Section 3/3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1: Customizing Labels, titles, and Legends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set matpltolob to draw plots inline\n",
    "%matplotlib inline\n",
    "\n",
    "# import matplotlib pyplot\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# import numpy\n",
    "import numpy as np \n",
    "\n",
    "# import pandas\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data\n",
    "#  Bank and Marketing Data from UCI\n",
    "# *from https://archive.ics.uci.edu/ml/datasets/bank+marketing\n",
    "\n",
    "# import dataset\n",
    "data = pd.read_csv(\"bank.csv\", sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>job</th>\n",
       "      <th>marital</th>\n",
       "      <th>education</th>\n",
       "      <th>default</th>\n",
       "      <th>balance</th>\n",
       "      <th>housing</th>\n",
       "      <th>loan</th>\n",
       "      <th>contact</th>\n",
       "      <th>day</th>\n",
       "      <th>month</th>\n",
       "      <th>duration</th>\n",
       "      <th>campaign</th>\n",
       "      <th>pdays</th>\n",
       "      <th>previous</th>\n",
       "      <th>poutcome</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>30</td>\n",
       "      <td>unemployed</td>\n",
       "      <td>married</td>\n",
       "      <td>primary</td>\n",
       "      <td>no</td>\n",
       "      <td>1787</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>cellular</td>\n",
       "      <td>19</td>\n",
       "      <td>oct</td>\n",
       "      <td>79</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>33</td>\n",
       "      <td>services</td>\n",
       "      <td>married</td>\n",
       "      <td>secondary</td>\n",
       "      <td>no</td>\n",
       "      <td>4789</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>cellular</td>\n",
       "      <td>11</td>\n",
       "      <td>may</td>\n",
       "      <td>220</td>\n",
       "      <td>1</td>\n",
       "      <td>339</td>\n",
       "      <td>4</td>\n",
       "      <td>failure</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>35</td>\n",
       "      <td>management</td>\n",
       "      <td>single</td>\n",
       "      <td>tertiary</td>\n",
       "      <td>no</td>\n",
       "      <td>1350</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>cellular</td>\n",
       "      <td>16</td>\n",
       "      <td>apr</td>\n",
       "      <td>185</td>\n",
       "      <td>1</td>\n",
       "      <td>330</td>\n",
       "      <td>1</td>\n",
       "      <td>failure</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30</td>\n",
       "      <td>management</td>\n",
       "      <td>married</td>\n",
       "      <td>tertiary</td>\n",
       "      <td>no</td>\n",
       "      <td>1476</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>unknown</td>\n",
       "      <td>3</td>\n",
       "      <td>jun</td>\n",
       "      <td>199</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>59</td>\n",
       "      <td>blue-collar</td>\n",
       "      <td>married</td>\n",
       "      <td>secondary</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>unknown</td>\n",
       "      <td>5</td>\n",
       "      <td>may</td>\n",
       "      <td>226</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age          job  marital  education default  balance housing loan  \\\n",
       "0   30   unemployed  married    primary      no     1787      no   no   \n",
       "1   33     services  married  secondary      no     4789     yes  yes   \n",
       "2   35   management   single   tertiary      no     1350     yes   no   \n",
       "3   30   management  married   tertiary      no     1476     yes  yes   \n",
       "4   59  blue-collar  married  secondary      no        0     yes   no   \n",
       "\n",
       "    contact  day month  duration  campaign  pdays  previous poutcome   y  \n",
       "0  cellular   19   oct        79         1     -1         0  unknown  no  \n",
       "1  cellular   11   may       220         1    339         4  failure  no  \n",
       "2  cellular   16   apr       185         1    330         1  failure  no  \n",
       "3   unknown    3   jun       199         4     -1         0  unknown  no  \n",
       "4   unknown    5   may       226         1     -1         0  unknown  no  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fc6a82190b8>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.balance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.balance)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.balance)\n",
