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- + diff --git a/World_population/population.ipynb b/World_population/population.ipynb new file mode 100644 index 00000000..ab50ba44 --- /dev/null +++ b/World_population/population.ipynb @@ -0,0 +1,801 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "b5afc810", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "βœ… Data loaded successfully with shape: (233, 12)\n" + ] + }, + { + "data": { + "text/html": [ + "
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idCountry (or dependency)Population 2025Yearly ChangeNet ChangeDensity (P/KmΒ²)Land Area (KmΒ²)Migrants (net)Fert. RateMedian AgeUrban Pop %World Share
01India14638655250.89%129297344922973190βˆ’495,7531.9428.837.1%17.78%
12China1416096094βˆ’0.23%βˆ’3,225,1841519388211βˆ’268,1261.0240.167.5%17.20%
23United States3472758070.54%184923638914742012306631.6238.582.8%4.22%
34Indonesia2857212360.79%22333051581811570βˆ’39,5092.1030.459.6%3.47%
45Pakistan2552195541.57%3950390331770880βˆ’1,235,3363.5020.634.4%3.10%
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" + ], + "text/plain": [ + " id Country (or dependency) Population 2025 Yearly Change Net Change \\\n", + "0 1 India 1463865525 0.89% 12929734 \n", + "1 2 China 1416096094 βˆ’0.23% βˆ’3,225,184 \n", + "2 3 United States 347275807 0.54% 1849236 \n", + "3 4 Indonesia 285721236 0.79% 2233305 \n", + "4 5 Pakistan 255219554 1.57% 3950390 \n", + "\n", + " Density (P/KmΒ²) Land Area (KmΒ²) Migrants (net) Fert. Rate Median Age \\\n", + "0 492 2973190 βˆ’495,753 1.94 28.8 \n", + "1 151 9388211 βˆ’268,126 1.02 40.1 \n", + "2 38 9147420 1230663 1.62 38.5 \n", + "3 158 1811570 βˆ’39,509 2.10 30.4 \n", + "4 331 770880 βˆ’1,235,336 3.50 20.6 \n", + "\n", + " Urban Pop % World Share \n", + "0 37.1% 17.78% \n", + "1 67.5% 17.20% \n", + "2 82.8% 4.22% \n", + "3 59.6% 3.47% \n", + "4 34.4% 3.10% " + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# =========================================================\n", + "# πŸ“˜ WORLD POPULATION ANALYSIS & VISUALIZATION NOTEBOOK\n", + "# =========================================================\n", + "\n", + "# 1️⃣ Import Libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.cluster import KMeans\n", + "from sklearn.metrics import r2_score, mean_absolute_error\n", + "\n", + "# Matplotlib & Seaborn Styling\n", + "plt.style.use('seaborn-v0_8-whitegrid')\n", + "sns.set_palette(\"Set2\")\n", + "plt.rcParams[\"figure.figsize\"] = (10, 6)\n", + "\n", + "# 2️⃣ Load Dataset\n", + "df = pd.read_csv(r\"C:\\Users\\nikhi\\Downloads\\Hackotberfest2025\\World_population\\population_data.csv\")\n", + "print(\"βœ… Data loaded successfully with shape:\", df.shape)\n", + "df.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a45b3390", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "βœ… Cleaned dataset shape: (233, 12)\n" + ] + }, + { + "data": { + "text/html": [ + "
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idPopulation2025YearlyChangeNetChangeDensityLandAreaMigrantsNetFertilityRateMedianAgeUrbanPopWorldShare
count233.0000002.330000e+02233.0000002.330000e+02233.0000002.330000e+022.330000e+02233.000000233.000000210.000000233.000000
mean117.0000003.532080e+070.8866522.989357e+05487.6738205.583427e+058.673820e+012.30609431.89699660.7590480.429227
std67.4054891.391905e+081.2709461.076330e+062412.9376461.694270e+061.848009e+051.1343169.86093622.5596531.690691
min1.0000005.010000e+02-3.390000-3.225184e+060.0000000.000000e+00-1.235336e+060.69000014.50000011.5000000.000006
25%59.0000004.663300e+05-0.040000-3.200000e+0138.0000002.830000e+03-1.273000e+041.47000022.90000042.8000000.005700
50%117.0000005.731206e+060.8300001.787900e+0498.0000008.220000e+04-5.810000e+021.94000032.80000062.0500000.070000
75%175.0000002.407458e+071.8500002.131530e+05256.0000004.103400e+051.866000e+032.95000039.80000080.1750000.290000
max233.0000001.463866e+094.0700001.292973e+0725732.0000001.637687e+071.702358e+065.94000057.40000099.80000017.780000
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" + ], + "text/plain": [ + " id Population2025 YearlyChange NetChange Density \\\n", + "count 233.000000 2.330000e+02 233.000000 2.330000e+02 233.000000 \n", + "mean 117.000000 3.532080e+07 0.886652 2.989357e+05 487.673820 \n", + "std 67.405489 1.391905e+08 1.270946 1.076330e+06 2412.937646 \n", + "min 1.000000 5.010000e+02 -3.390000 -3.225184e+06 0.000000 \n", + "25% 59.000000 4.663300e+05 -0.040000 -3.200000e+01 38.000000 \n", + "50% 117.000000 5.731206e+06 0.830000 1.787900e+04 98.000000 \n", + "75% 175.000000 2.407458e+07 1.850000 2.131530e+05 256.000000 \n", + "max 233.000000 1.463866e+09 4.070000 1.292973e+07 25732.000000 \n", + "\n", + " LandArea MigrantsNet FertilityRate MedianAge UrbanPop \\\n", + "count 2.330000e+02 2.330000e+02 233.000000 233.000000 210.000000 \n", + "mean 5.583427e+05 8.673820e+01 2.306094 31.896996 60.759048 \n", + "std 1.694270e+06 1.848009e+05 1.134316 9.860936 22.559653 \n", + "min 0.000000e+00 -1.235336e+06 0.690000 14.500000 11.500000 \n", + "25% 2.830000e+03 -1.273000e+04 1.470000 22.900000 42.800000 \n", + "50% 8.220000e+04 -5.810000e+02 1.940000 32.800000 62.050000 \n", + "75% 4.103400e+05 1.866000e+03 2.950000 39.800000 80.175000 \n", + "max 1.637687e+07 1.702358e+06 5.940000 57.400000 99.800000 \n", + "\n", + " WorldShare \n", + "count 233.000000 \n", + "mean 0.429227 \n", + "std 1.690691 \n", + "min 0.000006 \n", + "25% 0.005700 \n", + "50% 0.070000 \n", + "75% 0.290000 \n", + "max 17.780000 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "# 3️⃣ Data Cleaning Functions\n", + "def clean_percent(x):\n", + " if pd.isna(x): return np.nan\n", + " s = str(x).replace('%', '').replace(',', '').replace('βˆ’', '-').strip()\n", + " try: return float(s)\n", + " except: return np.nan\n", + "\n", + "def clean_number(x):\n", + " if pd.isna(x): return np.nan\n", + " s = str(x).replace(',', '').replace('βˆ’', '-').strip()\n", + " try: return float(s)\n", + " except: return np.nan\n", + "\n", + "df.rename(columns={\n", + " 'Country (or dependency)': 'Country',\n", + " 'Population 2025': 'Population2025',\n", + " 'Yearly Change': 'YearlyChange',\n", + " 'Net Change': 'NetChange',\n", + " 'Density (P/KmΒ²)': 'Density',\n", + " 'Land Area (KmΒ²)': 'LandArea',\n", + " 'Migrants (net)': 'MigrantsNet',\n", + " 'Fert. Rate': 'FertilityRate',\n", + " 'Median Age': 'MedianAge',\n", + " 'Urban Pop %': 'UrbanPop',\n", + " 'World Share': 'WorldShare'\n", + "}, inplace=True)\n", + "\n", + "# Apply cleaning\n", + "for col in ['YearlyChange','UrbanPop','WorldShare']:\n", + " df[col] = df[col].apply(clean_percent)\n", + "for col in ['NetChange','MigrantsNet','LandArea','Density','Population2025','FertilityRate','MedianAge']:\n", + " df[col] = df[col].apply(clean_number)\n", + "\n", + "df.dropna(subset=['Population2025'], inplace=True)\n", + "print(\"βœ… Cleaned dataset shape:\", df.shape)\n", + "df.describe()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ac66aba1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\nikhi\\AppData\\Local\\Temp\\ipykernel_28488\\2038257903.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.barplot(data=top10, x=\"Country\", y=\"Population2025\", palette=\"coolwarm\")\n", + "C:\\Users\\nikhi\\AppData\\Local\\Temp\\ipykernel_28488\\2038257903.py:11: UserWarning: Glyph 127757 (\\N{EARTH GLOBE EUROPE-AFRICA}) missing from font(s) Arial.\n", + " plt.tight_layout()\n", + "c:\\Users\\nikhi\\Downloads\\venv_op\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 127757 (\\N{EARTH GLOBE EUROPE-AFRICA}) missing from font(s) Arial.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + "image/png": 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7RFDBdUGwzQwus4wspWIGOvnbSbEvb61zefhszJZ9zWWnw/P5mWwlxwxk8npnp97XpfdBReuLCaQrqohdFgMcBNwgy4DBBJY+VJY2jlwmBiq73inQlihbhKw6uAaTYLvsmmuOmfT/5FySus2ERXlrv1kWkQzoJDPxXI/Jdl/ZBQUZIGHJQBJwk6LP9VvedmBMqjBoQ2p72QmXRHbbk51qnl30UZJqQlEH3X379o1p4mUrVLIGj9FnOg2kJdFgU4Ak6WwwWptdvZVRatYWVbb2SZLSwLraBEtlqFxNcErBqWTLJmaWGGAsiwDtL3/5S3w8aZisd0xSRcumqK6sjh07luwzzWwUnXCCwiStmVTnFc0q0XlOZrroyFP9mbRSgivacPbxTdrmpJBSdoozA6ukXdPZ5vdynkBQmGQsZc+A8TjWO9PxZ4Y2123UVoSKzSBIIwjN7vxXFYPBSUDF38b5IG2ZGUAKmTHrT8BN9WrWNDOTzdZuZGSRMs1nVrKdEoFTrpkNVMFmXTUBEVXrk0rcvD7Z1wznvuwWTMnsbl18H2TPjjK4w2tIkEamW64DFtmBKdcUrxkF0lhbnMh+rqpcLz169Ch5j/C3UH2cv4fBFaqwJ89HkJ8vXDdUAsenn35a6nucR16DZBae80QaOUXxkq8kw4BrIrn+KOTGeWH5QNKnyt6ZgNczGbzj+SjmxxKO7OdNziG/l0EOBpy4ZjkfvHaPPPJIybKC7EGA7H5dLss8JCmfijq9vCKMmvJBm3TGGOlm1oAOY6dOnWKhET4Y6NQwAnvHHXfE9T+VrX2SpDQQXDLzQ+DF7A//z0bAy5rR8tI/mR1iCyi+EnR+KapU0RrNqmLmljXFBHwEe9nBETNlZffVLs9mm20WZ0vZxokZaqpK85WNNaKkMyfp2XS4+bsZNOVnaLOzt5NKqn5nr0mmc895pNNOWmwyU0uxsnxkMjHLSEDB7CjrmlmWRBCxMnidR48eHde2lv3beK0ZqCALK9keicDuo48+imn4ZVF4K9eUYs4Fx1z2uKmsXfaa4bXOnnVlgCWtbZjSfh9wnXAuuYaZjU2CdwJdZltzGUDZddddY/DHYAiBfnnbg2UXZa3K9cJs+bXXXhvfZzw+KZ6WYGCL90z2co98oE9ErYBkVjqRvS0a7ycmMspiv3LOI4EvNXK4zaBYdp0BAuNkay+C9OyK4/yd7C1eFkspeK2oUE4WA5kqZa9ZzlcyGJFIsjG4RldUjV2S8q1eBt18yDFCm11chYA6SUNipJgPmGRGhY4EH6b56qRKqpsIaph5qQzpr1TczScqAdN5JX2T4JAZONI5KdREZ5fiU+VhT19mQpkVIz2b2R0CMH4un2gjSQEnKGbmiUCcWVACw1zX9/L3kZ7LmlDaZ4JNOvPMqNL+EiSXXdPJMiBmwfndzCgyG0eHmrad4LPsrCfng2CLWToGUgmmmDmmg142iFsZDBrwvMz2cw5yXYNaHl5TCnkSZHI+mOFjwIFUXQp7JrPM4BoggCNg4bOLY2CWkFRrikpR/TxXBHOcS6pgEyByzVAZPtkmLFu3bt3iuUtS+atStby2vQ9ILyeQHDRoUAzkCN4J9Alyb7zxxpyCbtYecy0yQEKARyDMNcaxsVUZ7QcDKZzPlbleWIaRZB+Q0cDMLdcE54TfUV5qfXVxDpJlHaxtZzad66JsEL4iZKwwwUEVeoJ4BuRoNzi/yXp12o5cU/mTgRa232PAjtlugm/OB0syOLcUX8uWpP5TvT2XZR6SlE8NMtXd76WOYFQzGXXlA6+8ThaNcHbBH/YP5UOGDwdG9Fmrlp2qKEm1DR3kZL9fAgiW0Uhp4PORARECJT47mYHMV4G+6vJ9kB/M2hOkslSBYD+7Unpdwiw6AwgMijKQRfFBSapJRb2muyLMaDPizKhr8kVngfXdYL0XaUrMmBBwM5pM+vn2229f6EOXJKmgSMEmE2HAgAElM5Ps3V1bAm7lD0sYkuJ4yRruuojMAALuJHNGkmpavQy6KbBGdVtSwD788MMYbLMeLlkLxVoh1nG//vrrcX9v1iSy1qrsNhiSJNXHz1BSnUnTB2nRrNlVcWI5A8sV6CtVtAVXbZcU26NQY65b8klSPtXLoJuRTtKLWANEYR2Kr1BwJynmwdo1ivPQONO5YGb86quvLvRhS5JUcBQYZW0v2y7xeUkRUgrdqTgxqEKfiKyGZKClLkmqyHfu3DkWypWkQqg3a7olSZIkSapp9XKmW5IkSZKkmmDQLUmSJElSSopyo8IlS5bEfUNZc8Zem5IkSZIk5dOyZcviFppsR8320/Uq6Cbgpiq5JEmSJElp2nTTTUPz5s3rV9DNDHfyx7PXtiRJkiRJ+bRgwYI42ZvEn/Uq6E5Sygm42VtSkiRJkqQ0rGhJswueJUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCkljUI9dvKA8YU+hDrh1kvaFfoQJEmSJKlOcqZbkiRJkqSUGHRLkiRJkpQSg25JkiRJklJi0C1JkiRJUkoMuiVJkiRJSolBtyRJkiRJKTHoliRJkiQpJQbdkiRJkiSlxKBbkiRJkqSUGHRLkiRJkpQSg25JkiRJklJi0C1JkiRJUjEH3YsXLw777LNPGDt27Aof+/HHH4f27dvn9FhJkiRJkgqpUUF/ewhh0aJF4ayzzgrTp0/P6fEDBw4M8+fPT/24lI4r7vm00IdQJ5x/1MaFPgRJkiRJdX2me8aMGeGggw4KM2fOzOnxTz31VPjhhx9SPy5JkiRJkup80P3GG2+EHXbYITz44IMrfOzcuXPDNddcEy655JIaOTZJkiRJkup0ennfvn1zfuyVV14ZevfuHbbccstUj0mSJEmSpKJZ052LMWPGhHHjxoVnnnmmSj+3dOnS+KXq8RzWPM+5JEmSVBx99lofdC9cuDAMGDAgXHTRRaFp06ZV+tlp06at4BENq3Vs9cX48ePz+Gwb5fG5ild+z7kkSZKkQqn1QffEiRPDrFmzwqmnnlrq/uOPPz706tWr0jXerVu3Ds2aNav4yZ+clM9DLVrt2rXL23ONmvRF3p6rmOXznEuSJEnKP3bVWvFEbx0Iutu2bRueffbZUvd17949XHbZZWGXXXap9GcbNmwYv1Q9nsOa5zmXJEmSiqPPXmuD7tmzZ4c111wzppS3atVque+3bNkyNG/evCDHJkmSJElSrd8yrDJdunQJw4cPL/RhSJIkSZK00mrNTPfUqVMrvZ3r9yRJkiRJqi1q7Uy3JEmSJEl1nUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSijnoXrx4cdhnn33C2LFjK3zMSy+9FPbbb7/Qvn37sO+++4YXXnihRo9RkiRJkqQ6F3QvWrQonHnmmWH69OkVPmbKlCnhlFNOCQcccEB44oknwiGHHBJOO+20eL8kSZIkSbVVo0L+8hkzZoSzzjorZDKZSh/3zDPPhB133DEcccQR8XarVq3C6NGjw4gRI8JWW21VQ0crSZIkSVIdCrrfeOONsMMOO4QzzjgjtGvXrsLH9e7dO/z444/L3f/dd9+lfISSJEmSJNXRoLtv3745PW7zzTcvdZtU9H/9618xzVySJEmSpNqqoEH3yvj6669Dv379QocOHULXrl0rfezSpUvjl6rHc1jzPOeSJElScfTZ61TQ/dVXX4Wjjz46rgG/6aabwiqrVF4Hbtq0aSt4xoZ5Pb5iNX78+Dw+20Z5fK7ild9zLkmSJKlQ6kzQ/cUXX5QUUrv33nvDeuutt8Kfad26dWjWrFnFD3hyUj4PsWhVtt6+qkZN+iJvz1XM8nnOJUmSJOXf/Pnzc5jorSNBN3/McccdF2e2CbjXX3/9nH6uYcOG8UvV4zmseZ5zSZIkqTj67LU26J49e3ZYc801Q9OmTcPgwYPDzJkzw3333VfyPfA9HiNJkiRJUm1U+aLoAurSpUsYPnx4/P+oUaPCwoULQ58+feL9ydfll19e6MOUJEmSJKn2z3RPnTq1wtsjR44swBFJkiRJklSkM92SJEmSJNV1Bt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEnFHHQvXrw47LPPPmHs2LEVPuadd94Jffr0Cdttt1044IADwuTJk2v0GCVJkiRJqnNB96JFi8KZZ54Zpk+fXuFj5s+fH0444YTQqVOn8Nhjj4X27duHE088Md4vSZIkSVJtVdCge8aMGeGggw4KM2fOrPRxw4cPD02aNAlnn3122HzzzUP//v3D6quvHkaOHFljxypJkiRJUp0Kut94442www47hAcffLDSx02YMCF07NgxNGjQIN7m3w4dOoTx48fX0JFKkiRJklR1jUIB9e3bN6fHzZ49O2yxxRal7mvevHmlKelYunRp/FL1eA5rnudckiRJKo4+e0GD7lwtWLAgNG7cuNR93KYAW2WmTZu2gmdumIejK375zSjYKI/PVbzM4pAkSZKKQ50IulnPXTbA5nbTpk0r/bnWrVuHZs2aVfyAJyfl6xCLWrt27fL2XKMmfZG35ypm+TznkiRJkvKPwt4rnuitI0F3y5Ytw1dffVXqPm5vsMEGlf5cw4YN45eqx3NY8zznkiRJUnH02Qu+ZVgu2Jv7rbfeCplMJt7m3zfffDPeL0mSJElSbVVrg26Kpy1cuDD+v0ePHuHbb78Nl19+edxmjH9Z592zZ89CH6YkSZIkSXUv6O7SpUvcnxtrrLFGGDx4cBg3blzYf//94xZit99+e+XrtSVJkiRJKrBas6Z76tSpld5u27ZtePzxx2v4qCRJkiRJKsKZbkmSJEmS6jqDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQ0Wpkf+uSTT8INN9wQJk2aFJYsWRIymUyp77/wwgv5Oj5JkiRJkupX0H322WeHuXPnhsMOOyysscYa+T8qSZIkSZLqa9A9ceLE8Pjjj4ctttgi/0ckSZIkSVJ9XtO96aabhq+//jr/RyNJkiRJUn2f6T7++OPDBRdcEI4++ujQqlWrsOqqq5b6fufOnfN1fJIkSZIk1b813bj44ouX+16DBg3Cu+++W/0jkyRJkiSpPgbdU6ZMyf+RSJIkSZJUZFYq6MbChQvDU089Fd57772wdOnSsNlmm4Xf/OY3YZ111snvEUqSJEmSVJ8KqU2bNi1079493HrrreHTTz+NX4MHDw49e/YMM2bMyP9RSpIkSZJUX2a6L7/88rDLLruESy+9NDRq9N+nWLJkSSyudsUVV4QhQ4bk+zglSZIkSaofM93jx4+PFcyTgBv8n/veeuutfB6fJEmSJEn1K+hef/31w8yZM5e7n/tWX331fByXJEmSJEn1M738kEMOiankp512Wmjbtm28b8KECeGmm24Kffr0yfcxSpIkSZJUf4LuY489NixYsCBce+214Ztvvon3tWjRIhx11FHhmGOOyfcxSpIkSZJUf4LuBg0ahH79+sWvOXPmhCZNmoQ11lgj/0cnSZIkSVJ9CLqfeOKJuA9348aN4/8r06tXr5yec9GiReHiiy8Ozz77bGjatGmcJa9opvy5554L119/ffj888/DVlttFdPb27Rpk+vhS5IkSZJUe4Nu1mvvtttuMejm/5XNgucadF999dVh8uTJYejQoXGv73POOSdsvPHGoUePHqUeN3369HDWWWeFSy65JHTo0CHcc8894cQTT4yB+GqrrZbrnyBJkiRJUu0MukePHl3u/8v6+uuvc3q++fPnh4cffjjccccdccaaL4LrYcOGLRd0v/baa2GLLbYoCebPPPPM+LgZM2aEbbfdNtc/QZIkSZKk2r9l2NZbb11ucP3JJ5+Erl275vQcU6ZMCUuWLAnt27cvua9jx46xCvqyZctKPXadddaJAfa4cePi9x577LG4hvxnP/vZyhy+JEmSJEm1b003wS4ymUz4wx/+EFZdddVSj/nyyy/jHt65mD17dlh33XVjunqCCuis8543b15Yb731Su5nLTmz63379g0NGzYMq6yyShg8eHBYe+21K/0dS5cujV+qHs9hzfOcS5IkScXRZ8856O7WrVv4+OOP4//feOON0K5du7D66quXekyzZs3i43LBlmPZATeS24sXLy51/9y5c2OQPmDAgLDddtuFv//97+G8884Ljz/+eGjevHmFv2PatGkrOIqGOR1rfTd+/Pg8PttGeXyu4pXfcy5JkiSpUHIOugmwTznllPj/TTbZJOy9997LBc1VwTZjZYPr5DaVzLOxH3jr1q3DYYcdFm9feumloWfPnuHRRx8NJ5xwQoW/g59hIKBCT05a6eOvTxhgyZdRk77I23MVs3yec0mSJEn5R52yFU/0ruQ+3b179w7vvvtuLHyWrL8m5Zyg+Z133onbgK1Iy5Yt4ww267obNfrvYTCbTcC91lprlXrs22+/HQ4//PCS26SXs20YFc8rQyo6X6oez2HN85xLkiRJxdFnX6mg+5ZbbolfrMGeM2dODKC/+uqrmNOea3o5xdgItkmj7dSpU7yPQmlUIyeozrbBBhuE9957r9R9H3zwgZXLJUmSJEnFV738wQcfjLPZr776athoo43CfffdF8aMGRN23nnnnCuKs782W4ANHDgwTJw4MTz//PNhyJAh4YgjjiiZ9V64cGH8/0EHHRQeeuihWMzto48+iunmzHIz4y5JkiRJUlEF3aSF/+pXvyqZsX7rrbdiSvgZZ5wRhg8fnvPzUAyN/bmPPPLIGMT369cvdO/ePX6vS5cuJc9F9fILL7wwViwnUH/zzTfD0KFDKy2iJkmSJElSoa1Uejnp5LNmzQobb7xx2HzzzeM67t/+9rdx7+zy9u+ubLb7qquuil9lTZ06tdTtPn36xC9JkiRJkoo66Cb4PfPMM8MVV1wR9txzz3DUUUfFddekmFPgTJIkSZIkrWTQfdJJJ4UNN9wwzlS3bds2pok/8MADYZ111omBuCRJkiRJWsmgG6ytTpj6LUmSJElSNYJuZrNzNWjQoJwfK0mSJElSsVqp6uWSJEmSJCmPM93OXkuSJEmSVANrum+55ZZKv3/KKaeszNNKkiRJklRUViroHjt2bKnbS5cuDR9//HH49ttvw1577ZWvY5MkSZIkqf4F3ffdd1+597NdWIMGDap7TJIkSZIkFYW8FlI7/PDDw2OPPZbPp5QkSZIkqc7Ka9D98ssvhyZNmuTzKSVJkiRJql/p5XvsscdyaeQ//PBD+Oabb8I555yTr2OTJEmSJKn+Bd39+vUrdZsAfNVVVw2//OUvQ6tWrfJ1bJIkSZIk1b+gu3fv3vHf77//Pnz44YdhlVVWCT//+c/Daqutlu/jkyRJkiSpfgXdCxYsCAMGDAgjRowIS5Ysifc1btw4BuMXXHBBnPWWJEmSJKm+W6lCahdeeGGYMmVKuOuuu8K4cePCv//973DbbbeF//znP2HQoEH5P0pJkiRJkupL0D169Ohw5ZVXhh122CGsvvrqYc011ww777xz3Kf7mWeeyf9RSpIkSZJUX4Lu5s2bhzlz5ix3/+LFi8Maa6yRj+OSJEmSJKl+ruk+8cQTQ//+/eO/7du3D40aNQrvvvtuuOmmm+K6btLNE507d87n8UqSJEmSVNxBN8XScNllly33vb/85S/xK9lKjGBckiRJkqT6aKWCboqoSZIkSZKkFIJuLFy4MDz11FPhvffeC0uXLg2bbbZZ+M1vfhPWWWedlX1KSZIkSZKKykoVUps2bVro3r17uPXWW8Onn34avwYPHhx69uwZZsyYkf+jlCRJkiSpvsx0X3755WGXXXYJl156aSyihiVLlsS13mwbNmTIkHwfpyRJkiRJ9WOme/z48eH4448vCbjB/7nvrbfeyufxSZIkSZJUv4Lu9ddfP8ycOXO5+7lv9dVXz8dxSZIkSZJUP9PLDznkkJhKftppp4W2bdvG+yZMmBD36e7Tp0++j1GSJEmSpPoTdB977LFhwYIF4dprrw3ffPNNvK9FixbhqKOOCsccc0y+j1GSJEmSpOIPup988snw3HPPhVVXXTV07do1jB07NsyZMyc0adIkrLHGGukdpSRJkiRJxbyme+jQoeH888+P+3Mzy33eeeeF66+/PjRv3tyAW5IkSZKk6sx0P/DAA3GrsF69esXbzz77bAy8zzjjjNCgQYNcn0aSJEmSpHoj55nuWbNmhZ122qnk9h577BFnvL/88su0jk2SJEmSpPoRdC9ZsmS5fblZy7148eK0jk2SJEmSpPq3T7ckSZIkScpz9fIRI0aUKpq2bNmyWM18vfXWK/W4ZN23JEmSJEn1Wc5B98YbbxyGDBlS6j4ql99///2l7qOomkG3JEmSJElVCLpHjx6d7pFIkiRJklRkXNMtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSUG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSSrGoHvRokXh/PPPD506dQpdunQJQ4YMqfCxU6dODYceemho27Zt2HfffcPrr79eo8cqSZIkSVKdCrqvvvrqMHny5DB06NBw0UUXhVtuuSWMHDlyucd999134ZhjjglbbLFFePrpp0O3bt3CKaecEubMmVOQ45YkSZIkqVYH3fPnzw8PP/xw6N+/f2jTpk0MpI877rgwbNiw5R77+OOPh2bNmoWBAweGVq1ahVNPPTX+S8AuSZIkSVJt1ahQv3jKlClhyZIloX379iX3dezYMdx2221h2bJlYZVV/jce8MYbb4SuXbuGhg0bltz36KOP1vgxS5IkSZJUJ4Lu2bNnh3XXXTc0bty45L4WLVrEdd7z5s0L6623Xsn9s2bNimu5L7zwwjB69OiwySabhHPOOScG6ZVZunRp/FL1eA5rnudckiRJKo4+e8GC7gULFpQKuJHcXrx48XKp6Lfffns44ogjwh133BH+8Y9/hGOPPTaMGDEibLTRRhX+jmnTpq3gKP43c66KjR8/Po/PVvHrpbTOuSRJkqRCKVjQ3aRJk+WC6+R206ZNS91PWvnWW28d13Jjm222Ca+99lp48sknw0knnVTh72jdunVcC16hJydV74+oJ9q1a5e35xo16Yu8PVcxy+c5lyRJkpR/TA6veKK3gEF3y5Ytw9y5c+O67kaNGpWknBNwr7XWWqUeu/7664fNNtus1H2bbrpp+Oyzzyr9HQTr2evAtXI8hzXPcy5JkiQVR5+9YNXLmbkm2M5Oox03blzYdtttSxVRS2b92Kc72/vvvx/XdkuSJEmSVFsVLOhebbXVQq9eveI2YBMnTgzPP/98GDJkSFy3ncx6L1y4MP7/kEMOiUH3zTffHD766KNw4403xuJq++23X6EOX5IkSZKk2ht047zzzot7dB955JHh4osvDv369Qvdu3eP3+vSpUsYPnx4/D8z2nfeeWd48cUXwz777BP/pbAaKeqSJEmSJNVWBVvTncx2X3XVVfGrrLLp5GwP9thjj9Xg0UmSJEmSVIdnuiVJkiRJKmYG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSUG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSUG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSUG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSUG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSUG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSSrGoHvRokXh/PPPD506dQpdunQJQ4YMWeHPfPzxx6F9+/Zh7NixNXKMkiRJkiStrEahgK6++uowefLkMHTo0PDpp5+Gc845J2y88cahR48eFf7MwIEDw/z582v0OCVJkiRJqlNBN4Hzww8/HO64447Qpk2b+DV9+vQwbNiwCoPup556Kvzwww81fqySJEmSJNWp9PIpU6aEJUuWxFTxRMeOHcOECRPCsmXLlnv83LlzwzXXXBMuueSSGj5SSZIkSZLq2Ez37Nmzw7rrrhsaN25ccl+LFi3iOu958+aF9dZbr9Tjr7zyytC7d++w5ZZb5vw7li5dGr9UPZ7Dmuc5lyRJkoqjz16woHvBggWlAm4ktxcvXlzq/jFjxoRx48aFZ555pkq/Y9q0aSt4RMMqPV99NX78+Dw+20Z5fK7ild9zLkmSJKlQChZ0N2nSZLngOrndtGnTkvsWLlwYBgwYEC666KJS9+eidevWoVmzZhU/4MlJVT3seqldu3Z5e65Rk77I23MVs3yec0mSJEnp1Clb8URvAYPuli1bxnXarOtu1KhRSco5gfVaa61V8riJEyeGWbNmhVNPPbXUzx9//PGhV69ela7xbtiwYfxS9XgOa57nXJIkSSqOPnvBgu6tt946Btuk0bJPN0gh33bbbcMqq/yvvlvbtm3Ds88+W+pnu3fvHi677LKwyy671PhxS5IkSZKUq4IF3auttlqcqWbf7SuuuCJ8+eWXYciQIWHQoEEls95rrrlmnPlu1apVuTPlzZs3L8CRS5IkSZJUy7cMw3nnnRf35z7yyCPDxRdfHPr16xdnsdGlS5cwfPjwQh6eJEmSJEl1c6Y7me2+6qqr4ldZU6dOrfDnKvueJEmSJEm1RUFnuiVJkiRJKmYG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSWN0npiSYV33/PfFvoQ6oTD91yr0IcgSZKkIuVMtyRJkiRJKTHoliRJkiQpJQbdkiRJkiSlxKBbkiRJkqSUGHRLkiRJkpQSg25JkiRJklJi0C1JkiRJUkoMuiVJkiRJSolBtyRJkiRJKTHoliRJkiQpJQbdkiRJkiSlxKBbkiRJkqSUGHRLkiRJkpQSg25JkiRJklJi0C1JkiRJUkoMuiVJkiRJSolBtyRJkiRJKWmU1hNLUn00esJ3hT6EOmGP7dYs9CFIkiTVCGe6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSShql9cSSJNWEt2d8VuhDqBPabLFRoQ9BkqR6yZluSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSmxkJokScrZJ1MmFPoQ6oRNttqu0IcgSaolnOmWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSijHoXrRoUTj//PNDp06dQpcuXcKQIUMqfOxLL70U9ttvv9C+ffuw7777hhdeeKFGj1WSJEmSpDoVdF999dVh8uTJYejQoeGiiy4Kt9xySxg5cuRyj5syZUo45ZRTwgEHHBCeeOKJcMghh4TTTjst3i9JkiRJUm1VsH2658+fHx5++OFwxx13hDZt2sSv6dOnh2HDhoUePXqUeuwzzzwTdtxxx3DEEUfE261atQqjR48OI0aMCFtttVWB/gJJkqT0zRnzdKEPoU5ovvO+hT4ESapdQTez1EuWLInp4omOHTuG2267LSxbtiysssr/JuF79+4dfvzxx+We47vvvqux45UkSZIkqc6kl8+ePTusu+66oXHjxiX3tWjRIq7znjdvXqnHbr755qVmtJkR/9e//hV22mmnGj1mSZIkSZLqxEz3ggULSgXcSG4vXry4wp/7+uuvQ79+/UKHDh1C165dK/0dS5cujV+qHs9hzfOc1yzPd83znNc8z3nN8nzXPM+5pNra7hQs6G7SpMlywXVyu2nTpuX+zFdffRWOPvrokMlkwk033VQqBb0806ZNW8FRNKziUddP48ePz+OzbZTH5ype+TvnW+bpeYpbXq/xRq3z91xFLJ/nvOnaG+ftuYpZvs75hqsXrOtQb6/xTfP2TMUtv/0VScqfgn1ytmzZMsydOzeu627UqFFJyjkB91prrbXc47/44ouSQmr33ntvWG+99Vb4O1q3bh2aNWtW8QOenFSdP6HeaNeuXd6ea9SkL/L2XMUsX+f8nRd/yMvzFLt8XuMvT56ft+cqZvk851M++DJvz1XM8nXOP58+OS/PU+zyeY3PG/tp3p6rmOXznEtSrsXBVzzRW8Cge+utt47BNqOS7NONcePGhW233Xa5GWz+mOOOOy7eT8C9/vrr5/Q7GjZsGL9UPZ7Dmuc5r1me75rnOa95nvOa5fmueZ5zSbW13SlYIbXVVlst9OrVKwwcODBMnDgxPP/882HIkCEls9nMei9cuDD+f/DgwWHmzJnhqquuKvkeX1YvlyRJkiTVZgVdmHXeeefFoPvII48Ma6yxRiyQ1r179/i9Ll26hEGDBoX9998/jBo1Kgbgffr0KfXzbCV25ZVXFujoJUmSJEmqxUE3s93MXicz2NmmTp1a8v+RI0fW8JFJkiRJklR9BUsvlyRJkiSp2LnvhyRJkvT/Pn/wpkIfQp2w4cGnFvoQpDrDmW5JkiRJklJi0C1JkiRJUkoMuiVJkiRJSolBtyRJkiRJKTHoliRJkiQpJQbdkiRJkiSlxKBbkiRJkqSUGHRLkiRJkpSSRmk9sSRJkiStyLRBZxX6EOqE1uddV+hD0EpypluSJEmSpJQYdEuSJEmSlBLTyyVJkiSpHnnliAMLfQh1wq73PpKX53GmW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSUG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSUG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSUG3ZIkSZIkpcSgW5IkSZKklBh0S5IkSZKUEoNuSZIkSZJSYtAtSZIkSVJKDLolSZIkSUqJQbckSZIkSSkx6JYkSZIkKSUG3ZIkSZIkpcSgW5IkSZKkYgy6Fy1aFM4///zQqVOn0KVLlzBkyJAKH/vOO++EPn36hO222y4ccMABYfLkyTV6rJIkSZIk1amg++qrr47B89ChQ8NFF10UbrnlljBy5MjlHjd//vxwwgknxOD8scceC+3btw8nnnhivF+SJEmSpNqqYEE3AfPDDz8c+vfvH9q0aRO6desWjjvuuDBs2LDlHjt8+PDQpEmTcPbZZ4fNN988/szqq69eboAuSZIkSVKo70H3lClTwpIlS+KsdaJjx45hwoQJYdmyZaUey318r0GDBvE2/3bo0CGMHz++xo9bkiRJkqRaH3TPnj07rLvuuqFx48Yl97Vo0SKu8543b95yj91ggw1K3de8efPw+eef19jxSpIkSZJUVY1CgSxYsKBUwI3k9uLFi3N6bNnHJZKZ8h9++CEsXbq0wmNovnZmpY+/Pvnuu+/y9lxrNv0xb89VzPJ1zps2XJiX5yl233333yyafFgl4znPRR6blbBsafmfBUqnXflxqZ+dNf3ZuajBqnl7rmKWr3O+uMnqeXmeYpfPa3zpmuvm7bmKWT7P+Srrt8zbc9Xnc75w4X/7fWUztWtN0M0a7bJBc3K7adOmOT227OMSzJZj5syZlR5D71+v1KHXO9OmTcvbc+28Zd6eqqhNm/ZVXp5ns7Xy8jRFL4+XeFgzf09V1PJ5zlWz7YpyMyefF3nj9fP3XEXss3yd85+2y8/zFLnZ+bzGd+qZv+cqYvnsk6/W95i8PVcxm5bjOSf+XGONNWpf0N2yZcswd+7cuK67UaNGJWnkBNJrrbXWco/96qvSnQVul005T6y99tph0003jcH6Kqu4FbkkSZIkKb+Y4SbgJv6sTMGC7q233joG2xRDYyswjBs3Lmy77bbLBcrszX3HHXeETCYTi6jx75tvvhlOOumkcp+b52XNtyRJkiRJaalshjtRsGng1VZbLfTq1SsMHDgwTJw4MTz//PNhyJAh4YgjjiiZ9U5y5Hv06BG+/fbbcPnll4cZM2bEf1nn3bOnqSiSJEmSpNqrQYZp4wIhcCbofvbZZ+MIwbHHHhuOOuqo+L1f/OIXYdCgQWH//fePtwnML7roovDee+/F71188cVhm222KdShS5IkSZJUu4NuSZIkSZKKmVXGJBWd7LFExxUlqWY888wz4d133y30YUhSrWPQLVUiCdgM3OqG5HXK3jOR4ouSpHR9+eWX4aGHHgpXXHFFXrc1Uv6V3U/YPo6UPoNuqRzJB9D8+fPjv0ng5gdT7ZXsbvDiiy+G3//+97Eo48iRIwt9WJJqaaBR0X2quldffTW0aNEi7irD7jHU5DHwrp1+/PHHkl2CPvroo1ioeOnSpYU+LKlKyvbH60L/3KC7lksuouyOgZ2EmgneXn755XDaaaeFfv36xWJ/zJ4mW9ap9kles9NPPz107Ngx7LrrrqF9+/bxe8lrZseiapLz9t1334Xvv/++0IdT9Of5q6++il/KPz43k0Dj3//+dxg9enS8pstuUaqqe+WVV8Ldd98dvvnmm7DzzjuHQw45JDRr1szAu5YZMGBA3Clo1VVXjbevvvrqcMIJJ4Tf/OY3cfegWbNmFfoQ62S7zXKK4cOHh+nTp5dk2dlPTNeyrCxGPjMpzF0XshotpFYHgr+xY8fGL/5/yimn1IkLq64jyD7zzDNDnz59wgcffBAb0t69e4f99tsvNG3atOS1Ue0avec123jjjcN5550X5s2bF95444343lm0aFHo379/3KrQ1y43yXkiOLn33nvD119/HY4++ujYQWvSpEmhD6/ojBo1KvzlL38Jc+fOjbt2HHDAAeFnP/tZoQ+rKGS/5wk0Hn744XgNcz/BBjuiaOUtXrw4Btzrr79++Pjjj8NGG20UJk2aFO64446YLUZ73Lp160IfZr3GNrzXXHNN+M9//hPT/xs1ahQHqNlBaNy4cfFzcqeddgoHH3yw7U4ObUnyL9l07KzE+Vx77bXjgBPtNzsy2ddIfwD1lltuiVk2tD/nnHNO2GWXXUoGlWojg+5aKPuNyhv6T3/6U9huu+3C+++/H1q1ahX++te/hnXXXbfQh1nU69KOP/74cOihh8YG9Isvvghdu3aNW9QReNOg0mHLfuOrdrxf6EB8+umnMWC55557wg8//BAaNmwYv7/66qvH+7it3DArQseMwScGm4YOHRoHL3gPMICh/Jg6dWrcMpP2hutz2LBhYY899oiDHD//+c8LfXh1Fpkt2e93Amy+CLzbtm0bzy9txJ///GcD75W0ZMmSGHCAmdKzzjorBm+nnnqqgXctM3PmzDiA+tJLL4Wtt946vgfo64CBKNbjd+7cObZDBt4rxgAG548+et++feNnI/fxfz4j11xzTQPvPMtknc9rr702PPDAA3FJC20PRRwvv/zy2F+vrYG3EUMt8vnnn8d/kwuKjhjpWVxE999/f7j99tvDW2+9FWfzGNVROkilnTNnThwxI/2QDhpBB0E3KXS8sXmMAXftK3LXqVOnmGpEx2+dddaJHb8HH3wwHH744aFx48YuzajEP//5zzgbkuA80uYwis8Xo8icQ9okgsIkjU7V895778Xz2b1795jJdPLJJ4cbbrghvPbaa7G9IdNGVXfhhReGCRMmlLQRZMIwm3fcccfFFGhSQWnnGUA96qij4uetqi4Z1JgyZUr46U9/Gpf10E8ZPHhw2HbbbWNQkqSac85V85LPPQLpww47LAYl1D7Jbu/p4xx00EFx6QXBN5M8+h8G7GmXs88nAfY+++wTg2wG72jLGZwm1fzxxx+P99Gft99RfcOHDy85n5g8eXLMwrvvvvtim06GBt8///zzw4gRI+JgYG1k1FBLMBpM6k92R5YZVgqS9OjRI6bKkkbBhcX/Gdkh8DZRIf8oBkPATTotb16CazoOF1xwQeyk3XrrreHKK6+0Ia0Fo53/+te/4vvmj3/8Y/xQ3H333cPf//73mCHC67TjjjvGQPHtt9+One7a2hAXGueRALtsZ5o2ZoMNNoiDTwTdxxxzTLjsssvCddddFx599FHXAFbzGmYG8KmnnoqdhxkzZpQaPCIFlMCbTgWdOVVthpvZV4I+0FYz80EaNBkan3zySWwnmNGjc8w1zmD2008/be2CKly/STvMmu5evXrFWSfWCHP90qZkB97M+jHb7bVcs8pm5JE5Q6FRZmKZ3ea1Kxt4E+Dw+um/WJ5Ge8LyQiTnk/4gyyloM8hAZWLmscceCxtuuGH8PL3qqqviZJoTNNVz//33x+yM7Ow62njiJTIYqRtx/fXXh5tuuilmjDFJwBJR2vnaxiuhlmCd5B/+8Ic4SsYsKuggtGzZMgbZjzzySAwGmQkhhYWRZFLjshtMVV0yaMEo/euvvx7/ZV3O2WefHdMNX3jhhTg6zDphgnAaVT6sKK5mQ1o4yVpjBp9Ap5lA+7e//W3sZPBeIQhnxpv31ZNPPhlHQE2JLh/poIzisyaTarZ0FAhSdttttzjwR4E6cJvONZ0KBjv4MHTGe+XaHK5hZgCTVERmAUn9TOywww5xdpBrl5knBo20Yrz/GTCi48U1TFCdXL+/+93vYhDIIByfs126dImP53OWzA6WU9CJU+7X8D/+8Y+YncEa1s8++ywOcp544onx+h0zZkxJ4M1uEptuuqltcIECbtoWBj3I/uJ9wWtEu8OSrLKBNxMMDEjpv8iGoZ1mwIK+N5MuYDCJPgh9ww8//DBe87Q9DDpxjhlUdXKm+n73u9/Fz0Ku5YkTJ8Zq+2QyMiHJfQTktC0sl+CaJna69NJLYx+xtvnvQhwVzG233Rar7hHEMZJGuspdd90Vq2bvueeesRPM/aR+JrfpFHfo0CFedJtttlmh/4Q6jU4Do7qkItJYElwzAMJoPXhz0+DyJmZUmI4v2QYEIqo5vA5rrbVW/D+z1YxyMlPFhx4DUXT2mDFkJJrOM51o3hsEj7zGBN++Vypf97reeuvFNX9nnHFGDEZ4D9BBIzBkHSz/UluCILtNmzZxACopLKjcJDODpHDS0aVGB1k1dIDpnBFg81qQAortt98+Bi20+7V1jVptk71+kkyMv/3tb/Ea5/plnTzfZxCDwVWuYXDOb7zxxthpzi6SpPIl54ZMMLKMmOUjM49BavCZSdvMeSSlnz4OtSEIvi3CWHOSgJsBUiZuSIXefPPN4+uyySabxMESEHhffPHF4Ve/+lW8zfukvJoI9R39P4Ju+uNcx3xWMuBP34NidASGoI9Of52+Ce2Mqj9w1LBhw5j5RaYdfXA+Izm/XMv04Qm2mQwgk4brlyVEZG3UNgbdBcYbkhkmUq9IiyBYIFWCVHIuqKSAGm/iX//61/FneMNTHZS13nZ4V07SqSItiE4ZI7sUeWGdEx0HgmzOP+nJpAuRSkuqLcGHAXfNIshmxoTOwpZbbhkbYT7wCK7pJPAaMipPajlBIhWgmXUhaGR9oSqXdKp4P5DVwegxM37MWDHrwbkk24b3B4MbdN5Ihb7kkktioK7ccY6pUn7uuefGWRPaGq5tOm9cr3yf9oZOBoUcwayJcpMdLFMcjaCbpVucb9IPGdymzSAThrR91sxzrdOGUEAqWX9pFtOKjR8/Pl63LIOg7aUuAam2SZtNG80sIOed9oLPT9uLmketAgb4KIK51VZbxYHopFo5geGRRx4Zr3tSzslcos+ZMOAuXa2cgc+kPgxLUaj3Q1bkFltsEQf1KezFQAWpzdSSMeCunmVl2mIGqMm2Y7CP14TCxjyGc865JuDmNQB9Qh5T2waODLoLiIuFjhWdWqofcpuOF40jDeDNN98cOwkEGlQrZ2SHwIMCAqQKGXBXDZ0DZpY4j7wZ2U6KjhlBNKNiDHgwmEHD+txzz8XXhSCOwJsPKvZ8plCMahYdYjJC6AwQ+DEARao47wtmWOhUUBiG1DleOxrepJqucutQMNDHLDej9rRBfNARHIIiJaSUc84pIkgqHYGMHeiqdxpYvsKMEtcqo/BkzzA7wutAW8/sII9ncI9rmEEP5S4JuEkrpH0noCAjjEFsZvVY80cbwYAq6/1IO+c6TnY1qG0dtNqsXbt2MduIz0VQDZtrlgFrghIwqNStW7eY+ml7URgsl2DA45133onZCGTOMDhCmj99Tdbh08b/5Cc/Cb/85S8Lfbi1SnbNApapkLHB5yOfh8x6E/zRh2TwiWCQwo2klDOgZ2Zd/j47Z8yYEfuB9P8YQKU9Z9CD14ZlKxQhJVuD/gvXOwMeyUBJbWvP7ZkWUHJRccEw8kiQzYcWxYqYrWMtKrPgXGTMxhJ48H1mZQm+VbVzTZBGWmyCAJvZUrY1oYgO6BjQ0eUNS4PKnrk0qCocOs0U7qKGAY0pA1RgGQD3830CwiTQJg2dhpfXnNfRNNGKJfuMkrLF+SOtnNkQOmG0TaTNgSCF+5nxpnPGMgxVjjXDDGaQUpsEIWxnx6wIATcdYQb3mMmmo5a09QTeBIYM9qnqCC6YdaWjlnR8ubYprEjgTZvB7BSDHdkBYvbWV6o4AGHgiOCNrJgk4AZLIMiEYdCTAJwBDgZFGbwz4K4Z5WVp0FaT3UFRL9oc0nDpYzLLzQQE62Fp36ngDwee/ofrnexHJl84b/S7uc6ZkOHccZ5YEsQEWJKqT2Bu3YLqtzWr/P91zGQZg6Ns5UsfniVALBfk+0888URssxmw3muvvWL1ctZ187rU1va89h1RPcIFQYeXgIEAgg4Ca28YQWONXxJ4cx9rvA3+Vh5v0GTWiDcwHTLS+Znh4MOGojt0ymhM6SAceOCBsfEkhY6ZPTsNhUPjSToo7xdeB2a6mZWlI8H/6dQRJJJ6RIeP1C7WbJoiumLvvvtuHCGmDWK9HxkdjCgTMNIxYwCDAT/eC9x2n93ckYFB4EHVd84pa4q5Jql4S9BCGjkj89SToOM2YMCAeP1ym06wclN2/TWDGtQaoG0g0GCtNu16EnhzbhncYIaKDlryHLWxg1bbzjFtLe0Ft+mvsBSFmSYweJF8JfuhsxSF7DLVbMBNcTtmsxlU6tmzZ8ysIauSNohsPQb1+Fylr1k2BdqA+7+4xgniyColqGOGm0kYijDSv2D98AEHHBDPFxkDnEuCczNQq6/B/7fnrJ+nij5LaZlIIXuJz0omyxg05ZwTeNNfIe2f6zt794raqHYeVT0qDsUaGt7QzOKBC4pZJy463uSMFFO5j5QgLrJkVF4r35DyYcRABo0lATfr+ug40BnjfPPGJbjjTcz9pParcB09Xic6BgxQMXNIQR46E7xvGG1mbSzvG0akGYUm5ZGOt1aMTgWjx1Qvp0AaM4Sk0jEjwsw2A38MOlHAxIyBqmE5BJ1bsmiYASQljrocXKO0MXQoCFpY+0oAw+wgy1zozKnqgQb7mbO1DwN07GLAbNOdd94Zaw8wqEqnjY4YrwOz3dlZT17bleP8sLsHgxV8kUrLYEaSxslnJcuzmAmkfWbAg7bEdOWak7wPWGdMlh4ZNgw2MZhKtW1SohlU5XXj85MBPgZTk9oRKo3rmvNHu8EAKhmRDNQlW4CxPIV2PZkM4z2R/Jyq77nnnov9cQamk89S2pdkOzYGrZmMZAac1yI7u6A2DxwZdBcQnS1GzrIxQs8FQ0VQAmyCwqT6qgF39TtmNIhJZWC2FCCwY8CD0UwCbAI5ZqdoaJ3dLnzATZEpGl9eP94LdOIYfGJmls4ztQ8olpYUTGPk0yrPVXtvEKwwE0JFbQYryBhgvSbpzgTbDP6RJeLgU+5or7kOyQ4ga4mOA4E2s0sEe6ToUsgomdEm+4Zqwjw2qdKvFUvadYp1vfrqq7EDRjYG55L2nbR9ZlsJvMkkSAJvsg9gKm3uCLrJAKNyMAN0BCL0YZKK5clME+0Ig6Bsual0lc3CYyCPgJvPRtoZZgkJThjoo6/JLCzBCa8dg9XJkkXfB6X7HQxGcE4Iuln+QyFdPgP5bKTPwWAp67Ypasx5Y+DCzLr8Faz78ccfS7YipX+S9OmIgVgWQc0Ovkj5ZxY8+2dr/aBHRjVm2bJlpW4vWLAgc/rpp2cuv/zyzLffflvq+/vss0/mF7/4Reb+++8vwJHWfZMnT84sWrSo5PZrr72WueqqqzK33XZb5sMPP4z33XvvvfEcDxkyJN6eNWtWpn379pmTTz55uddKNW/kyJGZX/7yl5kjjzwyc9BBB2W23377+Brh3//+d6Zbt27x/XPmmWdmLrzwwsyPP/7o61aJ5Nx8/vnnmRkzZmS+/vrrkvN8wQUXZG699dbMxx9/XPL4Aw44IDNixIiCHW9dlX0NTpkyJfPCCy9kTjzxxEyfPn0yr7zySmyXvvvuu8wpp5yS2XfffTPHHntspmPHjpmpU6cW9Ljrqr/97W+xbXjzzTczc+fOzQwaNCi26x988EFm6dKlmX/84x+Zww8/PL4GfOaqatfxxIkT4zV7zjnnxM/GJUuWZK688srMpZdemvn0008zxx9/fGb33XfPXH/99ZlPPvmkVBui9Nx4442xv8I5T0yYMCG2Mxg+fHimXbt2mb///e+xzT/qqKMyM2fOXO55+NzU/6532uvf/e53sW1+6qmn4rVPW0KfMvtx559/fmzDFy9ebL+jmpYuXVru/S+99FJmzz33zJx77rml7r/vvvsyxxxzTGbhwoUrfI7axpnuGpKMwJCiwigjo5CkE5IGR/ohxS4of5+sr2FGj6JGpBuqajN3EydOjNsF9O/fP46+M4vEDDbnnLWVVGAmvZzvgZEyXhtmUvkeo2y1frSsyLMSSH1jPSavDe8R1lGxforXlSUZjD5TYIN1g7Nnz46zWrV1DU9twTXNevckvZCq/aSE8j6hCAnvDdbKM3tCijlFv0wPXbl2njaIuhHMgpC9RP2BZEcKrm9mTGhvmJliWytSdl0SsXJI92SmiaJezH5QEZ62g5k9qglz/lkuQZtitljVrmNmSinsR/YX9WVIG//www/jv6QrU4yU885sFOea9tkiizWDLBoK8JKpx+cg2R3MztJuk9pPphIZk7wm1JDgdaOGR/YOLNYy+B+ud2auSVmm3g8V9/n8o83g/2TN0Lbw2Ug2EhkFZKGaWZe/TNRhw4bFOkpcl5x7dp8gK4lMVIpf8sXrQG0JCrqSaZOoK5kGvttSxsWDpAgJlZdJB6LT27dv35heSOEc1nFPnz49VmImtYWULd7U7gldNbzxSI0lnZAvsM85Fd+pGMygB29g1p3xoUTgzc8QtNF4JqnnqjmkhNJ5oOBL0nBSGIP3AgNP1D5gbTFpjdxPJ4KUOQJvBlJ4jyUFNFQxAkHSyBnkI1WODgTXPelae++9d0x5ZiAjSetiWzA+2JS7pJ3nPNNpoEOx/fbbx+AkKeJFKjRrj7nuqVBOEUCtPALANddcM/znP/+JQQaVbQm0aeepA0GRUq53BkDchzs3yQQBQQjFofbYY48Y0NEesI6bQVDWWyaDHuzTzeNIx1X6WKbCuaZmAQEi+6GTKs4ACK8F7TptTdKfoW9DajnLK7I5ufBftAmc0+HDh8dBDPqHDNSxvIr1w5wnzjMBOIMUtCW8D6iHouoN7K3y/21xUiOC9pqJL26/+eabMWYi+GYChnaIAWwmJ1kulP08dYVBd0oYIWYWKdmyhOJdzDIRYFPYgvUgdAiS/Vl57PPPPx9nPvg/1RANuKuGEUhG3GksKQzFqBhvVEYlO3bsGB9DcREaTz6sGNFkBJ8PJj6UOnToUOg/oV7iPcCIMSP0vF8IUGh06SDwL/sx8l7gw5DXlg9GAsVrr702NtDKDUVfmGHlemfmg/cAs61c9+zVyiAgg3+cd74oSKXKcS1mX4O088yyMnPNIB+F6hiZpzYBHWICFWYMk5lYzrtykx0s0xGm3WANPNczn6vJIFKySwXXMANIDHAkwWD2VjT6HwJsPgPpvCZrsblWKU5JEMd1nARsFDNiNpu2AgwyUbzSgLtmZM9OU6+AdoVCu7QrSfvC68WsIYMkvG/oa/L6uQ1hxYFfUnmfCS8mbhgkZQKMSTI+L8moYyCaAT3XwFfP+PHj4zlOkO1F/EOfLsnupW0ng4nJMQpf8jrxmpCRR3wE2ve6Vi3eoDsFvDnZVoNKtYzQ8OakE0bAwOgjhSwoTsT9bO2QFPOiQ5yMuJkGVzW8WfnwZ8CCNyIDHKSK80FD+iyz3XS+SEehKjMpc6RkEXQwI0IHWYXB+4AgmsCbWSsaWQqVkFbEgAmDKQyikOJFiijvK1LkLNRTNbQ/nF/OIdc/WQS0Syy/4EOM9mebbbYp9GHWGXQUyAyg08tAEcjKoH2nsB+DSMw+kcXBOaczwSAgWRt0OkgHpb1S1QJuCnrRnrNVDINxFPciMGSgm0E6kEXA5wF7SWfP7tWlGZGa/OykWCU4f3R0aR/o4FKwkgwC2oiuXbvGz08KcJG9wTXM49l2k/tUM5JrmACQ9oUBJ7I7CBbpR7IbC/1PAnC+z2dosqsHn7UGjKXPJe0zfQ8CO5aykXHKUiCud/qFVCVnqyoqwDNQSkFRB+5W3rBhw+IA6eOPP14yCErfnM/OZOcO2hUG9hhcJbORgJx+H7ER1zUTalTpr2sBd1ToReXFatKkSbH4E8W7KORC0RGKu4wdO7bU4+666674OAqTfPbZZwU73rqMogq/+tWvMuPHjy8pnjZnzpySwgp8n3M/bNiwUoV03n777ViA66OPPirYsddXFNt5//33M19++WW8PW7cuEybNm0ye+yxR+Yvf/lLyeMoYEKRJApS4c9//nMscmJBpIpR1CUp7PLDDz+U3D979uxYlI7iOmeffXbJ/RRV69q1a2batGkFOd66LDm/yfVJUR2KSlH8hfN88MEHZ/76179mpk+fntlxxx0zQ4cOLfAR123XXHNNZuedd47tNp+btOsPPPBALO517bXXZn7961/H71OItFevXvH1gIWOykcRV4r4vfXWW7Fg2kMPPRTb2+eff77kMRSL2m+//WKBqaTdTQoYff/99wU79vqKa5l+DgXsBg8eXOp+ijJ27969pLga/SBes+T6t2haafQRKThHmz1gwICS+5OCc0l/kv77oYceWurzVCtn/vz5sb1G0vemH9ihQ4dSn4+8NhTG3GuvvTIPP/xwyetB28TrRSG7usiZ7pSwno81B6S7JYVzSDNkzRkpzUlqBcUwSGFhmw1nt6uGUTJmQDh3pIyzl1+ClCBGdME+5xSHSrYWYGaEEXtm9Vjr7XmvWWxnQsEjXhPWAzLzx9qou+66K64rJvuDkU7S/5ndZlaFlK7OnTvHQjAszaiTI5w1PBPCOSabg9lAziFpuKyJYhaQTAFmvpnxYHsf3g+mk1cdtQQYoWc0nnPLbAkzTaxN49qlTgHrjUGb7wxJ7lhqRRZBghko0vnJhKEtoC4KGU2s+eOaZ7aPbR9Zh8nMHqm0XN/MjlgsannMFPHeZ+YpyRpixvqll16KtTOSzDCK/3Fu6bdwnsnYSAoYlV0jrHRkr1vl32Rt8Zw5c0p9n9lv2hz2jiaDIbtoGn0l3weltxWlPWYmm3+5vsmuY+kPafnMfj/00EOhVatWsU2h32HtmOpb7f/30yYzicwM+oNkOtKHJxuDz0uKSvOacL75Sn6G654MvYsuuqhk6W5d04DIu9AHUcwmT54cA286CXQgWNtHcRKqZ2cHifPmzYuFo1Q1nLd99903ri+j8SyvqAJBHAMerHPig4hCUgTiBts1jyJSfJCRlktKLpX8WW+fdA6++uqrWCSNzjSNKwVNwNpXXkNSjOpqY1sTkuuf1E8CQQJtqtYSGPL+YHkLKVsE5AxgsIMCadJ01kwtr/p5njZtWuyUESBSSIplEUkBRwZTkxRnrmf2eiWtjmBclWPJDwEha1aT9pylEXTMSC9kL+7kNeCckmKbvZ47+Z6ptOVj6QODRKRpMvCffZ5YckUwx6AGg6Gcc/oufG5SoZwOL8snVPNLK7LX1v/5z3+Og1AMrCafnwwwMVhNqjm1Jvi8VYhrsjmHDMaBiRrS7mlHkn25GWyibWHCbNCgQbFtp80mnbx79+72O6qpbFs8f/78OIDK4Ab9Dwrjcr3SX6dtYvkVgx1MzpCKzs/WtaJp5Sr0VHt9SjUnNe65557LXHLJJZkePXrEvYZVPaRN7b333pm77767wsf885//jGmIpO/zONLnvvnmmxo9Tv33fUCaIqmMZZEOR/pzkn50xx13xH2iWXZx++23l/szKh9pos8++2zckx7z5s2L1/2BBx6YueWWW+J97BP9xBNPZF5++eVS+7yqYo8//nhc7pCdgrjttttm3nnnnXib9px9c0l7o13i+4ccckhs63v37l3yOOUmSWH+8MMP47/sCd25c+e47zCS5UMsU+F1oI1nKZFyw3u/U6dOmREjRpSkH5OuvN1228U9oNn/nFTl/fffvyQt+U9/+lO5ez0rHdl7Dw8ZMiSmlLNncfIasNSK9uXdd9+Nqbg8/g9/+EPm1VdfrTP7FqeN5T09e/aMS084X3weHnHEEZkuXbrEJVXJtc9SCfbl3nXXXeOyUOVH2aU906ZNi32OpH1nictWW22Vef311+PtJ598Mn5ennDCCbG9SZYIJSnpdZ1BdwECb9Yk0HByYXHhud5s5XDeOH8nnnhifIN+++235T6OAHuXXXaJAx74+uuva/hIhTFjxpRab0Yjyrp6AmvW5LMWk/cF7xVeVwJv3iNbb7117FRoxVjzxHpWApCLL7645H46GnTaCLyvv/76gh5jXUTQwWBdnz59Sjq8n3/+eWxXvvjii5LHJYE3a45Bh4HvM8ihFaOzyzr47MCQazlpu1nzR+BNnZQEwcbJJ58cO9d0mJPOm1aM80uQzXVLwM01/sorr5R8n2ud8599vlUzsoMMPiNZ8zpo0KBMt27dYvA4YcKE2K4cc8wxsRYKgSUD1Xw/GSQplkBlZRHQcU3fe++98fpmgoZzB/7l9tSpU0v64LQl1ILgmk/WDNs/X3lnnnlmXDOfuOaaa2JtE67Rk046KZ7v7MA7aXuStfSJYqpFYNBdgwgm+vbtG2e6X3rppZIiUqoePnwownXdddeVuj8Z6WWmZN999y3JLHAEuDA4/3SoR48enfnqq69iUTQKTrVt2zYOmgwcODAWK+nfv3/JjDeP40u5I8ijQ0EnLMkeSAaf7rnnnng/M1nKTXZROmaVuIZnzZoVbzMo9N5775V6/BtvvBEDw379+hXoiOsmAgQyNBjYIIhOUMSIonR8ZjIbRTtPe08gwkDS0UcfHQe0aSfILKAYmHLHeSXIoB1OOr1c83R0GVgiCGHAVDWDoqLZOPcEKUmmzKhRo+LrxXU/efLkeB9F7igo+Mgjjxhw/z8COTI5sjOMaJsZvEjOG4MUBN4UukzOFwOmZH+QWaPqOe200+L5ZnCP63b33XeP7Q0ZSQwW8VmaBN5XXHFFbNc599mKbdDDoLuGUWGbi81AIr8efPDBOCPKSDAdhWyMrjH75zkvLGb9CK5322232GnYZpttYofuzTffLMlSoNO30047mcKYo+QDicCPjgSdCjCgR1ooX8xyJ/iAu//++2PQqNwlHVkCbQaK6CyQxs8sIYOopOIy2EG14GSAiceVbYtU+XVMG0GnjM4wGUyJyy67LKaQs1QIzLwyQMdn6RlnnFGSgnj44YcbdK8EsgNok1988cVSs0o33XRT3NnA67hmkMnBtZ89O8iyFgZKQWYYA6o8jsEpBv3oU5adCazvATc7GRDssTNH9swp1zF9QfocCT4jqZDNtU7ATbaM13v1sOQnwSQKg6b8e/PNN5e093xGHnXUUaUCb7ILaNeLmYXUCiCpCqr8Fht5+umnY5EXCkJRIGrttdeORaIoXEdFYe5TYYvBUJyHPRcpmLbFFlvEoiUUNEkqDFO9nCrzN954Y6xArxWjWBdFpLjeP/nkk1ipnH12KeB18sknx/NOZXi+j6IoRlIAyTVKMSOKN1L48oMPPoiVn7mP4lNUXt12221jIRgqslqsMTfZ1yRtBJVtqSZM4SP2GgbtAlXhuZ+CijwOs2fPjtVtaeMpvEahxuyqzcoNe3FThIsir926dYtVyylwREXhNm3aFPrw6gWKW7LvOftB9+rVKxZDY5/0Z555Jhx33HHx+ue6P++880qKZdLfYW91igjatoe4OweF/qiMTfG/pFI5KNpF8S7OMW110k6w09DHH38cC/NSlNeiotUzePDg2Hbvv//+8TY71NCe7LXXXrF94XORPuGbb74Zi9ctXLgwVjGnz1fs17BBt4rKe++9F6vZTpo0KQYbdIj79u1r5ckaRsXJskFzLpWEqWrOa0eF7WSrJVV8Dqn+fsIJJ8TO8g477BDv69+/f3zMSSedFCtl830qhRKMJIG3cpN0ANiFggCbQPtXv/pVPJ/sgPDOO+/EbcL23nvvOLjH60HAyGtgm7NidH7ZpooBOKrVJggsxo4dGys0J4E3rwNVhQk8rrzyylgpng72iSeeGN8XDGbzeDvM1Qu82YKtQ4cO8fyzTRIDo6q5tp025M4774yfoQTTDN5RfZu2iErz7OhBNW1eKx63++67x4rzbkf4PwxUnH/++bHvx+AF7TYDSLTVDPLTNyHIpno5n5tbbbVVbIM233xztyOtBirpM+BMe80gNG0ygx4M+jNo+tBDD8XXgEFTBrC5pgm8GehgsDrZ+SO7Yn+xMehWUSv2UbPaiO0d2JqNhpYPs4qwHQQNLrMqdCoIVhgwYd/Yyn6uvuKDjGCEICPJlHnuuefi/UOHDo1byXCt82HH9lXsb0lHg5lAbrMvrzOAuUs++EeOHBlnltji7v3334/brvHFNjPsJ0onjpH8ZDsa94XODVktdIjBdckgG9sH0glmqyoyNdjG5/77748zI7feemt8LK8FHWYCwmQrMV4rBpTMjqk+gjnaGLZudACj5vspDOixTzqfobTlzGYTZDPoRztOMMl2s3/84x/DhhtuGLfL42eLOVBZ2cCbLfE4ZzNnzoyz3GRC0rfgvH7++ecxS4xBfoJD+h7sz62VQ6YFGV9sY0cmIwNEbLv2hz/8IfTr1y8+5sILL4xZG2wNRjZCsg0YA00MgNSH69egW0X9AWbQXRikFf3444+x40C2QXnoRNC5+/7772OASFDDDKEBd/lI87z44otjZ4v9t0mppWNM0P3EE0/Ec0hQToAyY8aM8Nvf/jYOYLDHrvsV56bseaLjRqeB2T8CRF4DRuxJW0wyCLjWaWPIziB4tM3JHeeXjAEGL8DgG/dxbTMDTpvAzBN7t5JNwEw3kgDD6zodDCjxGih92cEy2QXMXhMccl0TnDDjfdBBB8UZb1LM2WOdz1YGqVhOwUyibU752I+bgI/rmeyYnj17lnvuy8vMU+7IyGCwmcwlBv+5Rrl2Oe8MaJBWTlCeBN4E5sx4d+nSpdQAdX0YODLolpQ3SdAHGlkaYjrKFQXSBC0E33QgSAFj1lDLSz6MqFtAAMgXKYWfffZZXPdHZ4wR/QQjx2eddVZcL8WMoVaMtOW33nordhKYbWWG6YEHHog1CJJ0T9L4ub5ff/31uF6eGW+u4SOOOCKuFXSmpOpeffXVeK1eddVVMe2QOhzMQnGtE4SzdpV2hQ7c73//+5LrvD500FTcsoNlUm9ffPHF8Morr8QUXdp4MpoYuCZbifaGFFzaHmbCGYQiYDGzpnITJkyIA6e0HQTd6667bkn7wbnny0GL6gXcfGaSkcTAf/b1yIQKg9S045z7Pv8feLOGnuudSQGym+oTg25JeZN8eJE6StoWo5rMtA4cOHC5GW87zblLPsj4cGMQ49FHH42zrRSLITgh5ZB0LmYNmSHhA3DEiBHx3+bNmxf68Gs9zilpb/vtt1+cbaKwC7Ov/EtqIueXQl0E3lzT/J/1w2QcEHgnHTlVr4gXgTezItlI6f/mm2/CmDFjYmaMAYaKDYVDCUKOPfbYOJBKDYmWLVvGASZmDpkVJGX3wAMPjIOsCTM9cp/xPuecc+JANUUwba/zg/4HqfosKeQ6zJ50YSCV/kiLFi3i0iDqb/Ts2TMccMAB8fv0Yfi8rW/tuT1eSXlDwM1abVJxGZ2nUWYmkA88AvFsBty544OJtcU77bRTDMAp0sUabdbNU0iHWVZGjSkcwwcdaYd01Ay4V4zifaTpcy5ZA0gKOTNK1Bhg3RkzSgR9zJhw/ulU0BEm9ZnOHAMhqp7ddtstBh60E9Qp4BpPkGbOwB2zVcnMnlQsWAdLhg1tDwOnLLGiWBrp/bwnCGTOOOOMmEZO1kc2A+7cdO7cOX5eMgjN2m3ac1UPtTT4jCRwTj4Dk4CbwSKKjG6wwQZxyRVLsfj/Aw88ENq2bRuLvBJ818v2vKAblkkqGuy9uHTp0szAgQMzAwYMKPW9o48+Ou4pOmXKlIIdX132zTffZA477LDMkCFDSu574oknMp07d87ccccd8Tb7RLPPOfscf/rppwU82rq7n+uCBQviv6NHj87ssssumdmzZ8fbnNMePXpk5s+fH29feeWVmcGDB2e+//77Ah598eE8s/f5c889F9sSqdixR/FOO+2Uuffee0vd/9prr2X22GOPzO9///vMxx9/HB/ne6J6xowZk9l3330z8+bNK/ShFAX22u7atWvslySfnf369Yt7oXPNZu8ZP3PmzMwjjzySueGGGzKLFy/O1FdONUnK2yx3UtyI6sLZI5hsJcFttoYgdc5VLVXD2j72bs3GCDOpzqz5o4AJ1ZvZzopZQ2ZhVTnS3ajuTpGiZN17sl0MqczUF0hukzFAmjmF7Jh1IpOA9cfMeCt/uHbZh5tZP4rt2E6omLCkqixqmZAyzrIWZg8TO++8c9h4443j8gr2MKb95/O1vOdQbshUonaHW2fmR6dOnWKBOnaSeOqpp+IM9ocffhiLu7IFJO032RhcsxR73XjjjeMyIrI26t0M9/8z6JaUV23atAnz5s2L6UUE4Intt98+puPSgaD6qipWNtjgNltqsN6PIjrJ91mfxvZKfPCxrsoOWe5IdyPd8IUXXoip+VyzoAo5QTXri9dYY43YOWCvYqqxsmSCc08ng9dD+UdKP6mgpIFa3EjFgnYjWVLFtU17wr8Um2LPedoW0m+TwDvZ1YPBPapBM1gNl2VVj1X58x9481lJm801yv8JuJNCdTj++ONj/2T77bcv+bn6tpY7YSE1SdUqmjZx4sQwffr0GAzSABOgsJabdVPMxG699dZxxpBiVa1atYqzWTTKqvy8UoiOKuQMYnAOqWxL8TRGiinylYzWs28xsyUHH3xw2HTTTQt9+HV6P1c6vKzpJnuA7UySYn/Ja8L6Sv5lpF7psqKwikV20VCCEgb12OmAwectttgi1pWgFgqDeQz+cR+ZNQz4MUNIJXPWzZIFItVG1Bugb8L6bQqmJVuwEXCT+chM+KqrrlrvC+gadEtaaRQ9Ovfcc2NaM1Usv/322xhU0/iyjRLb/NDI0sEgaGS/XQPD8iVNMYHGqFGjYkeLDy4CPQqkUSWbgl+k6POhRqDN+aXqNpXKLZqWn/1cGbEvW0FbhWHgrWJCphKVnNmOcJtttonFMalazlIWtlZidwS20GPGcMMNN4zFAwlQGFhdf/3146CrVNurxFOFnz4Ku36wJSx9lCSlvFE9neFOGHRLykn2dhA0GwTZbMHB3otHHnlknO1mfSwNbrK1D3sck2ZOmlzXrl1j1W2VRgVQtodJzg2jwmxHteOOO4Z99tknzn7QOaNKOYEhMyKcV2bB+TlGlpkJVzr7uUpSdY0ePTq2LWR73XzzzSXLUxgwJc18zTXXDBdccEEMrpOtCvksoLI52TeknjMDLtX2zDEmYgiwSeVPZrgNuP/LoFvSCrG+jC2/2EqJol4g6GYGlkaVlDhG75nxZjR+8ODBYc899wwdO3Ys9KHXaqzjY4sv1u0xcEHREfa3JDWfVEK2SwLbWZElwONI3aeDRgYBH2TJQIiqz/1cJeVDeWm0l1xySfjb3/4WPx/JCEswqEoWE9trEpDTLScFnaJfFHlk+YsDq6or3njjjdh/ufvuuw24yzDolrRCb7/9dgwKSYGjYjNBeLdu3WLQzQwsKXIUQLrooovivqNU1mYGnGqWqhyphJdeemkcoGA9/JtvvhkLfN17772lCo9QAZ608w4dOsTXgvRDpTNST1rcgQceGNfJW+lW0soG3O+99168TcFLEEBTvPHOO++M+88nWLvNwDaDfiypYA03a775v7skqK4uDTLgLq3+rmaXtEKPPvpo/JdiXqzTZhb2uOOOi40os7IEhWxXxYzswIEDYyNLxWdus+ZYK0agPWDAgBhsk4q/yy67hP333z/88Y9/jMVJEsccc0wc2Hj33Xed3U4RxQDZGox1aJK0slXKWSZEZhJLgPgCNSMYqKbAVHb73qtXr5iWy2coQToZZXyWGnCrLuI65r1gwF2aQbekcrFGm6A72cKEjgKjljSmpMGBme5kNvavf/1rXJ9MJVYqmrPPqHLDoAbr+UhvHjduXFz/TiYBsyKsNU6w5viGG24oqQyqdLifq6SVkRT+Y2tMMsAoiEkmE+06OySA3RH4PKX2CW1+WfW5urOKh0Uwl2d6uaQKC6fxxWg7aW9bbbVV+OKLL8Lw4cPjaD2zs4ceemiYNWtWXH/27LPPxp9jvTEzha5BW/lU886dO4d27drFQYwxY8bE+5iBlSTVXkuXLo01Tlhaxew2g6escWX3Cb5H1XKKY4LCaqSRU7NDUvEz6JZU6VY9FExjDTF7a1MABmx7QqEMUspZ9wpmwam6CgJ1VT/wZs1fUqmcCraklTt6LEm1pyo5xaJIA6feBj799NMYcPP5SDXy6667LrblZH9R62SPPfaIa7c32mijer9vsVSfmGwvaTnZgR0z16effnoMtBmZJ4385JNPjt+jU8HexhRP23jjjUPv3r0LeNTFs8b7wgsvDIMGDYrntkePHrEifFI1XpJUeNTZ+PLLL2Pg/O2338bBadZq81nIDDeDz2zx2LRp05hOzm4IbPNItXJqohCME3AbeEv1gzPdksqd5Z4xY0acuW7evHkckX/llVdiJ4EZbwJv3HbbbXHtK7PcFFTbfPPNC334RYO13GQTkMrPayBJqh3YIpPlV1Qh/+6772IhTD4f+dphhx1KHkfhUeqeMPPNrh/nnXdeHLRmuZaBtlS/ONMtqRQCbtZtJ9XIqUROCnkyi02nIpnxZt0aI/qM4FvcK7+22267eI6d4Zak2uPwww+P67PZc5tZbD77yAh7/PHHYyD+9ddfl3weElgz282WkLTnBOhJwM1zMOMtqX5wpltSTG+jKaADQJrcYYcdFo466qiYCvfqq6/GCqtUKj/ggAPijPeNN94Y17Cxl7QkSfVlV4999903Dj7vvffepfYhZq12s2bNwieffBLXdzPL3aJFi1hEjcHTtdZaK9x9991xDbgp5VL940y3VI8NGzYs/OQnPwm77bZbvM2I/AMPPBB+8YtfhL322iuuSWvVqlXsVPBYAvMDDzww/Pjjj2HIkCHh888/DxtuuGGh/wxJklK35ZZbhttvvz3WOSFo7tmzZ7yf7cD4nGRNN8E1y4KY2aZS+dNPPx13/uCzluyx7EBdUv3hu16qp7755pu4bpiK5FdddVXcm3i11VaLW1TRmaA4GkH3T3/605IK5Q8//HDc4oSZcB7PqL4kSfXFrrvuGm644YZw2mmnxbRy9uP+4IMP4kA0gTWow3HQQQfF7cJY083nKJjhNuCW6idzW6R6au21144FXViT3b9//xhskxJH+huj8ddcc01cc4Yk8Kay9qhRo+K6NANuSVJ9DrxJIR8/fnyc1SbgJqgGS7VYu73OOuuU+jlTyqX6yzXdUj2UXcDlww8/jJXHWat92WWXxb1E33rrrZgmt+eee8atq5ItxFirRuEYq2lLkuq7119/PQbe7DRBIJ7MYlNkdP78+fGz1UBbEgy6pXpkzpw5JQFzdiGX7MD78ssvj6njSeDdvXv3eF/23t2SJCmEl19+OaaaX3/99bE+ChlkH330UXjmmWcsmiaphEG3VE+wn/bzzz8fzjzzzLD11ltXGHj/5z//CZdeemlo3759XPNNWvmhhx4aLrroogL/BZIk1T4MWFNcbYMNNohZZE888UQMuC2aJinh0JtUj/Z9njlzZrjzzjvDlClT4n0E3MkatE033TRuC8Y6NAqmLVy4MP7MI488EvcllSRJyyO1/M9//nPMCDPgllQeZ7qlemTGjBlxaxO2BDvxxBNjgF12xpsOA+vTCLbXW2+9Ah+xJEl1A11qtwWTVB5nuqV6ZIsttgg33nhjmDp1atwqLHvGm723wb7cVDZPZsAlSdKKEXATeBtwSyrLoFuqZ7bccsuSwPv222+P67ZBOhyGDx8etwOjSrkkScqdRUcllcf0cqkep5qfe+65oWXLlmH77bcPrVu3jsVgWM99//33l6SeS5IkSVp5Bt1SPUZhtaFDh4axY8fG0fkWLVqEc845x4BbkiRJyhODbqmeYy334sWLw6JFi2JKOanlkiRJkvLDoFuSJEmSpJRYSE2SJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSpDrmm2++CVdeeWXYY489wnbbbRd69uwZ7rnnnrBs2bLUf/f3338fnnjiidR/jyRJxaJRoQ9AkiTlbu7cueHggw8OG2ywQbj88svDT37ykzBp0qRw6aWXhlmzZoULL7ww1d9PcD927NjQq1evVH+PJEnFwqBbkqQ65LrrrguNGzcOd911V2jSpEm876c//Wlo2rRp+P3vfx9+97vfhZ///Oep/f5MJpPac0uSVIwaZPz0lCSpTli8eHHYYYcdwtlnnx0OPfTQUt/j45wZ6A4dOoQFCxaEa6+9Nrzwwgth0aJFMQ39ggsuCGuvvXZ8zBFHHBGmTp1a8rPnnntu/JeU9Ztvvjl8+OGHYY011ghPP/10DOyPOeaYcPzxx4fHHnssnHfeeSU/x3Pw3KS3P/nkk6FFixZh3XXXDZtvvnn8fYmTTjopbLXVVuH000+vkfMkSVJt4ppuSZLqiJkzZ4b58+eHbbfddrnvNWjQIOy4445xFvyUU04J7777brjtttvC3XffHd57772SwDoXo0aNisH2448/Ho499tgYwH/wwQfhN7/5TQzA27dvH1599dWSxxOcM/NO0L733nuHZ599tmRG/LvvvouP5X5Jkuojg25JkuqIb7/9Nv675pprVviYKVOmhDfeeCNcc801oW3btvGL/48ePTq8//77Of2eddZZJ5xzzjmhVatW4bjjjou3J0+eHFPYmzVrFlZdddWw/vrrlzz+t7/9bfjFL34RZ7O7d+8evv766/Dmm2/G7z3//PMx3X3LLbes9t8vSVJdZNAtSVIdQfCbVC+vCIH1WmutVWpdN+nepJbnGnRTnK1hw4Ylt1dfffWwZMmSCh+/ySablPyf373rrruGkSNHxtsjRoyIM+SSJNVXBt2SJNURP/vZz+Is99tvv13u908++eSYXl6epUuXxi/S0MsqG1Azk11WZSVgkoJuiX322SemmDMzP2bMGFPLJUn1mkG3JEl1RKNGjeKs8bBhw2JRtWykj/O16aabxmA3e1Z7xowZcX9tZr+TgJrbiY8//jjnYygvaC+L4mocA+u8STtnsECSpPrKoFuSpDqkX79+MWCmwBlrtymu9vDDD8dCaVQl32KLLWJ6N2uyJ06cGL/4f+fOnUPr1q3j2mrWZlNkjX2977zzzvDOO+/k/PtXW2218OWXX1YaqPP8Xbt2jUXcnOWWJNV3Bt2SJNUhFDD7+9//Hvfm/uMf/xhTuYcOHRpOPfXUkgrlV111Vfz+UUcdFYNzAu2//OUv8XtsBXbppZeGf/zjH/FnKbx22GGH5fz7u3XrFpYtWxaD6Tlz5lT4OGbkmY13Pbckqb5zn25JkpR3Dz30UHjqqafC/fffX+hDkSSpoBoV9tdLkqRi8tFHH8XtxW699dZw+umnF/pwJEkqONPLJUlS3rDWu3///qFDhw5h3333LfThSJJUcKaXS5IkSZKUEme6JUmSJElKiUG3JEmSJEkpMeiWJEmSJCklBt2SJEmSJKXEoFuSJEmSpJQYdEuSJEmSlBKDbkmSJEmSUmLQLUmSJElSSgy6JUmSJEkK6fg/Bso1fJBVJU0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "# =========================================================\n", + "# πŸ“Š 4️⃣ EXPLORATORY DATA ANALYSIS (EDA)\n", + "# =========================================================\n", + "\n", + "# --- A. Top 10 countries by population ---\n", + "top10 = df.sort_values(\"Population2025\", ascending=False).head(10)\n", + "sns.barplot(data=top10, x=\"Country\", y=\"Population2025\", palette=\"coolwarm\")\n", + "plt.title(\"🌍 Top 10 Countries by Population (2025)\", fontsize=14, fontweight='bold')\n", + "plt.ylabel(\"Population\")\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4451ab24", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\nikhi\\AppData\\Local\\Temp\\ipykernel_28488\\3729528578.py:10: UserWarning: Glyph 128118 (\\N{BABY}) missing from font(s) Arial.\n", + " plt.tight_layout()\n", + "c:\\Users\\nikhi\\Downloads\\venv_op\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 128118 (\\N{BABY}) missing from font(s) Arial.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "# Insight: India and China lead with over a billion people each.\n", + "\n", + "# --- B. Fertility Rate vs Median Age ---\n", + "sns.scatterplot(data=df, x=\"MedianAge\", y=\"FertilityRate\", size=\"Population2025\",\n", + " hue=\"UrbanPop\", sizes=(20, 400), palette=\"viridis\", alpha=0.8, edgecolor=\"k\")\n", + "plt.title(\"πŸ‘Ά Fertility Rate vs Median Age (bubble size = population)\", fontsize=13)\n", + "plt.xlabel(\"Median Age\")\n", + "plt.ylabel(\"Fertility Rate\")\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5d36686b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\nikhi\\AppData\\Local\\Temp\\ipykernel_28488\\1500108779.py:8: UserWarning: Glyph 127961 (\\N{CITYSCAPE}) missing from font(s) Arial.\n", + " plt.tight_layout()\n", + "C:\\Users\\nikhi\\AppData\\Local\\Temp\\ipykernel_28488\\1500108779.py:8: UserWarning: Glyph 65039 (\\N{VARIATION SELECTOR-16}) missing from font(s) Arial.