Untitled8.ipynb

Untitled8.ipynb

{
  "cells": [
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "import matplotlib.pyplot as plt",
      "execution_count": 5,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "x=[-3,5,7]",
      "execution_count": 6,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "y=[10,2,5]",
      "execution_count": 7,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "markdown",
      "source": "fig = plt.figure (figsize=(10,4))\nplt.plot(x,y)\nplt.xlim(-4, 10)\nplt.ylim(0,12)\nplt.xlabel('X Axis')\nplt.ylabel('y Axis')\nplt.title('Line Plot')\nplt.suptitle(\"Sales Comparison\", size=30, y=1.24)"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt",
      "execution_count": 45,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "fig=plt.figure(figsize=(20,10))",
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1440x720 with 0 Axes>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.plot(x,y)",
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 27,
          "data": {
            "text/plain": "[<matplotlib.lines.Line2D at 0x21ddd5bf0a0>]"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.xlim(-4,10)",
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 33,
          "data": {
            "text/plain": "(-4.0, 10.0)"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.ylim(0,18)",
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 34,
          "data": {
            "text/plain": "(0.0, 18.0)"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "fig=plt.figure(figsize=(15,3))\nplt.plot(x,y)\nplt.xlim(-5,10)\nplt.ylim(0,12)\nplt.xlabel(\"X Axis\")\nplt.ylabel(\"Y Axis\")\nplt.title(\"Line Plot\")\nplt.suptitle(\"Sales Comparison\", size=20, y=1.03)\n",
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 37,
          "data": {
            "text/plain": "Text(0.5, 1.03, 'Sales Comparison')"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1080x216 with 1 Axes>",
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3sAAADwCAYAAAC5Un1lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deXxcd3nv8c+jzbJ2zXiXLGuUPXEWy7YUCJSwBBK2JGYpoVC2kvKiLdulLIW23Nty27KWrpdcoOwBLrGTACEkAcJWIm+y4ySOgyPJtuRdo83WrnnuH+dIGRTJlmxJoxl936/XvKQ5c2bOo5ks+uq3PObuiIiIiIiISGbJSnUBIiIiIiIiMvMU9kRERERERDKQwp6IiIiIiEgGUtgTERERERHJQAp7IiIiIiIiGUhhT0REREREJAMp7ImILEBm5mb2cKrrkPOjz1FERM5EYU9EZJ4xs2wze6eZ/cLM4mY2ZGbHzexRM/uSmb061TXOBjO7wcy+ZWbNZtZrZn1mtt/MvmFmN6W6PhERkXSTk+oCRETkGWaWDfwQuBHoBH4EtAIR4ALgjcClwL2pqnGmmVkx8HXgFqAf+BmwGRgCYsDLgTeZ2Wfd/YMpK3R+ugzoTXURIiIyPynsiYjML7cRBL3dwAvcvSv5QTMrAOpTUdhsMLMs4P8BLwN+DrzJ3Q+PO2cR8C7g4rmvcH5z9ydTXYOIiMxfmsYpIjK/PDf8+tXxQQ/A3Xvd/efJx8ys1Mz+0sx+