billionaries-wizualizacja/Prezentacja_wykresy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cb8f7a05-40a5-46cf-8900-88da58e8690f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "import pandas as pd \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5a5c0cd6-6606-4983-b945-eeed8b5afe24",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "222be866",
   "metadata": {},
   "source": [
    "# Analiza rozkładu majątków miliarderów w różnych krajach, branżach i regionach\n",
    "\n",
    "## Kraje"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ce7d046",
   "metadata": {},
   "source": [
    "**Wykres pokazuje kraje z największą liczbą miliarderów. Jak możemy zauważyc na samym szczycie znajdują się USA, Chiny i Indie**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4a7a3ea1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppl_in_countries = df.groupby('countryOfCitizenship')['rank'].count().reset_index().sort_values(by ='rank',ascending=False).head(20)\n",
    "ax = sns.barplot(ppl_in_countries,x='rank',y='countryOfCitizenship',orient='h',hue = 'countryOfCitizenship', legend = False, palette='rainbow')\n",
    "ax.set_title('Kraj z największą liczbą miliarderów')\n",
    "ax.set_ylabel('Kraje')\n",
    "ax.set_xlabel('Liczba milarderów')\n",
    "for container in ax.containers:\n",
    "    ax.bar_label(container, fontsize=8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af5b7d38",
   "metadata": {},
   "source": [
    "**Wykres obrazujący liczbę miliarderów biorąc pod uwage liczbe mieszkańców danego kraju**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "06a5d02c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Vem21WuXn55fbZUjiygLXdZ1bDloSE+W1fr0KnDkjd4tFSk6WPPLey8Tw8JAlMVGyWJzYyZCRB88FAAAAAPIaPjm5opvcclC+vtLFi3KLiFDoBx9oytmzSrLbdenSJfXr10+tWrXS+PHjZbFYdPToUcXGxqpXr15q37694uLiNGHCBEVGRurcuXOqXbu23nnnHe3Zs0dfffWVChUqpOPHj8vPz0/vvvuufJwcSuA4hcBAea1ff6XWTLJcvCh7q1a39HgAAAAA4EqY4NAF3eyWgw5Wq77fu1dv162rmTNn6vXXX9fChQsdq8+cOaPPP/9cEydO1PTp0xUZGamtW7eqSpUqmjp1qhYuXKjQ0FDHhID79+/XkCFDNH/+fHl6emrt2rW3fA72xo3lxDUFpv0AAAAAADfGlQUuJu2Wg+muKLiOMffco827d2vtnDnad/CgLl++7FjXvn17eXh4yM/PT3Xr1tX+/fvVunVrHThwQEuWLNGxY8d04cIFxz5VqlRR6dKlJUnVqlXTpUuXbvk8DG9v2QMD5bF3b+YmOrx4UfbAQBne3rf8mAAAAADgKriywMXc6JaDu86d09n/frA3JLlbLOr3558KvnRJNVNT1atXL9NkIu7u7o6/p6amys3NTUuXLtUXX3whX19fde3aVZUqVXJs4+np6fi7xWK57YlJLnfpolR/f+nixRtvePGiUv39dblLl9t6PAAAAABwFYQFLuZGtxxcER6u9RERkqSDFy+qnLe3jsXFaVBgoIISErRjxw6lXnUHgk2bNik1NVURERHav3+/AgMDtXPnTnXu3Flt27aVJB0+fFgpKSnZczIeHop77jkl16kjy4ULsly4IKUFEIbhWJZcp47i+vXLkxM1AgAAAEBexKcnF2NJTr7uHQT6VKumEbt3a8mxYypVoIDGN2yoC3a7Hv/9dxXy8FCNFi2UmJjoGFZgt9s1cOBAJSUl6ZVXXlHRokX12GOPadKkSfr+++9VsGBB1alTR6dPn1b58uWz54SsVl3u3l0JHTumvwVkq1ayN27M0AMAAAAAcJLFuJNvUpkFIiMjZbfbM7Vtfrj3Z6EpU+R2C7ccTPXyUtwLLzgWjR8/XvXr11f79u2zocq8Lz/0GlmDXruG/2/vzuNsLvs/jr/OPruZsY0t22TGMvZ7SLKlspQoud25C9mKUtLd7Va0KXVLUalkidAvpWgR2RWaEDJoMhjMGGMMs5s5c7bfH8O5nVAqmWbm/Xw85tH5Xt/lXN/rcybz/ZxrUZzLD8W6/FCsywfFufwoL7G2WCxUrly5pKsBaBhCueOIifn1Mf4/Yzg7OaCIiIiIiIiUDxqGUM44YmPxW7fukpMc/tJ55xs3btyVq5SIiIiIiIj8pahnQTlzbsnBy+5doCUHRUREREREyh0lC8ohLTkoIiIiIiIiv0TJgvJISw6KiIiIiIjIL9BTYHmlJQdFRERERETkEpQsKOc8AQEUdepEUadOJV0VERERERER+YvQMAQRERERERER8aGeBaWc4cwZ7zCC57dvZ192Ng6LhZSsLGrXrg1Az5496XMZkxT279+fadOmERER8WdXu9QznDkDX31F4MaN4HDgMZspbNyYhcnJrNqwAY/Hg9Pp5IYbbmDIkCGYNe+DiIiIiIiUInqCKa0cDvyXLsWyZw8egJAQJjRtCh4PqenpjNi9m0W33FK8koEeVK+cc+2+dy8EBGAwmcBgwGC389rs2aTZ7czs3RvrP/5BkdvNCy+8wNy5cxk+fHhJ11xEREREROSy6SmyNHI4CJw9G2NaGp4KFXz3GQwQHAxGI+Y9ewjMyOC2jRu9PQbS0tJ45JFH+OCDD3jxxRfJzs4mNTWV++67z3uJ48eP8/jjjzNmzBhatmzJ4sWLWbNmDW63m2bNmjFq1CgWLlxIQUEB999/PwDTp0+nbt269OrV62q2xNV1fruHhBS3c24uACftdj4/cYLlXbsSeuAA7lmzYNgwRo8ezZYtWygoKOC1117j4MGDuFwu7rjjDnr27MnKlStZuXIlubm5tG7dmuzsbGw2G/v27SMnJ4ehQ4fyzTffcPDgQa677joefPBB8vPzmTJlCidPnuTUqVM0btyYJ598kh9++IEFCxYQGBjI0aNHqVy5MhMmTGDLli3ExcXx9NNPA7B48WJycnIYNmxYCTamiIiIiIj8lWnOglLIf9kyjGlpEBLyyweGhGBMSyvuMn8JQUFBzJ8/n44dOwJw8uRJxo8f700UbNu2jb179/L2228ze/ZsioqK+Oyzz+jWrRvr16/H7XbjcDjYvHkzN95445W8zb+cX2r3PZmZ1AsOJtRq9ba7/9KlhIeHc+utt7Jw4ULq1q3LO++8wxtvvMGnn37KwYMHAUhPT2fmzJk88MADAGRkZDBr1iwGDx7M9OnTGTNmDLNmzWLFihXk5eURFxdH3bp1mTFjBgsXLuSnn35i//79AOzbt49Ro0Yxb948rFYra9asoVOnTuzevZu8vDwAvvrqK7p3736VWk1EREREREoj9SwoZQxnzmCJj7+wR8GlhIRgKCqCgoKL7m7cuLHP9lNPPUVkZCQtW7YEYPv27SQkJDBixAgAioqKMJlM9OnTh2uuuYbvv/+eM2fO0Lx5cwIDA3//jf3F/Vq7ewDDedvfFhby+vz5uFas4HRWFpUrV6awsJBVq1YBcObMGQ4dOgRAgwYNfOY0aNu2LQARERHUrVuXsLAwAIKDg8nLy+PGG2/kxx9/ZMmSJRw5coTs7GwKzsa3bt26VK1aFYDIyEhyc3Px8/Pj+uuvZ/369TRo0ICgoCBq1qx5JZtHRERERETKGCULShnL1q3FcxT8BgbAvGsX1K2Lw+Hw2efn5+ez/dBDD/H+++/z9ddf06FDB9xuN3379qVfv34A5OXlYTAUPxZ3796dNWvWcObMmcuaQLE0+7V2b1ihAofy8shzOAiyWLiuShXa2WwUdunC9c88Q8WKFXniiSdo0KABAJmZmQQGBrJu3boLYmCxWLyvTSbTBe/1ySefsGHDBm677TbuuOMOkpKSvPusVqv3tcFgwOMprnX37t2ZOXMmR48epVu3br+nCUREREREpBzRMIRSxhIff/HhBw4HpsOHsXz3HW9s2sTJggLuWr2atsuXc8rhYPTs2fTu3ZuXXnqJEydOMHToULZs2cLcuXMZOnQohw8fBqBhw4aMHTuW119/nSNHjrB7925Wr17NpEmT+PLLL3nuuedYsWIFAO3bt2fPnj0cO3aMFi1aXFb909LS6N+//5Vqjqvmku1+VrWAAG6tWZMJu3aRVVQEgDs4mE0rV2I0GmnRogWfffYZHo+HrKwshg8fztGjR39XXb7//nt69erFTTfdBOCdB+GXNGrUyDuEoXPnzr/rfUVEREREpPxQsqCUMTidxZMYnuNyYd67F9umTZiSkjC4XIzx96eK0cibRiNVgGk2Gxa7HXNhIcbUVEwGA//XsCF/CwqiKDub9/75T+pWqeK95NNPP+2d2HDmzJl07NiRuLg45syZQ9WqVenTpw9Dhw7FarVSp04dAgMDvb0NLkd2djYrV668oLx///6kpaV5tz/99FMGDBjA8ePHmTt3Lps3b/5dbfZzv+dh+YJ2v4jHmzThbxUr8uB333H3119z19dfsyY5mbfeeouBAwdSVFTEfffdx+jRo7nnnnuIjIz8XfW/8847ee+99xg+fDjTpk2jSZMmHD9+/FfP69SpE02aNMHf3/93va+IiIiIiJQfBs+5fspyUSdPnryg6/6lGAwGqlWrxvHjx/mzmjXw9dcx2u3FD64uF5YdOzDk5YHN5nugx8PxjAwGGwyszszEExjI61WrsiM3l11uN1UMBpoFBLDT7WZpq1YM2rmTZIcDu9uNx+PhX//6Fx9//DFJSUlUqlSJKlWq0L17d3bt2sXhw4c5cuQIRWe/QY