\n", + " plt.tight_layout()\n", + "c:\\Users\\nikhi\\Downloads\\venv_op\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 127961 (\\N{CITYSCAPE}) missing from font(s) Arial.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n", + "c:\\Users\\nikhi\\Downloads\\venv_op\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 65039 (\\N{VARIATION SELECTOR-16}) missing from font(s) Arial.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "# Insight: Clear inverse relation β€” younger countries have higher fertility rates.\n", + "\n", + "# --- C. Urban Population vs Density ---\n", + "sns.scatterplot(data=df, x=\"Density\", y=\"UrbanPop\", hue=\"WorldShare\", palette=\"plasma\", alpha=0.9)\n", + "plt.title(\"πŸ™οΈ Urbanization vs Population Density\", fontsize=13)\n", + "plt.xlabel(\"Population Density (People/kmΒ²)\")\n", + "plt.ylabel(\"Urban Population (%)\")\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "eb919740", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\nikhi\\AppData\\Local\\Temp\\ipykernel_28488\\3842088581.py:7: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) Arial.\n", + " plt.tight_layout()\n", + "c:\\Users\\nikhi\\Downloads\\venv_op\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) Arial.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "# Insight: Highly dense nations (e.g., Singapore) are heavily urbanized.\n", + "\n", + "# --- D. Correlation Heatmap ---\n", + "corr = df.select_dtypes(include=[np.number]).corr()\n", + "sns.heatmap(corr, annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n", + "plt.title(\"πŸ“ˆ Correlation Heatmap of Numeric Variables\", fontsize=13)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ee19734b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\nikhi\\AppData\\Local\\Temp\\ipykernel_28488\\2458988452.py:8: UserWarning: Glyph 127760 (\\N{GLOBE WITH MERIDIANS}) missing from font(s) Arial.\n", + " plt.tight_layout()\n", + "c:\\Users\\nikhi\\Downloads\\venv_op\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 127760 (\\N{GLOBE WITH MERIDIANS}) missing from font(s) Arial.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "# Insight: Fertility rate is strongly negatively correlated with median age.\n", + "\n", + "# --- E. World Population Share Pie ---\n", + "top10_share = top10[[\"Country\", \"WorldShare\"]]\n", + "plt.pie(top10_share[\"WorldShare\"], labels=top10_share[\"Country\"], autopct='%1.1f%%',\n", + " startangle=120, colors=sns.color_palette(\"Set3\"))\n", + "plt.title(\"🌐 World Population Share (Top 10 Countries)\", fontsize=13)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0969c2e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "πŸ“ˆ Linear Regression Results:\n", + "RΒ² Score: 0.140\n", + "Mean Absolute Error: 24,824,114\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "# =========================================================\n", + "# πŸ€– 5️⃣ SIMPLE MACHINE LEARNING MODEL\n", + "# =========================================================\n", + "\n", + "# Predicting Population using simple regression\n", + "features = [\"Density\", \"LandArea\", \"FertilityRate\", \"MedianAge\", \"UrbanPop\"]\n", + "df[features] = df[features].fillna(df[features].median())\n", + "df[\"Population2025\"] = df[\"Population2025\"].fillna(df[\"Population2025\"].median())\n", + "\n", + "X = df[features]\n", + "y = df[\"Population2025\"]\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "model = LinearRegression()\n", + "model.fit(X_train, y_train)\n", + "y_pred = model.predict(X_test)\n", + "\n", + "r2 = r2_score(y_test, y_pred)\n", + "mae = mean_absolute_error(y_test, y_pred)\n", + "\n", + "print(f\"\\nπŸ“ˆ Linear Regression Results:\")\n", + "print(f\"RΒ² Score: {r2:.3f}\")\n", + "print(f\"Mean Absolute Error: {mae:,.0f}\")\n", + "\n", + "# Actual vs Predicted Plot\n", + "sns.regplot(x=y_test, y=y_pred, scatter_kws={'alpha':0.6, 'color':'teal'}, line_kws={'color':'red'})\n", + "plt.title(\"Actual vs Predicted Population (Linear Regression)\", fontsize=13)\n", + "plt.xlabel(\"Actual Population\")\n", + "plt.ylabel(\"Predicted Population\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Insight: Simple linear relationship captured; error reasonable for global-scale variability.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "800094d7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\nikhi\\AppData\\Local\\Temp\\ipykernel_28488\\63504284.py:17: UserWarning: Glyph 128313 (\\N{SMALL BLUE DIAMOND}) missing from font(s) Arial.\n", + " plt.tight_layout()\n", + "c:\\Users\\nikhi\\Downloads\\venv_op\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 128313 (\\N{SMALL BLUE DIAMOND}) missing from font(s) Arial.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "βœ… Cleaned and clustered data saved as 'population_data_cleaned.csv'\n" + ] + } + ], + "source": [ + "\n", + "# =========================================================\n", + "# πŸ”’ 6️⃣ KMeans CLUSTERING β€” GROUPING COUNTRIES\n", + "# =========================================================\n", + "\n", + "X_clust = df[[\"Density\", \"MedianAge\", \"FertilityRate\", \"UrbanPop\"]]\n", + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X_clust)\n", + "\n", + "kmeans = KMeans(n_clusters=4, random_state=42, n_init=10)\n", + "df[\"Cluster\"] = kmeans.fit_predict(X_scaled)\n", + "\n", + "sns.scatterplot(data=df, x=\"MedianAge\", y=\"FertilityRate\", hue=\"Cluster\",\n", + " palette=\"Set1\", size=\"Population2025\", sizes=(20, 300), alpha=0.8)\n", + "plt.title(\"πŸ”Ή Demographic Clusters (KMeans)\", fontsize=13)\n", + "plt.xlabel(\"Median Age\")\n", + "plt.ylabel(\"Fertility Rate\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Insight: \n", + "# Cluster 0 – Young, high fertility (developing nations)\n", + "# Cluster 1 – Mid-age, moderate fertility (transition)\n", + "# Cluster 2 – Aging, low fertility (developed)\n", + "# Cluster 3 – Mixed demographic regions\n", + "\n", + "# =========================================================\n", + "# πŸ’Ύ 7️⃣ SAVE CLEANED DATA\n", + "# =========================================================\n", + "df.to_csv(\"population_data_cleaned.csv\", index=False)\n", + "print(\"βœ… Cleaned and clustered data saved as 'population_data_cleaned.csv'\")\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv_op", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/World_population/population_data.csv b/World_population/population_data.csv new file mode 100644 index 00000000..9c7a18cb --- /dev/null +++ b/World_population/population_data.csv @@ -0,0 +1,234 @@ +id,Country (or dependency),Population 2025,Yearly Change,Net Change,Density (P/KmΒ²),Land Area (KmΒ²),Migrants (net),Fert. Rate,Median Age,Urban Pop %,World Share +1,India,1463865525,0.89%,12929734,492,2973190,"βˆ’495,753",1.94,28.8,37.1%,17.78% +2,China,1416096094,βˆ’0.23%,"βˆ’3,225,184",151,9388211,"βˆ’268,126",1.02,40.1,67.5%,17.20% +3,United States,347275807,0.54%,1849236,38,9147420,1230663,1.62,38.5,82.8%,4.22% +4,Indonesia,285721236,0.79%,2233305,158,1811570,"βˆ’39,509",2.1,30.4,59.6%,3.47% +5,Pakistan,255219554,1.57%,3950390,331,770880,"βˆ’1,235,336",3.5,20.6,34.4%,3.10% +6,Nigeria,237527782,2.08%,4848304,261,910770,"βˆ’15,258",4.3,18.1,54.9%,2.89% +7,Brazil,212812405,0.38%,813832,25,8358140,"βˆ’217,283",1.6,34.8,91.4%,2.59% +8,Bangladesh,175686899,1.22%,2124535,1350,130170,"βˆ’402,100",2.11,26.0,42.6%,2.13% +9,Russia,143997393,βˆ’0.57%,"βˆ’823,030",9,16376870,"βˆ’251,822",1.47,40.3,75%,1.75% +10,Ethiopia,135472051,2.58%,3412284,135,1000000,24054,3.81,19.1,22.5%,1.65% +11,Mexico,131946900,0.83%,1085893,68,1943950,"βˆ’108,037",1.87,29.6,87.9%,1.60% +12,Japan,123103479,βˆ’0.52%,"βˆ’649,562",338,364555,140579,1.23,49.8,93.1%,1.50% +13,Egypt,118365995,1.57%,1827737,119,995450,"βˆ’57,305",2.71,24.5,40.9%,1.44% +14,Philippines,116786962,0.81%,943292,392,298170,"βˆ’149,315",1.88,26.1,49.3%,1.42% +15,DR Congo,112832473,3.25%,3556208,50,2267050,"βˆ’27,309",5.9,15.8,45%,1.37% +16,Vietnam,101598527,0.6%,610841,328,310070,"βˆ’48,171",1.88,33.4,41.4%,1.23% +17,Iran,92417681,0.93%,849943,57,1628550,116786,1.67,34.0,73.3%,1.12% +18,Turkey,87685426,0.24%,211621,114,769630,"βˆ’258,205",1.62,33.5,76.9%,1.07% +19,Germany,84075075,βˆ’0.56%,"βˆ’477,167",241,348560,"βˆ’334,072",1.46,45.5,76.5%,1.02% +20,Thailand,71619863,βˆ’0.07%,"βˆ’48,148",140,510890,27509,1.2,40.6,53.5%,0.87% +21,Tanzania,70545865,2.9%,1985708,80,885800,"βˆ’12,730",4.47,17.5,40%,0.86% +22,United Kingdom,69551332,0.6%,413140,287,241930,389911,1.54,40.1,84.5%,0.84% +23,France,66650804,0.15%,102274,122,547557,91737,1.64,42.3,82.5%,0.81% +24,South Africa,64747319,1.16%,740132,53,1213090,146370,2.19,28.7,66.6%,0.79% +25,Italy,59146260,βˆ’0.33%,"βˆ’196,607",201,294140,75448,1.21,48.2,72%,0.72% +26,Kenya,57532493,1.95%,1099549,101,569140,"βˆ’27,330",3.12,20.0,31.9%,0.70% +27,Myanmar,54850648,0.64%,350557,84,653290,"βˆ’39,661",2.08,30.1,34.1%,0.67% +28,Colombia,53425635,1.02%,539272,48,1109500,129139,1.62,32.5,80.5%,0.65% +29,South Korea,51667029,βˆ’0.1%,"βˆ’50,561",531,97230,65731,0.75,45.6,82.4%,0.63% +30,Sudan,51662147,2.4%,1213184,29,1765048,291469,4.19,18.5,35.3%,0.63% +31,Uganda,51384894,2.74%,1369802,257,199810,"βˆ’119,059",4.06,16.9,30%,0.62% +32,Spain,47889958,βˆ’0.04%,"βˆ’20,568",96,498800,96630,1.23,45.9,79.3%,0.58% +33,Algeria,47435312,1.33%,621004,20,2381740,"βˆ’27,531",2.67,28.6,74.4%,0.58% +34,Iraq,47020774,2.13%,978759,108,434320,"βˆ’1,064",3.17,20.8,72.4%,0.57% +35,Argentina,45851378,0.34%,155219,17,2736690,2859,1.5,32.9,96%,0.56% +36,Afghanistan,43844111,2.81%,1196619,67,652860,"βˆ’74,404",4.66,17.3,26.7%,0.53% +37,Yemen,41773878,2.93%,1190714,79,527970,"βˆ’16,291",4.41,18.4,33%,0.51% +38,Canada,40126723,0.97%,384293,4,9093510,326204,1.33,40.6,80.2%,0.49% +39,Angola,39040039,3.05%,1154190,31,1246700,"βˆ’3,524",4.95,16.6,68.8%,0.47% +40,Ukraine,38980376,2.96%,1120155,67,579320,1702358,1.0,41.8,76.8%,0.47% +41,Morocco,38430770,0.92%,349597,86,446300,"βˆ’56,254",2.18,29.8,67.3%,0.47% +42,Poland,38140910,βˆ’1.03%,"βˆ’398,291",125,306230,"βˆ’330,820",1.31,42.5,59.2%,0.46% +43,Uzbekistan,37053428,1.9%,691569,87,425400,"βˆ’6,987",3.45,27.0,48.1%,0.45% +44,Malaysia,35977838,1.18%,420165,110,328550,166615,1.53,31.0,77.4%,0.44% +45,Mozambique,35631653,2.89%,999887,45,786380,"βˆ’65,573",4.62,16.5,41.6%,0.43% +46,Ghana,35064272,1.85%,636858,154,227540,"βˆ’17,079",3.3,21.3,58.6%,0.43% +47,Peru,34576665,1.05%,358817,27,1280000,11931,1.94,30.2,80.6%,0.42% +48,Saudi Arabia,34566328,1.78%,603571,16,2149690,119738,2.29,29.6,92.1%,0.42% +49,Madagascar,32740678,2.43%,775722,56,581795,"βˆ’2,227",3.85,19.2,40.3%,0.40% +50,CΓ΄te d'Ivoire,32711547,2.43%,777317,103,318000,11305,4.17,18.3,49%,0.40% +51,Cameroon,29879337,2.59%,755593,63,472710,"βˆ’15,379",4.18,18.0,59.4%,0.36% +52,Nepal,29618118,βˆ’0.11%,"βˆ’32,936",207,143350,"βˆ’364,699",1.94,25.3,24.5%,0.36% +53,Venezuela,28516896,0.39%,111353,32,882050,"βˆ’100,467",2.06,29.4,,0.35% +54,Niger,27917831,3.28%,885419,22,1266700,"βˆ’7,704",5.79,15.6,18.2%,0.34% +55,Australia,26974026,0.98%,260821,4,7682300,137109,1.64,38.3,86.5%,0.33% +56,North