ZmatZjZoZifM7F4zu3Y6FzezHDN7t5k9Ymbd4XTKRjP78zCYjT//1Wb2UzM7YmYDZnY4nH767ile8jaCoLcfeNX4oBf+zAPu/gXgA+OuvcjMPhJOb+0N6/2Vmb1+gjqrw/VtXzWzC8zs+2bWbmY9ZvaAma0Nz1tqZneEP0+/mW0zsxdO8HqfCF/vejN7S/ge9YXTbb9iZismeM56M/uCme0Op+f2m9nvzOyzZlY+wflvDa/xVjO70cweNrMuM/Okc561Zs/Mis3sr83ssfA96TGzp83su2a2foLrvN7Mfhm+dp+Z7TGzj4Yhe/y5LeGtwMw+bWYHw899v5l92Mxs/HNERCR1NLInIjK/tIdfpzOKdRnwSeCXBNM+O4Aq4NXATWb2Kne//2wvYma5wA8Iwtc+4NsE0ypfCPwrwYjim5POvx34InA0fN5JYBlwFfA24D+mUPvt4dfPuPvpM53o7gNJ184DfgK8AHgS+HegAHgt8F0zu8bd/2qCl6kGGoC9wFfD+7cCD5vZc4D7gW7guwRTZ98A/NjMLnb3gxO83vuBl4bn3w88j+Bnv97M6t39RNK57wyv9QvgISAbqCUIsTeF5/dMcI3XEoz2/hj4P2HNEwrD1v0EfzT4LfAlYBhYDVwP/ArYkXT+/wY+SvDZfRs4BdwE/G/gZWZ2g7sPjbtMLvAAsCqsaZhgCu4/AvnA/5ysPhERmWPurptuuumm2zy5AeuAQSABfAPYBKw5y3NKgSUTHK8EDgN7J3jMgYfHHftEePxfgeyk49nAl8PHbk46vgMYAJZN8PrPqmeCc3LC5ztw4TTfp4+Gz7sPyEk6vgxoCR97btLx6vCYAx8b91p/HR6PE4SprKTH3hw+9vlJ3qtBYN24xz4fPvblccfXJL+vScffEZ7/4XHH3xoeTwA3TvI+/N7nCFwZHtsywblZQHnS/eeE5x4EVoz7XH4QPvZX415j9L29D1g87n3vDG+5qf73SDfddNNNt+CmaZwiIvOIuzcCbwKOhV/vAlrCKYdbzOxVEzyny91PTnC8Ffg+cKmZVZ3puuEUzT8nGKV7v7uPJL3OCPA/CH7J/6NxTx0m2Ehl/LWfVc8EIkBe+H3rFM5P9vawng+4+3DSdY8Dfxfe/ZMJntdCMAKV7Gvh10XAX7p7IumxbxP8jNdMUsc3ws8s2SeALuCNyVMh3f1A8vua5CsEo4kvm+Qa9/gURmbH6Rt/wN0T7t6RdOjt4de/d/ejSecNE3zeCSZ+DwHe4+59Sc85DtxD8IeHS6ZZq4iIzBJN4xQRmWfc/XtmtoVg+uTzCEb7nkcwVe4WM/s68FZ3T167dR3wXoLRmmU8E6JGVRCM4EzmYiAK/A74+CRLr/oIpoyO+hbwWeBxM/suwfTE3/jvT108k3Na3xXu3nkh0OYTb1Dys/Drugke2zVB4BpdJ/iUj5tG6e4jZnaMYJR0Ir8Yf8Ddu8xsF8EU08uAXWHducCfEkwNvZwgGCX/0bVikmtsneT4RJ4Ir3ebma0hCGC/Bra7++C4c2vDrz8bdxx3f8rMWoGYmZW5e2fSw13uvn+Cax8Kvz5r/aGIiKSGwp6IyDzkwTqpB8LbaEuG1xCMAv0xsAW4O3zsVoIRvH7gQeBp4DTByMz1BKHjWZttjBMNv14E/O0ZzitKqvFzZnYSeDfwHuB9gJvZLwhGyLaf5ZrtBNMg8wiCztNnOX9Uafj1yCSPjx4vm+CxiTa9GQ7D7bMeCw0TrFObyLFJjo+OlJUmHfsuwZq9JoIQdpRgGisE791kn9HRSY4/SxhOXwT8DcFav38KH+oxs68BH3X3U+NqO9P7WBWelxz2Oic+ndER1uyp1isiIrNLYU9EJA2Eo1HfM7MrgY8DLyIMewTTFgeBDe6+N/l5ZvZFgrB3NqNBZ4u7b5pGXV8Hvm5mZQSbgtxKMD3wJ2Z2WTi9b7LnDpvZI8AfAC9m6mFvtNZn7XgZWjnuvNm0fJLjo7V1AZjZBoL35iHg5Z606Uk4hfZDZ7iGn+GxZ58cTNV8P/B+M7uQ4PP/U4JpumU8s8lO8vs40Xs/l++jiIjMAq3ZExFJL6PTDJOnQF4IPDFB0MsimP45FU8SjNhcG043nBZ373T3+9z9nQS7XEaA50/hqXeEXz9oQQ/BSY2ufwunWj4NVJjZRROcOtoqYedUaj9PzwrSZlZKsMavn2DXTwg+I4B7/dm7W9YBi2ejOHff7+5fDus8Bdyc9PDoWsPrxz8vDImVQPO4KZwiIpJGFPZEROYRM7vNzG6wiXvarSDYvh+CNgujWoCLzGxV0rlGMB3z8qlcN9yU418JRnP+xcyeFT7MbKWZXZ50/0Yzm2iGyLLwa+8ULn0nQQuFi4B7zGzl+BPMLM/M/oxgfeCorxAE3k+HU1xHz11CsLvm6Dmz7c1mNn5t4CcIpj7e6c+0i2gJv16ffKKZLSNoGzEjzCxmZldM8FA5wTTR5I1bRt+fj5vZ0qTXyAY+Q/A7wpdnqjYREZl7msYpIjK/1BNstHLUzH4NNIfHY8ArCEaA7iFYozfq8wQtAxrN7C6C3TGvIwh6PwCetYPnJP4OuBp4F/AqM/sZ0EYQ3i4KX/NjBJuAAHwH6A/rbCEIX88HNhK0ZXjobBd094SZvY6gzcTNQJOZ/ZRgRGyEoF3Bi4GlBAFk1GcI+sHdDOw2s/sI+uy9Lqz3U+7+6yn+3Ofjx8BvzOx7BGvcnhfeWoCPJJ23DfgNsMnM/ptg05Tl4c+wj2c2iTlfVwNbzGwH8Fj4uksJ3qdcnlnDh7v/t5l9imAK6WNm9n2CtZ43AWvDGj89Q3WJiEgKKOyJiMwvnyXYEfMlBM3JX0bQqLodeJigFcC3k3fidPcvmtkAwSYfbyEYvfkVQXPv1zDFsOfuQ2Z2C0HLh7cCryTYkOUEQej8a4IdOEd9JKyvFng5wbTFA8CHgf+cYLriZNftIdhl9KXhdZ9DEPCMIKw8BHw9uf2Auw+a2Q0EDcnfCPwFwQYhu4H3ufudU7n2DPg8wWY57wP+kGCq5FcJ+tONrVcMN055NfD3BO/VewiC9JfCY08wM7YD/0AwbfNGghG9EwTh+1/c/cfJJ7v7h82skWA93x8TBMKnCdaFfnaCHTxFRCSNWNLvCyIiIjIFZvYJgmmyL3T3h1NbjYiIyMS0Zk9ERERERCQDKeyJiEjGMrPnm9m+FFy3xcxeMtfXFRERSaawJyIiaW+ycOXuv3L3S2bx0j82s1Nm1mZmn0veGXQqzOx6M2udreJERGRhU9gTERGZJnf/RPjtle5eRLChzBt5pjWGiIhIyinsiYhIxho/chaOAH7QzB41sy4z+66Z5Sc9/koz22VmnWb232Z21VSu4+5PEuyAunaCGhaZ2T+b2eHw9s/hsUKC1g2rwtHBU8m9EkVERM6Xwp6IiCw0rydoSxAjaG/xVgAzqyVoNP6nQBT4InCvmS062wuGzeafDzRO8PDHgGuBawj64NUBH3f30Z52h929KLzNVL89ERERhT0REVlw/sXdD7t7nKDp/DXh8XcCX3T3BncfcfevAQMEQW0yO82sI3ydLwH/NcE5fwT8L3c/7u4ngP8JvHmmfhgREZHJqKm6iIgsNEeTvu8FRqdOrgHeYmZ/kfR4XtLjE6l19/1nud4qgmbzow6c5TVFRERmhEb2REREAoeAT7p7WdKtwN3vPM/XPUwQJEdVhccA/DxfW0REZFIKeyIikilyzSw/6Tbd2Sv/F3iXmdVboNDMXmFmxedZ153Ax81sqZktAf4G+Gb42DEgamal53kNERGRZ1HYExGRTHEf0Jd0+8R0nuzu2wnW7f0b0AHsJ9y85Tz9PbAdeBTYA+wMj43u4nkn0BTuAKrpnSIiMmPMXTNIREREREREMo1G9kRERERERDLQrIU9M/uKmR03s8eSjn3azJ4Mm9luMbOy2bq+iIiIiIjIQjabI3tfJWham+xBYK27XwU8BXx0Fq8vIiIiIiKyYM1a2HP3XwLxcccecPfh8O4jQOVsXV9ERERERGQhS2VT9bcD353sQTO7HbgdoLCwcP2ll146V3WJiIiIiIjMKzt27Djp7kun85yUhD0z+xgwDHxrsnPc/Q7gDoANGzb49u3b56g6ERERERGR+cXMDkz3OXMe9szsLcArgRe7+j6IiIiIiIjMijkNe2Z2I/Bh4AXu3juX1xYREREREVlIZrP1wp3Ab4FLzKzVzN4B/BtQDDxoZrvM7P/M1vVFREREREQWslkb2XP32yY4/OXZup6IiIiIiIg8Yzb77ImIiIiIiEiKKOyJiIiIiIhkIIU9ERERERGRDKSwJyIiIiIikoEU9kRERERERDKQwp6IiIiIiEgGUtgTERERERHJQAp7IiIiIiIiGUhhT0REREREJAMp7ImIiIiIiGQghT0REREREZEMpLAnIiIiIiKSgRT2REREREREMpDCnoiIiIiISAZS2BMREREREclACnsiIiIiIiIZSGFPREREREQkAynsiYiIiIiIZKBZC3tm9hUzO25mjyUdi5jZg2b2u/Br+WxdX0REREREZCGbzZG9rwI3jjv2EeCn7n4R8NPwvmQod8fdU12GiIiIiMiClDNbL+zuvzSz6nGHbwauD7//GvAw8OHZqkFSq7Wjj9d/8bfUxSLUxSLUx6JcsLQQM0t1aSIiIiIiGW/Wwt4klrv7EQB3P2JmyyY70cxuB24HqKqqmqPyZCYNjiSoXVPOb/a3c8+uwwBEC/PC4BehLhbl0hXFZGUp/ImIiIiIzDSbzWl24cjeD919bXi/093Lkh7vcPezrtvbsGGDb9++fdbqlNnl7jSfPM3W5jhbm+M0NMdp6+wDoCQ/Z2zkry4WZe2qEnKytW+QiIiIiEgyM9vh7hum85y5Htk7ZmYrw1G9lcDxOb6+pICZUbO0iJqlRbyhLhilbe3oDYJfU5ytLXEe2hv8o1CYl03tmnKurYlSF4twVWUpi3KyU1m+iIiIiEhamuuwdy/wFuAfw6/3zPH1ZZ6oLC+gsryATbWVABzr7k8a+Wvn0z/ZB8CinCzWVZVRF4tSH4tQW1XO4jyFPxERERGRs5m1aZxmdifBZixLgGPA3wJ3A98DqoCDwOvcPX6219I0zoUnfnqQbS2jI3/tPHG4m4RDTpZxVWVpEP5qImxYU05xfm6qyxURERERmVXnMo1zVtfszRSFPenuH2JHSwcNzXG2NrfzaGsXwwkny+DyVSXUx4Jpn3XVEcoL81JdroiIiIjIjFLYkwWjd3CYxoOdNDS109Acp/FQJ4PDCQAuWV6c1O4hwrKS/BRXKyIiIiJyfhT