+NjeWZZ57htttuw2q1UlRUREhICJMmTQLg5ZdfJjk5GaPRSKtWrdi+fTsPP/zwBd3h+/fv71214dNPP+Xjjz9m6tSpVK5c+Yq2YefOnVm/fv1vOsen3c8KDg4m9+xqCBfl8eC22ch/6KHfW9UrwuPx4HQ6+fe//819991HkyZNSrQ+pc3V+L2Wkqc4lx+KdfmhWJcPinP5UV5ibbFYrvjzz++lOQtKGUdMDLZ166BCBcwJCZdMFJiOH8fgcEBgIJjNGPLyMJrNnLZacQMBBgNf5ecD8FxSEphMXGsyMfOWW2i/bBlLlizhxhtv5N1336Vy5crEx8eTk5NDREQEJ0+epLCwkICAAM6cOcOOHTt48sknKSoqolWrVpw4cYJDhw7x/PPPYzKZSEtL429/+xsJCQnExcVdtBdC586dvRPzffrppyxbtoxp06YRHh4OwIsvvkjz5s1p3ry5d+z//v37sdlsTJgwgWrVqrF7926mT5+O0WikadOmxMXFsWjRItLS0nj++ecpKCigUaNG3vcsLCzk5Zdf5uDBgxiNRvr168ctt9zCypUr2bJlC6dPn+bkyZP06NGD/GPH2BkfT4ifH6+1aYPfReYS+DlDTg6OLl1+Z6SvnNOnTzNw4EBuueUWJQpEREREROSyaBhCKeOIjS2edd/hwJSefmGiADBmZEBREZx9oDUUFhYnDJxO/mY2U9Vo5OPQUBqaTIQCz9tsNA4NxWqxMHXzZlxOJ507dyYjI4OioiLMZjM2mw2z2UxWVha9e/cGoGfPnhiNRqpVq4b5bAKgRloaH5xdYeF0ejopyckUFhayfft2QkJCCAwM/MXx9Z9++inTp0/n9ttv9yYKfi4pKYnevXszZ84cGjZsyNKlS3E6nUyaNInHH3+cWbNmUblyZe/7TJ8+nZtuuonZs2f7PCzPmzeP4OBg3n33XV555RXmz5/vXc4wISGBl156ienTpzNv3jz+1rMni1u1wmAwEHfy5G+KV0mrWLEiX3zxBQ+VcA8HEREREREpPZQsKGU8AQE4YmIwJSZefHZ+txtjfr43UVB8kgfOzrBvOjt0AM4G32Dg62PHWJ+Whp/JRK/69bEaDCz75BNSUlIwmUzcd999AFSpUoW8vDw++eQTADp27Fi85F92NrazD9nfnjjBPzduBIqXWeTsA3u1qlWZPXs27dq1w+PxMGvWLEaOHMmpU6d8qv/xxx/z6KOPMnfuXA4fPsxdd91FXl6ezzGhoaFERUUB/1se8NChQz7lt956q/f4Xbt2ceONNwLQtWtX7zKFO3fupGfPngBUqFCB66+/nl27dgEQExNDYGAgERERALRs1w5HTAzVzGZyL2dYSk4OjpgYPAEBv36siIiIiIjIX4ySBaVQQZ8+GOz2i+4z5uT8L4ngcoHHg+fchHZGY/FEfWeZDAbOeDzEuVzUN5uJqlCBcKuVQreb7OxsOnfujNFoZPv27Xg8HgwGAwUFBdSuXRuA2jVq4HQ4MNjttDo7hGB0dDRvt20LQGRICCFWKwYgxmjkow8+YO3atfj5+TFs2DBq1arF2rVrferfq1cvUlNT6devH+PHjycmJoagoCCfYy62PKDRaMTtdl+0Tc5fQtBgMGA0Fn/sfz7WyePxeHsjnL98IRQvYVjQp09xWxYUXPR9vHJycEdEUFDGl5MUEREREZGyS8mC0shsxtG8Oe6qVTHY7cXDDFwujFlZGFNTMeTmstpuZ2RAAOlGI72Dg5l77uH3vAdkE1DVaKSKxcLBggI+OXqUYd9+SwWLhWuDg3n77bdxOBwcOnQIh8OBy+XC4/Gwf/9+AB4bPhwTcMbjoW+dOgA888MPDN2yBYCk3FxurVkTA/BZUhJvvfMO0dHRFBYWsm7dOvbu3UvBzx68O3fuzLp16/j73/9Obm7ury4JeE7t2rXJz8/31m3VqlXeuRFatWrlXX1h8+bN3okZW7RowfLly4HiFRo2bdpE06ZNf7Hdnddei6tmTQw5OZCZ+b/29HgwZGdjyM7G2aQJ+cOGgVlTgoiIiIiISOmkp5lSymOz4WzYEGe9eli/+w5TSgpfmUzMrliRQoOBoyYTw+12Hjp1ijyrlYHh4TxQVEQX4PGzvQDmhoRw1OXihfx8KhmNOCwWqgcE0CwsjBCbjaqDBzNv3jzatWtHQEAAERERmEwmgoKC+Oqrr3g/OpqjZjOjv/uONxMSiOvRg2n79rH17NCC3tdcQ986dViWnIwBsAAJP/7INddcQ1RUFPXq1bvg2/2KFStSu3ZttmzZQkBAANu3bycuLu5X28NisTBhwgRefvllAOrXr4/t7HwOo0ePZvLkyaxYsYLo6GgCzg4NuPfee5k2bRqDBw/G7XZz9913Ex0dzeHDhy/9RkYjjpYtyevYkaADB/Bs3AgOBx6zGUeXLjhiYzX0QERERERESj0tnfgr/mpLJ55j3bAB24oVWHfuxHT6NCfMZgbYbCzJzibNamWEvz9hwMPZ2dx45gz7bTYsNhu1QkLYFRzMS/n52IEwg4GJAQHUstkY7HIxvEEDWlesiNtmI/aTT1i2bBnDhw+noKCAO++8k6pVq/Lll19iyc3lZFoakaGhvNCyJRajbyeV1l98wWddurDy2DFm7t/P8htv5KuDBzkYFsbAJ55g8uTJ7N69m6CgIP7973/z73//m4EDB7J3716OHDnCmTNnuPnmm0lOTiY7OxuLxcIDDzxAkyZNSEpKYvr06RQWFpKZmUnfvn3p27cvM2fO5J577iEwMJBNmzaxZs0ann766T+l/cvL0i2iWJcXinP5oViXH4p1+aA4lx/lJdZaOlH+GIcDU0oK/uvWFa96YLWSCTiBM243jU6f5saKFVni789rwcGMq1CBDoWFHLJYcBsMnMrNZVpwMAHAv/Ly6JuTQ6jFgunsUIV34uNx1q0LwKBBg4iMjGT//v1s3LiRDh06kJaWxqLYWEIbNWLQ5s18d/Ik7c/2VjjfkiNHWHDwINX9/Rm3YwcvtGjBqh07uPfee/H396dTp07k5eXx3//+13uO3W5n0aJF9OrVi3379jFmzBiioqI4duwYjz32GAsXLmT58uXcfffdxMbGcvz4cYYMGcJdd91FaGgoo0aNwmw2ExYWxtixY69CMERERERERMoeJQtKG4eDwNmzMaWkFI+Jd7vBYCDa7aaLy0X38HAaBgcTa7fzdmYmJ/z9ed5m4yt/f6ZkZZEeHMwrhYU0M5t5KT+ffwUE8HheHq+2bs2Ab7/1vo2rRg0AsrKyqFmzJhUrVqR+/fqsWbOGZs2aEWYyYXC7qRscTNZ5KyycU83fn60ZGbzepg3jd+zg9aZNqeLvz7wbbuDGDRt49913vRMXTpgwgW7dupGYmEijRo3YvXs3DRs2JD4+nilTpniv6XQ6OXHiBA888ABbt25l0aJFHDp0yDvvQf/+/enfv/+f2foiIiIiIiLlgiY4LGX8ly3DmJaGMScHV3g4WK3e5QknFhWxqqCA5k4n31utPBgWRkBREWEeDw/n5LAsKIjWhYU4gUy3m8cCAnA5HNgNBt5JSsINcOYMripVcJ03rKB+/fpA8TKFhYWFmEwmPGZz8aR+cPElHIFJLVrQtnJlBtSrx/idO3G4XHjM5ouuQuA8u0rD7t27mTJlCkOGDMFqtTJ79mzvz5tvvklERATPPPMMX3/9NbVr12bo0KFXtoFFREREREREyYLSxHDmDJb4eAgJwXjiBPj54apWDU9gIF8bDKw0GKjq8dDZYOC0ycTI7GyWWa1gNHIkMJAGLhf1CwrwAD+6XDyWk8M8t5swm41HGjUC4CejEWdkJEe3b/e+r3XdOvZt28ZLL73E8ePH2bp1KztDQyEn5xfraz2bcBgUGYnVaOSN3btxxMTQokULvvjiCwBSU1OJj4+ncePGAMTGxjJt2jSee+45atSowerVqwGIj49nxIgRuFwuvv/+e4YMGUL79u354YcfAC571QQRERERERH5dRqGUIpYtm71fotvcLvPvjDgrlwZi93OtPx8mhYW0sbtZrjLxZSQEADygEM2G3MMBr6226kDzMjPZ4/bTcOgIN6oX58dKSkALDt8mOy9e6nh50clm40Mu51lBw+SfeYMsaGh7A8MpNq11/L4kiW8Hx19WfU2GQw827w5A77+mhiDgYceeoipU6eyatUqAMaOHUulSpUuOO/JJ5/k1Vdf5YMPPsBoNPLMM89gsVgYOHAgo0ePJigoiJo1a3onOqlZs+YfaF0RERERERE5R8mCUuRcrwIAj9GI4bxv02NtNoYD95tMOM928+9hsTDWZqNXTg5VzWbuBqw2Gy917Egdf3/eT0riw6QknkhNpUZkJNWPHWPqtdeyIisLgBFRUbT+4gtynE7W3HILO06d4p0ff+T1OnVY37s3RT/+iPnoUT4+coTZiYnUCgzk5datOW23E2Q2M2v/fhKys7GZTDx/7bWsHTGCFR4PEydOxG63U1RUxNixY2nRogWJiYls2bIFgBMnTgBwzTXXMHr0aO/KB5MmTaJv377069ePfv36XbV2FxERERERKW+ULChFDE4nGAwAuKtWxZSUBDabd//tNhu3n7ftZTQy8vrrqeFwUNilC0WdOpEP3H72B8D/o48wG40QEsKI81Y2eLhhQ/ZlZWE0GGhdqRKtb7gB0tLomJJCXPPmGDZvZl6DBniCg7k/Lo7N6ek0rFCBA7m5TGjWjEahoby8YweLs7MZcvvtfDZuHM8//zxhYWGsWLGCjz76iBYtWjB58mTuv/9+YmNjee+999i5cyfAJVc+EBERERERkT+PkgWliMdsxmC3g8GAq0YNzElJl5xc8H8n+R7hiI294JBzcyF4KlS4YF9WURGrjx+nXXIyt9WqVVwYEoIlPp7mPXsSMm4cHyxYQPKOHRzNzaXg7ESF4TYbjQ0GyM7m2zNnaNikCUarleeee44tW7aQnJzMDz/8gNFoJDs7m4yMDGLP1q1ly5bMnz8fAH9/f/bs2UNiYqLPygciIiIiIiLy59EEh6WIIybmf5MKWiy4qlQBu/0XzzHY7Sxv2JDqTieOmBg8AQEXHGPZuhWPw4EpKQnLd99h+fZbLN99hykpiRP5+fiZTHx85IjPOXOOHiVuwQImvfgixuuu48Zx42jWoAFusxmP0YjVZKKwSxdyx43jSFYWHoOBgoIC7r//fo4fP06zZs244447vCsjnL9Cgtn8vxzWkSNHOHnypFY+EBERERERuYqULChFHLGxGM7bdjZsiCco6JcTBgYDrpAQ3BERFPTpc5GLOgh4/31s8fGYkpIwOJ0YPJ7iIQ+HDrHjxAlqG40cys1l39m5DG5ZvZr3jx/niw0baN26NfPnzyesenW+O3KEt5OTeeTgQU45nZxo1oxX33kHgG+//Zbk5GRSU1PZu3cvM2bMYPPmzRw9epT//Oc/FBYWMmzYMAoLC71zFwBs2bKFevXq0b59e15//XUA7rnnHkaOHMmpU6f+aJOKiIiIiIjIRShZUIp4AgJ8excYjThatsRdpQoGu714iML5cnJwBwfjbNGC/GHDwPyzUScOB4GzZ2M6fhyPzQZ+ft45ETAY2GwyUcFoZJbFQlVgZFwc/TduJNfh4ImYGEZFR7NlyxZOnTrFxIkTcbvdtG7dmhdeeAGbzcb+/ft55JFHALjuuuuoX78+brebQ4cOYTQasdvtFBQUMGPGDGbOnElqaiqDBw/m+PHj3ipGRkayaNEiBg0aRGJiIhEREUyePJlatWqxdu3aP6ehRUREREREyjnNWVDKFPTpQ2BGBsa0tOKVEUwmnI0b42zQANOxYxhPnCheVtHhwNG8ObkTJuA5u4LCz/kvW4YxLQ2Pv7/PygrnLLXb6W61EurnxyS3m2F2O3Ouv57+GzcSFRJCRFgYU6ZM4ZFHHuHNN99k/vz5fPnll9hsNiZOnEjr1q291xo3bpz39YIFC/Dz8wMgKSmJZcuWkZycTEBAAAMHDqR58+bEx8cDUKdOHXr37k23bt1IS0tj27ZtfPbZZ+zdu5fq1atfyaYVERERERGRs5QsKG3MZvKHDsV/2bLipRShOBlgseCqXRt3WBhQPL9BQZ8+F/YmOOv8SQ0vtrJCptvN1w4H8U4nS872WCjyePjyyJHioRB5eTg6dMDhcHjPGThwIJ07dyYuLo6ZM2eSkJDAP//5zwve+1yiYPPmzcydO5e+ffvSrVs3srOzL3nbP/30E88++yz9+vWjY8eOGI1Gn3kORERERERE5MrRMITSyGKh4K67yB03jsIuXXDbbHiMRtw2G4VduvB5+/bcs3o1Q0aM4L777uODDz648BJbt3pXUnDVqOEzFwLAF0VFNDebWRMWxsrQUFaGhvKoxcLigwc5WVjI/rw8HLGxbNy40XvO4MGDAejXrx99+/Zl//79ABiNRlwX6bnw/fff07lzZ7p37054eDi7d+++6HEAP/zwAy1atOD222+ndu3abN++Hbfb/dvbTkRERERERH6VehaUYp6AAIo6dcIRG4tl61Ys8fFkbdnC25s2MffBBwno1IkzBgMPP/wwNWvWpH379t5zLfHxxcMYwLuywprUVOY4nbiAwy4XN1utPu/XJzCQGVlZ2EwmpqWm4v/II3To0IHMzEwyMjLo27cvDz74IBEREfj5+TFmzBgAbrjhBoYMGcJbb73lc71bb72VSZMmsXHjRiwWC40aNfLOV3D69Gl27drlPbZz585MnDiRIUOGYDKZqF+/Pqmpqb/aRrt27WLevHlMmzbttzewiIiIiIhIOaVkQWnmcOC/dCmWPXuKewmEhJBtt+N0u3Ft2EBwXBx+MTH851//Im77dmbMmMGoUaPYvXs3Y5YuJTIoCE9REcl2Oz2sVr6227EDVU0mYsxm9jmdrC8qIsJo5Kn8fABuNJvZZrWyYMkSsvLyeOWVV6hduzbjx4+nQ4cO1KtXj+bNm5ORkcHrr79OWloabdq04emnnwZg/fr13urXq1ePuXPnXvTWGjVqBPjOdfDzZIOIiIiIiIj8OZQsKK3OrmRgTEvDU6GCt7hBSAgdIyLovX07USEhtE5K4ubERNr37s0zzzxDoNvNdzt3gsfD/VlZxPr7099oZIfDwWmDgXl2O63PnGF7YCDP+PmR5HLxVH4+L1qt+AH32e1UCg8Hs5lBgwYxYMAA9u/fz7PPPsuoUaMwmUwUFBSQlZVFUFAQfn5+fP755yxbtowFCxYQFBTEK6+8QlpaGgCDBg2iXbt2zJs3j71793Ly5EluvfVW7/24XC5effVVDh06RFZWFjVq1OC5554jKyuLJ554ggYNGrB//35sNhsTJkygWrVqbNu2jRkzZmCz2ahVq9bVjoyIiIiIiEipp2RBKXVuJQMustLBf2JiGBIZSVxGBt+mpzNk9WombduGw24nMzOTXcnJ+Hk8bHM48NjtdPDz42/BwTyWn8+9Nhs2mw2zx4PD5WJtURFZHg+f2GzUCgoiODOTvLw8BgwYQHZ2NgsWLCAvL8+7XKLT6SQ9PR2n08m4ceNo0aIFXbt2pUaNGjz77LMcO3aMO+64g2effZb09HQGDRpEpUqVyMvLIzAwkAULFrBy5UoOHDjAf//7X6Kjo7FYLFSqVAmn08nevXt577336NWrF0lJSTz++ONERUXx+uuvs3TpUoYOHcrkyZOZOnUqdevWZcqUKSUQHRERERERkdJNExyWQudWMrhYomDTiROsTk2lir8/vapX52W3m39brXyWm8v1lSuzOT4e3G46WK38n83Gc35+nHI6cWVmUs9koqrBwEh/f+qYTBQZDPSoUAEDcMjjYUNWFte3b09BQQEDBgzAYrEQHR2NzWbjhRdeoHLlytSrV4/bb7+dpk2b8tFHH7Fw4UIAqlWrxsyZMzEYDLz//vsMGTKEESNGAPDoo49y8803k5mZycGDBwFwOByMHTuWiRMnkp2dTXBwME2aNMHf358VK1aQnZ1NaGgoUVFRAERGRpKbm0tSUhKVKlWibt26ANxyyy1XISIiIiIiIiJli5IFpdD5Kxn8nJ/JxIyEBI6fOYM5IQFyczlkMNDAYKCDx8O8U6dobrHw3+BgqnP2A2A0Ms5i4ZjTiRO42WqlocWCH7AlO5sKFgsOh4MzJhNpp05hMBjYvXs3UVFRhJxNWJw4cYITJ06Qk5PDzp07OXDgAMePH2fNmjXYbDbatm2LwWDAYDBQp04dHn/8capUqcKzzz5LTEwMfn5+XHPNNd5JDf39/TGZTGzevJlt27Z5f4qKinC73Rw7dgzreRMwGgwG71KK5y+paL7E0pEiIiIiIiJyaWU6WVBUVMRbb73FoEGDGD58OJ9//nlJV+mKuFSvAoDWlSox9NpreXjrVnofPkyvwkJcwANBQbRJTSXD4yHQYOAru51WNht/83h45cwZBjgcOIFsj4cHcnOJcziodDbJ8FBICMmFhWQ5nRQVFeHxeIiPj+eJJ54gJSUFu93O1KlTsZxNKlStWpVatWpx7NgxnnvuOQwGA0Zj8UetRYsWZGVlYTQasdvtPPXUU+Tk5Hjrf27pxHPHf//995jNZmbPns2rr76Kn58fd999t7dHwc/Vr1+frKws77KN69atu0KtLiIiIiIiUn6U6WTBwoULOXToEBMnTmTo0KEsWbKEuLi4kq7WH2ZwOsFguOT+W2vV4uM6dfgsIIDPQ0P5T2AgVqMRa14eceHhtLFYeK2ggFH+/kypVAl3YCAej4e2DgcADo+HAo8HCzDSYuG2sDAMJhPdunXj0Ucfxc/Pj7p161KlShUiIiKw2WyMGjWK4OBgAgICcDqdHDlyBI/Hw3PPPYfL5WL+/PnExcXRs2dP8vLymDx5MpmZmTRp0oSwsDAKCws5evQoTZs29b2XW2/FbDYzePBgJk6cSN26dZk7dy55eXkXvXez2cyTTz7JSy+9xPDhwykoKLhi7S4iIiIiIlJelNk+2oWFhaxdu5bx48dTr1496tWrR3JyMitXrqRt27YlXb0/xGM2Y7DbfzFhYDxxAmy2807ycO7oWIuF4f7+jMrLw+nxgMVCO39/phUVcavHw+zQULa5XGwzmfC0aYPBZqNr/fo0aNCAunXrMnLkSJYsWcIDDzxAtWrVuPnmm4mNjWXNmjXs37+fo0eP0qFDB7755htmzpzJmDFjCAkJYe7cubjdbl5++WViYmLIz89n2rRpDB48GLfbzfDhw4mOjubw4cPExsbSvHlzAObPn8+rr75KWloaBQUFPPnkk0RFRfHBBx94b69bt25069YNgGbNmjFnzpwr3ewiIiIiIiLlRplNFhw5cgSXy+XTXT06OppPPvkEt9vt7eZeGjliYrCtWwfnLZn4cwa323fbbscVHOzdvt1m4/bzkwlnrTAYcFx3HT2AHgAeDx6zmXFjxgBw7NgxcnNzmTdvHgAzZsygevXqmEwmJkyY4HOthx56yPv6jjvu8D78nxMYGMgTTzxxQR3Of/AHqFSpEs8///wl71VERERERESurDKbLMjMzCQ4ONhngrsKFSrgcDjIy8vzTsx3OQy/8A3+xY673ON/L2ebNvitX3/JSQ4BMJnA6Ty/crgiIzEnJ+O5SJIAAI+n+LzzGHJycHbp4r2nKlWqkJSUxODBgzEajURHR3Prrbde1j3/2e1yNV2tWEvJU6zLB8W5/FCsyw/FunxQnMsPxfrqK7PJgqKiIiwWi0/ZuW3H2bH5l6Ny5cq/+b0jIiJ+8zm/2Q03wM6dl+5dULs2JCaCvz8UFkLt2lgbNoSfD084X0EB1KmD33k9EHC5CLr9dggM9Ba98cYbv6mqH3744W86vjS5KrGWvwTFunxQnMsPxbr8UKzLB8W5/FCsr54ymyw4NzP/+c5t2y71sHwRJ0+exHn+N/S/wGAwEBERQVpams/yfX+Kzp0JSEzElJqK5/yH+3N1CQ/H6nDgcTjwBAfjqFMH7HbMYWGY0tPxnLfsoPcchwN7eDjk5hZv5+biaNKEwpwcOG/FArnKsZYSpViXD4pz+aFYlx+KdfmgOJcf5SXWZrP5d31h/Wcos8mC8PBwcnNzcblcmM52rc/KysJqtRIQEPCbrvVbP4wej+fP/wCbTOQPHYr/smXFSykCnpCQ4kkPPR44cwZ3cDAewNmyJZydo8EZHY0hPx9DXp5vDwO7HVfVqnCuN0ZODq6ICAp69y6+nlzUVYm1/CUo1uWD4lx+KNblh2JdPijO5YdiffWU3ln+fkWdOnUwmUwkJiZ6yxISEqhfv36pntzQh8VCwV13kTtuHIVduuC22fAYjbhtNgq7dCFz5kyKOnSA85cZNBpxtGyJu0oVDHZ78aoKdjue4GCcUVEYsrMxZGfjbNKE/GHDwFxm80kiIiIiIiJyCWX2SdBms9GxY0dmzZrFAw88wOnTp/n8888ZOXJkSVftivMEBFDUqRNFnTpdsO+ivQ9MJpyNGuGqWrV4iUWzGWdUFB6rFUdsLI7YWDy/sfeFiIiIiIiIlB1lNlkAMHDgQGbNmsUzzzxDQEAA/fr1o02bNiVdravrbO+Dwp49sWzdiiU+HoPTicdsxnHLLUoMiIiIiIiIyAXKdLLAZrPx4IMP8uCDD5Z0VUrcL/U+EBERERERETlfGRm8LyIiIiIiIiJXipIFIiIiIiIiIuJDyQIRERERERER8aFkgYiIiIiIiIj4ULJARERERERERHwoWSAiIiIiIiIiPpQsEBEREREREREfShaIiIiIiIiIiA8lC0RERERERETEh5IFIiIiIiIiIuJDyQIRERERERER8aFkgYiIiIiIiIj4ULJARERERERERHwoWSAiIiIiIiIiPpQsEBEREREREREfShaIiIiIiIiIiA8lC0RERERERETEh5IFIiIiIiIiIuLDXNIV+Kszm397E/2ec6R0UqzLD8W6fFCcyw/FuvxQrMsHxbn8KOux/ivdn8Hj8XhKuhIiIiIiIiIi8tehYQgiIiIiIiIi4kPJAhERERERERHxoWSBiIiIiIiIiPhQskBEREREREREfChZICIiIiIiIiI+lCwQERERERERER9KFoiIiIiIiIiIDyULRERERERERMSHkgUiIiIiIiIi4sNc0hUoK4qKipgzZw7fffcdVquV2267jdtuu62kqyV/gMPhYNy4cdx33300btwYgPT0dGbOnMn+/fupVKkSgwYNolmzZt5zdu/ezfz58zlx4gTXXnst999/P1WrVi2pW5BfcPr0ad5991327NmD1WqlXbt2/OMf/8BqtSrOZUxaWhpz5swhISGBoKAgunfvTq9evQD9TpdVkydPJiQkhFGjRgGQlJTErFmzOHr0KLVq1WLYsGHUq1fPe/ymTZtYvHgxmZmZNGvWjBEjRhASElJS1ZfLsHXrVl5++WWfsjZt2jB27FjFuwxxOBzMnz+fzZs3Yzab6dy5M//4xz8wGAyKcxmyYcMG3nzzzQvKDQYDixcvVqxLkHoWXCELFy7k0KFDTJw4kaFDh7JkyRLi4uJKulryOxUVFTF9+nSSk5O9ZR6PhylTplChQgUmT55Mhw4dePnll8nIyAAgIyODKVOm0KlTJ+8fqlOmTMHj8ZTUbcgleDwepk6dSlFREc8++yyPPPII33//PYsXL1acyxi3283kyZMJDg7mv//9L8OGDePjjz9m06ZNinUZtXnzZnbu3OndLiwsZPLkyURHR/Piiy/SoEEDJk+eTGFhIQAHDhzg7bffpm/fvjz//PPk5+df9I9W+WtJSUmhVatWvPPOO96f+++/X/EuY959913i4+N54oknGD16NGvXrmXNmjWKcxnTrl07n9/lN998k4iICLp3765YlzAlC66AwsJC1q5dy6BBg6hXrx6xsbH06tWLlStXlnTV5HdISUnhiSee4MSJEz7le/fuJS0tjeHDh1OzZk369OlDgwYNWLduHQBr166lfv363HbbbdSqVYuRI0dy8uRJ9u3bVxK3Ib8gNTWVxMREHnjgAWrVqkXDhg3p168fmzZtUpzLmOzsbOrUqcOwYcOoVq0aLVu2JCYmhoSEBMW6DMrLy2PhwoXUr1/fW7ZlyxasViv33HMPNWvWZNCgQfj7+3sT+itXruS6666jY8eO1K5dmwcffJCdO3eSnp5eUrchlyElJYVatWoRGhrq/QkMDFS8y5C8vDzWr1/PiBEjiIyMJCYmhttuu43ExETFuYyxWq0+v8vffPMNHo+HAQMGKNYlTMmCK+DIkSO4XC6ioqK8ZdHR0SQmJuJ2u0uwZvJ77Nu3j8aNGzNp0iSf8v3791OvXj38/Py8ZVFRUSQmJgKQmJhIw4YNvftsNht169Zl//79V6fictlCQ0MZP348oaGhPuVnzpxRnMuYsLAwxowZg7+/Px6Ph4SEBH788UcaNWqkWJdB7733HjfccAM1a9b0liUmJhIdHY3BYACKu7VGRUV54/jzOFeqVIlKlSopzn9xx44do3r16heUK95lR0JCAgEBATRq1Mhb1rt3b0aOHKk4l2F5eXl8+umnDBgwAIvFoliXMM1ZcAVkZmYSHByM2fy/5qxQoQIOh4O8vDyNmSllbr755ouWZ2VlERYW5lMWGhrKqVOngOLPwc/3V6hQwbtf/joCAwNp3ry5d9vtdvPVV18RExOjOJdho0aNIiMjg5YtW9K2bVvmzZunWJche/bs4ccff2Tq1KnMmjXLW56ZmUmtWrV8jq1QoYJ3mFlmZibh4eEX7D99+vSfX2n5XTweD6mpqezatYulS5fidrtp27Ytf//73xXvMuTEiRNUrlyZjRs3snTpUpxOJ506deKOO+5QnMuwVatWERYWRtu2bQH9P7ykKVlwBRQVFWGxWHzKzm07HI6SqJL8Cex2u09CCMBsNntjfKnPgdPpvGp1lN/n3JwjkydPZvny5YpzGTV27FiysrKYPXs28+bN0+90GVJUVMQ777zDkCFDsFqtF+z7pThe7HNgsVj07/dfWEZGBna7HYvFwpgxY0hPT+fdd9+lqKhI8S5DCgsLOX78OGvWrGHkyJFkZmbyzjvvYLPZFOcyyuPxsHbtWm6//XZvmWJdspQsuAIu9oE8t22z2UqiSvInsFgs2O12nzKn0+mN8aU+BwEBAVetjvLbLVy4kC+//JJHHnmEa665RnEuw86NY3c4HLz22mt07txZsS4jlixZQr169Xx6DJ1zqTieSypYrdYLEkAOh0P/fv+FVa5cmblz5xIYGIjBYKBOnTq43W5ef/11GjdurHiXESaTiYKCAkaPHk3lypWB4kTRqlWriIiIUJzLoIMHD3L69GnatWvnLdP/w0uWkgVXQHh4OLm5ubhcLkwmE1DcZd1qteqPyjIkPDyclJQUn7Lzu6yHh4eTlZV1wf46depcpRrKbzV37lxWrVrFQw895O3upjiXLVlZWezfv5/Y2FhvWc2aNXE6nYSFhXHs2LELjlesS5/NmzeTlZXFPffcA+D9wzEuLo727dtfNI6/Fuefz2kify1BQUE+2zVr1sThcBAaGqp4lxGhoaFYLBZvogCgevXqZGRk0KhRI8W5DNq1axcNGzb0+f2+VCwV66tDExxeAXXq1MFkMnknxYLiSVnq16+P0agmLisaNGhAUlISRUVF3rKEhASuvfZaAK699lp++ukn7z673c7hw4e9++Wv5aOPPmL16tU88sgjXH/99d5yxblsSU9PZ+rUqT5jFw8dOkRISAjR0dGKdRnx9NNPM3XqVKZMmcKUKVNo1aoVrVq1YsqUKVx77bXs37/fu+Slx+Php59+8olzQkKC91oZGRmcOnWKBg0alMi9yK/btWsX9913n0/PoMOHDxMcHEx0dLTiXUY0aNAAh8NBamqqt+zYsWNUqVJFv9dl1IEDB3wmjAcU6xKmJ9krwGaz0bFjR2bNmsWBAwfYunUrn3/+OT169CjpqskV1KhRIypWrMibb75JcnIyy5Yt48CBA3Tp0gWAzp07k5CQwLJly0hOTubNN9+kSpUqNG7cuIRrLj+XkpLCxx9/zO233050dDRZWVneH8W5bImMjKRevXq89dZbpKSksGPHDhYsWMAdd9yhWJchlStXJiIiwvvj7++Pv78/ERERtG3blvz8fObNm0dKSop3vorrrrsOKJ7U9uuvv2bdunUcOXKEGTNm0LJlS6pUqVLCdyWXEhUVhdVq5e233yY1NZWdO3eyYMECevXqpXiXIdWrV6dly5a8+eabHD58mF27drFs2TJuuukmxbmMSk5O9lnNBlCsS5jBcy5NI3+I3W5n1qxZfPfddwQEBNCrVy969uxZ0tWSP6hfv3489dRT3oeDtLQ03nrrLQ4cOEBERAQDBw6kadOm3uN37tzJvHnzOHXqFFFRUYwYMUL/s/oLWrZsGe+///5F93344YeKcxlz+vRp5s6dS3x8PH5+ftxyyy306dMHg8GgWJdRM2bMAIpXwIDib6tmzZpFSkoKtWvXZtiwYdStW9d7/IYNG1i8eDF5eXk0a9aMESNGEBwcXCJ1l8uTnJzMvHnzSExMxN/fn65du9K3b18MBoPiXYacOXOGuXPnsnXrVmw2G7fccgt33nmn4lxGDRgwgH/9618XzD+jWJccJQtERERERERExIeGIYiIiIiIiIiIDyULRERERERERMSHkgUiIiIiIiIi4kPJAhERERERERHxoWSBiIiIiIiIiPhQskBEREREREREfChZICIiIiIiIiI+lCwQERERERERER9KFoiIiFwBTz/9NE8//fQvHjNjxgxGjRp1xd5z79699OvXj717916xa/5R6enp9OvXjw0bNgDw4Ycf0q9fP+/+y2mnP+JKt/E5q1atol+/fmzatOmKX1tEROSvyFzSFRARESkv7rzzTnr06FHS1fhThYWFMWnSJCIiIi66f+jQoVe5Rn+cw+Fg6dKl3HHHHbRv376kqyMiInJVKFkgIiJylVzqAbossVgsNGjQ4JL7a9aseRVrc2V4PB4mTJhAtWrVSroqIiIiV42SBSIiIlfJjBkz2LdvHzNmzACKH0KXL1/O2rVrSU9PJzw8nJtuuonbbrsNg8Hg033/5z788EPv65SUFBYvXszBgwcJDw+nR48edO/e3bs/JyeHDz/8kB07dpCZmYmfnx+NGjVi4MCBVKlS5aLXT09P58EHH+TRRx/l66+/Jj4+Hj8/P7p160b37t2ZP38+cXFxWK1WOnbsyIABAzAYDN7zRo4cSadOnS647rkhCOf+ezl1e/rppwkPD8fhcLBr1y4aNGjAhAkTyMvL47333mPbtm0A3HjjjXg8ngvec9u2bXz88cckJycTEBBAu3bt+Mc//oGfn5+3Lb/55hs6duzI8uXLsVgsvPLKKwQEBLB69WpWrVpFWloaISEhtG/fnrvuugur1cr8+fPZsGEDc+bMwWgsHtn51ltvsX79el577TVvcmj58uV8+OGHzJkzB7NZf3qJiEjpoH+xRERESsjChQtZvnw5t956K02bNuXgwYMsWrQIl8tFnz59mDRpks/xKSkpzJw5k86dO/uUz5s3j549e3LnnXeyfft23n33XTweDz169MDj8fDiiy+Sl5fHgAEDCA0N5ciRIyxevJhZs2bxxBNP/GId3377bbp160aPHj1Yt24dixcv5ptvviEmJobHHnuM7777js8++4z69etz3XXX/ab7/y11+/bbb7nhhht4/PHH8Xg8uN1uXnjhBU6ePMm9995LcHAwn376KQcOHCA8PNx73qZNm3jttddo3749/fv3Jz09nf/7v/8jJSWFJ598EoPBAEBGRgY7duxgzJgx5ObmEhQUxNtvv83GjRvp3bs3DRs2JCkpiSVLlnD48GHGjx9Py5YtWb58OYcOHSIyMhKAPXv2APDjjz96kwW7du0iJiZGiQIRESlV9K+WiIhICcjPz+fLL7+kW7du/POf/wSgadOmZGVl8eOPP9KnTx+f7vx5eXm8/vrrREZGXjDuv2vXrt5rNGvWjNOnT7N06VK6detGVlYWNpuNe++9l+joaAAaN25MWloaa9eu/dV6Nm/enP79+wPFQwg2bdpEhQoVGDJkCABNmjThm2++4aeffvrNyYLMzMzLrpvZbGbYsGFYLBYAduzYwYEDBxg/fjzNmzf31uX8yQ09Hg+LFi2iefPmjB492lterVo1nnvuOXbu3EnLli0BcLlcPvVISUlh3bp13H333fTu3Rsojk9YWBhvvPEGO3fupGnTpvj7+xMfH09kZCRpaWmcPHmSevXqsW/fPjp37kxRURH79u1j2LBhv6ltRERESppWQxARESkBiYmJuFwu2rRp41M+ePBgxo8f71PmcrmYOnUqRUVFjB079oJvqNu1a+ez3aZNG7Kzs0lNTSU8PJynnnqKqKgo0tPT2b17NytWrOCnn37C4XD8aj3PT1iEhoYCeL9FBzAYDAQFBZGfn39Z932+31K3GjVqeBMFUPzNvdlsplmzZt4yPz8/WrRo4d1OTU3l1KlTtG7dGpfL5f1p1KgR/v7+7N692+c96tSp4329b98+AK6//nqfY66//nqMRiP79u3DbDYTExNDfHw8UNyroHr16sTGxnrP37NnD06n06deIiIipYF6FoiIiJSA3NxcACpUqPCrx86dO5effvqJp556yqeL/TnnHuLPCQkJAYp7IwB88803vP/++5w6dYqgoCDq1q2LzWa7rHoGBARcUHa5516Oy63bufkFzsnLyyMoKMg7jOCcsLAw7+tzbTx79mxmz559wTVPnz59yfc413Y/b1uTyURwcLA3OdKyZUvmzJlDUVER8fHxNGrUiMaNG/PBBx+QkZHBrl27iIyMvKw4i4iI/JUoWSAiIlICAgMDgeIJ/qpXr+4tz8jIIC0tjejoaMxmMytXrmT16tUMHz6cqKioi17r3IPtOVlZWUBxIiIhIYE33niD7t2706tXL2+yYeHChSQkJPwJd3b5/kjdgoODyc3Nxe12eycXhP8lCOB/bfzPf/6Txo0bX3CNc/svJigoCChuy8qVK3vLnU4nubm5BAcHA8XJgpkzZ5KQkMDevXsZPHgw9evXx8/Pj71797Jr166LTvQoIiLyV6dhCCIiIiUgMjISk8nE9u3bfco///xzpk+fjtFoZPfu3cyfP5+uXbvStWvXS15rx44dPttbtmyhYsWKRERE8NNPP+HxeOjXr5/3Ydztdnu74Lvd7it8Z5fvj9QtJiYGl8vF1q1bvWVOp9NnaEGNGjWoUKEC6enp1K9f3/sTHh7O+++/z+HDhy95/UaNGgGwefNmn/ItW7bgdru9cxuEhoZSt25dvvrqK3JycmjcuDFms5no6GjWrl1LWloarVq1+m0NIyIi8hegngUiIiJXyKlTp1i+fPkF5bVq1aJp06Y+ZSEhIfTs2dO7VF+jRo1ITExk1apV3HPPPaSnp/Pqq68SERFB165dSUxM9FkWsGbNmt7XK1aswN/fnzp16rBlyxZ27drFgw8+iMFg8M4vMGfOHDp37kxeXh5fffUVR44cAcBut+Pv7/9nNMev+iN1i4mJoVmzZsycOZOcnBwqVarEihUryMnJ8Xb5NxqN9O/fn3feeQej0Ujr1q3Jz8/n448/5tSpU9SrV++SdatZsyYdO3Zk8eLF2O12GjZsyOHDh/noo49o3Lixd1JFKO5dsGTJEqpXr+4dttC4cWMWLVpEpUqVqF279hVoLRERkatLyQIREZEr5MSJE8yfP/+C8i5dulyQLAAYMGAAISEhrF69ms8++4wqVapw3333cdNNN7Fhwwby8/PJz89n3LhxF5z71FNPeV/ff//9fPrpp3zwwQdUrVqVhx9+2DsxX+PGjRkyZAhffPEFcXFxVKhQgcaNGzN27FhefvllfvzxR++KAFfbH63bY489xqJFi1i8eDEOh4N27drRtWtXtm3b5j3mxhtvxN/fn88++4y1a9fi5+dHVFQUo0ePpkqVKr9YvwceeIBq1aqxfv16li1bRnh4OD169ODOO+/0GfpwLllwrjfCuXs7t09ERKQ0MnjO/5pCRERERERERMo9zVkgIiIiIiIiIj6ULBARERERERERH0oWiIiIiIiIiIgPJQtERERERERExIeSBSIiIiIiIiLiQ8kCEREREREREfGhZIGIiIiIiIiI+FCyQERERERERER8KFkgIiIiIiIiIj6ULBARERERERERH0oWiIiIiIiIiIiP/wckB9LK/MarngAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppl_in_countries = df.groupby(['countryOfCitizenship', 'population_country'])['rank'].count().reset_index().sort_values(by ='rank',ascending=False).head(20)\n",
    "ppl_in_countries['population_country'] = ppl_in_countries['population_country'] / 1000000\n",
    "ppl_in_countries['population_country'] = ppl_in_countries['population_country'].astype(int)\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.scatter(ppl_in_countries['rank'], ppl_in_countries['population_country'], s=100, c='red', alpha=0.5)\n",
    "\n",
    "for i, txt in enumerate(ppl_in_countries['countryOfCitizenship']):\n",
    "    plt.annotate(txt, (ppl_in_countries['rank'].iloc[i], ppl_in_countries['population_country'].iloc[i]), fontsize=8)\n",
    "\n",
    "plt.title('Liczba miliarderów w zależności od liczby ludności kraju')\n",
    "plt.xlabel('Liczba miliarderów')\n",
    "plt.ylabel('Liczba ludności w mln')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4d7574e",
   "metadata": {},
   "source": [
    "**Ten sam wykres bez Chin, Indii oraz USA, dla lepszego zobrazowania innych krajów**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4827cd7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppl_in_countries = ppl_in_countries[3:]\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.scatter(ppl_in_countries['rank'], ppl_in_countries['population_country'], s=100, c='red', alpha=0.5)\n",
    "\n",
    "for i, txt in enumerate(ppl_in_countries['countryOfCitizenship']):\n",
    "    plt.annotate(txt, (ppl_in_countries['rank'].iloc[i], ppl_in_countries['population_country'].iloc[i]), fontsize=8)\n",
    "\n",
    "plt.title('Liczba miliarderów w zależności od liczby ludności kraju')\n",
    "plt.xlabel('Liczba miliarderów')\n",
    "plt.ylabel('Liczba ludności w mln')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e10a109a",
   "metadata": {},
   "source": [
    "## Branże\n",
    "\n",
    "**Wykres kołowy pokazujący ile procentowo milliarderów uzyskało swoje bogactwo z jakiej branży. Widać na niej że topowe dziedziny to: finanse, manufaktura i technologia**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9fcfd47a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "df['category'].value_counts().plot(kind='pie', autopct='%1.1f%%')\n",
    "plt.title('Miliarderzy w branżach')\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9040b7ce",
   "metadata": {},
   "source": [
    "**Wykres słupkowy pokazujący dokładną liczbę milliarderów na daną branże**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "75aa4c8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "categories = df.groupby('category')['rank'].count().sort_values(ascending=False).reset_index().head(20)\n",
    "ax = sns.barplot(categories,x='rank',y='category',orient='h',hue = 'category', legend = False, palette='rainbow')\n",
    "ax.set_title('Najpopularniejsze kategorie biznesu')\n",
    "ax.set_ylabel('Kategoria')\n",
    "ax.set_xlabel('Liczba osób')\n",
    "for container in ax.containers:\n",
    "    ax.bar_label(container, fontsize=8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3cbffad",
   "metadata": {},
   "source": [
    "**Wykres pokazuje wiek oraz branże miliarderów, jest bez dwóch wartośći odstających by lepiej go zobrazować: Bernard Arnault - 211mld, Elon Musk- 180mld.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "220f880e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_20 = df.sort_values('finalWorth', ascending=False).iloc[2:50]\n",
    "color_palette = ['#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#8b00ff']\n",
    "ax = sns.scatterplot(top_20,x='age', y='finalWorth', size='finalWorth', hue='category', palette=color_palette, sizes=(40, 400), legend='full')\n",
    "ax.set_title('Wiek miliarderów oraz ich branża')\n",
    "ax.set_ylabel('Majątek')\n",
    "ax.set_xlabel('Wiek')\n",
    "hand, labl  = ax.get_legend_handles_labels()\n",
    "unique_values_set = set(df['category'])\n",
    "handout=[]\n",
    "lablout=[]\n",
    "for h,l in zip(hand,labl):\n",
    "    if l in unique_values_set:\n",
    "        lablout.append(l)\n",
    "        handout.append(h)\n",
    "ax.legend(handout, lablout,bbox_to_anchor=(1.49, 1), loc='upper right', borderaxespad=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e963e59e",