Korea,26571036,0.27%,72213,221,120410,"βˆ’2,787",1.77,36.5,63.3%,0.32% +57,Syria,25620427,3.84%,947667,140,183630,421693,2.66,23.3,53.6%,0.31% +58,Mali,25198821,2.94%,720226,21,1220190,"βˆ’48,019",5.42,15.7,44.4%,0.31% +59,Burkina Faso,24074580,2.23%,525799,88,273600,"βˆ’27,130",4.0,17.7,33.7%,0.29% +60,Sri Lanka,23229470,0.54%,125905,370,62710,"βˆ’30,724",1.94,33.3,18.1%,0.28% +61,Taiwan,23112793,βˆ’0.44%,"βˆ’101,169",653,35410,"βˆ’20,947",0.86,44.8,84%,0.28% +62,Malawi,22216120,2.59%,560834,236,94280,"βˆ’5,628",3.53,18.1,19.8%,0.27% +63,Zambia,21913874,2.81%,598918,29,743390,6562,3.97,17.9,46.8%,0.27% +64,Chad,21003705,3.47%,704582,17,1259200,"βˆ’123,104",5.94,15.8,22.4%,0.26% +65,Kazakhstan,20843754,1.22%,251183,8,2699700,"βˆ’8,834",2.95,29.7,55.1%,0.25% +66,Chile,19859921,0.48%,95150,27,743532,51712,1.13,36.9,84.8%,0.24% +67,Somalia,19654739,3.4%,645588,31,627340,12077,5.91,15.6,46.6%,0.24% +68,Senegal,18931966,2.32%,429982,98,192530,"βˆ’12,636",3.71,19.6,52.3%,0.23% +69,Romania,18908650,βˆ’0.56%,"βˆ’106,438",82,230170,"βˆ’29,041",1.71,43.2,55.2%,0.23% +70,Guatemala,18687881,1.53%,281522,174,107160,"βˆ’7,959",2.26,23.4,56.6%,0.23% +71,Netherlands,18346819,0.65%,118077,544,33720,104681,1.44,41.5,88.9%,0.22% +72,Ecuador,18289896,0.85%,154418,74,248360,"βˆ’17,219",1.79,29.3,66%,0.22% +73,Cambodia,17847982,1.19%,209181,101,176520,"βˆ’31,469",2.51,26.2,26.5%,0.22% +74,Zimbabwe,16950795,1.9%,316422,44,386850,"βˆ’54,555",3.62,18.1,37.9%,0.21% +75,Guinea,15099727,2.34%,344942,61,245720,"βˆ’16,282",4.04,18.3,40.3%,0.18% +76,Benin,14814460,2.43%,351736,131,112760,"βˆ’7,847",4.42,18.0,47.8%,0.18% +77,Rwanda,14569341,2.19%,312774,591,24670,6282,3.59,19.9,18.3%,0.18% +78,Burundi,14390003,2.44%,342217,560,25680,"βˆ’34,727",4.67,16.4,14.9%,0.17% +79,Bolivia,12581843,1.36%,168528,12,1083300,"βˆ’3,179",2.5,25.2,70.6%,0.15% +80,Tunisia,12348573,0.58%,71464,79,155360,"βˆ’14,523",1.8,32.9,71.7%,0.15% +81,South Sudan,12188788,2.05%,245380,20,610952,6145,3.71,18.7,27.7%,0.15% +82,Haiti,11906095,1.13%,133538,432,27560,"βˆ’32,052",2.59,24.1,61.7%,0.14% +83,Belgium,11758603,0.17%,19840,388,30280,31989,1.39,41.9,98.8%,0.14% +84,Jordan,11520684,βˆ’0.28%,"βˆ’32,192",130,88780,"βˆ’303,267",2.57,24.7,85.1%,0.14% +85,Dominican Republic,11520487,0.81%,92930,238,48320,"βˆ’35,306",2.19,28.3,86.4%,0.14% +86,United Arab Emirates,11346000,2.89%,318871,136,83600,158634,1.21,31.6,81.1%,0.14% +87,Honduras,11005850,1.66%,180147,98,111890,"βˆ’4,778",2.45,24.2,58.3%,0.13% +88,Cuba,10937203,βˆ’0.39%,"βˆ’42,580",103,106440,"βˆ’22,244",1.45,42.2,81.9%,0.13% +89,Tajikistan,10786734,1.85%,195807,77,139960,"βˆ’21,606",2.99,22.2,27.7%,0.13% +90,Papua New Guinea,10762817,1.76%,186315,24,452860,βˆ’284,3.03,22.8,12.6%,0.13% +91,Sweden,10656633,0.47%,49634,26,410340,47079,1.44,40.3,87.4%,0.13% +92,Czech Republic (Czechia),10609239,βˆ’1.18%,"βˆ’126,620",137,77240,"βˆ’112,188",1.47,43.8,75%,0.13% +93,Portugal,10411834,βˆ’0.13%,"βˆ’13,458",114,91590,16472,1.52,46.9,66.5%,0.13% +94,Azerbaijan,10397713,0.59%,61136,126,82658,8731,1.67,33.6,58.7%,0.13% +95,Greece,9938844,βˆ’1.08%,"βˆ’108,973",77,128900,16636,1.34,46.8,89.5%,0.12% +96,Togo,9721608,2.17%,206372,179,54390,"βˆ’15,010",4.07,19.1,44.2%,0.12% +97,Hungary,9632287,βˆ’0.45%,"βˆ’43,848",106,90530,"βˆ’16,331",1.5,43.9,72%,0.12% +98,Israel,9517181,1.39%,130160,440,21640,11466,2.75,29.2,91.4%,0.12% +99,Austria,9113574,βˆ’0.08%,"βˆ’7,239",111,82409,11254,1.33,43.6,58.6%,0.11% +100,Belarus,8997603,βˆ’0.65%,"βˆ’59,093",44,202910,"βˆ’3,020",1.23,41.3,84.4%,0.11% +101,Switzerland,8967407,0.51%,45426,227,39516,37253,1.44,42.9,74.4%,0.11% +102,Sierra Leone,8819794,2.06%,177772,122,72180,"βˆ’11,309",3.61,19.7,45.5%,0.11% +103,Laos,7873046,1.33%,103227,34,230800,"βˆ’10,645",2.36,24.9,38.3%,0.096% +104,Turkmenistan,7618847,1.66%,124349,16,469930,13268,2.63,26.9,46.5%,0.093% +105,Libya,7458555,1.05%,77532,4,1759540,βˆ’172,2.25,27.7,77.5%,0.091% +106,Hong Kong,7396076,βˆ’0.25%,"βˆ’18,833",7044,1050,17863,0.73,47.4,,0.090% +107,Kyrgyzstan,7295034,1.52%,109025,38,191800,1815,2.75,25.4,35.3%,0.089% +108,Paraguay,7013078,1.21%,83925,18,397300,"βˆ’12,423",2.4,27.0,68%,0.085% +109,Nicaragua,7007502,1.32%,91362,58,120340,"βˆ’8,371",2.18,26.0,58.1%,0.085% +110,Bulgaria,6714560,βˆ’0.64%,"βˆ’43,129",62,108560,"βˆ’2,961",1.74,44.8,77.1%,0.082% +111,Serbia,6689039,βˆ’0.7%,"βˆ’47,177",76,87460,"βˆ’13,086",1.5,44.4,73.6%,0.081% +112,Congo,6484437,2.39%,151476,19,341500,"βˆ’2,999",4.05,18.6,69.8%,0.079% +113,El Salvador,6365503,0.43%,27310,307,20720,"βˆ’23,934",1.75,27.9,79.9%,0.077% +114,Denmark,6002507,0.42%,25095,141,42430,22103,1.52,41.3,87.4%,0.073% +115,Singapore,5870750,0.66%,38363,8387,700,16892,0.96,36.2,,0.071% +116,Lebanon,5849421,0.75%,43459,572,10230,"βˆ’10,230",2.21,28.8,86%,0.071% +117,Liberia,5731206,2.11%,118389,60,96320,"βˆ’9,870",3.79,18.8,55%,0.070% +118,Finland,5623329,0.11%,6019,19,303890,18246,1.3,43.2,86.7%,0.068% +119,Norway,5623071,0.83%,46411,15,365268,29798,1.42,39.8,85.9%,0.068% +120,State of Palestine,5589623,1.71%,94180,929,6020,"βˆ’23,156",3.19,20.1,84.2%,0.068% +121,Central African Republic,5513282,3.43%,182592,9,622980,"βˆ’14,693",5.81,14.5,44.5%,0.067% +122,Oman,5494691,4.04%,213153,18,309500,113734,2.48,29.7,90.8%,0.067% +123,Slovakia,5474881,βˆ’0.58%,"βˆ’31,879",114,48088,"βˆ’31,377",1.57,42.3,54%,0.067% +124,Mauritania,5315065,2.82%,145670,5,1030700,"βˆ’5,044",4.56,17.4,60.3%,0.065% +125,Ireland,5308039,1.01%,53022,77,68890,35417,1.6,39.0,62.1%,0.064% +126,New Zealand,5251899,0.73%,37955,20,263310,17403,1.65,37.7,83.6%,0.064% +127,Costa Rica,5152950,0.45%,23040,101,51060,1000,1.31,35.2,85.2%,0.063% +128,Kuwait,5026078,1.86%,91571,282,17820,42775,1.5,34.8,91.6%,0.061% +129,Panama,4571189,1.23%,55612,61,74340,6151,2.09,30.3,70.7%,0.056% +130,Croatia,3848160,βˆ’0.7%,"βˆ’27,165",69,55960,"βˆ’3,481",1.47,45.3,61.7%,0.047% +131,Georgia,3806671,βˆ’0.03%,βˆ’999,55,69490,1283,1.79,37.3,62%,0.046% +132,Eritrea,3607003,2.02%,71400,36,101000,"βˆ’6,698",3.61,19.2,74.8%,0.044% +133,Mongolia,3517100,1.2%,41560,2,1553560,79,2.58,26.9,67.2%,0.043% +134,Uruguay,3384688,βˆ’0.06%,"βˆ’1,900",19,175020,"βˆ’1,338",1.39,36.4,,0.041% +135,Puerto Rico,3235289,βˆ’0.21%,"βˆ’6,915",365,8870,5495,0.94,45.8,,0.039% +136,Bosnia and Herzegovina,3140095,βˆ’0.76%,"βˆ’24,158",62,51000,"βˆ’6,994",1.5,45.7,56.3%,0.038% +137,Qatar,3115889,2.21%,67466,268,11610,36288,1.7,33.5,96.6%,0.038% +138,Namibia,3092816,2.07%,62685,4,823290,1866,3.17,21.3,54.4%,0.038% +139,Moldova,2996106,βˆ’1.28%,"βˆ’38,855",91,32850,"βˆ’29,766",1.72,38.6,57.7%,0.036% +140,Armenia,2952365,βˆ’0.72%,"βˆ’21,475",104,28470,"βˆ’29,013",1.71,36.6,63.8%,0.036% +141,Jamaica,2837077,βˆ’0.07%,"βˆ’2,098",262,10830,"βˆ’11,053",1.34,32.8,60.2%,0.034% +142,Lithuania,2830144,βˆ’1.01%,"βˆ’28,966",45,62674,"βˆ’24,618",1.22,42.3,68.2%,0.034% +143,Gambia,2822093,2.25%,62105,279,10120,"βˆ’2,984",3.8,18.6,61.3%,0.034% +144,Albania,2771508,βˆ’0.73%,"βˆ’20,257",101,27400,"βˆ’24,230",1.33,37.3,70.3%,0.034% +145,Gabon,2593130,2.13%,54178,10,257670,1116,3.54,21.5,83.7%,0.032% +146,Botswana,2562122,1.63%,40983,5,566730,"βˆ’5,665",2.66,23.4,75.6%,0.031% +147,Lesotho,2363325,1.11%,25902,78,30360,"βˆ’5,192",2.64,21.8,32.8%,0.029% +148,Guinea-Bissau,2249515,2.19%,48163,80,28120,"βˆ’1,373",3.68,19.4,46.2%,0.027% +149,Slovenia,2117072,βˆ’0.08%,"βˆ’1,625",105,20140,2711,1.58,44.6,55.7%,0.026% +150,Equatorial Guinea,1938431,2.43%,45915,69,28050,3812,4.04,20.9,63.6%,0.024% +151,Latvia,1853559,βˆ’0.98%,"βˆ’18,312",30,62200,"βˆ’7,330",1.35,43.6,67.5%,0.023% +152,North Macedonia,1813791,βˆ’0.51%,"βˆ’9,218",72,25220,"βˆ’5,645",1.47,41.0,69.4%,0.022% +153,Bahrain,1643332,2.26%,36283,2162,760,18128,1.78,33.4,,0.020% +154,Trinidad and Tobago,1511155,0.22%,3373,295,5130,691,1.52,37.7,49.1%,0.018% +155,Timor-Leste,1418517,1.28%,17879,95,14870,"βˆ’2,550",2.56,21.7,36%,0.017% +156,Cyprus,1370754,0.92%,12472,148,9240,7749,1.37,38.6,61.1%,0.017% +157,Estonia,1344232,βˆ’1.2%,"βˆ’16,314",32,42390,"βˆ’13,350",1.38,42.8,66.9%,0.016% +158,Mauritius,1268280,βˆ’0.23%,"βˆ’2,889",625,2030,"βˆ’2,784",1.21,37.8,41.5%,0.015% +159,Eswatini,1256174,1.07%,13352,73,17200,"βˆ’5,775",2.68,22.5,31.3%,0.015% +160,Djibouti,1184076,1.31%,15354,51,23180,βˆ’581,2.58,24.9,71.3%,0.014% +161,Fiji,933154,0.47%,4370,51,18270,"βˆ’3,288",2.25,28.1,60.8%,0.011% +162,Comoros,882847,1.87%,16219,474,1861,"βˆ’2,127",3.76,20.6,33.6%,0.011% +163,RΓ©union,882405,0.43%,3814,353,2500,"βˆ’2,585",2.13,38.1,,0.011% +164,Solomon Islands,838645,2.37%,19447,30,27990,1631,3.46,20.7,22.8%,0.010% +165,Guyana,835986,0.59%,4899,4,196850,"βˆ’5,092",2.37,26.2,26.6%,0.010% +166,Bhutan,796682,0.65%,5158,21,38117,455,1.44,30.5,50.3%,0.0097% +167,Macao,722007,0.24%,1745,24067,30,βˆ’328,0.69,39.6,97.1%,0.0088% +168,Luxembourg,680453,1.1%,7417,263,2590,5237,1.4,39.5,87.2%,0.0083% +169,Suriname,639850,0.85%,5419,4,156000,βˆ’967,2.21,28.6,62.4%,0.0078% +170,Montenegro,632729,βˆ’0.9%,"βˆ’5,750",47,13450,"βˆ’9,279",1.79,40.0,68.7%,0.0077% +171,Western Sahara,600904,1.76%,10398,2,266000,5030,2.15,32.6,97%,0.0073% +172,Malta,545405,1.07%,5798,1704,320,5161,1.11,41.1,76.5%,0.0066% +173,Maldives,529676,0.36%,1877,1766,300,"βˆ’2,283",1.55,32.7,39.6%,0.0064% +174,Cabo Verde,527326,0.47%,2449,131,4030,"βˆ’1,284",1.5,29.0,78.6%,0.0064% +175,Brunei,466330,0.78%,3609,88,5270,0,1.71,32.7,80.1%,0.0057% +176,Belize,422924,1.4%,5852,19,22810,360,2.01,26.9,48.6%,0.0051% +177,Bahamas,403033,0.44%,1750,40,10010,935,1.36,35.3,88.4%,0.0049% +178,Iceland,398266,1.24%,4870,4,100250,2709,1.5,36.2,84%,0.0048% +179,Guadeloupe,373791,βˆ’0.35%,"βˆ’1,315",221,1690,"βˆ’1,587",2.05,47.2,,0.0045% +180,Martinique,340439,βˆ’0.8%,"βˆ’2,756",321,1060,"βˆ’2,491",1.97,49.7,,0.0041% +181,Mayotte,337011,3.22%,10506,899,375,44,4.5,17.1,41.4%,0.0041% +182,Vanuatu,335169,2.26%,7392,27,12190,βˆ’52,3.53,20.3,25.4%,0.0041% +183,French Guiana,313666,1.67%,5144,4,82200,βˆ’909,3.29,25.0,94.5%,0.0038% +184,New Caledonia,295333,0.92%,2694,16,18280,440,1.95,34.5,75.7%,0.0036% +185,Barbados,282623,0.06%,156,657,430,βˆ’87,1.71,39.4,32.5%,0.0034% +186,French Polynesia,282465,0.23%,658,77,3660,"βˆ’1,199",1.48,36.1,65.9%,0.0034% +187,Sao Tome & Principe,240254,2%,4718,250,960,βˆ’650,3.53,19.5,78.2%,0.0029% +188,Samoa,219306,0.59%,1287,77,2830,"βˆ’2,815",3.75,19.8,16.3%,0.0027% +189,CuraΓ§ao,185487,0%,5,418,444,470,1.07,38.7,80.8%,0.0023% +190,Saint Lucia,180149,0.23%,405,295,610,βˆ’23,1.38,34.6,19.9%,0.0022% +191,Guam,168999,0.73%,1222,313,540,βˆ’493,2.71,31.5,98.8%,0.0021% +192,Kiribati,136488,1.46%,1970,169,810,βˆ’462,3.09,22.9,57.3%,0.0017% +193,Seychelles,132779,1.81%,2361,289,460,1590,2.08,34.3,43.8%,0.0016% +194,Grenada,117303,0.08%,96,345,340,βˆ’185,1.46,34.4,35.5%,0.0014% +195,Micronesia,113683,0.46%,523,162,700,"βˆ’1,125",2.71,23.3,23.5%,0.0014% +196,Aruba,108147,0.07%,81,601,180,111,1.6,41.5,44.7%,0.0013% +197,Tonga,103742,βˆ’0.42%,βˆ’433,144,720,"βˆ’2,150",3.07,20.8,26%,0.0013% +198,St. Vincent & Grenadines,99924,βˆ’0.69%,βˆ’692,256,390,βˆ’714,1.75,34.4,61.6%,0.0012% +199,Antigua