s+f77IT8HXr0qWLa+LEidU8oPLz810bN25U90+dOlV5cc2ePdu2Pm/jx49Xn5sffvhBWYbAOgTvwc6dOx3zfnjD3SrESftRXl7uOu+881xnnnmm8hDE5+fBBx9UdhR4f5y0L0899ZSyNIKdhrvP27Jly1zFxcXKWufKK69U31+aPxr8K+0IfPUuv/zyasudth+EmA3FW5AcOXLE9d///tfVr18/5Zk2YcIE1/bt211OwlO8AfiLXXDBBepkBT+lV1991WU3nn76aSUOvF2wT+Drr79WJr7YD/jZffzxxy47ArF59913uwYMGKB8AvEjAOLTSe9HIPHmtP3Yv3+/8hHDewJhBiNlCDkn7sucOXNcJ598svoxc/bZZytx4+6XCLNr7CO86+CRCPFqR/Aj58Ybb/R6n5P2gxCzicM/5sfzCCGEEEKIFdinEIgQQgghhASE4o0QQgghxEFQvBFCCCGEOAiKN0IIIYQQB0HxRgghhBDiICjeCCGEEEIcBMUbIYQQQoiDoHgjhEQM2kwSQkjwULwRQvzSoUMHefLJJ0M+SvPnz1fPhQHp2jzRiy66iEefEEKChOKNEBIWBg8eLG+99ZY0bNhQ3f7ss8/kp59+4tEnhJAgqRHsAwghxAj16tVTF0IIIaHByBshNuPkk0+W6dOny4MPPihZWVly/PHHy7///W85ePBg5TpLly6Viy++WI477jh1/7/+9S/ZvXt3tRTlL7/8Iueee650795dRowYoaJdGsuXL1fr4NqdSy+9VF18sX79ernuuuukX79+0qVLFxk0aJBMmTJFiouLK9fB886cOVNGjRqlXht/u6dNkYbFMm1d3J40aZKceOKJUlFRUeX1br/9djnttNNCPKqEEBI9ULwRYkNef/11WbVqlTz00ENKmH399ddy9dVXqwL/999/X8aNGydNmjSRxx57TG677TaVfrzwwgslJyenyvPgMUOHDlVCqU2bNnLjjTeq5zLKvn375JJLLpGioiJ5+OGH5fnnn5ezzjpLXn31VXnllVeqrPvMM88owThjxoxq4uv888+X0aNHq7+RStVu7927t4qYhCCE4IQAJYQQchSmTQmxIfHx8fLiiy9Kenq6uo1048SJE+V///ufTJs2TQYOHCiPPvpo5fq9e/eWM888U2bPnq2idBqIoOFxABEyiKCnnnpKTjrpJEPbtXHjRunUqZM88cQTkpaWppadcMIJKhII0XXVVVdVrtunTx+54oorKm//9ttvlX83btxYXUDPnj3VNWrhsAzitH///mrZokWL5PDhwzJy5EhD20sIIdEII2+E2DR1qgk37XaNGjXk7bfflv3798vw4cOrrN+yZUvp1auX/PDDD1WWu0es4uLi5NRTT5Vff/21SoozGCAa586dK8nJybJp0yZZsmSJPP3003LgwAEpLS2tsi5EXrCCFdu7cOFCFdkD7733nhKHmtAjhBBC8UaILWnUqFE1YVO3bl0VhQL169ev9hgsO3ToUJVlWmenRmZmpkq95ufnG9ou1KMh8te3b1+VLr3//vtl3bp1Ssx5UrNmzaCf/7zzzlPCDQIOKdTvv/9e1c0RQgj5G6ZNCbEhubm5VW6Xl5erZVo0Ljs7u9pjEJGDwHMHTQ7uQg+PS0hIkDp16qhIHPBsECgsLJRatWp53a7nnntOXnrpJbn33ntl2LBhlduj1a+FSosWLZQw/PTTT9W2IzV7yimnmPLchBASLTBtSogNQW2bexoS6ckjR44oU9sGDRrIRx99VGX97du3y88//6xq39xZvHhx5d+IuCGihQ7VpKSkypq1PXv2VK6Tl5cnmzdv9rldP/74o7Rr105FyDThhggZauE8RWAgEE30BoTgd999p/YRdXzeonqEEBLLMPJGiA2B7cc111wjY8eOVX+jqxQNByjkv/nmm1WHKbpQzz77bBWRQzdp7dq1qzQIgP/+979SUlKiOk3feecdJcxefvnlSosOdKyigQFCDpG4Z599VlJTU31uF2w/Zs2apSJwaDTYunWregyEplanppeMjAx1DZHWo0cPFXUD6ExFOha1eXfeeaeBo0cIIdENxRshNgT1ZBA3sPZA7RgK+W+66SZ1H2rAkNaEaEInKYQXhB1EHaJy7txzzz1qPUTmOnfuLHPmzFFdoADpU9h4wE8Oj0V69bLLLpM//vhD/vzzT6/bBesRiEXYgkD0Qfydc845lcIPtXSaKAsE0q4ffPCB/Oc//1HRNmwrQKQNHnLYDohFQgghVYlzcTI0IbYCnaWo+4KPmlFgiIvoHNKtzZs3FyeBTlhYmVx77bVKTBJCCKkKI2+EEFuwc+dOZQ2CejdE8lBXRwghpDoUb4QQW4AGBkxqQEoY48G0hgpCCCFVYdqUEEIIIcRB0CqEEEIIIcRBULwRQgghhDgIijdCCCGEEAdB8UYIIYQQ4iAo3gghhBBCHATFGyGEEEKIg6B4I4QQQghxEBRvhBBCCCHiHP4fSiTyMW8V/wQAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 651.25x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.FacetGrid(df, hue=\"artist_top_genre\", height=5) \\\n",
|
|
" .map(plt.scatter, \"popularity\", \"danceability\") \\\n",
|
|
" .add_legend()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"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": "3.13.3"
|
|
},
|
|
"orig_nbformat": 2
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|