   "metadata": {},
   "source": [
    "## Regiony\n",
    "\n",
    "**Przedstawienie z której częsci USA wywodzą się miliarderzy. Milarder zamieszkujący U.S. Territories to Stephen Deckoff, zamieszkuje on Wyspsy Dziewicze**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "e5265785",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vn++x3ErOY7Rp0ybXzLYcixYt0rJly/K1iHhep2rlvEY560fFxMTo+PHjKlGiRJ77d+rUKVeImV8NGjQwHwtdu3bVAw88oCZNmqhYsWLau3evBg4caJWZSLdi6Wt7o7zCypxZRTeuuzVgwAB9+umnub6HExMTdejQIfMC6Onp6fnu+Z/fo1lZWdq3b5+kvH82uLu765577sm137333itJevPNN/Xqq69q8+bN5lMBH3nkEXXu3Fmenp757gkAULRxKhkAwGHExcUpIyPjppkpNwoODpb09yfqOUqXLn3TH/k5den6KUj5ldfl1H///Xc988wz+uabb1S9enUNGzbsptv99ddfkpTnTJe89sv5760ud58z1n+TM65/u8z5rZ4zb2/vPEOLnEtw55yq5eHhoVmzZmnUqFHav3+/9u/fL0kqV66c2rdvr759+6pSpUr/2WuOsmXLauvWrfne/0a+vr431XKeg5wFwf/pn+PP2f+fpx79c/87kfNYt3ptLeHj43NTLec1ypk18l/fS56engoICLjpe+C/3Opy9YmJiRozZox+/PFHjRkzxnz6n7VZ+treKK/vlZxw7J+zba5cuaJly5bp119/1enTp81hV87xkXMs5Mc/HzcuLs4cROUV3t4o53Xs3Lmzjhw5ogULFmjNmjVas2aNnJ2d1aBBAz344IPq2bMnp5EBgAMhGAIAOIz8/PGVc7Wsf4ZAec0uufE+c/6Qvl2NGjXS22+/reeee04zZ85UuXLl1Llz5zx769y58y37kf6eUZCRkZGrx1v1/m/u5DnLKxS6laZNm+rHH3/U9u3b9dNPP+nXX3/VhQsXtGDBAi1ZskQzZ87M1wynO5XX8/pfz0FOCJAz/v8at6Uza/I6pefGRaHvVH5ep5zH+7fTiywJN/5LsWLF9MYbb2jbtm3asWOHLl26dMug7U5Y+treKL/f33v27NGwYcOUnJyskiVLqkGDBqpSpYpq1qyp4OBgPfrooxb1/M/v0RuPv1vNfMqRs1C1JI0ZM0YDBgzQ5s2btXPnTu3fv1+//fabfvvtN/OMM39/f4t6AwAUTQRDAACH4efnJxcXF8XHxysxMTHPWUM5VyT752lc0dHRMplMN/0xGBkZKenvS2vfiQ4dOqhXr15avXq1Jk2apHvvvTfXWi5BQUGKjIzUiy++mOsPvFvJmd2R0+M/Xbx48T/vI+fxb3Uf0t/PWWBg4H/e379xd3fXAw88oAceeECSdOrUKc2dO1fr16/XO++8UyjBUF6CgoJ05swZRUZG3nSVOOnm75mcACOvy5ZLec8uy/m+yit4uXbtWp49STKvGfNPv/zyi65cuaLGjRtbJVDJ+V7KmXHyT6mpqXleme5OFC9eXP7+/rpy5YouXrxYIMGQpa+tpXLW/UlOTtaECRPMC1LnOHbs2G3d741yfq5lZmZq2rRpeYZYt1K2bFkNGjRIgwYNUkZGhn755RdNmTJFZ86c0bJly/Tss8/ecX8AAPvHGkMAAIfh4uKiBg0aKDs7W5s3b75pe2Zmpvmy0f9cqyMpKcm8HsmNcva/7777rNLjmDFjVKJECV27dk3Tp0/PtS1nXZCffvopz9uOHDlSPXv21JYtWyRJzZo1k6Q8L7dtMpnydbpVmTJlVLZsWcXGxua5zkpCQoJ+/vnnXP1Zav369erYseNNV+uqUqWKJkyYIOnWgURhyBnXDz/8kOf27777TtLfp/E0bdpURqNRu3fvVlJS0k375/X6eXl5Sbq+ls8/HTp06KZazpW6duzYkWdPM2fO1KhRo6y2Pk/JkiVVqVIlxcTE5NnP9u3bzTNXrCU+Pl5xcXGSrBO85sXS19ZSV65c0YULF+Tj43NTKCRJu3btkvTvM7H+i6urq+rXr6/s7Gzt3Lnzpu0mk0kDBw5U3759dfjwYUnSiBEj1KRJk1yBr4uLi1q1aqUBAwZIyl9wDAC4OxAMAQAcyhNPPCFJeuedd3T06FFzPSMjQ5MnT9b58+dVo0YNNWrU6KbbTp48OddaIwcOHNDcuXPl6uqq/v37W6U/Hx8f8xWevv32W/MC0pI0cOBAOTk5adasWfrll19y3W7ZsmXauHGjTpw4YV4Ut2PHjipbtqx27typJUuWmPc1mUz64IMPzFdO+q9TYnKes/Hjx5tnUEjXw7LRo0crMTFRbdu2veU6Lf+lWrVqOn/+vBYuXKjTp0/n2rZ+/XpJ16+WZCu9e/eWp6envvrqK3311Ve5tq1Zs0Zff/21PD09zWs/BQYGqnPnzoqPj9drr72Wa2HhBQsWmBcAvlHO6X8//vhjrj/WT5w4oU8++eSm/Zs2baoqVarozz//1EcffZTrlKilS5fq0KFDql69umrWrHlng7/BoEGDJF3/Psi5kpwknTt3Tm+99ZbVHke6vhjzG2+8oczMTKvNesqLpa+tpby9veXi4qJr167d9Lpv2rTJHIZasvh0XnJemylTpuSahZSdna0PPvhAe/fuVUREhPn7rESJEoqLi9M777yT67FTU1PNoXmdOnXuqCcAQNHBqWQAAIfSoUMHDRkyRPPmzdOjjz6qRo0ayd/fX4cOHdLFixdVtmxZzZw5M8+1ZhITE3X//feradOmSk5O1t69e2UymTR58mSLFkf+L127dtWaNWv0yy+/aPLkydqwYYNcXV0VGhqqV199VVOnTtWgQYNUq1YtBQcH68yZMzpx4oScnJw0Y8YM8yldrq6ueueddzRkyBC98cYbWrlypSpWrKiwsDCdPXtW5cuX1/nz5/9zfaSBAwfqwIED+u677/TQQw+pcePG8vDw0L59+xQbG6uQkBC9+eabtz3emjVr6vHHH9fChQvVtWtXNWzYUP7+/jp37pzCwsLk6empcePG3fb936mSJUvq7bff1ssvv6yxY8dqwYIFqlSpks6cOaOwsDB5eHjonXfeyRWMvfrqqzp+/Li+++47HThwQPXq1dOFCxd07NgxNWjQQAcOHMj1GE2aNFFoaKiOHDmirl27qkmTJkpOTtZvv/2mli1bmmd65DAajXr//fc1aNAgzZ49Wxs3blT16tV1/vx5/fnnn/Ly8tLMmTOt+jz07t1b27dv17Zt29SpUyc1adJEmZmZ2rNnj3lGz42XY8+PlStX5go/peuB48GDB3X16lUVL15ckydPttoY/ul2XltLuLu7q2/fvlq0aJEef/xx3XvvvfLx8dGJEyd05swZ82y8hIQEpaam3vaCz//8uVa7dm0FBQUpLCxMFy5ckIeHhz788EPzaWbPPvustm3bpu+//16///67QkNDJUmHDx9WTEyM7rnnHnXr1u22egEAFD3MGAIAOJwxY8Zozpw5atKkicLCwrR9+3Z5eXlp+PDh+uqrr1S5cuU8b7dkyRK1bt1ae/fu1bFjx9SiRQstWrRIvXv3tnqPEydOlKurq86ePZvrikwDBgzQkiVL1LFjR128eFHbtm1TcnKyHnroIa1evfqmxWfvuecerVy5Uh06dNDFixe1detWeXt76+OPP1a7du0kXZ/V8G+MRqNmzpyp6dOnKzQ0VPv379fPP/+sUqVKafTo0Vq1atVtr8GSY9y4cZo0aZJq166tI0eOaOvWrYqPj1fPnj319ddf23z2QqdOnbR69Wp16dJFMTEx+vHHH3Xt2jX16tVLa9asuWn9o4CAAC1dulTPPPOMXFxctG3bNqWnp+vNN9/M8/vFaDRq/vz5euKJJ+Tj46OdO3fqr7/+0vPPP6+PP/44zwWra9Sooa+++kp9+/ZVWlqatm7dqkuXLqlLly5as2aNqlatatXnwGg0avbs2Ro9erRKlSqlXbt26ejRo+revbu++OILSbrl1f5u5cCBA9qwYYP53zfffKPffvtNpUuX1rBhw7Rhw4ZbHo/WYulra6lx48ZpwoQJqlq1qg4fPqwdO3bIyclJw4YN07p169SkSRNlZ2ff8hTR/BozZow++eQTNW3aVGfPntVPP/0ko9GoXr166euvvzaffihdvzLi0qVL1b9/f7m7u2vXrl3as2ePSpYsqdGjR2v+/PkWrVUEACjaDCZrXkICAIC7UEhIiCTp6NGjd3z1scIUExOjuLg4lSlTRh4eHjdtHz58uLZu3aovvvhCLVu2tEGHKErCwsLk7++f52ldx44dU/fu3dWgQQMtX77cBt0BAIDbxYwhAADuUsePH9dDDz2kxx9/XKmpqbm2bdu2Tdu3b1dAQIDuueceG3WIomTy5Mlq1aqVNm3alKuelJSkt99+W9L12TcAAKBoKTofewIAAIs0btxYdevW1eHDh9W6dWvVr19fbm5u5rV73N3d9fbbb9/2uiZwLE8++aQOHjyo559/XqGhoQoODlZSUpIOHDigxMREtWjRQo8//rit2wQAABbiVDIAAP5DUT2VTJKSk5O1cuVKbdy4URcuXFBycrJKlCihZs2aaciQIapSpYqtW0QRcvjwYS1cuFAHDhxQdHS0PDw8VKlSJXXr1k29e/fOcy0kAABg3wiGAAAAAAAAHBRrDAEAAAAAADgogiEAAAAAAAAHRTAEuxAZGalevXopICBAZcuW1csvv3zTFXTi4+NVtmxZLViwwFwzmUyaNGmSgoOD5e/vrz59+ig6OrqQuwcAAAAAoGgiGILNmUwm9erVS8nJydq5c6eWL1+uDRs26PXXX8+135gxYxQVFZWr9umnn+qLL77QkiVLtHPnTkVFRempp54qzPYBAAAAACiyitalVQpIbGysMjMzbd2Gwzpx4oR+/fVXHTlyREFBQQoKCtKoUaM0adIkvfLKK5KkX3/9VZs2bVJQUJASEhLMs4LWrVunrl27qlatWpKkoUOHaujQocwaAgAAAAA4NGdnZ/n7+//3foXQi93LzMxURkaGrdtwWP7+/lqyZIn8/f3Nr0NWVpauXbumjIwMpaWl6eWXX9abb76pV155Jdfr5evrq82bN+vJJ5+Un5+f1qxZo9DQUF5PAAAAAADygWAINufr66s2bdqYv87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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_counts = df['residenceStateRegion'].value_counts()\n",
    "top_regions = region_counts.head(10)\n",
    "\n",