    "plt.xlabel('Customer')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.balance)\n",
    "plt.xlabel('Customer')\n",
    "plt.ylabel('Balance')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.balance)\n",
    "plt.xlabel('Customer')\n",
    "plt.ylabel('Balance')\n",
    "plt.title('Customer Balance')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.balance)\n",
    "plt.xlabel('Customer')\n",
    "plt.ylabel('Balance')\n",
    "plt.title('Customer Balance')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2: Adding grids and customizing ticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SOwB+HngTsE3SK4CAiIj9ysyzFfhCRDwsaRCwWNKCNO2yiPjXfGNJh5PdLvYI4CDgPyW9NU3+LvCXQBuwUNL8iHi8wtzNzKyKKiocETGo6IIjYh2wLg2/JGkFMLLMLFOAuRGxBXg63Xu84xazremWs0iam9q6cJiZ1UFFu6qU+aSkf07joyXtdN/wMvM3k91//MEUOlfSUkmzJQ1JsZHAmtxsbSnWVbzzOqZLWiRpUXt7e6WpmZlZQZX2cXwPOBb4eBrfTLb7qFuS9gV+BpwXES8CVwKHAuPItkg6Ot5L9Z9EmfiOgYirI6IlIlqampoqSc3MzHqg0j6OoyNivKRHACJio6S9uptJUn+yonF9RNyc5n02N/37wG1ptA0YnZt9FLA2DXcVNzOzXlbpFsdrkvqRfulLagJeLzdDOgLrGmBFRHw7Fx+Ra/ZhYFkang9MlTRA0hhgLPAQsBAYK2lMKlZTU1szM6uDSrc4rgBuAYZLmgWcDvxTN/McB3wKeEzSkhT7CnCmpHFkRWg18BmAiFguaR5Zp/dWYEZEbAOQdC5wB9APmB0RyyvM28zMqqzSo6qul7QYOImsz+G0iFjRzTy/oXT/xO1l5pkFzCoRv73cfGZm1nsq3eIAeBa4L82zt6TxEfFwbdIyM7NGVVHhkPQ14NPAk2w/oimAE2uTlpmZNapKtzg+ChwaEf+vlsmYmVnjq/SoqmXA4FomYmZmfUOlWxwXA49IWgZs6QhGxIdqkpWZmTWsSgvHHOBS4DG6OX/DzMz+tFVaOJ6LiCtqmomZmfUJlRaOxZIuJjtjO7+ryofjmpntZiotHEem52NyMR+Oa2a2G6r0zPH31zoRMzPrGyq9H8f+kr7dcb8LSd+StH+tkzMzs8ZT6Xkcs4GXyE4E/CjwIvDDWiVlZmaNq9I+jkMj4iO58YtyV7w1M7PdSKVbHK9IOr5jRNJxwCu1ScnMzBpZpVscfwdcm+vX2AhMq01KZmbWyCotHC9GxLsk7QcQES+mu/SZmdluptJdVT+DrGBExIspdlO5GSSNlnSPpBWSlkv6XIoPlbRA0qr0PCTFJekKSa2Slkoan1vWtNR+lSRv6ZiZ1VHZLQ5JbwOOAPaX9Fe5SfsBA7tZ9lbgCxHxsKRBZGefLyC7r8ddEXGJpJnATODLwCSy+4yPBY4GrgSOljQUuABoITvpcLGk+RGxsdhLNTOzauhuV9VhwKlkl1T/YC7+EvC35WaMiHXAujT8kqQVwEhgCnBCajYHuJescEwBro2IAB6QNFjSiNR2QURsAEjFZyJwQ0Wv0MzMqqps4YiIW4FbJR0bEb/t6UokNZNdtuRB4MBUVIiIdZKGp2YjgTW52dpSrKt453VMB6YDHHzwwT1N1czMulFpH8eHJe0nqb+kuyQ9J+mTlcwoaV+yPpLzcv0jJZuWiEWZ+I6BiKsjoiUiWpqamipJzczMeqDSwjEhfemfSvaL/63AF7ubSVJ/sqJxfUTcnMLPpl1QpOf1Kd4GjM7NPgpYWyZuZmZ1UGnh6J+eJwM3dPQ3lCNJwDXAioj4dm7SfLafAzINuDUXPysdXXUM8ELapXUHMEHSkHQE1oQUMzOzOqj0PI6fS3qC7Gzxz0pqAl7tZp7jgE8Bj+UuT/IV4BJgnqRzgD8AZ6Rpt5MVplbgZeBsgIjYIOlrwMLU7quVFC4zM6uNSi+rPlPSpWQnAm6T9Eeyo6DKzfMbSvdPAJxUon0AM7pY1myyCy2amVmdVVQ4JJ2VG85PurbaCZmZWWOrdFfVe3LDA8m2GB7GhcPMbLdT6a6q/5UfTxc7vK4mGZmZWUOr9Kiqzl4muzSImZntZirt4/g520+62wM4HJhXq6TMzKxxdXeRw7cABwL/mgtvBfoBz9QwLzMza1Dd7aq6HHgpIv4r97ifbFfV5bVPz8zMGk13haM5IpZ2DkbEIqC5JhmZmVlD665wlLvnxt7VTMTMzPqG7grHQkk73XcjXS5kcW1SMjOzRtbdUVXnAbdI+gTbC0ULsBfw4VomZmZmjam7Gzk9C7xX0vuBd6TwLyLi7ppnZmZmDanSM8fvAe6pcS5mZtYH9PTMcTMz2025cJiZWSEuHGZmVkjNCoek2ZLWS1qWi10o6RlJS9Jjcm7a+ZJaJa2UdHIuPjHFWiXNrFW+ZmZWmVpucfwImFgifllEjEuP2wEkHQ5MBY5I83xPUj9J/YDvApPILqx4ZmprZmZ1UumNnAqLiF9Laq6w+RRgbkRsAZ6W1Aoclaa1RsRTAJLmpraPVzldMzOrUD36OM6VtDTtyhqSYiOBNbk2bSnWVXwnkqZLWiRpUXt7ey3yNjMzer9wXAkcCowD1gHfSnGVaBtl4jsHI66OiJaIaGlqaqpGrmZmVkLNdlWVks5EB0DS94Hb0mgbMDrXdBSwNg13FTczszro1S0OSSNyox8GOo64mg9MlTRA0hiy29I+BCwExkoaI2kvsg70+b2Zs5mZ7ahmWxySbgBOAIZJagMuAE6QNI5sd9Nq4DMAEbFc0jyyTu+twIyI2JaWcy5wB9ldB2dHxPJa5WxmZt2r5VFVZ5YIX1Om/SxgVon47cDtVUzNzMx2gc8cNzOzQlw4zMysEBcOMzMrxIXDzMwKceEwM7NCXDjMzKwQFw4zMyvEhcPMzApx4TAzs0JcOMzMrBAXDjMzK8SFw8zMCnHhMDOzQlw4zMysEBcOMzMrxIXDzMwKqVnhkDRb0npJy3KxoZIWSFqVnoekuCRdIalV0lJJ43PzTEvtV0maVqt8zcysMrXc4vgRMLFTbCZwV0SMBe5K4wCTyO4zPhaYDlwJWaEhu+Xs0cBRwAUdxcbMzOqjZoUjIn4NbOgUngLMScNzgNNy8Wsj8wAwWNII4GRgQURsiIiNwAJ2LkZmZtaLeruP48CIWAeQnoen+EhgTa5dW4p1Fd+JpOmSFkla1N7eXvXEzcws0yid4yoRizLxnYMRV0dES0S0NDU1VTU5MzPbrrcLx7NpFxTpeX2KtwGjc+1GAWvLxM3MrE56u3DMBzqOjJoG3JqLn5WOrjoGeCHtyroDmCBpSOoUn5BiZmZWJ3vWasGSbgBOAIZJaiM7OuoSYJ6kc4A/AGek5rcDk4FW4GXgbICI2CDpa8DC1O6rEdG5w93MzHpRzQpHRJzZxaSTSrQNYEYXy5kNzK5iamZmtgsapXPczMz6CBcOMzMrxIXDzMwKceEwM7NCXDjMzKwQFw4zMyvEhcPMzApx4TAzs0JcOMzMrBAXDjMzK8SFw8zMCnHhMDOzQlw4zMysEBcOMzMrxIXDzMwKceEwM7NC6lI4JK2W9JikJZIWpdhQSQskrUrPQ1Jckq6Q1CppqaTx9cjZzMwy9dzieH9EjIuIljQ+E7grIsYCd6VxgEnA2PSYDlzZ65mamdkbGmlX1RRgThqeA5yWi18bmQeAwZJG1CNBMzOrX+EI4E5JiyVNT7EDI2IdQHoenuIjgTW5edtSzMzM6mDPOq33uIhYK2k4sEDSE2XaqkQsdmqUFaDpAAcffHB1sjQzs53UZYsjItam5/XALcBRwLMdu6DS8/rUvA0YnZt9FLC2xDKvjoiWiGhpamqqZfpmZru1Xi8ckt4kaVDHMDABWAbMB6alZtOAW9PwfOCsdHTVMcALHbu0zMys99VjV9WBwC2SOtb/k4j4laSFwDxJ5wB/AM5I7W8HJgOtwMvA2b2fspmZdej1whERTwHvKhF/HjipRDyAGb2QmpmZVaCRDsc1M7M+wIXDzMwKceEwM7NC6nUeh5XQPPMXdVv36ktOqdu6zaxv8RaHmZkV4sJhZmaFuHCYmVkhLhxmZlaIC4eZmRXiwmFmZoW4cJiZWSEuHGZmVogLh5mZFeLCYWZmhbhwmJlZIS4cZmZWiAuHmZkV0meujitpIvB/gX7ADyLikjqn9CelXlfm9VV5zfqePrHFIakf8F1gEnA4cKakw+ublZnZ7qmvbHEcBbSm+5UjaS4wBXi8rlnZLvOWjlnf01cKx0hgTW68DTg630DSdGB6Gt0saWUv5dZhGPBcL6+zKOeY6NJdmt3v465r9Pxg98zxzypp1FcKh0rEYoeRiKuBq3snnZ1JWhQRLfVafyWcY3U4x13X6PmBcyynT/RxkG1hjM6NjwLW1ikXM7PdWl8pHAuBsZLGSNoLmArMr3NOZma7pT6xqyoitko6F7iD7HDc2RGxvM5pdVa33WQFOMfqcI67rtHzA+fYJUVE963MzMySvrKryszMGoQLh5mZFeLCUQWSJkpaKalV0swar2u2pPWSluViQyUtkLQqPQ9JcUm6IuW1VNL43DzTUvtVkqbl4u+W9Fia5wpJpQ6F7i7H0ZLukbRC0nJJn2u0PCUNlPSQpEdTjhel+BhJD6b13ZgOxkDSgDTemqY355Z1foqvlHRyLr7LfxeS+kl6RNJtjZhfWs7q9FkskbQoxRrpsx4s6SZJT6S/yWMbLL/D0nvX8XhR0nmNlONOIsKPXXiQddY/CRwC7AU8Chxew/W9DxgPLMvFvgnMTMMzgUvT8GTgl2TnwRwDPJjiQ4Gn0vOQNDwkTXsIODbN80tgUg9yHAGMT8ODgN+RXSqmYfJM8+2bhvsDD6Z1zwOmpvi/A3+fhj8L/HsangrcmIYPT5/5AGBM+lvoV62/C+DzwE+A29J4Q+WX1rEaGNYp1kif9Rzgb9LwXsDgRsqvxPfJ/5CdiNeQOUaEC8euPtKHcUdu/Hzg/Bqvs5kdC8dKYEQaHgGsTMNXAWd2bgecCVyVi1+VYiOAJ3LxHdrtQr63An/ZqHkC+wAPk12N4Dlgz86fLdkRfcem4T1TO3X+vDvaVePvgux8pbuAE4Hb0voaJr/cvKvZuXA0xGcN7Ac8TToQqNHyK5HvBOD+Rs4xIryrqgpKXQ5lZC/ncGBErANIz8O7ya1cvK1EvMfSLpMjyX7RN1SeaTfQEmA9sIDsF/imiNhaYrlv5JKmvwAc0IPci7gc+BLweho/oMHy6xDAnZIWK7v0DzTOZ30I0A78MO3y+4GkNzVQfp1NBW5Iw42aowtHFXR7OZQ66iq3ovGerVzaF/gZcF5EvFiuacF8qpJnRGyLiHFkv+yPAt5eZrm9mqOkU4H1EbE4H26U/Do5LiLGk129eoak95Vp29t57km2a/fKiDgS+CPZbp9GyW/7irP+qg8BP+2uacFcqv4d5cKx6xrhcijPShoBkJ7Xd5NbufioEvHCJPUnKxrXR8TNjZonQERsAu4l2188WFLHibH55b6RS5q+P7ChB7lX6jjgQ5JWA3PJdldd3kD5vSEi1qbn9cAtZEW4UT7rNqAtIh5M4zeRFZJGyS9vEvBwRDybxhsxx8yu7Ofy4439yU+RdTx2dDIeUeN1NrNjH8f/YcdOtG+m4VPYsRPtoRQfSrbfd0h6PA0MTdMWprYdnWiTe5CfgGuByzvFGyZPoAkYnIb3Bu4DTiX7tZfvfP5sGp7Bjp3P89LwEezY+fwUWQdn1f4ugBPY3jneUPkBbwIG5Yb/G5jYYJ/1fcBhafjClFvD5JfLcy5wdiP+v+yU667M7McbH/BksiOHngT+scbrugFYB7xG9kviHLJ92XcBq9Jzxx+LyG6A9STwGNCSW85fA63pkf9jbQGWpXm+Q6dOxQpzPJ5sU3gpsCQ9JjdSnsA7gUdSjsuAf0nxQ8iOQGkl+5IekOID03hrmn5Ibln/mPJYSe5olWr9XbBj4Wio/FI+j6bH8o7lNNhnPQ5YlD7r/yD7Um2Y/NIy9gGeB/bPxRoqx/zDlxwxM7NC3MdhZmaFuHCYmVkhLhxmZlaIC4eZmRXiwmFmZoW4cJhVQNK2dOXSRyU9LOm9FcyzuTdyM+ttfeLWsWYN4JXILk9CujT5xcBf1Dcls/rwFodZcfsBGyG7Hpeku9JWyGOSpnRu3FUbSc3p/hDfV3ZPkDsl7Z2mvUXSf+a2cA5N8S9KWpjuw3BRL75mszf4BECzCkjaRnaW7kCyy1SfGBGL03Wh9omIFyUNAx4AxkZESNocEft21YbsngutZGf+LpE0D5gfET+W9CBwSUTcImkg2Y+844HTgc+QnT08n+wyFL/uzffCzLuqzCqT31V1LHCtpHeQfYF/I10R9nWyy1WClxLzAAABEElEQVQfSHYzng5dtQF4OiKWpOHFQLOkQcDIiLgFICJeTeudQHa/hkdS+33JCpALh/UqFw6zgiLit2nLoYnsek9NwLsj4rV0NduBnWb5RJk2W3LttpFdcLGr23oKuDgirqrKCzHrIfdxmBUk6W1kV5h9nuzy5etTQXg/2e6nzipp84bI7l3SJum0tL4BkvYhu3vfX6f7nCBppKThZRZlVhPe4jCrzN7pboGQ/fKfFhHbJF0P/FzSIrKrAD9RYt5K2nT2KeAqSV8luxLyGRFxp6S3A7+VBLAZ+CTb79Ng1ivcOW5mZoV4V5WZmRXiwmFmZoW4cJiZWSEuHGZmVogLh5mZFeLCYWZmhbhwmJlZIf8fjeOXceDgtUUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.balance.plot.hist()\n",
    "plt.ylabel('Customer')\n",
    "plt.xlabel('Balance')\n",
    "plt.title('Customer Balance Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hNrMnbWXussrezlWnN1fUvpS2tjYqeV8GgmOsjnqPsd7jA8fYlwE5qioiXgbagCOBkZK6vmEPANam6dXAOIC0fASwMV/eQxszMxtgtTyqat+0p4GkYcAfAk8B9wOnpGozgDvS9MI0T1r+48j60RYC09NRVxOAicDDtYrbzMz6VsuuqjHADWmcYxdgQUQskvQk0CrpUuAx4PpU/3rgu5I6yPY0pgNExApJC4Anga3AOakLzMzMBkHNEkdEPAF8uIfy5+jhqKiI+DVwai/rugy4rNoxmplZcT5z3MzMCnHiMDOzQpw4zMysECcOMzMrxInDzMwKceIwM7NCnDjMzKwQJw4zMyvEicPMzApx4jAzs0KcOMzMrBAnDjMzK8SJw8zMCnHiMDOzQkomDkm7SPrIQARjZmb1r2TiiIjfAHMHIBYzM9sBlNtVda+kP5GkclcsaZyk+yU9JWmFpM+n8oskrZG0ND1OyLW5QFKHpJWSjsuVT01lHZLmlP3qzMys6sq9A+AXgL2AbZK2AAIiIvbuo81WYHZEPCppONAuaXFadlVEfDVfWdLBZLeLPQTYH/gPSe9Pi78B/BGwGlgiaWFEPFlm7GZmVkVlJY6IGF50xRGxDliXpl+V9BQwto8m04DWiHgDeD7de7zrFrMd6ZazSGpNdZ04zMwGgSKidKWsi+p0YEJEXCJpHDAmIh4uayPSeOAnwKFkey8zgVeAR8j2SjZJ+jrwYETclNpcD9ydVjE1Ij6bys8ApkTEud22MQuYBdDY2Di5tbW1nNB6tGzN5sJtGofB+i393iQAk8aOqGwFJXR2dtLQ0FDTbVTKMVZHvcdY7/HBzhljS0tLe0Q0lapXblfVN4HfAEcDlwCdZN1Hv1eqoaQG4PvAeRHxiqRr0zoiPc8FPkPW/dVd0PM4zDuyXUTMA+YBNDU1RXNzc8kX1ZuZc+4s3Gb2pK3MXVbu29mzVac3V9S+lLa2Nip5XwaCY6yOeo+x3uMDx9iXcr/ppkTE4ZIeA0h7CLuXaiRpN7KkcXNE/CC1XZ9b/q/AojS7GhiXa34AsDZN91ZuZmYDrNyjqt6UNIT0S1/SvmR7IL1K3VvXA09FxNdy5WNy1T4JLE/TC4HpkvaQNAGYCDwMLAEmSpqQktX0VNfMzAZBuXsc1wC3A/tJugw4Bfj7Em0+CpwBLJO0NJX9LXCapMPIktAq4HMAEbFC0gKyQe+twDkRsQ1A0rnAPcAQYH5ErCgzbjMzq7Jyj6q6WVI7cAzZWMTJEfFUiTYP0PO4xV19tLkMuKyH8rv6amdmZgOnyGjueuCnqc0wSYdHxKO1CcvMzOpVWYlD0iVkh9A+y/YjmoLsKCszM9uJlLvH8SngfRHx/2oZjJmZ1b9yj6paDoysZSBmZrZjKHeP43LgMUnLgTe6CiPiEzWJyszM6la5ieMG4EpgGSXO3zAzs