2ZMEaGB5h96EutjYH4W/HgQ56B0cAiC0ppK46Qn1NEAArywtSXK2IiIiIyPQo7ImEhkYSPH64Owh/4Y6fPf3DAFSULQ77/EWor4lSHS1Qo3cRERERmdcU9kQmMZJw9h3toaG5fWzXz/bTgwAsLV5EXSzCtWGvv4uWFanRu4iIiIjMKwp7IlPk7jx94lS44Uuw6+fR7n4Aygty2Vg9uuYvyuWrSshW+BMRERGRFEqHpuoi84KZceGyYi5cVswf1a/B3TkU76MhXPO3tTnOA08cA6B4UQ7rq8vHwt+VFaXk5WSl+CcQERERETkzhT0RgvBXFS2gKlrA6zasBuBIV1/Y5D1OQ1M7D+87AUB+bhbr15RTVx20e1hXVUZ+rhq9i4iIiMj8ommcIlN08tQA20bDX3OcJ4924w552Vlcvbp0bOSvdk05RYv0dxQRERERmTlasycyh7p6h9jWEuz02dAc57G2LkYSTnaWsXZVyVj421gdobQgN9XlioiIiEgaU9gTSaHTA8PsONARTv1sZ/ehLgZHEpjBpStKxto91MUiLClalOpyRURERCSNKOyJzCP9QyPsOtQZ9vlrZ8eBDvqHEgBcsLSQuliUa8NG7ytLF6e4WhERERGZzxT2ROaxweEEe9q6wj5/7Wxv6aBnIGj0vjqymPpYNJz6GaEqokbvIiIiIvIMhT2RNDKScPYe6R7b7XNrS5zO3iEAVpTkB8GvJgh/FywtUvgTERERWcAU9kTSWCLh/O74KbaGvf4amuOc6BkAIFqYN7bery4W4dIVavQuIiIispAo7IlkEHenpb03CH9NQfhr6+wDoCQ/h43VkXD0L8oVq0rIzVajdxEREZFMdS5hT83AROYpMyO2pJDYkkL+cGMVAK0dveGav+D20yePA1CQl836NeXhjp9RrqosVaN3ERERkQVOYU8kjVSWF1BZXsCm2koAjnf3s7UlCH4NTXE+88BTAOTlZLFuddlY+KtdU0ZBnv51FxEREVlINI1TJIN0nB5kW9jkfWtznMcPd5FwyMkyrqwspS4W4dpYlPXV5ZTkq9G7iIiISLpImzV7ZvZ+4E8AB/YAb3P3/snOV9gTOTc9/UNsDxu9b22O82hrJ0MjTpbBZStLxto91MUiRArzUl2uiIiIiEwiLcKemVUAvwYud/c+M/secJ+7f3Wy5yjsicyMvsERGg928EjY66/xYCcDw0Gj94uXF4V9/qLUxyIsK8lPcbUiIiIiMiqdNmjJARab2RBQABxOUR0iC8rivGyee+ESnnvhEgAGhkd4tDVo9N7QHGfLzja++chBAKqjBb838rc6UpDK0kVERERkmlI1jfO9wCeBPuABd/+jCc65HbgdoKqqav2BAwfmtkiRBWh4JMHjh7vD8NfO1uY43f3DAFSULR4LfvWxCLElhWr0LiIiIjJH0mUaZzlwF/CHQCfw/4Dvu/s3J3uOpnGKpEYi4ew71kNDU/vYrp8nTw0CsLR40Vjwq4tFuHhZMVlq9C4iIiIyK9JlGudLgGZ3PwFgZpuB5wKThj0RSY2sLOOylSVctrKEt14Xw915+sTpcMOXdhqa4/zo0SMAlBXksrE6CH/1sSiXrSwmR43eRURERFImFWHvIHCtmRUQTON8MaBhO5E0YGZcuKyIC5cV8cb6Ktyd1o4+GprjY6N/Dz5xDICiRTlBo/eaIABeWVFGXo7Cn4iIiMhcmfOw5+4NZvZ9YCcwDDQCd8x1HSJy/syM1ZECVkcKeO36oNH70a7+sfV+Dc1xPnX/PgDyc7OorSofW/dXW1VOfm52KssXERERyWhqqi4is+rkqQG2t8R5pClY87f3aDfukJttXF1ZFqz7q4myfk05RYtStUGwiIiIyPyWFhu0nAuFPZHM0dU3xPZws5eG5jh72roYSTjZWcYVq0rCDV+ibKwup6xAjd5FREREQGFPRNLQ6YFhdh7sCMJfU5xdhzoZHElgBpcsLw42fKmJsrE6wtLiRakuV0RERCQlFPZEJO31D42w+1AnDc3B6N+OAx30DY0AULO0kPpYdKzdw6qyxSmuVkRERGRuKOyJSMYZGkmwp60rbPcQZ1tznJ6BoNH76shi6qqj4ehfhKpIgRq9i4iISEZS2BORjDeScPYe6Q7X/AW7fnb0DgGwvGQRdeHIX30swoXLihT+REREJCMo7InIgpNIOPtPnBqb9tnQ1M7xngEAIoV51FVHxto9XLayhOwshT8RERFJP+cS9rTPuYiktaws4+LlxVy8vJg3X7sGd+dAey9bm+M8Eo783f/4UQCK83PYGIa/+liEtRWl5Gar0buIiIhkJoU9EckoZkb1kkKqlxTy+o2rAWjr7GNrUqP3nz15HIDFudmsX1M+tuHL1avL1OhdREREMsZZp3Ga2QVAq7sPmNn1wFXA1929cw7qAzSNU0Rm1vGefrY1d7C1uZ2G5jhPHu0BIC8ni2tWl4Vr/qLUrimjIE9/ExMREZHUm5U1e2a2C9gAVAM/Ae4FLnH3l59jndOmsCcis6mzd5BtLR00NLWztSXOY21dJBxysoy1FaXU1wTTPteviVC6ODfV5YqIiMgCNFthb6e715rZXwL97v6vZtbo7uvOp9jpUNgTkbnU0z/EjgMdY+0edrd2MjTimMHlK0vG1vzVxaJECvNSXa6IiIgsALO1QcuQmd0GvAV4VXhMf9oWkYxVnJ/L9Zcs4/pLlgHQNzhC46EOGpqC8PfthoP8129aALhoWRH1NZGxlg/LS/JTWLmIiIjIM6YS9t4GvAv4pLs3m1kM+ObsliUiMn8szsvmuRcs4bkXLAFgYHiEPa1dY+0etuxs45uPHASgOloQtnoIwl9l+WL1+hMREZGUUJ89EZHzNDyS4Imw0fsjTXG2tcTp6gsava8qzQ+mfdZEqYtFqFlSqPAnIiIi0zaja/bM7Hvu/noz2wM86yR3v+rcypw+hT0RSSeJhPPU8Z6xaZ8NzXFOngoavS8pWjTW6qEuFuGS5cVkqdG7iIiInMVMh72V7n7EzNZM9Li7HziHGs+Jwp6IpDN3p+nk6bENXxqa2jnc1Q9A6eJcNlYHG77U10S4fGUJOWr0LiIiIuPM6AYt7n4k/LbQ3Z8Yd6HrgTkLeyIi6czMuGBpERcsLeK2uircndaOvnDUL2j2/tDeYwAU5mWzfjT8xSJcWVnKohw1ehcREZHpm0rrhceAbwCfAvLDrxvc/TmzX15AI3sikumOdfeHG76009AU53fHTwGwKCeL2qrycN1fhHWry1mcp/AnIiKy0MxWn71C4J+A9UAx8C3gn9w9cR6FlgFfAtYSrAd8u7v/drLzFfZEZKFpPzUQNHoPR/6eONKNO+RmG1dVlo2t+1u/ppzifHXDERERyXSz1mcP6AMWE4zsNZ9P0At9Abjf3V9rZnlAwXm+nohIRokWLeLGtSu4ce0KALr6hthxID7W7uGOXzbxHw8/TZbB2opS6qqf2fSlrECN3kVERGRqI3u7gXuAvwOiwBeBIXd/7Tld0KwE2A3U+BT7PmhkT0Tk950eGKbxYCdbm9t5pDnOrkOdDA4Hf4e7dEVxMO0zFmVjrJxlxWr0LiIiku5maxrnBnffPu7Ym939G+dQI2Z2DXAH8ARwNbADeK+7nx533u3A7QBVVVXrDxzQfjAiIpPpHxrh0dYuGpra2doSZ8eBDnoHRwCoWVqY1O4hSkXZ4hRXKyIiItM1K2Fv3AUKgVuAN7r7K6ZZ3+hrbAAeAa5z9wYz+wLQ7e5/PdlzNLInIjI9QyMJHmvrGmv3sLUlTk//MACV5YvDkb9g9G9NtECN3kVEROa52RrZywNeDrwRuBG4C9js7j84xyJXAI+4e3V4//nAR84UHhX2RETOz0jCefJo91ij960tceKnBwFYVrwo3O0zSn0swkXLihT+RERE5pkZ3aDFzG4AbgNeBvycoP1Cnbu/7XyKdPejZnbIzC5x933AiwmmdIqIyCzJzjKuWFXKFatKefvzYrg7+4+fGtvwpaG5nR8+GrRXjRTmsbG6nLpYEP4uW1lCdpbCn4iISLqZdGTPzBLAr4C3untzeKzJ3WvO+6LBur0vAXlAE/A2d++Y7HyN7ImIzC5352C8l4bmeDD619LOoXgfAMWLcthQXU59TZS6WIQrK0rJzc5KccUiIiILy0y3XlgPvAF4yMyagO8AM9LJ1913AdMqVEREZo+ZsSZayJpoIa/fsBqAw5194ahf0Oz95/tOALA4N5v1a8rHWj1cs7qM/Fw1ehcREZlvprRBi5ldRzCl8zXALmCLu98xy7WN0cieiEjqnegZYFtLMO3zkaZ29h3rwR3ysrO4ZnUZ9TVB+KutKqdw0VTauIqIiMhUzcVunFnADcAbznft3nQo7ImIzD+dvYNsb+mgobmdrc1xHjvczUjCycky1laUjrV72FAdoXRxbqrLFRERSWuzHvZSRWFPRGT+OzUwzI4DHWxtbqehKc7u1k6GRhwzuGxFCXWxCNfWRNhYHSFatCjV5YqIiKQVhT0REZk3+odGaDzYOTbyt/NgB/1DCQAuXFY0NvJXH4uyojQ/xdWKiIjMbzMa9szsPuDd7t4yA7WdF4U9EZH0NzicYE9b51i7h+0tHZwaCBq9r4kWUFcdCUf/olSWL1avPxERkSQzHfZeD/w98DXgU+4+dP4lnhuFPRGRzDM8kmDvkR4amttpaI6zrSVOZ2/wv5qVpfljo351sQgXLC1U+BMRkQVtxqdxmlkh8DfAjQRN1ROjj7n7586xzmlT2BMRyXyJhPO746fGwl9DU5yTpwYAWFKUF7R6qI5QXxPlkuXFZKnRu4jMsKGRBDlZpj8uybw00332AIaA08AioJiksCciIjKTsrKMS1YUc8mKYv74OdW4O80nT7M1nPbZ0Bznvj1HASjJz/m9kb8rVpWQo0bvInIO3J1HW7vY0tjGvbsP86W3bKC2qjzVZYnMiEnDnpndCHwOuBeodffeOatKREQWPDOjZmkRNUuLeENdFQCtHb1B8GuKs7UlzkN7jwNQmJfN+urI2HmSwBQAABW3SURBVKYvV1WWsihHjd5FZHJtnX3c3djG5p2tPH3iNHk5Wdxw2XLy9d8OySBnWrP3K+Bd7v743Jb0bJrGKSIiEznW3Z808tfOU8dOAbAoJ4t1VWXUxaJcG4uwrqqcxXn6BU5koevpH+LHjx1ly842Hmluxx02VpezqbaSl1+5Uj1BZV5T6wUREVnQ4qcH2dYyOvLXzhOHu0k45GYbV1WWBev+YhE2rCmnOF+/1IksBMMjCX69/ySbd7bxwBNH6R9KUB0t4NZ1ldy6roKqaEGqSxSZEoU9ERGRJN39Q+xo6QjbPbTzaGsXwwkny+CKVaXhur+g0Xt5YV6qyxWRGeLuPHGkmy0727h712FOnhqgdHEur7p6Jbeuq6S2qkybsEjaUdgTERE5g97B4aDRe1Ow42fjoU4Gh4O9xy5ZXhyEv5pg9G9ZsRq9i6SbY9393N3YxpbGNp482kNutvHCS5axqbaCF166TGt5Ja0p7ImIiEzDwPAIj7Z2jYW/HQc66B0cAaBmSeHYtM/6migVZYtTXK2ITKR3cJifPH6UzTvb+M3+kyQcrlldxmtqK3jlVas0ai8ZQ2FPRETkPAyNJHj8cDdbm9vHNn7p7h8GoKJsMfVjI39RqqMFmgYmkiIjCee3T7ezubGV+x87Su/gCJXli9m0roJb1lVQs7Qo1SWKzDiFPRERkRk0knD2He2hISn8tZ8eBGBZ8aKxNX91sSgXLStSo3eRWfbUsR7u2tnKPY2HOdrdT/GiHF5x1Uo21VayYU25/h2UjKawJyIiMovcnadPnAo3fAl2/Tza3Q9AeUEuG6uDKZ/1sQiXrSwhW794ipy3Ez0D3Lv7MFsaW3msrZvsLOMFFy9lU20FL7lsOfm5WocnC4PCnoiIyBxydw7F+2hobh8LgAfjvQAUL8phQ3U5dbHoWKP33OysFFcskh76h0Z48IljbN7Zyi9/d5KRhHNlRSm3rqvg1desYknRolSXKDLnziXs5cxWMWdjZtnAdqDN3V+ZqjpERETOlZlRFS2gKlrA6zasBuBIV1/Y5D1OQ1M7P993AoDFudnUrimjrjpKfU2Ea1aXaURCJEki4WxtibNlZxv37TlCz8AwK0vzuf0Pati0roKLlhenukSRtJOykT0z+wCwASg5W9jTyJ6IiKSrk6cG2DYa/prjPHm0G3fIy87i6tWl1Icjf+vXlFO4KGV/gxVJmadPnGLLzqBdQltnH4V52dy4diWvqa2gviaq6dAiobSZxmlmlcDXgE8CH1DYExGRhaKrd4jtB54Jf4+1dTGScLKzjLUVpcGGL9VBo/fSgtxUlysyK+KnB/nho4e5a2cbuw91kmVw3YVLeE1tJS+9YjkFefrDh8h46RT2vg/8A1AMfHCisGdmtwO3A1RVVa0/cODA3BYpIiIyB04PDLPjQEc49bOd3Ye6GBxJYAaXrigJ2j3EImyMRbROSdLawPAIP9t7nM2Nbfz8yeMMJ5xLVxSzqbaCm6+pYHlJfqpLFJnX0iLsmdkrgZe7+7vN7HomCXvJNLInIiILRf/QCLsOddLQFGdrSzs7DnTQP5QA4IKlhWO7fdbHoqwo1S/HMr+5OzsPdnDXzjZ+9OgRuvqGWFq8iFuuWcWt6yq5fFVJqksUSRvpEvb+AXgzMAzkAyXAZnd/02TPUdgTEZGFanA4wZ62rrDPXzvbWzroGQgavVdFCsZ6/dXHoqyOLFajd5kXDrSfZktjsA7vQHsv+blZvOyKFWyqreS6C6LkaGdakWlLi7D3exfXyJ6IiMi0jCScvUe6x3b73NoSp7N3CIAVJfnU10TGAuAFS4sU/mTOdPUO8aM9R9i8s5XtBzowg+fURLl1XQU3XbmSIm1AJHJe0qr1goiIiEzf6EYuaytKecfzYiQSzv4Tp2hoCnr9/ffT7dyz6zAA0cI86mKj4S/KpSuKydLOhjKDBocT/OKpE2xpbOWhJ44zOJLgwmVFfOjGS7jlmgpWlS1OdYkiC5qaqouIiGQQd6elvZetYaP3hqY4bZ19AJTk54yFv7pYlLWrSjSdTqbN3Xm0tYvNO1v5waNHiJ8eJFqYx6uuXsVraitZW1GiEWWRWaCRPRERkQXOzIgtKSS2pJA/3FgFQGtHL9taguC3tTnOQ3uPA1CQl836NeVBu4dYlKtXl7IoR43eZWKtHb3cs+swd+1spenEafJysrjh8uVsWlfBH1y8lFz94UBk3tHInoiIyAJzvLufrS1B8GtoirPvWA8AeTlZrFtdFmz4UhNlXVWZ+p0tcD39Q/x4z1E2N7bySFMcgLrqCJtqg3V4pYvVC1JkrqTdBi1TpbAnIiIyezpODwYjf81BAHz8cBcJh5ws46rKUupiQbuH9dXllOTrl/tMNzyS4Ff7T7J5ZxsPPH6UgeEE1dECNtVWcuu6ClZHClJdosiCpLAnIiIi562nf4jtYaP3rc1xHm3tZGjEyTK4fFUJddVR6msibKyOECnMS3W5MgPcnccPd7OlsY17dh3m5KkBygpyedVVq7i1toJ1q8u0Dk8kxRT2REREZMb1DY7QeLCDR8Jef40HOxkYDhq9X7y8iPpYdKzdw7ISNXpPJ0e7+rl7Vxtbdrax71gPudnGiy5dxqbaSl54yTLycrQOT2S+UNgTERGRWTcwPMKjrUGj94bmODta4pweHAEgtqSQuurIWL+/ynJN+ZtvTg8M85PHj7KlsY1f7z+JO6yrKmNTbSWvvHIl5RqtFZmXFPZERERkzg2PJHj8cPdY+NvWEqerL2j0XlG2ONztM7jFlhRqOmAKjCSc3z7dzuadrdz/+FF6B0eoLF/MpnUV3FpbSWxJYapLFJGzUNgTERGRlEsknH3Hemhoah/b9fPkqUEAlhYvGpvyWR+LctGyIjV6n0X7jvawubGVuxvbONY9QHF+Dq+8aiW3rqtkw