    "colors = sns.color_palette(\"pastel\")\n",
    "\n",
    "plt.figure(figsize=(14, 6))\n",
    "sns.barplot(x=top_regions.index, y=top_regions, palette=colors)\n",
    "plt.title('Top Regions Producing Billionaires', fontsize=16)\n",
    "plt.xlabel('Region', fontsize=12)\n",
    "plt.ylabel('Number of Billionaires', fontsize=12)\n",
    "plt.xticks(rotation=45, fontsize=10)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "for i, v in enumerate(top_regions):\n",
    "    plt.text(i, v + 5, str(v), color='black', ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69364ac4",
   "metadata": {},
   "source": [
    "# Analiza demograficzna: Przedstawienie wieku, płeci i miejsca urodzenia miliarderów.\n",
    "\n",
    "## Wiek\n",
    "\n",
    "**Wykres pokazujący ile miliarderów jest w danym wieku**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ab4e1d19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 6))\n",
    "sns.histplot(data=df[df['age'].notnull()], x='age', bins=30, color='skyblue', kde=True)\n",
    "plt.title('Wiek miliarderów', fontsize=16)\n",
    "plt.xlabel('Wiek', fontsize=12)\n",
    "plt.ylabel('Liczba miliarderów', fontsize=12)\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.despine(left=True)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a2f18c9",
   "metadata": {},
   "source": [
    "**Pokazanie średniego wieku miliarderów w danym kraju i zestawienie ich ze średnią długościa życia w danym kraju.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "6bbe5663",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d= df[['country','age', 'life_expectancy_country']]\n",
    "avg_age = d.groupby('country')[['age','life_expectancy_country']].mean().reset_index()\n",
    "avg_age.columns = ['Country', 'Średni wiek miliarderów', 'Średnia długość życia w kraju']\n",
    "countries = ['United States', 'India','China', 'France','United Kingdom'\n",
    "            'Russia', 'Italy','Switzerland','Singapore','Germany']\n",
    "top_countries_age = avg_age.loc[avg_age['Country'].isin(countries)]\n",
    "top_countries_age.fillna(85.39)\n",
    "\n",
    "df_long = pd.melt(top_countries_age, id_vars='Country', var_name='Variable', value_name='Value')\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "c_plot = sns.barplot(x='Country', y='Value', hue='Variable', data=df_long, palette='Set2')\n",
    "\n",
    "plt.title('Porównianie wieku ze średnią życia')\n",
    "plt.xlabel('Kraj')\n",
    "plt.ylabel('Wiek')\n",
    "plt.legend(title='Legenda', loc='lower left')\n",
    "    \n",
    "for p in c_plot.patches:\n",
    "    c_plot.annotate(f'{p.get_height():.0f}', (p.get_x() + p.get_width() / 2., p.get_height()),\n",
    "                    ha='center', va='center', xytext=(0, 10), textcoords='offset points')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8eed713",
   "metadata": {},
   "source": [
    "# Miejsce urodzenia\n",
    "\n",
    "**Wykres pokazujący w jakim mieście urodziło się najwięcej miliarderów**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "383d14de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_birth_cities = df['city'].value_counts().head(20)\n",
    "\n",
    "plt.figure(figsize=(20, 6))\n",
    "sns.barplot(x=top_birth_cities.index, y=top_birth_cities, palette=colors)\n",
    "plt.title('Rozkład miast urodznia miliarderów', fontsize=16)\n",
    "plt.xlabel('Miasto urodzenia', fontsize=12)\n",
    "plt.ylabel('Liczba miliarderów', fontsize=12)\n",
    "plt.xticks(rotation=45, fontsize=10)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "for i, v in enumerate(top_birth_cities):\n",
    "    plt.text(i, v + 5, str(v), color='black', ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "624cbc10",
   "metadata": {},
   "source": [
    "**Pokazanie miesięcy i dni w których urodzili się miliarderzy.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "90187716",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "ax1.set_title('Miesiące urodzenia miliarderów', fontsize=16)\n",
    "sns.histplot(data=df['birthMonth'], bins=12, color='skyblue', kde=True, ax=ax1)\n",
    "ax1.set_xlabel('Miesiąc urodzenia', fontsize=12)\n",
    "ax1.set_ylabel('Liczba miliarderów', fontsize=12)\n",
    "\n",
    "ax2.set_title('Dni urodzenia miliarderów', fontsize=16)\n",
    "sns.histplot(data=df['birthDay'], bins=31, color='skyblue', kde=True, ax=ax2)\n",
    "ax2.set_xlabel('Dzień urodzenia', fontsize=12)\n",
    "ax2.set_ylabel('Liczba miliarderów', fontsize=12)\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.despine(left=True)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6f6d8ee",
   "metadata": {},
   "source": [
    "## Płeć\n",
    "\n",
    "**Wykres kołowy przedstawiający procentowy rozkład płci wsród miliarderów.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "1672bf77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = df['gender']\n",
    "d =d.map({'M': 'Mężczyźni', 'F': 'Kobiety'})\n",
    "val = d.value_counts().values \n",
    "keys = d.value_counts().index\n",
    "colors = sns.color_palette('rainbow')\n",
    "ax = plt.pie(val, labels=keys, autopct='%.0f%%', explode = [0, 0.1], colors = colors,\n",
    "            wedgeprops = {\"edgecolor\" : \"black\", \n",
    "                      'linewidth': 1, }) \n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "446caae7",
   "metadata": {},
   "source": [
    "# Najbardziej majętne osoby"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6ac7ddbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(df.head(20), x='finalWorth',y='personName', hue = 'personName', legend = False,orient='h', palette='rainbow')\n",