99u5SaOFyPimppGYmZmO4RyE0e7pMvJztjOd1X5cFwzs51MuYnjw+n5yFyZD8c1M9sJlXvmeEutAzEzsx1DWYfjShoh6WuSHkmPuZJqe/MIMzOrS+WexzEfeJXsRMBPkd2E6du1CsrMzOpXuWMc74uIP8nNX5y74q2Zme1Eyt3j2CLpY10zkj4KVHijVDMz2xGVu8fxF8CNuXGNTcCM2oRkZmb1rNzE8UpEfEjS3gDp3uETahiXmZnVqXK7qr4PWcKIiFdS2W19NZA0TtL9kp6StELS51P5aEmLJT2Tnkelckm6RlKHpCckHZ5b14xU/xlJ3tMxMxtEfe5xSPpd4BBghKT/lVu0NzC0xLq3ArMj4lFJw8nOPl9Mdl+P+yLiCklzgDnA+cDxZPcZnwhMAa4FpkgaDVwINJGddNguaWFEbCr2Us3MrBpKdVUdBJxEdkn1P86Vvwr8eV8NI2IdsC5NvyrpKWAsMA1oTtVuANrIEsc04MaICOBBSSMljUl1F0fERoCUfKYCt5T1Cs3MrKqUfU+XqCQdFRE/7/dGpPHAT4BDgV9GxMjcsk0RMUrSIuCKdK9yJN1HllCagaERcWkq/xKwJSK+2m0bs4BZAI2NjZNbW1v7Gy7L1mwu3KZxGKyv8DizSWNre05lZ2cnDQ0NNd1GpRxjddR7jPUeH+ycMba0tLRHRFOpeuUOjn9S0gqyQ3B/BHwIOC8ibirVUFID2RjJeWlQvdeqPZRFH+VvL4iYB8wDaGpqiubm5lKh9WrmnDsLt5k9aStzlxW5hfs7rTq9uaL2pbS1tVHJ+zIQHGN11HuM9R4fOMa+lDs4fmwaFD8JWA28H/hiqUaSdiNLGjdHxA9S8frUBUV63pDKVwPjcs0PANb2UW5mZoOg3MSxW3o+Abila7yhL8p2La4HnoqIr+UWLWT7OSAzgDty5Wemo6uOBDancZJ7gGMljUpHYB2byszMbBCU27fyQ0lPk3VV/aWkfYFfl2jzUeAMYFnu8iR/C1wBLJB0NvBL4NS07C6yxNQBvA6cBRARGyVdAixJ9b5cTuIyM7PaKPey6nMkXUl2IuA2Sa+RHQXVV5sH6Hl8AuCYHuoHcE4v65pPdqFFMzMbZGUlDkln5qbzi26sdkBmZlbfyu2q+r3c9FCyPYZHceIwM9vplNtV9Vf5+XSxw+/WJCIzM6tr5R5V1d3rZJcGMTOznUy5Yxw/ZPtJd7sABwMLahWUmZnVr1IXOTwQaATyl/fYCgwB1tQwLjMzq1OluqquBl6NiP/MPX5G1lV1de3DMzOzelMqcYyPiCe6F0bEI8D4mkRkZmZ1rVTi6OueG8OqGYiZme0YSiWOJZLecd+NdLmQ9tqEZGZm9azUUVXnAbdLOp3tiaIJ2B34ZC0DMzOz+tRn4oiI9cBHJLWQ3YQJ4M6I+HHNIzMzs7pU7pnj9wP31zgWMzPbAfT3zHEzM9tJOXGYmVkhThxmZlZIzRKHpPmSNkhaniu7SNIaSUvT44TcsgskdUhaKem4XPnUVNYhaU6t4jUzs/LUco/jO8DUHsqviojD0uMuAEkHA9OBQ1Kbb0oaImkI8A3geLILK56W6pqZ2SAp90ZOhUXETySNL7P6NKA1It4AnpfUARyRlnVExHMAklpT3SerHK6ZmZVJ2a2+a7TyLHEsiohD0/xFwEzgFeARYHZEbJL0deDBiLgp1bseuDutZmpEfDaVnwFMiYhze9jWLGAWQGNj4+TW1tZ+x71szebCbRqHwfot/d4kAJPGjqhsBSV0dnbS0NBQ021UyjFWR73HWO/xwc4ZY0tLS3tENJWqV7M9jl5cC1xCdm+PS4C5wGcA9VA36LkrrcdMFxHzgHkATU1N0dzc3O8gZ865s3Cb2ZO2MndZZW/nqtObK2pfSltbG5W8LwPBMVZHvcdY7/GBY+zLgCaOdCY6AJL+FViUZlcD43JVDwDWpuneys3MbBAM6OG4ksbkZj8JdB1xtRCYLmkPSRPIbkv7MLAEmChpgqTdyQbQFw5kzGZm9nY12+OQdAvQDOwjaTVwIdAs6TCy7qZVwOcAImKFpAVkg95bgXMiYltaz7nAPWR3HZwfEStqFbOZmZVWy6OqTuuh+Po+6l8GXNZD+V3AXVUMzczMKuAzx83MrBAnDjMzK8SJw8zMCnHiMDOzQpw4zMysECcOMzMrxInDzMwKceIwM7NCnDjMzKwQJw4zMyvEicPMzApx4jAzs0KcOMzMrBAnDjMzK8SJw8zMCnHiMDOzQmqWOCTNl7RB0vJc2WhJiyU9k55HpXJJukZSh6QnJB2eazMj1X9G0oxaxWtmZuWp5R7Hd4Cp3crmAPdFxETgvjQPcDzZfcYnArOAayFLNGS3nJ0CHAFc2JVszMxscNQscUTET4CN3YqnATek6RuAk3PlN0bmQWCkpDHAccDiiNgYEZuAxbwzGZmZ2QBSRNRu5dJ4YFFEHJrmX46IkbnlmyJilKRFwBUR8UAqvw84H2gGhkbEpan8S8CWiPhqD9uaRba3QmNj4+TW1tZ+x71szebCbRqHwfot/d4kAJPGjqhsBSV0dnbS0NBQ021UyjFWR73HWO/xwc4ZY0tLS3tENJWqt2vVtlgZ9VAWfZS/szBiHjAPoKmpKZqbm/sdzMw5dxZuM3vSVuYuq+ztXHV6c0XtS2lra6OS92UgOMbqqPcY6z0+cIx9GeijqtanLijS84ZUvhoYl6t3ALC2j3IzMxskA504FgJdR0bNAO7IlZ+Zjq46EtgcEeuAe4BjJY1Kg+LHpjIzMxskNeuqknQL2RjFPpJWkx0ddQWwQNLZwC+BU1P1u4ATgA7gdeAsgIjYKOkSYEmq9+WI6D7gbmZmA6hmiSMiTutl0TE91A3gnF7WMx+YX8XQzMysAj5z3MzMCnHiMDOzQpw4zMysECcOMzMrxInDzMwKceIwM7NCnDjMzKwQJw4zMyvEicPMzApx4jAzs0KcOMzMrBAnDjMzK8SJw8zMCnHiMDOzQpw4zMysECcOMzMrZFASh6RVkpZJWirpkVQ2WtJiSc+k51GpXJKukdQh6QlJhw9GzGZmlhnMPY6WiDgsIprS/BzgvoiYCNyX5gGOByamxyzg2gGP1MzM3lJPXVXTgBvS9A3AybnyGyPzIDBS0pjBCNDMzAYvcQRwr6R2SbNSWWNErANIz/ul8rHAC7m2q1OZmZkNAkXEwG9U2j8i1kraD1gM/BWwMCJG5upsiohRku4ELo+IB1L5fcDfRER7t3XOIuvKorGxcXJra2u/41u2ZnPhNo3DYP2Wfm8SgEljR1S2ghI6OztpaGio6TYq5Riro95jrPf4YOeMsaWlpT03fNCrXau2xQIiYm163iDpduAIYL2kMRGxLnVFbUjVVwPjcs0PANb2sM55wDyApqamaG5u7nd8M+fcWbjN7Elbmbussrdz1enNFbUvpa2tjUrel4HgGKuj3mOs9/jAMfZlwLuqJO0laXjXNHAssBxYCMxI1WYAd6TphcCZ6eiqI4HNXV1aZmY28AZjj6MRuF1S1/a/FxE/krQEWCDpbOCXwKmp/l3ACUAH8Dpw1sCHbGZmXQY8cUTEc8CHeih/CTimh/IAzhmA0MzMrAz1dDiumZntAJw4zMysECcOMzMrZFAOx7Weje/HYcBFzJ60tddDjVddcWJNt21mvz28x2FmZoU4cZiZWSFOHGZmVogTh5mZFeLEYWZmhThxmJlZIU4cZmZWiBOHmZkV4sRhZmaFOHGYmVkhThxmZlaIE4eZmRXixGFmZoXsMFfHlTQV+L/AEOBbEXHFIIf0W6XWV+btja/Ka7bj2SH2OCQNAb4BHA8cDJwm6eDBjcrMbOe0o+xxHAF0pPuVI6kVmAY8OahRWcW67+n0dc+QavKejln/KSIGO4aSJJ0CTI2Iz6b5M4ApEXFurs4sYFaaPQhYOcBh7gO8OMDbLMoxVodjrFy9xwc7Z4zviYh9S1XaUfY41EPZ2zJeRMwD5g1MOO8k6ZGIaBqs7ZfDMVaHY6xcvccHjrEvO8QYB7AaGJebPwBYO0ixmJnt1HaUxLEEmChpgqTdgenAwkGOycxsp7RDdFVFxFZJ5wL3kB2OOz8iVgxyWN0NWjdZAY6xOhxj5eo9PnCMvdohBsfNzKx+7ChdVWZmViecOMzMrBAnjiqQNFXSSkkdkubUeFvzJW2QtDxXNlrSYknPpOdRqVySrklxPSHp8FybGan+M5Jm5MonS1qW2lwjqadDoUvFOE7S/ZKekrRC0ufrLU5JQyU9LOnxFOPFqXyCpIfS9m5NB2MgaY8035GWj8+t64JUvlLScbnyiv8uJA2R9JikRfUYX1rPqvRZLJX0SCqrp896pKTbJD2d/iaPqrP4DkrvXdfjFUnn1VOM7xARflTwIBusfxZ4L7A78DhwcA2393HgcGB5ruwfgTlpeg5wZZo+Abib7DyYI4GHUvlo4Ln0PCpNj0rLHgaOSm3uBo7vR4xjgMPT9HDgv8kuFVM3caZ2DWl6N+ChtO0FwPRU/i/A/07Tfwn8S5qeDtyapg9On/kewIT0tzCkWn8XwBeA7wGL0nxdxZe2sQrYp1tZPX3WNwCfTdO7AyPrKb4evk/+B3hPvcYYEU4clT7Sh3FPbv4C4IIab3M8b08cK4ExaXoMsDJNXwec1r0ecBpwXa78ulQ2Bngt5v/xAAAFBklEQVQ6V/62ehXEewfwR/UaJ7An8Cgwhews3F27f7ZkR/QdlaZ3TfXU/fPuqleNvwuy85XuA44GFqXt1U18ubareGfiqIvPGtgbeJ50IFC9xddDvMcCP6vnGCPCXVVVMBZ4ITe/OpUNpMaIWAeQnvcrEVtf5at7KO+31GXyYbJf9HUVZ+oGWgpsABaT/QJ/OSK29rDet2JJyzcD7+pH7EVcDfwN8Js0/646i69LAPdKald26R+on8/6vcCvgG+nLr9vSdqrjuLrbjpwS5qu1xidOKqg5OVQBlFvsRUt79/GpQbg+8B5EfFKX1ULxlOVOCNiW0QcRvbL/gjgA32sd0BjlHQSsCEi2vPF9RJfNx+NiMPJrl59jqSP91F3oOPclaxr99qI+DDwGlm3T73Et33D2XjVJ4B/K1W1YCxV/45y4qhcPVwOZb2kMQDpeUOJ2PoqP6CH8sIk7UaWNG6OiB/Ua5wAEfEy0EbWXzxSUteJsfn1vhVLWj4C2NiP2Mv1UeATklYBrWTdVVfXUXxviYi16XkDcDtZEq6Xz3o1sDoiHkrzt5ElknqJL+944NGIWJ/m6zHGTCX9XH681Z/8HNnAY9cg4yE13uZ43j7G8U+8fRDtH9P0ibx9EO3hVD6arN93VHo8D4xOy5akul2DaCf0Iz4BNwJXdyuvmziBfYGRaXoY8FPgJLJfe/nB579M0+fw9sHnBWn6EN4++Pwc2QBn1f4ugGa2D47XVXzAXsDw3PR/AVPr7LP+KXBQmr4oxVY38eXibAXOqsf/l3fEWkljP976gE8gO3LoWeDvarytW4B1wJtkvyTOJuvLvg94Jj13/bGI7AZYzwLLgKbcej4DdKRH/o+1CVie2nydboOKZcb4MbJd4SeApelxQj3FCXwQeCzFuBz4h1T+XrIjUDrIvqT3SOVD03xHWv7e3Lr+LsWxktzRKtX6u+DtiaOu4kvxPJ4eK7rWU2ef9WHAI+mz/neyL9W6iS+tY0/gJWBErqyuYsw/fMkRMzMrxGMcZmZWiBOHmZkV4sRhZmaFOHGYmVkhThxmZlaIE4dZGSRtS1cufVzSo5I+UkabzoGIzWyg7RC3jjWrA1siuzwJ6dLklwN/MLghmQ0O73GYFbc3sAmy63FJui/thSyTNK175d7qSBqf7g/xr8ruCXKvpGFp2YGS/iO3h/O+VP5FSUvSfRguHsDXbPYWnwBoVgZJ28jO0h1KdpnqoyOiPV0Xas+IeEXSPsCDwMSICEmdEdHQWx2yey50kJ35u1TSAmBhRNwk6SHgioi4XdJQsh95HwNOAT5HdvbwQrLLUPxkIN8LM3dVmZUn31V1FHCjpEPJvsC/kq4I+xuyy1U3kt2Mp0tvdQCej4ilabodGC9pODA2Im4HiIhfp+0eS3a/hsdS/QayBOTEYQPKicOsoIj4edpz2Jfsek/7ApMj4s10Nduh3Zqc3kedN3L1tpFdcLG323oKuDwirqvKCzHrJ49xmBUk6XfJrjD7EtnlyzekhNBC1v3UXTl13hLZvUtWSzo5bW8PSXuS3b3vM+k+J0gaK2m/PlZlVhPe4zArz7B0t0DIfvnPiIhtkm4GfijpEbKrAD/dQ9ty6nR3BnCdpC+TXQn51Ii4V9IHgJ9LAugE/ozt92kwGxAeHDczs0LcVWVmZoU4cZiZWSFOHGZmVogTh5mZFeLEYWZmhThxmJlZIU4cZmZWyP8HkU7l1jcIdI0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.balance.plot.hist(grid=True)\n",
    "plt.ylabel('Customer')\n",
    "plt.xlabel('Balance')\n",
    "plt.title('Customer Balance Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.balance.plot.hist(grid=True, bins=15, rwidth=0.9,\n",
    "                   color='#607c8e')\n",
    "plt.ylabel('Customer')\n",
    "plt.xlabel('Balance')\n",
    "plt.title('Customer Balance Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.balance.plot.hist(grid=True, bins=15, rwidth=0.9,\n",
    "                   color='#607c8e')\n",
    "plt.ylabel('Customer')\n",
    "plt.xlabel('Balance')\n",
    "plt.title('Customer Balance Distribution')\n",
    "plt.grid(color='b', linestyle='-', linewidth=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.balance.plot.hist(grid=True, bins=15, rwidth=0.9,\n",
    "                   color='#607c8e')\n",
    "plt.ylabel('Customer')\n",
    "plt.xlabel('Balance')\n",
    "plt.title('Customer Balance Distribution')\n",
    "plt.grid(color='b', linestyle='-', linewidth=1)\n",
    "plt.xticks()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.balance.plot.hist(grid=True, bins=15, rwidth=0.9,\n",
    "                   color='#607c8e')\n",
    "plt.ylabel('Customer')\n",
    "plt.xlabel('Balance')\n",
    "plt.title('Customer Balance Distribution')\n",
    "plt.grid(color='b', linestyle='-', linewidth=1)\n",
    "plt.xticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.balance.plot.hist(grid=True, bins=15, rwidth=0.9,\n",
    "                   color='#607c8e')\n",
    "plt.ylabel('Customer')\n",
    "plt.xlabel('Balance')\n",
    "plt.title('Customer Balance Distribution')\n",
    "plt.grid(color='b', linestyle='-', linewidth=1)\n",
    "plt.xticks(np.arange(0, 1000000, step=100000))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3: Using Matplotlib styles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['fivethirtyeight',\n",
       " 'seaborn-talk',\n",
       " 'grayscale',\n",
       " 'ggplot',\n",
       " '_classic_test',\n",
       " 'Solarize_Light2',\n",
       " 'seaborn-notebook',\n",
       " 'seaborn-deep',\n",
       " 'seaborn-bright',\n",
       " 'seaborn-paper',\n",
       " 'seaborn-poster',\n",
       " 'fast',\n",
       " 'seaborn-dark-palette',\n",
       " 'bmh',\n",
       " 'seaborn-pastel',\n",
       " 'seaborn-white',\n",
       " 'seaborn-muted',\n",
       " 'seaborn-colorblind',\n",
       " 'seaborn-whitegrid',\n",
       " 'seaborn-darkgrid',\n",
       " 'dark_background',\n",