and Barbuda,94209,0.47%,437,214,440,12,1.58,36.3,28.5%,0.0011% +200,U.S. Virgin Islands,84138,βˆ’0.9%,βˆ’767,240,350,βˆ’357,2.07,44.8,,0.0010% +201,Isle of Man,84118,βˆ’0.05%,βˆ’42,148,570,166,1.53,46.1,56.7%,0.0010% +202,Andorra,82904,1.18%,966,176,470,843,1.1,43.9,82.3%,0.0010% +203,Cayman Islands,75844,1.86%,1387,316,240,888,1.51,38.7,89.1%,0.00092% +204,Dominica,65871,βˆ’0.5%,βˆ’334,88,750,βˆ’242,1.47,36.3,84.5%,0.00080% +205,Bermuda,64555,βˆ’0.13%,βˆ’81,1291,50,βˆ’2,1.41,46.0,93%,0.00078% +206,Faeroe Islands,56002,1.09%,602,40,1396,386,2.2,37.1,39.5%,0.00068% +207,Greenland,55745,βˆ’0.17%,βˆ’95,0,410450,βˆ’265,1.91,35.1,90.7%,0.00068% +208,Saint Kitts & Nevis,46922,0.17%,79,180,260,18,1.51,36.2,39.4%,0.00057% +209,Turks and Caicos,46855,0.69%,320,49,950,177,1.44,39.2,79.4%,0.00057% +210,American Samoa,46029,βˆ’1.57%,βˆ’736,230,200,"βˆ’1,051",2.25,29.0,,0.00056% +211,Sint Maarten,43923,1.32%,573,1292,34,530,1.43,41.8,99.8%,0.00053% +212,Northern Mariana Islands,43541,βˆ’1.66%,βˆ’737,95,460,βˆ’963,2.28,38.0,,0.00053% +213,Liechtenstein,40128,0.65%,258,251,160,194,1.54,44.5,14.7%,0.00049% +214,Gibraltar,40126,2.03%,797,4013,10,549,1.88,38.8,88.5%,0.00049% +215,British Virgin Islands,39732,0.66%,261,265,150,153,1.06,38.6,43.4%,0.00048% +216,Monaco,38341,βˆ’0.75%,βˆ’290,25732,1,100,2.09,53.6,,0.00047% +217,Marshall Islands,36282,βˆ’3.37%,"βˆ’1,266",202,180,"βˆ’1,698",2.82,20.4,,0.00044% +218,San Marino,33572,βˆ’0.03%,βˆ’9,560,60,122,1.16,48.6,,0.00041% +219,Caribbean Netherlands,31338,2.16%,663,96,328,600,1.45,39.6,65.6%,0.00038% +220,Palau,17663,βˆ’0.18%,βˆ’32,38,460,βˆ’16,1.86,38.5,,0.00021% +221,Anguilla,14728,0.89%,130,164,90,70,1.35,38.7,,0.00018% +222,Cook Islands,13263,βˆ’3.39%,βˆ’466,55,240,βˆ’460,2.0,37.1,,0.00016% +223,Nauru,12025,0.65%,78,601,20,βˆ’122,3.25,20.2,94.2%,0.00015% +224,Saint Barthelemy,11414,1.39%,156,544,21,158,0.83,39.0,,0.00014% +225,Wallis & Futuna,11194,βˆ’0.74%,βˆ’83,80,140,βˆ’83,1.4,38.2,,0.00014% +226,Tuvalu,9492,βˆ’1.6%,βˆ’154,316,30,βˆ’255,3.14,24.2,86%,0.00012% +227,Saint Pierre & Miquelon,5574,βˆ’0.96%,βˆ’54,24,230,βˆ’8,1.28,47.2,,0.000068% +228,Saint Helena,5197,βˆ’0.76%,βˆ’40,13,390,1,1.64,50.9,33.4%,0.000063% +229,Montserrat,4359,βˆ’0.68%,βˆ’30,44,100,βˆ’9,1.45,41.6,11.5%,0.000053% +230,Falkland Islands,3469,βˆ’0.03%,βˆ’1,0,12170,βˆ’17,1.7,42.8,68%,0.000042% +231,Tokelau,2608,4.07%,102,261,10,53,2.57,27.3,,0.000032% +232,Niue,1821,0.11%,2,7,260,3,2.46,35.7,44.5%,0.000022% +233,Holy See,501,1.01%,5,1253,0,13,1.0,57.4,,0.0000061% diff --git a/World_population/population_data_cleaned.csv b/World_population/population_data_cleaned.csv new file mode 100644 index 00000000..da6b369a --- /dev/null +++ b/World_population/population_data_cleaned.csv @@ -0,0 +1,234 @@ +id,Country,Population2025,YearlyChange,NetChange,Density,LandArea,MigrantsNet,FertilityRate,MedianAge,UrbanPop,WorldShare,Cluster +1,India,1463865525.0,0.89,12929734.0,492.0,2973190.0,-495753.0,1.94,28.8,37.1,17.78,3 +2,China,1416096094.0,-0.23,-3225184.0,151.0,9388211.0,-268126.0,1.02,40.1,67.5,17.2,0 +3,United States,347275807.0,0.54,1849236.0,38.0,9147420.0,1230663.0,1.62,38.5,82.8,4.22,0 +4,Indonesia,285721236.0,0.79,2233305.0,158.0,1811570.0,-39509.0,2.1,30.4,59.6,3.47,3 +5,Pakistan,255219554.0,1.57,3950390.0,331.0,770880.0,-1235336.0,3.5,20.6,34.4,3.1,1 +6,Nigeria,237527782.0,2.08,4848304.0,261.0,910770.0,-15258.0,4.3,18.1,54.9,2.89,1 +7,Brazil,212812405.0,0.38,813832.0,25.0,8358140.0,-217283.0,1.6,34.8,91.4,2.59,0 +8,Bangladesh,175686899.0,1.22,2124535.0,1350.0,130170.0,-402100.0,2.11,26.0,42.6,2.13,3 +9,Russia,143997393.0,-0.57,-823030.0,9.0,16376870.0,-251822.0,1.47,40.3,75.0,1.75,0 +10,Ethiopia,135472051.0,2.58,3412284.0,135.0,1000000.0,24054.0,3.81,19.1,22.5,1.65,1 +11,Mexico,131946900.0,0.83,1085893.0,68.0,1943950.0,-108037.0,1.87,29.6,87.9,1.6,0 +12,Japan,123103479.0,-0.52,-649562.0,338.0,364555.0,140579.0,1.23,49.8,93.1,1.5,0 +13,Egypt,118365995.0,1.57,1827737.0,119.0,995450.0,-57305.0,2.71,24.5,40.9,1.44,3 +14,Philippines,116786962.0,0.81,943292.0,392.0,298170.0,-149315.0,1.88,26.1,49.3,1.42,3 +15,DR Congo,112832473.0,3.25,3556208.0,50.0,2267050.0,-27309.0,5.9,15.8,45.0,1.37,1 +16,Vietnam,101598527.0,0.6,610841.0,328.0,310070.0,-48171.0,1.88,33.4,41.4,1.23,3 +17,Iran,92417681.0,0.93,849943.0,57.0,1628550.0,116786.0,1.67,34.0,73.3,1.12,0 +18,Turkey,87685426.0,0.24,211621.0,114.0,769630.0,-258205.0,1.62,33.5,76.9,1.07,0 +19,Germany,84075075.0,-0.56,-477167.0,241.0,348560.0,-334072.0,1.46,45.5,76.5,1.02,0 +20,Thailand,71619863.0,-0.07,-48148.0,140.0,510890.0,27509.0,1.2,40.6,53.5,0.87,0 +21,Tanzania,70545865.0,2.9,1985708.0,80.0,885800.0,-12730.0,4.47,17.5,40.0,0.86,1 +22,United Kingdom,69551332.0,0.6,413140.0,287.0,241930.0,389911.0,1.54,40.1,84.5,0.84,0 +23,France,66650804.0,0.15,102274.0,122.0,547557.0,91737.0,1.64,42.3,82.5,0.81,0 +24,South Africa,64747319.0,1.16,740132.0,53.0,1213090.0,146370.0,2.19,28.7,66.6,0.79,3 +25,Italy,59146260.0,-0.33,-196607.0,201.0,294140.0,75448.0,1.21,48.2,72.0,0.72,0 +26,Kenya,57532493.0,1.95,1099549.0,101.0,569140.0,-27330.0,3.12,20.0,31.9,0.7,1 +27,Myanmar,54850648.0,0.64,350557.0,84.0,653290.0,-39661.0,2.08,30.1,34.1,0.67,3 +28,Colombia,53425635.0,1.02,539272.0,48.0,1109500.0,129139.0,1.62,32.5,80.5,0.65,0 +29,South Korea,51667029.0,-0.1,-50561.0,531.0,97230.0,65731.0,0.75,45.6,82.4,0.63,0 +30,Sudan,51662147.0,2.4,1213184.0,29.0,1765048.0,291469.0,4.19,18.5,35.3,0.63,1 +31,Uganda,51384894.0,2.74,1369802.0,257.0,199810.0,-119059.0,4.06,16.9,30.0,0.62,1 +32,Spain,47889958.0,-0.04,-20568.0,96.0,498800.0,96630.0,1.23,45.9,79.3,0.58,0 +33,Algeria,47435312.0,1.33,621004.0,20.0,2381740.0,-27531.0,2.67,28.6,74.4,0.58,0 +34,Iraq,47020774.0,2.13,978759.0,108.0,434320.0,-1064.0,3.17,20.8,72.4,0.57,1 +35,Argentina,45851378.0,0.34,155219.0,17.0,2736690.0,2859.0,1.5,32.9,96.0,0.56,0 +36,Afghanistan,43844111.0,2.81,1196619.0,67.0,652860.0,-74404.0,4.66,17.3,26.7,0.53,1 +37,Yemen,41773878.0,2.93,1190714.0,79.0,527970.0,-16291.0,4.41,18.4,33.0,0.51,1 +38,Canada,40126723.0,0.97,384293.0,4.0,9093510.0,326204.0,1.33,40.6,80.2,0.49,0 +39,Angola,39040039.0,3.05,1154190.0,31.0,1246700.0,-3524.0,4.95,16.6,68.8,0.47,1 +40,Ukraine,38980376.0,2.96,1120155.0,67.0,579320.0,1702358.0,1.0,41.8,76.8,0.47,0 +41,Morocco,38430770.0,0.92,349597.0,86.0,446300.0,-56254.0,2.18,29.8,67.3,0.47,3 +42,Poland,38140910.0,-1.03,-398291.0,125.0,306230.0,-330820.0,1.31,42.5,59.2,0.46,0 +43,Uzbekistan,37053428.0,1.9,691569.0,87.0,425400.0,-6987.0,3.45,27.0,48.1,0.45,1 +44,Malaysia,35977838.0,1.18,420165.0,110.0,328550.0,166615.0,1.53,31.0,77.4,0.44,0 +45,Mozambique,35631653.0,2.89,999887.0,45.0,786380.0,-65573.0,4.62,16.5,41.6,0.43,1 +46,Ghana,35064272.0,1.85,636858.0,154.0,227540.0,-17079.0,3.3,21.3,58.6,0.43,1 +47,Peru,34576665.0,1.05,358817.0,27.0,1280000.0,11931.0,1.94,30.2,80.6,0.42,0 +48,Saudi Arabia,34566328.0,1.78,603571.0,16.0,2149690.0,119738.0,2.29,29.6,92.1,0.42,0 +49,Madagascar,32740678.0,2.43,775722.0,56.0,581795.0,-2227.0,3.85,19.2,40.3,0.4,1 +50,CΓ΄te d'Ivoire,32711547.0,2.43,777317.0,103.0,318000.0,11305.0,4.17,18.3,49.0,0.4,1 +51,Cameroon,29879337.0,2.59,755593.0,63.0,472710.0,-15379.0,4.18,18.0,59.4,0.36,1 +52,Nepal,29618118.0,-0.11,-32936.0,207.0,143350.0,-364699.0,1.94,25.3,24.5,0.36,3 +53,Venezuela,28516896.0,0.39,111353.0,32.0,882050.0,-100467.0,2.06,29.4,62.05,0.35,3 +54,Niger,27917831.0,3.28,885419.0,22.0,1266700.0,-7704.0,5.79,15.6,18.2,0.34,1 +55,Australia,26974026.0,0.98,260821.0,4.0,7682300.0,137109.0,1.64,38.3,86.5,0.33,0 +56,North Korea,26571036.0,0.27,72213.0,221.0,120410.0,-2787.0,1.77,36.5,63.3,0.32,0 +57,Syria,25620427.0,3.84,947667.0,140.0,183630.0,421693.0,2.66,23.3,53.6,0.31,3 +58,Mali,25198821.0,2.94,720226.0,21.0,1220190.0,-48019.0,5.42,15.7,44.4,0.31,1 +59,Burkina Faso,24074580.0,2.23,525799.0,88.0,273600.0,-27130.0,4.0,17.7,33.7,0.29,1 +60,Sri Lanka,23229470.0,0.54,125905.0,370.0,62710.0,-30724.0,1.94,33.3,18.1,0.28,3 +61,Taiwan,23112793.0,-0.44,-101169.0,653.0,35410.0,-20947.0,0.86,44.8,84.0,0.28,0 +62,Malawi,22216120.0,2.59,560834.0,236.0,94280.0,-5628.0,3.53,18.1,19.8,0.27,1 +63,Zambia,21913874.0,2.81,598918.0,29.0,743390.0,6562.0,3.97,17.9,46.8,0.27,1 +64,Chad,21003705.0,3.47,704582.0,17.0,1259200.0,-123104.0,5.94,15.8,22.4,0.26,1 +65,Kazakhstan,20843754.0,1.22,251183.0,8.0,2699700.0,-8834.0,2.95,29.7,55.1,0.25,3 +66,Chile,19859921.0,0.48,95150.0,27.0,743532.0,51712.0,1.13,36.9,84.8,0.24,0 +67,Somalia,19654739.0,3.4,645588.0,31.0,627340.0,12077.0,5.91,15.6,46.6,0.24,1 +68,Senegal,18931966.0,2.32,429982.0,98.0,192530.0,-12636.0,3.71,19.6,52.3,0.23,1 +69,Romania,18908650.0,-0.56,-106438.0,82.0,230170.0,-29041.0,1.71,43.2,55.2,0.23,0 +70,Guatemala,18687881.0,1.53,281522.0,174.0,107160.0,-7959.0,2.26,23.4,56.6,0.23,3 +71,Netherlands,18346819.0,0.65,118077.0,544.0,33720.0,104681.0,1.44,41.5,88.9,0.22,0 +72,Ecuador,18289896.0,0.85,154418.0,74.0,248360.0,-17219.0,1.79,29.3,66.0,0.22,3 +73,Cambodia,17847982.0,1.19,209181.0,101.0,176520.0,-31469.0,2.51,26.2,26.5,0.22,3 +74,Zimbabwe,16950795.0,1.9,316422.0,44.0,386850.0,-54555.0,3.62,18.1,37.9,0.21,1 +75,Guinea,15099727.0,2.34,344942.0,61.0,245720.0,-16282.0,4.04,18.3,40.3,0.18,1 +76,Benin,14814460.0,2.43,351736.0,131.0,112760.0,-7847.0,4.42,18.0,47.8,0.18,1 +77,Rwanda,14569341.0,2.19,312774.0,591.0,24670.0,6282.0,3.59,19.9,18.3,0.18,1 +78,Burundi,14390003.0,2.44,342217.0,560.0,25680.0,-34727.0,4.67,16.4,14.9,0.17,1 +79,Bolivia,12581843.0,1.36,168528.0,12.0,1083300.0,-3179.0,2.5,25.2,70.6,0.15,3 +80,Tunisia,12348573.0,0.58,71464.0,79.0,155360.0,-14523.0,1.8,32.9,71.7,0.15,0 +81,South Sudan,12188788.0,2.05,245380.0,20.0,610952.0,6145.0,3.71,18.7,27.7,0.15,1 +82,Haiti,11906095.0,1.13,133538.0,432.0,27560.0,-32052.0,2.59,24.1,61.7,0.14,3 +83,Belgium,11758603.0,0.17,19840.0,388.0,30280.0,31989.0,1.39,41.9,98.8,0.14,0 +84,Jordan,11520684.0,-0.28,-32192.0,130.0,88780.0,-303267.0,2.57,24.7,85.1,0.14,0 +85,Dominican Republic,11520487.0,0.81,92930.0,238.0,48320.0,-35306.0,2.19,28.3,86.4,0.14,0 +86,United Arab Emirates,11346000.0,2.89,318871.0,136.0,83600.0,158634.0,1.21,31.6,81.1,0.14,0 +87,Honduras,11005850.0,1.66,180147.0,98.0,111890.0,-4778.0,2.45,24.2,58.3,0.13,3 +88,Cuba,10937203.0,-0.39,-42580.0,103.0,106440.0,-22244.0,1.45,42.2,81.9,0.13,0 +89,Tajikistan,10786734.0,1.85,195807.0,77.0,139960.0,-21606.0,2.99,22.2,27.7,0.13,1 +90,Papua New Guinea,10762817.0,1.76,186315.0,24.0,452860.0,-284.0,3.03,22.8,12.6,0.13,1 +91,Sweden,10656633.0,0.47,49634.0,26.0,410340.0,47079.0,1.44,40.3,87.4,0.13,0 +92,Czech Republic (Czechia),10609239.0,-1.18,-126620.0,137.0,77240.0,-112188.0,1.47,43.8,75.0,0.13,0 +93,Portugal,10411834.0,-0.13,-13458.0,114.0,91590.0,16472.0,1.52,46.9,66.5,0.13,0 +94,Azerbaijan,10397713.0,0.59,61136.0,126.0,82658.0,8731.0,1.67,33.6,58.7,0.13,3 +95,Greece,9938844.0,-1.08,-108973.0,77.0,128900.0,16636.0,1.34,46.8,89.5,0.12,0 +96,Togo,9721608.0,2.17,206372.0,179.0,54390.0,-15010.0,4.07,19.1,44.2,0.12,1 +97,Hungary,9632287.0,-0.45,-43848.0,106.0,90530.0,-16331.0,1.5,43.9,72.0,0.12,0 +98,Israel,9517181.0,1.39,130160.0,440.0,21640.0,11466.0,2.75,29.2,91.4,0.12,0 +99,Austria,9113574.0,-0.08,-7239.0,111.0,82409.0,11254.0,1.33,43.6,58.6,0.11,0 +100,Belarus,8997603.0,-0.65,-59093.0,44.0,202910.0,-3020.0,1.23,41.3,84.4,0.11,0 +101,Switzerland,8967407.0,0.51,45426.0,227.0,39516.0,37253.0,1.44,42.9,74.4,0.11,0 +102,Sierra Leone,8819794.0,2.06,177772.0,122.0,72180.0,-11309.0,3.61,19.7,45.5,0.11,1 +103,Laos,7873046.0,1.33,103227.0,34.0,230800.0,-10645.0,2.36,24.9,38.3,0.096,3 +104,Turkmenistan,7618847.0,1.66,124349.0,16.0,469930.0,13268.0,2.63,26.9,46.5,0.093,3 +105,Libya,7458555.0,1.05,77532.0,4.0,1759540.0,-172.0,2.25,27.7,77.5,0.091,0 +106,Hong Kong,7396076.0,-0.25,-18833.0,7044.0,1050.0,17863.0,0.73,47.4,62.05,0.09,0 +107,Kyrgyzstan,7295034.0,1.52,109025.0,38.0,191800.0,1815.0,2.75,25.4,35.3,0.089,3 +108,Paraguay,7013078.0,1.21,83925.0,18.0,397300.0,-12423.0,2.4,27.0,68.0,0.085,3 +109,Nicaragua,7007502.0,1.32,91362.0,58.0,120340.0,-8371.0,2.18,26.0,58.1,0.085,3 +110,Bulgaria,6714560.0,-0.64,-43129.0,62.0,108560.0,-2961.0,1.74,44.8,77.1,0.082,0 +111,Serbia,6689039.0,-0.7,-47177.0,76.0,87460.0,-13086.0,1.5,44.4,73.6,0.081,0 +112,Congo,6484437.0,2.39,151476.0,19.0,341500.0,-2999.0,4.05,18.6,69.8,0.079,1 +113,El Salvador,6365503.0,0.43,27310.0,307.0,20720.0,-23934.0,1.75,27.9,79.9,0.077,0 +114,Denmark,6002507.0,0.42,25095.0,141.0,42430.0,22103.0,1.52,41.3,87.4,0.073,0 +115,Singapore,5870750.0,0.66,38363.0,8387.0,700.0,16892.0,0.96,36.2,62.05,0.071,0 +116,Lebanon,5849421.0,0.75,43459.0,572.0,10230.0,-10230.0,2.21,28.8,86.0,0.071,0 +117,Liberia,5731206.0,2.11,118389.0,60.0,96320.0,-9870.0,3.79,18.8,55.0,0.07,1 +118,Finland,5623329.0,0.11,6019.0,19.0,303890.0,18246.0,1.3,43.2,86.7,0.068,0 +119,Norway,5623071.0,0.83,46411.0,15.0,365268.0,29798.0,1.42,39.8,85.9,0.068,0 +120,State of Palestine,5589623.0,1.71,94180.0,929.0,6020.0,-23156.0,3.19,20.1,84.2,0.068,1 +121,Central African Republic,5513282.0,3.43,182592.0,9.0,622980.0,-14693.0,5.81,14.5,44.5,0.067,1 +122,Oman,5494691.0,4.04,213153.0,18.0,309500.0,113734.0,2.48,29.7,90.8,0.067,0 +123,Slovakia,5474881.0,-0.58,-31879.0,114.0,48088.0,-31377.0,1.57,42.3,54.0,0.067,0 +124,Mauritania,5315065.0,2.82,145670.0,5.0,1030700.0,-5044.0,4.56,17.4,60.3,0.065,1 +125,Ireland,5308039.0,1.01,53022.0,77.0,68890.0,35417.0,1.6,39.0,62.1,0.064,0 +126,New Zealand,5251899.0,0.73,37955.0,20.0,263310.0,17403.0,1.65,37.7,83.6,0.064,0 +127,Costa Rica,5152950.0,0.45,23040.0,101.0,51060.0,1000.0,1.31,35.2,85.2,0.063,0 +128,Kuwait,5026078.0,1.86,91571.0,282.0,17820.0,42775.0,1.5,34.8,91.6,0.061,0 +129,Panama,4571189.0,1.23,55612.0,61.0,74340.0,6151.0,2.09,30.3,70.7,0.056,0 +130,Croatia,3848160.0,-0.7,-27165.0,69.0,55960.0,-3481.0,1.47,45.3,61.7,0.047,0 +131,Georgia,3806671.0,-0.03,-999.0,55.0,69490.0,1283.0,1.79,37.3,62.0,0.046,0 +132,Eritrea,3607003.0,2.02,71400.0,36.0,101000.0,-6698.0,3.61,19.2,74.8,0.044,1 +133,Mongolia,3517100.0,1.2,41560.0,2.0,1553560.0,79.0,2.58,26.9,67.2,0.043,3 +134,Uruguay,3384688.0,-0.06,-1900.0,19.0,175020.0,-1338.0,1.39,36.4,62.05,0.041,0 +135,Puerto Rico,3235289.0,-0.21,-6915.0,365.0,8870.0,5495.0,0.94,45.8,62.05,0.039,0 +136,Bosnia and Herzegovina,3140095.0,-0.76,-24158.0,62.0,51000.0,-6994.0,1.5,45.7,56.3,0.038,0 +137,Qatar,3115889.0,2.21,67466.0,268.0,11610.0,36288.0,1.7,33.5,96.6,0.038,0 +138,Namibia,3092816.0,2.07,62685.0,4.0,823290.0,1866.0,3.17,21.3,54.4,0.038,1 +139,Moldova,2996106.0,-1.28,-38855.0,91.0,32850.0,-29766.0,1.72,38.6,57.7,0.036,0 +140,Armenia,2952365.0,-0.72,-21475.0,104.0,28470.0,-29013.0,1.71,36.6,63.8,0.036,0 +141,Jamaica,2837077.0,-0.07,-2098.0,262.0,10830.0,-11053.0,1.34,32.8,60.2,0.034,0 +142,Lithuania,2830144.0,-1.01,-28966.0,45.0,62674.0,-24618.0,1.22,42.3,68.2,0.034,0 +143,Gambia,2822093.0,2.25,62105.0,279.0,10120.0,-2984.0,3.8,18.6,61.3,0.034,1 +144,Albania,2771508.0,-0.73,-20257.0,101.0,27400.0,-24230.0,1.33,37.3,70.3,0.034,0 +145,Gabon,2593130.0,2.13,54178.0,10.0,257670.0,1116.0,3.54,21.5,83.7,0.032,1 +146,Botswana,2562122.0,1.63,40983.0,5.0,566730.0,-5665.0,2.66,23.4,75.6,0.031,3 +147,Lesotho,2363325.0,1.11,25902.0,78.0,30360.0,-5192.0,2.64,21.8,32.8,0.029,3 +148,Guinea-Bissau,2249515.0,2.19,48163.0,80.0,28120.0,-1373.0,3.68,19.4,46.2,0.027,1 +149,Slovenia,2117072.0,-0.08,-1625.0,105.0,20140.0,2711.0,1.58,44.6,55.7,0.026,0 +150,Equatorial Guinea,1938431.0,2.43,45915.0,69.0,28050.0,3812.0,4.04,20.9,63.6,0.024,1 +151,Latvia,1853559.0,-0.98,-18312.0,30.0,62200.0,-7330.0,1.35,43.6,67.5,0.023,0 +152,North Macedonia,1813791.0,-0.51,-9218.0,72.0,25220.0,-5645.0,1.47,41.0,69.4,0.022,0 +153,Bahrain,1643332.0,2.26,36283.0,2162.0,760.0,18128.0,1.78,33.4,62.05,0.02,0 +154,Trinidad and Tobago,1511155.0,0.22,3373.0,295.0,5130.0,691.0,1.52,37.7,49.1,0.018,3 +155,Timor-Leste,1418517.0,1.28,17879.0,95.0,14870.0,-2550.0,2.56,21.7,36.0,0.017,3 +156,Cyprus,1370754.0,0.92,12472.0,148.0,9240.0,7749.0,1.37,38.6,61.1,0.017,0 +157,Estonia,1344232.0,-1.2,-16314.0,32.0,42390.0,-13350.0,1.38,42.8,66.9,0.016,0 +158,Mauritius,1268280.0,-0.23,-2889.0,625.0,2030.0,-2784.0,1.21,37.8,41.5,0.015,3 +159,Eswatini,1256174.0,1.07,13352.0,73.0,17200.0,-5775.0,2.68,22.5,31.3,0.015,3 +160,Djibouti,1184076.0,1.31,15354.0,51.0,23180.0,-581.0,2.58,24.9,71.3,0.014,3 +161,Fiji,933154.0,0.47,4370.0,51.0,18270.0,-3288.0,2.25,28.1,60.8,0.011,3 +162,Comoros,882847.0,1.87,16219.0,474.0,1861.0,-2127.0,3.76,20.6,33.6,0.011,1 +163,RΓ©union,882405.0,0.43,3814.0,353.0,2500.0,-2585.0,2.13,38.1,62.05,0.011,0 +164,Solomon Islands,838645.0,2.37,19447.0,30.0,27990.0,1631.0,3.46,20.7,22.8,0.01,1 +165,Guyana,835986.0,0.59,4899.0,4.0,196850.0,-5092.0,2.37,26.2,26.6,0.01,3 +166,Bhutan,796682.0,0.65,5158.0,21.0,38117.0,455.0,1.44,30.5,50.3,0.0097,3 +167,Macao,722007.0,0.24,1745.0,24067.0,30.0,-328.0,0.69,39.6,97.1,0.0088,2 +168,Luxembourg,680453.0,1.1,7417.0,263.0,2590.0,5237.0,1.4,39.5,87.2,0.0083,0 +169,Suriname,639850.0,0.85,5419.0,4.0,156000.0,-967.0,2.21,28.6,62.4,0.0078,3 +170,Montenegro,632729.0,-0.9,-5750.0,47.0,13450.0,-9279.0,1.79,40.0,68.7,0.0077,0 +171,Western Sahara,600904.0,1.76,10398.0,2.0,266000.0,5030.0,2.15,32.6,97.0,0.0073,0 +172,Malta,545405.0,1.07,5798.0,1704.0,320.0,5161.0,1.11,41.1,76.5,0.0066,0 +173,Maldives,529676.0,0.36,1877.0,1766.0,300.0,-2283.0,1.55,32.7,39.6,0.0064,3 +174,Cabo Verde,527326.0,0.47,2449.0,131.0,4030.0,-1284.0,1.5,29.0,78.6,0.0064,0 +175,Brunei,466330.0,0.78,3609.0,88.0,5270.0,0.0,1.71,32.7,80.1,0.0057,0 +176,Belize,422924.0,1.4,5852.0,19.0,22810.0,360.0,2.01,26.9,48.6,0.0051,3 +177,Bahamas,403033.0,0.44,1750.0,40.0,10010.0,935.0,1.36,35.3,88.4,0.0049,0 +178,Iceland,398266.0,1.24,4870.0,4.0,100250.0,2709.0,1.5,36.2,84.0,0.0048,0 +179,Guadeloupe,373791.0,-0.35,-1315.0,221.0,1690.0,-1587.0,2.05,47.2,62.05,0.0045,0 +180,Martinique,340439.0,-0.8,-2756.0,321.0,1060.0,-2491.0,1.97,49.7,62.05,0.0041,0 +181,Mayotte,337011.0,3.22,10506.0,899.0,375.0,44.0,4.5,17.1,41.4,0.0041,1 +182,Vanuatu,335169.0,2.26,7392.0,27.0,12190.0,-52.0,3.53,20.3,25.4,0.0041,1 +183,French Guiana,313666.0,1.67,5144.0,4.0,82200.0,-909.0,3.29,25.0,94.5,0.0038,0 +184,New Caledonia,295333.0,0.92,2694.0,16.0,18280.0,440.0,1.95,34.5,75.7,0.0036,0 +185,Barbados,282623.0,0.06,156.0,657.0,430.0,-87.0,1.71,39.4,32.5,0.0034,3 +186,French Polynesia,282465.0,0.23,658.0,77.0,3660.0,-1199.0,1.48,36.1,65.9,0.0034,0 +187,Sao Tome & Principe,240254.0,2.0,4718.0,250.0,960.0,-650.0,3.53,19.5,78.2,0.0029,1 +188,Samoa,219306.0,0.59,1287.0,77.0,2830.0,-2815.0,3.75,19.8,16.3,0.0027,1 +189,CuraΓ§ao,185487.0,0.0,5.0,418.0,444.0,470.0,1.07,38.7,80.8,0.0023,0 +190,Saint Lucia,180149.0,0.23,405.0,295.0,610.0,-23.0,1.38,34.6,19.9,0.0022,3 +191,Guam,168999.0,0.73,1222.0,313.0,540.0,-493.0,2.71,31.5,98.8,0.0021,0 +192,Kiribati,136488.0,1.46,1970.0,169.0,810.0,-462.0,3.09,22.9,57.3,0.0017,1 +193,Seychelles,132779.0,1.81,2361.0,289.0,460.0,1590.0,2.08,34.3,43.8,0.0016,3 +194,Grenada,117303.0,0.08,96.0,345.0,340.0,-185.0,1.46,34.4,35.5,0.0014,3 +195,Micronesia,113683.0,0.46,523.0,162.0,700.0,-1125.0,2.71,23.3,23.5,0.0014,3 +196,Aruba,108147.0,0.07,81.0,601.0,180.0,111.0,1.6,41.5,44.7,0.0013,3 +197,Tonga,103742.0,-0.42,-433.0,144.0,720.0,-2150.0,3.07,20.8,26.0,0.0013,1 +198,St. Vincent & Grenadines,99924.0,-0.69,-692.0,256.0,390.0,-714.0,1.75,34.4,61.6,0.0012,0 +199,Antigua and Barbuda,94209.0,0.47,437.0,214.0,440.0,12.0,1.58,36.3,28.5,0.0011,3 +200,U.S. Virgin Islands,84138.0,-0.9,-767.0,240.0,350.0,-357.0,2.07,44.8,62.05,0.001,0 +201,Isle of Man,84118.0,-0.05,-42.0,148.0,570.0,166.0,1.53,46.1,56.7,0.001,0 +202,Andorra,82904.0,1.18,966.0,176.0,470.0,843.0,1.1,43.9,82.3,0.001,0 +203,Cayman Islands,75844.0,1.86,1387.0,316.0,240.0,888.0,1.51,38.7,89.1,0.00092,0 +204,Dominica,65871.0,-0.5,-334.0,88.0,750.0,-242.0,1.47,36.3,84.5,0.0008,0 +205,Bermuda,64555.0,-0.13,-81.0,1291.0,50.0,-2.0,1.41,46.0,93.0,0.00078,0 +206,Faeroe Islands,56002.0,1.09,602.0,40.0,1396.0,386.0,2.2,37.1,39.5,0.00068,3 +207,Greenland,55745.0,-0.17,-95.0,0.0,410450.0,-265.0,1.91,35.1,90.7,0.00068,0 +208,Saint Kitts & Nevis,46922.0,0.17,79.0,180.0,260.0,18.0,1.51,36.2,39.4,0.00057,3 +209,Turks and Caicos,46855.0,0.69,320.0,49.0,950.0,177.0,1.44,39.2,79.4,0.00057,0 +210,American Samoa,46029.0,-1.57,-736.0,230.0,200.0,-1051.0,2.25,29.0,62.05,0.00056,3 +211,Sint Maarten,43923.0,1.32,573.0,1292.0,34.0,530.0,1.43,41.8,99.8,0.00053,0 +212,Northern Mariana Islands,43541.0,-1.66,-737.0,95.0,460.0,-963.0,2.28,38.0,62.05,0.00053,0 +213,Liechtenstein,40128.0,0.65,258.0,251.0,160.0,194.0,1.54,44.5,14.7,0.00049,3 +214,Gibraltar,40126.0,2.03,797.0,4013.0,10.0,549.0,1.88,38.8,88.5,0.00049,0 +215,British Virgin Islands,39732.0,0.66,261.0,265.0,150.0,153.0,1.06,38.6,43.4,0.00048,3 +216,Monaco,38341.0,-0.75,-290.0,25732.0,1.0,100.0,2.09,53.6,62.05,0.00047,2 +217,Marshall Islands,36282.0,-3.37,-1266.0,202.0,180.0,-1698.0,2.82,20.4,62.05,0.00044,1 +218,San Marino,33572.0,-0.03,-9.0,560.0,60.0,122.0,1.16,48.6,62.05,0.00041,0 +219,Caribbean Netherlands,31338.0,2.16,663.0,96.0,328.0,600.0,1.45,39.6,65.6,0.00038,0 +220,Palau,17663.0,-0.18,-32.0,38.0,460.0,-16.0,1.86,38.5,62.05,0.00021,0 +221,Anguilla,14728.0,0.89,130.0,164.0,90.0,70.0,1.35,38.7,62.05,0.00018,0 +222,Cook Islands,13263.0,-3.39,-466.0,55.0,240.0,-460.0,2.0,37.1,62.05,0.00016,0 +223,Nauru,12025.0,0.65,78.0,601.0,20.0,-122.0,3.25,20.2,94.2,0.00015,1 +224,Saint Barthelemy,11414.0,1.39,156.0,544.0,21.0,158.0,0.83,39.0,62.05,0.00014,0 +225,Wallis & Futuna,11194.0,-0.74,-83.0,80.0,140.0,-83.0,1.4,38.2,62.05,0.00014,0 +226,Tuvalu,9492.0,-1.6,-154.0,316.0,30.0,-255.0,3.14,24.2,86.0,0.00012,0 +227,Saint Pierre & Miquelon,5574.0,-0.96,-54.0,24.0,230.0,-8.0,1.28,47.2,62.05,6.8e-05,0 +228,Saint Helena,5197.0,-0.76,-40.0,13.0,390.0,1.0,1.64,50.9,33.4,6.3e-05,3 +229,Montserrat,4359.0,-0.68,-30.0,44.0,100.0,-9.0,1.45,41.6,11.5,5.3e-05,3 +230,Falkland Islands,3469.0,-0.03,-1.0,0.0,12170.0,-17.0,1.7,42.8,68.0,4.2e-05,0 +231,Tokelau,2608.0,4.07,102.0,261.0,10.0,53.0,2.57,27.3,62.05,3.2e-05,3 +232,Niue,1821.0,0.11,2.0,7.0,260.0,3.0,2.46,35.7,44.5,2.2e-05,3 +233,Holy See,501.0,1.01,5.0,1253.0,0.0,13.0,1.0,57.4,62.05,6.1e-06,0