    "ax.set_title('Najbardziej majętne osoby')\n",
    "ax.set_xlabel('Osoba')\n",
    "ax.set_ylabel('Majątek')\n",
    "for container in ax.containers:\n",
    "    ax.bar_label(container, fontsize=8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cc149f8",
   "metadata": {},
   "source": [
    "# Najpopularniejsze imiona wśród miliarderów"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "485226f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "names = df['firstName'].value_counts().head(20)\n",
    "\n",
    "# plot this\n",
    "\n",
    "plt.figure(figsize=(20, 6))\n",
    "sns.barplot(x=names.index, y=names, palette=colors)\n",
    "plt.title('Rozkład imion miliarderów', fontsize=16)\n",
    "plt.xlabel('Imię', fontsize=12)\n",
    "plt.ylabel('Liczba miliarderów', fontsize=12)\n",
    "plt.xticks(rotation=45, fontsize=10)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51c15b35",
   "metadata": {},
   "source": [
    "# Wykres pokazuję czy miliarder dorobił się sam czy odziedziczył fortune"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "cf4ddf95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "self_made_by_age = df[['age','selfMade']]\n",
    "bins = [15,  25,  35,  45,  55,  65,  75,  85,  95, 105]\n",
    "self_made_by_age['age'] = pd.cut(self_made_by_age['age'], bins = bins)\n",
    "ax = sns.countplot(self_made_by_age, x = self_made_by_age['age'], hue = self_made_by_age['selfMade'], palette= 'flare' )\n",
    "ax.tick_params(axis='x', rotation=45)\n",
    "ax.set_title('Osoby, które same się dorobiły lub dostały majątek w spadku')\n",
    "ax.set_ylabel('Liczba osób')\n",
    "ax.set_xlabel('Wiek')\n",
    "for i in ax.containers:\n",
    "    ax.bar_label(i)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dc97d26",
   "metadata": {},
   "source": [
    "# Pokazanie ile miliarderów ma jaki majątek"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "d3dcf5fa-8dba-494d-8681-81dd116dc6ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.histplot(df,x='finalWorth',bins = 20)\n",
    "ax.set_title('Dystrybucja bogactwa miliarderów')\n",
    "ax.set_xlabel('Majątek')\n",
    "ax.set_ylabel('Liczba osób')\n",
    "labels = [str(v) if v else '' for v in ax.containers[0].datavalues]\n",
    "ax.bar_label(ax.containers[0], labels=labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65f27c98",
   "metadata": {},
   "source": [
    "# Zależnośc pomiędzy PKB a liczbą miliarderów"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "071523c3-a6d2-40ca-9e22-05cc66193bb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "df2 = df[['gdp_country','rank','country']].copy()\n",
    "df2['gdp_country'] = df2['gdp_country'].astype(str).str.replace('[\\$,]', '', regex=True)\n",
    "df2['gdp_country'] = pd.to_numeric(df2['gdp_country'], errors='coerce')\n",
    "df2['gdp_country'].fillna(df2['gdp_country'].mean(), inplace=True)\n",
    "\n",
    "billionaires_based_on_gdp = df2.groupby(['gdp_country','country'])['rank'].count().reset_index()\n",
    "\n",
    "color= sns.color_palette('rainbow')\n",
    "ax = sns.scatterplot(billionaires_based_on_gdp, x='gdp_country', y='rank', size='rank',sizes = (10,200), hue = 'country')\n",
    "ax.set_title('Zależność pomiędzy PKB a liczbą miliarderów')\n",
    "ax.set_xlabel('PKB')\n",
    "ax.set_ylabel('Liczba miliarderów')\n",
    "\n",
    "hand, labl  = ax.get_legend_handles_labels()\n",
    "sorted_billionaires = billionaires_based_on_gdp.sort_values(by='rank', ascending=False).head(20)\n",
    "unique_values_set = set(sorted_billionaires['country'])\n",
    "handout=[]\n",
    "lablout=[]\n",
    "for h,l in zip(hand,labl):\n",
    "    if l in unique_values_set:\n",
    "        lablout.append(l)\n",
    "        handout.append(h)\n",
    "ax.legend(handout[::-1], lablout[::-1],bbox_to_anchor=(1.18, 1), loc='upper right', borderaxespad=0)\n",
    "\n",
    "\n",
    "# for i in range(billionaires_based_on_gdp.shape[0]):\n",
    "\n",
    "#     ax.text(x=billionaires_based_on_gdp['gdp_country'][i]+0.3,y=billionaires_based_on_gdp['rank'][i]+0.3,s=billionaires_based_on_gdp['country'][i], \n",
    "#              fontdict=dict(color='black',size=10))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b078ec0",
   "metadata": {},
   "source": [
    "# Najmłodsi miliarderzy\n",
    "\n",
    "**Mark Mateschitz odziedziczył 49% firmy RedBull**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "78d5aef6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_youngest=df[df['age']<=30].copy()\n",
    "top_youngest=top_youngest.sort_values(by=['age']).sort_values(by=['finalWorth'],ascending=False)\n",
    "\n",
    "plt.figure(figsize=(15, 8))\n",
    "sns.barplot(x='finalWorth', \n",
    "            y=top_youngest['personName'] + ', ' + top_youngest['countryOfCitizenship'] + ' (' + top_youngest['age'].astype(int).astype(str) + ' y.o)', \n",
    "            data=top_youngest,color='skyblue',\n",
    "           )\n",
    "\n",
    "for i, v in enumerate(top_youngest['finalWorth']):\n",
    "    if top_youngest.iloc[i]['selfMade']:\n",
    "        plt.text(v+5, i, f'{v/1000:.1f}' + ' *', color='black', va='center')\n",
    "    else:\n",
    "        plt.text(v+5, i, f'{v/1000:.1f}', color='black', va='center')\n",
    "\n",
    "plt.xlabel('Majątek')\n",
    "plt.title('Najmłodsi miliarderzy na świecie')\n",
    "plt.ylabel(\"Imię, Nazwisko, Wiek\")\n",
    "plt.annotate('* Self-Made', xy=(0.9, 0.05), xycoords='axes fraction', fontsize=10, color='black')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}