       " 'seaborn-ticks',\n",
       " 'seaborn',\n",
       " 'tableau-colorblind10',\n",
       " 'seaborn-dark',\n",
       " 'classic',\n",
       " 'packt']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.balance)\n",
    "plt.xlabel('Customer')\n",
    "plt.ylabel('Balance')\n",
    "plt.title('Customer Balance')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('ggplot')\n",
    "\n",
    "plt.plot(data.balance)\n",
    "plt.xlabel('Customer')\n",
    "plt.ylabel('Balance')\n",
    "plt.title('Customer Balance')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn')\n",
    "\n",
    "plt.plot(data.balance)\n",
    "plt.xlabel('Customer')\n",
    "plt.ylabel('Balance')\n",
    "plt.title('Customer Balance')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "plt.plot(data.balance)\n",
    "plt.xlabel('Customer')\n",
    "plt.ylabel('Balance')\n",
    "plt.title('Customer Balance')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4: Creating custom styles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/home/harish/.config/matplotlib'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpl.get_configdir()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.reload_library()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.balance)\n",
    "plt.xlabel('Customer')\n",
    "plt.ylabel('Balance')\n",
    "plt.title('Customer Balance')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('packt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.balance)\n",
    "plt.xlabel('Customer')\n",
    "plt.ylabel('Balance')\n",
    "plt.title('Customer Balance')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5: Plot Annotation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPIAAADZCAYAAAAaA21RAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAH11JREFUeJzt3XlUU2feB/BvSFgSdkSEBAhFcZ+aKg3aUeqMnapgqbiUjnbeqVIdO5VqazsqVYeejlVssXNqwbrw1nRatMJr3abW2s6oFFfA4qig4MIWCEQNWyBAkvcPJsEYNAFCQi6/zzkez33uc8OTy/1y1+c+LIVCoQUhxK452LoBhJDeoyATwgAUZEIYgIJMCANQkAlhAAoyIQxgdpA1Gg127tyJiIgI7Ny502T9wsJCLF26FFOmTMHzzz+P5ORkNDc396qxhJCumRVkhUKBFStW4Pjx43BwML1IbW0tli9fjoCAAHz11VfYsmULzp07h40bN/a6wYQQY2YF+dixY2Cz2dizZw/YbLbJ+llZWeBwOFi3bh2EQiFEIhFWrlyJEydOoLKysteNJoQY4phTKTIyEnFxcWbtjQHg4sWLeOqpp+Do6KgvE4vF+nkCgaAHTSWEPIpZyRQIBGaHGADKy8vB5/MNyrhcLry9vVFWVta9FhJCTOqTq9aNjY3gcrlG5TweD42NjX3xIwkZ0Prs9hOLxeqrjyaEPKRPguzh4YGmpiaj8sbGRri7u/fFjyRkQOuTIAcHBxtdna6vr4dCoUBISEhf/EhiAcXFxbZuAumhPgnyxIkTkZ+fD5VKpS87c+YM2Gw2IiIi+uJHEjKgmRXkuro6yOVyyOVyAEBzc7N+Wq1WIzU1FQkJCfr6c+fOBYfDwQcffICysjLk5uZi27ZtiImJgZ+fX998E0IGMJY5bwhZtmwZ8vPzu5x38OBB7Nq1CwUFBThw4IC+vKSkBCkpKbhy5QpcXV0xc+ZMvP7663BycrJc64lFFRcXIywszNbNID1gVpDJwEBBtl/U+4kQBqAgE8IAFGRCGICCTAgDUJAJYQAKMiEMQEEmhAEoyIQwAAWZEAagIBPCABRkQhiAgkwIA1CQCWEACjIhDEBBJoQBKMiEMAAFmRAGoCATwgAUZEIYgIJMCANQkEm/dfToUYjFYkgkkkfWkcvlEIvFWLZsmRVb1v9QkAlhALPGRwaAjIwMZGZmora2FgKBAIsWLcKMGTMeWf/8+fPYvXs3SkpK4OzsjHHjxuHPf/4zhEKhRRpOSF9QqVRwdna2dTO6zawgZ2VlIS0tDYmJiRCJRMjOzkZSUhI8PT0xadIko/rXrl3DypUrMW/ePKxbtw4tLS349NNPsXz5cuzduxdubm4W/yKEPOjgwYP49ttvcfv2bQCAUCjErFmzMH/+fP1Y31KpFLNnz0ZMTAxEIhHS0tLg6OiIQ4cOAQDa29uRkZGBY8eOoaKiAhwOB6GhoZg/f/5jd2K2YFaQJRIJYmNjERUVBQCIi4tDbm4uJBJJl0H+8ccfweVy8dZbb+lX2ooVK/DKK6/g8uXLeOaZZyz4FQgxtHXrVuzbtw9Tp05FbGws1Go1fv75Z6SkpODGjRtYv369Qf3a2lp8/vnnWLhwocGQRomJiTh9+jSioqKwYMECNDc34/jx49iwYQMqKirw2muvWfurPZLJIJeWlkImk0EsFhuUR0REICUlBS0tLXBxcTFazsHBQR9iAPqhYrRaGtiCdI9KpUJDQ0OX8x4evvf69evYt28f5s+fj3fffVdfPnfuXKxZswZHjhxBXFwchg8frp937tw5pKWlYcKECfqykydP4uTJk1ixYgUWLlxo8DlLlizBF198gTlz5sDHx8dSX7NXTAa5rKwMAMDn8w3K+Xw+1Go1pFIpQkNDDeZFR0cjMzMTe/bswcKFC9Ha2gqJRAI+n4/w8HALNp8MBLt378bu3bvNqvvTTz8BAJ599lmj8P/2t7/Fv/71L5w5c8YgyL6+vgYhBjqOKgFg8uTJRp8zdepUXLlyBRcvXsT06dO7/X36gskg6/7i8Xg8g3LddGNjo9EyQ4cOxZYtW5CYmIgdO3ZAo9EgKCgIn376qV1eSCC2NXv27EcGpr6+HqtXr9ZP37p1CwCwfPnyR35edXW1wbS/v79RHd3nzJ8/3+zPsSWzr1qzWCyzP7S4uBjr169HVFQUZs2ahebmZnzxxRd49913kZ6ebvbFLhp42/r60zrXBcXZ2RkeHh5d1tFoNAA6hvotLi7G3bt3AQBvvPEGvLy8ulzGy8sLxcXFqK2tBdCxbT/8vRsaGsBisbB27dpHbvuDBw/u1fqy5IB5JoPs7u4OwPhcRLcn1s1/0K5du8Dn8w3OUUaMGIHp06fj8OHDWLBggVmNo5EBrau/jcZ4/fp1AB2Hvo9ql27Mbi6Xi7CwMPj6+gIAJkyYgLFjxz72811dXQF0HF0+/Pmenp6QyWSYMmUKBg0a1KvvYQ0mHwjR3fetrKw0KC8vLweHw4FAIDBaprS0FCEhIQZlrq6u8PHxQXl5eS+aS8jj6a7XXL161WieUqmESqXq9ec0NDSgvb29F620PJNBDgwMRFBQEM6ePWtQnpOTg/Dw8C4HLvf398edO3cMypqamnD37l0EBAT0rsWEPMa0adMAdDz78HBot23bhhkzZhjtlLry3HPPAQD27t1rcKdFq9Viw4YNiImJMTpKtSWzzpHj4+OxceNGjBkzBuPHj8eJEyeQl5eH7du3AwBSU1NRVFSEbdu2AQDmzZuHVatWITU1FdHR0WhtbUV6ejqcnZ373Y10wizDhw/Hyy+/jH379mHp0qWYPXs22Gw2cnJy8O9//xvR0dFdHkU+LDIyElOnTsXJkyeRkJCA6dOno729HT/88APy8vLw2muv6Q/N+wOzghwVFQWlUon09HRs2rQJQqEQycnJEIlEADrOUx78KzdlyhQkJyfjyy+/RFZWFpycnDBq1Ch8/vnnBjfcCekLb7/9NoYOHYpvv/0WW7duBZvNhkAgwNtvv42XXnrJ7M/58MMPsXfvXnz33XfYsmULHB0dERISgqSkJP3DUf0FS6FQ0BMaBED/u9hFzEe9nwhhAAoyIQxAQSaEASjIhDAABZkQBqAgE7un1mhQXF4H2T2lrZtiM2Z3miCkv6qoUeJvkl/Ac+HgleeHYXSIF7w9BlYvO9ojE7vWrGrH0TNlUGu0aFC2YfvBQlTU9p9HJ62Fgkzs2u2qBpy9UqOfHvuEF54IMO6Rx3QUZGK3FA0qfHmssz8wiwXM/20o3HiONmyVbVCQiV3SarW4evs+Kmo7L3BFTQxC8JD+05HBmijIxC5V32vGl9+X6Ke5zmw8+5Q/HDlsG7bKdijIxO60tqmRXVCNppbOzv2vPD8MAYN4j1mK2SjIxO7cljbgyM9l+umAQVw8OdSnW++VYxoKMrErckUzdh65jgf73i6KHj7g7hs/jIJM7EZbuxrZl2WQ3WvWl82MEGAof+DdbnoYBZnYjTtVjThw6o5+2svNCc89HQhnJ3pAkYJM7MLduhbsPnIdD4449KcXR2KID9d2jepHKMik32tXa3D2ag0q5Z33jKdNCEBYkKcNW9W/UJBJv1da3Yj9P93WT3u4OmLmxCC4OA3Me8ZdoSCTfu1evQr/e/QGNA8cUy+NGQn/AXzPuCsUZNJvqTUaXLhWg1JZ50CBkeOGYEQwHVI/zOzLfRkZGcjMzERtbS0EAgEWLVr02JfNNzY24u9//ztOnjwJtVoNkUiEd955x6yXgxMCdBxS7/3xln7ajcvBC5OF4DrTVeqHmbVHzsrKQlpaGpYsWYL9+/djzpw5SEpKMhpG5kGrV69GVVUVtm/fjh07dqCxsRFvvfWWfvQ8Qh7nfoMKkmPFUGs6D6mXxIwc0I9hPo5Zf9okEgliY2P1b9ePi4tDbm4uJBIJJk2aZFT//PnzuHr1Kg4dOgRPz47DoKSkJBQVFaGtrY3GSCaPpdFokVckx83KzgHGnxnrh1FCOqR+FJN75NLSUshkMojFYoPyiIgIFBQUoKWlxWiZU6dOISIiQh9iABAIBJg2bRqFmJhUKmvEVz909mziOXPw4hQheC4Dr5+xuUwGuays4+F0Pp9vUM7n86FWqyGVSo2WKSkpQWBgINLT0xEbG4vp06djzZo1kMlkFmo2Yap79S2QfFeMdnXnIfVrLwwH35cOqR/HZJB1Q0fyeIYrUjetG/D8QQqFAt9//z2qq6uxceNGrFu3DoWFhVi1ahWdI5NHala14/tzFSiprNeXhY/0xegnvAd0zyZzmH35rzsrsr29HW5ubkhMTNQv5+zsjOXLl+P8+fNdnld3pbi42HQlYlG2WudsNhsVdU747lyFvsyN64gosR+qKu7YpE19zZID5pkMsrt7R8+Shwd11u2JdfMfxOPxEBoaahD+cePGgcVi4fbt22YHmUYGtC5bjsZ4s7IeX3z3i36axQJWzB+N4SHeAGgoXlNMHloLhUIAMBrlvby8HBwOp8v7wsHBwaivrzco02q10Gq1cHJy6k17CQPJ7imxLesq2tSdp11/nBFGz1J3g8kgBwYGIigoyOiecU5ODsLDw7sM5qRJk3Dp0iU0NHTePigoKAAAhIaG9rbNhEHqm1qx98dbkNep9GW/fnIIIsYMBodNDx6ay6w1FR8fj8OHD+Po0aOQSqWQSCTIy8vD4sWLAQCpqalISEjQ158+fTr8/PyQmJiIGzduIDc3F8nJyRg3bhzGjx/fN9+E2J22NjV+vixDbpFcX+Y/iIu5z4bAnUdHbt1h1sWuqKgoKJVKpKenY9OmTRAKhUhOToZIJAIAyOVyg0NvJycnfPbZZ/j444+xdOlSsFgsTJo0CatWreqbb0HsjlarRVF5HfaeuKkvc3Z0wPI5o+HnTX2Mu4ulUCi0pquRgcCaF7vKaxrxwRe/QKnqfBPmWy+NwfgRvnSrqQfoJIRYnbyuBTsPFRmE+MUpwRgTSveLe4qCTKxK2dKG786W43ZV54NEo0O88Fy4AC707q0eoyATq9FotLhUfA8/XOi8nuLh6ohXo4bD252ewe8NCjKxmlvSeuw6XKSfdmCx8Oa8MfQctQVQkIlVlNc0Yus3Vww6Q7waFYZhgR42bBVzUJBJn6u6q8Qn+66gvqlNXxYp8od4ND30YSm0FkmfqrnXjG1ZV1Gj6Oy3PkzggdjIELhxqX+xpVCQSZ+5W9eC3UeLUCbr7HDDH8TFstkjMdjLxYYtYx4KMukT9xtU+PqHEly7U6cv83F3xoqXxtKrbPsABZlYXH1TKw6evoMLhZ3PULtxOVj1+7EQDHa1YcuYi4JMLErZ0objFyrwU16VvszZkY13fv8rCP1p1MS+QkEmFtPS2o7TBdU4lN05CDmHzcKq34/FUAHdZupLFGRiEW3talwslOOr4529mVgs4M35YzAy2Iueoe5jFGTSa2qNBpdv3sfOQ0UG5ctmj8KvQn3g4EAh7msUZNIrWq0WRaV1+DTzKh7sD/vHGcMQPnIQHDm0iVkDrWXSY1qtFsXldUjZ+x+DoV3mPBuCXz/pD2dH6s1kLbSmSY+oNRoU3anD1m/+g9b2zpfmPS8W4HdP88FzoU3Lmmhtk25ra1ejoOQetmVdM9gTPzPWDzGTg+l9WzZAQSbd0tLajouFcuw8VGRwTjxxjB/ipoXCy436FdsCBZmYramlDad/qcbXP9w0KH9eLEDMr4PhRS8HsBkKMjFLfVMrjp2rwJGcMoPyuVND8Fw4nw6nbYyCTEy636DC/528g5OXqgzKX50Zhmd+NYQubPUDZt9+ysjIQGxsLCZPnoy4uDh8//33Zv+Qjz76CGKxGHl5eT1qJLEduaIFe767YRBiFgv485xRmCLypxD3E2b9FrKyspCWlobExESIRCJkZ2cjKSkJnp6eJgdku3btGg4dOmSRxhLrkt1rxo5DhbhR3jmOF4fNwsqXxmJsqDe93aMfMes3IZFIEBsbi6ioKPD5fMTFxWHKlCmQSCSPXU6tVmPz5s2Ijo62SGOJ9UjlTfjkm/8YhNjFiY3VC5/Ek8N8KMT9jMnfRmlpKWQyGcRisUF5REQECgoK0NLS8oglgf3790OpVGLBggW9bymxmlJZIzb/4zIqapX6Mg+eI9b+YRxGCr3gQB0g+h2TQS4r67hKyefzDcr5fD7UajWkUmmXy8lkMuzcuROrV6+GoyO9m8kesNkc3ChTYNOXv+BeQ+foiL6ezljzh3EYKvCgXkz9lMlzZN0A5zye4etZdNO6Ac8flpKSgsjISDz99NOPDDvpP5qa23BLzsY/figweFor2M8Vy+nd0/2e2Zccu/OXODs7G/n5+di/f3+PGqVTXFzcq+WJeRycPPDjpbvIvlxjUD4i2AO//00gmu5Xovi+jRrHYJYcMM9kkN3dO17Potsz6+j2xLr5Os3Nzfj444+RkJAAHx+fXjXOWiMDDlRarRZlskakHrgGqbzZYN60CQF4YbIQvp4uAPxs00BiNpNBFgqFAIDKykoMHTpUX15eXg4OhwOBQGBQv7CwEFVVVdi8eTM2b95sMO+NN94An8/HgQMHLNF20guq1nZcva1A6oFCqNrU+nK2AwuvvTAC40cMgqsLXduwFyaDHBgYiKCgIJw9exaRkZH68pycHISHh8PJyfDRvFGjRmHv3r0GZbW1tXjzzTfx3nvv4cknn7RQ00lPKRpU+ClPim9PlxqU+7g7I2H+aAzle9BbPeyMWefI8fHx2LhxI8aMGYPx48fjxIkTyMvLw/bt2wEAqampKCoqwrZt28Dlcg323ADA5XaMQM/n8/V7eGIbUnkT9nx3w+B90wAwfvggxEwagmGBnjZqGekNs4IcFRUFpVKJ9PR0bNq0CUKhEMnJyRCJRAAAuVyOyspKE59CbKldrUFJRT0+zbyKemXnGEwsAC8/F4rJT/qjpqoUdD5sn1gKhUJruhqxZw3KVly4VgvJsRJotJ2/bp4zBwnzRmNksCccHdkoLi6mC4x2ip54Z7ia+834v5N3kPMfmUF5KN8NS2JGInCwKz3kwQAUZIZqa1PjdnUjdhwqguye4a2lGRECzJwYhEGeNJAaU1CQGaj2fjNO/VKNQ9mlBq/jcWQ7YOmLIzBu2CDqfsgw9NtkEFVrO25WNmDH4SLcrVMZzBvs6YKEeaMRwnenTg8MREFmCNm9ZvxwsQLHzxvfPXheLMB0cSCG+HBt0DJiDRRkO9esaseN8jrsPHQddU2tBvMGeTjjTy+ORKjAHS5O9KtmMvrt2jGpvAlHz5Tj9C/VBuUsAC9MDsbUpwLg50174YGAgmyHmprbUHhHgV1HrqOppd1gnv8gLpa8MBJP8N3gxGHbqIXE2ijIdkSr1aKytgkHTt3BhUK5wTwHFgvzfhOCZ3415L89lshAQkG2Ew1Nrbh86x6++GcxWlrVBvOEQ9yweNZwCP3d6F1aAxQFuZ9raVWjTNaIb366hetlhh0dOGwWFvxuKJ4eNRjeNMrDgEZB7qfa2jWoqG3CsbPlOHOlxmj+iGBP/GH6MAQPcaMuh4SC3N9otFpI5UpkF1Tj2NkKg04OAODEccAfZ4ZBFOYDTxowjfwXBbkfkd1TIu/6XWT9+7bBmMNAxy2l30zg43fhfAj8XOnpLGKAgtwP3KtvwbU7Cnx1/CYam9uM5ovCBiE2UohAP1c4O9ItJWKMgmxD9cpWlFTU4x/fl6BWYfyi/xB/Nyx4fihC/N3Ao/dnkcegINuAsqUdpbJG7PvxJm5WNhjNH+TpjP+ZMQzDBJ7wdKPhSolpFGQrUrWpUVHThCM/lyL3+l2j+a4uHCz43VCMDfWmvsKkWyjIFqLRatGiau/yELhZ1Y7K2ib8mCtFzmUZHn63kiPHAfOmhmDCSF8M8ebSGztIt1GQLeRmZT3a2jQY/YS3vqxB2YpyWROOninD5ZvGQzWwWMCMiEBEivwh8HWl+8GkxyjIFlBZ24S/f3MVQUNc8QTfHao2DUqrGnDg1B3clBqfAwNAxOjBmPVMEAL9XOFInRtIL1GQe0le14Kdh4pQ19SKulut+FeeFCfzq1D10HuydMSjfDE9IhDCIW5wcabVTyzD7C0pIyMDmZmZqK2thUAgwKJFizBjxoxH1r9w4QJ27dqFkpIS8Hg8iMVii4wH1Z80Nrfh4OlSg73u3h9vGdVzYLHwmwkB+kNoFyfaAxPLMivIWVlZSEtLQ2JiIkQiEbKzs5GUlARPT09MmjTJqH5BQQFWrFiBl19+GevWrYNcLseHH36ItWvXYseOHRb/Eragam3H6V+qcfJS1SPrOHIcEDUxEOLRfuD7cukQmvQZs4IskUgQGxuLqKgoAEBcXBxyc3MhkUi6DPK+ffsQFhaGFStWAOgYCO5Pf/oT1q1bh6qqKgQEBFjwK1ifWqNB/o17yDhxs8v5bAcW4qaFYtwwHwQM4tFFLNLnTAa5tLQUMpkMYrHYoDwiIgIpKSloaWmBi4vhPc8NGzagpcXwSSVv746ruXfv3rXrIGu1WhTdqcPnBwsfWceJ44Dwkb70mh1iNSZ7oZeVlQHoGIDtQXw+H2q1GlKp1GgZLperD65OdnZ2lwO82ZuKWiV2Hi6CRvPokXaaW9UoLq+3YqvIQGdyj6wb4JzH4xmU66Z1A54/zsWLF5GZmYklS5boR2a0V17ujvjr4vFoV2vQ1q5Ba5sGre1qtLVrodZoOv5Xa8B15kCpagePrkwTKzB7K+vp00YXLlzAO++8g2effRavvvpqt5YtLi7u0c+0NgcA+p7B7P/+0wKVZcaPYfZ39rLOmcCSA+aZDLK7uzuAzj2zjm5PrJvflezsbKxduxbTpk3D+vXr4eDQvfdJ0ciA1kWjMdovk8nSDUz+8PjH5eXl4HA4EAgEXS6Xn5+PNWvWYM6cOUhKSgKHQ4eYhPQVk0EODAxEUFAQzp49a1Cek5OD8PBwODkZd7OTy+X4y1/+gujoaLz99tvUCYCQPmbWsW58fDwOHz6Mo0ePQiqVQiKRIC8vD4sXLwYApKamIiEhQV9/x44dcHFxweLFiyGXyw3+PXxbihDSe2Yd70ZFRUGpVCI9PR2bNm2CUChEcnIyRCIRgI498IOH3hcuXEBNTQ1iYmKMPmvDhg2YNWuWhZpPCAEAlkKhePQNUTKg0MUu+0XDEhDCABRkQhiAgkwIA1CQCWEACjIhDEBBJoQBKMiEMAAFmRAGoCATwgAUZEIYgIJMCANQkAlhAAoyIQxAQSaEASjIhDAABZkQBqAgE8IAFGRCGICCTAgDUJAJYQAKMiEMQEEmhAHMHsclIyMDmZmZqK2thUAgwKJFizBjxoxH1i8sLMQnn3yCwsJCcLlcTJs2DW+++abdj8ZISH9k1h45KysLaWlpWLJkCfbv368fz+nhYWR0amtrsXz5cgQEBOCrr77Cli1bcO7cOWzcuNGijSeEdDAryBKJBLGxsYiKigKfz0dcXBymTJkCiUTSZf2srCxwOBysW7cOQqEQIpEIK1euxIkTJ4wGgyOE9J7JIJeWlkImk0EsFhuUR0REoKCgoMuxnC5evIinnnoKjo6O+jLd8hcvXuxtmwkhDzEZ5LKyMgAAn883KOfz+VCr1ZBKpUbLlJeXG9Xncrnw9vbWfx4hxHJMBlk3wDmPxzMo103rBjx/UGNjY5cXtXg8Xpf1Sf9A4z7ZL7NvP3V3jGMaE5kQ6zEZZHd3dwCde2Yd3Z5VN/9BHh4eRvV1y3RVnxDSOyaDLBQKAcDoanN5eTk4HA4EAoHRMsHBwUb16+vroVAoEBIS0ovmEkK6YjLIgYGBCAoKMrpnnJOTg/DwcDg5ORktM3HiROTn50OlUunLzpw5AzabjYiICAs0mxDyILPOkePj43H48GEcPXoUUqkUEokEeXl5WLx4MQAgNTUVCQkJ+vpz584Fh8PBBx98gLKyMuTm5mLbtm2IiYmBn59f33wTQgYwlkKh0JpTMSsrC19//TVqamogFAqxbNkyREZGAgDef/99FBQU4MCBA/r6JSUlSElJwZUrV+Dq6oqZM2fi9ddf73IPTgjpHbODTAjpv8zuNGEp1PnCNrqz3k+cOIH33nvPqJzL5eLUqVN93VRG0Wg02L17N9LT0xEfH4+lS5c+tn5Pt3erBlnX+SIxMREikQjZ2dlISkqCp6cnJk2aZFRf1/li8uTJeO+993D//n28//77aGhowN/+9jdrNt2udXe9NzU1gcfjISsry6DcwYF6vXaHQqHA+vXrIZVKzVp3vdnerfqboc4XttHd9a5UKsHlcuHr62vwz8fHx8ott2/Hjh0Dm83Gnj17wGazTdbvzfZutSBT5wvb6Ml6b2pqolMXC4iMjMTWrVvNfgiqN9u71YJMnS9soyfrXalUwsXFxSrtYzKBQNCt05HebO9WO0emzhe20ZP1rlQqoVKp8Ne//hWXLl0Ci8XCmDFj8MYbb3T5JB+xjN5s71a/ekGdL2yjO+vRwcEBbW1tGDFiBD766COsWbMGlZWViI+Ph0Kh6MNWkp5u71bbI1PnC9voyXpfvXq1UVlYWBhmzZqFf/7zn1i4cGEftJT0Znu32h6ZOl/YRk/We1d8fX3h6enZ5Tk1sYzebO9WCzJ1vrCNnqz3zz77DIcPHzYoq66uxv37940uxhDL6c32btVzZOp8YRvdXe9qtRoff/wxjhw5gsrKSuTn52PNmjXw8fFBdHS0rb6G3amrq4NcLodcLgcANDc366fVarVFt3erP2tNnS9sozvrXa1WY8+ePTh27BhkMhm8vLwwfvx4vP766/D397fl17Ary5YtQ35+fpfzDh48iF27dllse6dOE4QwAD08SwgDUJAJYQAKMiEMQEEmhAEoyIQwAAWZEAagIBPCABRkQhiAgkwIA/w/FJTuaoy6CtsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(3,3))\n",
    "ax = plt.subplot(111)\n",
    "\n",
    "ax.annotate(\"Here\",\n",
    "            xy=(0.2, 0.2), xycoords='data',\n",
    "            xytext=(0.8, 0.8), textcoords='data',\n",
    "            size=20, va=\"center\", ha=\"center\",\n",
    "            arrowprops=dict(arrowstyle=\"simple\",\n",
    "                            connectionstyle=\"arc3,rad=-0.2\"), \n",
    "            )\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "t = np.arange(0.0, 5.0, 0.01)\n",
    "s = np.cos(2*np.pi*t)\n",
    "line, = ax.plot(t, s, lw=2)\n",
    "\n",
    "ax.annotate('local max', xy=(2, 1), xytext=(3, 1.5),\n",
    "            arrowprops=dict(facecolor='black', shrink=0.05),\n",
    "            )\n",
    "ax.set_ylim(-2, 2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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