5pyvfciaURhT0REROYdd+fpE6fDDV+CZu9HuvoBKCvIZWP1M+Hv8lUlZCuAnJfjPf3cu+swWxrbePxwNzlZxgsuXsqm2kpefNky8nPVS1EkHSnsiYiIyLzn7rR29NHQHB8b/TvQ3gtA0aIcNlSXj43+XVlRpk1CpqB/aIQHnjjG5p2t/Op3JxlJOFdVlnLrugpedfUqlhQtSnWJInKeziXsqVOqiIiIzCkzY3WkgNWRAl67vhIIdoVsaG4fW/f38L59AOTnZlFbNRr+gkbvGpkKJBJOQ3OcLY2t3LfnKKcGhllZms/tf1DDpnUVXLS8ONUlikiKaWRPRERE5p2TpwbYHjZ6b2iKs/doN+6Qm21cXVkW7vYZZf2acooWLay/Xe8/footja3c3XiYts4+CvOyuenKlWyqreDaWFTr8EQylKZxioiISEbq6htix4Eg+DU0x9nT1sVIwsnOMtauKhkb+dtYHaG0IDfV5c64+OlBfrD7MJsb29h9qJMsg+dftJRNtRW89PIVLM7TaKdIplPYExERkQXh9MAwOw92BNM+m+LsOtTJ4EgCM7hkeTHX1gSN3jdWR1hanJ7r1QaGR/jZ3uPctbONh/cdZzjhXLayhE3rKrj5mlVqYC+ywCjsiYiIyILUPzTC7kOdNDQHrR52HOigbyho9H7B0kLqYtFgx8+aCCtLF6e42sm5OzsOdLC5sY0f7j5Md/8wy4oXccu6Cm5dV8FlK0tSXaKIpIjCnoiIiAgwNJJgT1tX2O4hzrbmOD0DwwCsjiymPhYd2/GzKlKQ8kbvB9pPs3lnG3fvauNAey+Lc7N52RXL2VRbyXUXLlE7ChFR2BMRERGZyEjC2XukO9ztM9j1s6N3CIAVJfnUxSLUxSJcWxPhgqVFcxL+unqH+OGew2ze2caOAx2YwXMviHLrukpuXLtiwW08IyJnprAnIiIiMgWJhLP/xKmxaZ8NTe0c7xkAIFqYFzR6rwkC4KUrZq7R++Bwgof3HWdLYxs/3XucwZEEFy0rYlNtJbesWzWvp5iKSGop7ImIiIicA3fnQHsvW5vjPBKO/LV29AFQnJ9DXXVkbPRvbUUpudlTb/Tu7uxu7WLzzlZ+sPswHb1DRAvzePU1q9i0rpK1FSUpn0YqIvNfWjRVN7PVwNeBFUACuMPdvzDXdYiIiIiMMjOqlxRSvaSQ129cDUBbZx9bkxq9//TJ4wAU5GWzfk05ddUR6muiXFVZOmGj99aOXu5ubGPzzjaaTp4mLyeLl16+nE21FTz/oqXTCowiIudizkf2zGwlsNLdd5pZMbADuMXdn5jsORrZExERkVQ73tPPtuYOtja309Ac58mjPQDk5WRxzeoyro1F2BiLcKSzn7t2ttLQHAegLhbhNbUV3HTlSkryM68HoIjMjbScxmlm9wD/5u4PTnaOwp6IiIjMN529g2xr6aChqZ2tLXEea+siEf5aFVtSyKZ1FdyyroLVkYLUFioiGSHtwp6ZVQO/BNa6e/e4x24Hbgeoqqpaf+DAgTmvT0RERGSqevqHaDzYScniXK6uLNU6PBGZUWkV9sysCPgF8El333ymczWyJyIiIiIiC9m5hL2UrAw2s1zgLuBbZwt6IiIiIiIiMn1zHvYsmNPwZWCvu39urq8vIiIiIiKyEKRiZO864M3Ai8xsV3h7eQrqEBERERERyVhz3mfP3X8NaMWyiIiIiIjILFI3TxERERERkQyksCciIiIiIpKBFPZEREREREQykMKeiIiIiIhIBlLYExERERERyUAKeyIiIiIiIhlIYU9ERERERCQDKeyJiIiIiIhkIIU9ERERERGRDKSwJyIiIiIikoEU9kRERERERDKQwp6IiIiIiEgGUtgTERERERHJQAp7IiIiIiIiGUhhT0REREREJAMp7ImIiIiIiGQghT0REREREZEMpLAnIiIiIiKSgVIS9szsRjPbZ2b7zewjqahBREREREQkk8152DOzbODfgZuAy4HbzOzyua5DREREREQkk6ViZK8O2O/uTe4+CHwHuDkFdYiIiIiIiGSsnBRcswI4lHS/Fagff5KZ3Q7cHt49ZWb75qC2VFkCnEx1EXJO9NmlN31+6U2fX/rSZ5fe9PmlL3126e2S6T4hFWHPJjjmzzrgfgdwx+yXk3pmtt3dN6S6Dpk+fXbpTZ9fetPnl7702aU3fX7pS59dejOz7dN9TiqmcbYCq5PuVwKHU1CHiIiIiIhIxkpF2NsGXGRmMTPLA94A3JuCOkRERERERDLWnE/jdPdhM/tz4CdANvAVd398ruuYZxbEdNUMpc8uvenzS2/6/NKXPrv0ps8vfemzS2/T/vzM/VnL5URERERERCTNpaSpuoiIiIiIiMwuhT0REREREZEMpLA3j5jZB83MzWxJqmuRqTOzT5vZk2b2qJltMbOyVNckZ2ZmN5rZPjPbb2YfSXU9MnVmttrMfm5me83scTN7b6prkukxs2wzazSzH6a6FpkeMyszs++H/8/ba2bPSXVNMnVm9v7wv5uPmdmdZpaf6ppkcmb2FTM7bmaPJR2LmNmDZva78Gv52V5HYW+eMLPVwA3AwVTXItP2ILDW3a8CngI+muJ65AzMLBv4d+Am4HLgNjO7PLVVyTQMA//D3S8DrgX+TJ9f2nkvsDfVRcg5+QJwv7tfClyNPse0YWYVwHuADe6+lmCTxDektio5i68CN4479hHgp+5+EfDT8P4ZKezNH58HPsQEDeZlfnP3B9x9OLz7CEHvSJm/6oD97t7k7oPAd4CbU1yTTJG7H3H3neH3PQS/bFaktiqZKjOrBF4BfCnVtcj0mFkJ8AfAlwHcfdDdO1NblUxTDrDYzHKAAtTnel5z918C8XGHbwa+Fn7/NeCWs72Owt48YGavBtrcfXeqa5Hz9nbgx6kuQs6oAjiUdL8VhYW0ZGbVwDqgIbWVyDT8M8EfNhOpLkSmrQY4AfxXOA33S2ZWmOqiZGrcvQ34DMEMsiNAl7s/kNqq5Bwsd/cjEPzxE1h2tico7M0RM3sonCM9/nYz8DHgb1Jdo0zuLJ/f6DkfI5hi9q3UVSpTYBMc04h6mjGzIuAu4H3u3p3qeuTszOyVwHF335HqWuSc5AC1wH+6+zrgNFOYQibzQ7i262YgBqwCCs3sTamtSubCnDdVX6jc/SUTHTezKwn+xdttZhBMAdxpZnXufnQOS5QzmOzzG2VmbwFeCbzY1bxyvmsFVifdr0RTWdKKmeUSBL1vufvmVNcjU3Yd8GozezmQD5SY2TfdXb9wpodWoNXdR0fSv4/CXjp5CdDs7icAzGwz8FzgmymtSqbrmJmtdPcjZrYSOH62J2hkL8XcfY+7L3P3anevJviPaa2CXvowsxuBDwOvdvfeVNcjZ7UNuMjMYmaWR7BA/d4U1yRTZMFfxb4M7HX3z6W6Hpk6d/+ou1eG/697A/AzBb30Ef5ecsjMLgkPvRh4IoUlyfQcBK41s4Lwv6MvRhvspKN7gbeE378FuOdsT9DInsj5+zdgEfBgODr7iLu/K7UlyWTcfdjM/hz4CcFuZF9x98dTXJZM3XXAm4E9ZrYrPPZX7n5fCmsSWSj+AvhW+IeyJuBtKa5HpsjdG8zs+8BOgiUnjcAdqa1KzsTM7gSuB5aYWSvwt8A/At8zs3cQBPjXnfV1NONMREREREQk82gap4iIiIiISAZS2BMREREREclACnsiIiIiIiIZSGFPREREREQkAynsiYiIiIiIZCCFPRERWRDMbLWZNZtZJLxfHt5fM8n5t5qZm9mlU3jtDWb2LzNds4iIyPlQ6wUREVkwzOxDwIXufruZfRFocfd/mOTc7wErgZ+6+yfmsEwREZEZoZE9ERFZSD4PXGtm7wOeB3x2opPMrIiggfs7gDckHb/VzB6ywEoze8rMVpjZ9Wb2w/CcF5jZrvDWaGbFs/9jiYiIPJvCnoiILBjuPgT8JUHoe5+7D05y6i3A/e7+FBA3s9rw+VuAo8CfAf8X+Ft3PzruuR8E/szdrwGeD/TN/E8iIiJydgp7IiKy0NwEHAHWnuGc24DvhN9/J7w/6i+AjwID7n7nBM/9DfA5M3sPUObuw+dfsoiIyPTlpLoAERGRuWJm1wA3ANcCvzaz77j7kXHnRIEXAWvNzIFswM3sQx4sdK8AEsByM8ty90Ty8939H83sR8DLgUfM7CXu/uTs/3QiIiK/TyN7IiKyIJiZAf9JMH3zIPBp4DMTnPpa4Ovuvsbdq919NdAMPM/McoD/At4I7AU+MMF1LnD3Pe7+T8B24Ky7eYqIiMwGhT0REVko3gkcdPcHw/v/AVxqZi8Yd95twJZxx+4iCHh/BfzK3X9FEPT+xMwuG3fu+8zsMTPbTbBe78cz+UOIiIhMlVoviIiIiIiIZCCN7ImIiIiIiGQghT0REREREZEMpLAnIiIiIiKSgRT2REREREREMpDCnoiIiIiISAZS2BMREREREclACnsiIiIiIiIZ6P8D+g96bWDqIWYAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "fig.get_size_inches()",
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 39,
          "data": {
            "text/plain": "array([15.,  3.])"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "fig.set_size_inches(12,2)",
      "execution_count": 40,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "fig",
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 42,
          "data": {
            "text/plain": "<Figure size 864x144 with 1 Axes>",
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAt0AAACvCAYAAAAhQmIRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dd3xc5ZX/8c9RtyxpZFuWLEvuFu6iOXQWE+wE2CSQTXlBfsmSyrJpSza980vZTU9INpuEDQRIgbAkLCQQiiG08CMbUyw3bAw2IFmWbWyN5CKrnd8fz9V4JEuWi0Yjjb/v12teo3nunblnrkE688y55zF3R0REREREUicr3QGIiIiIiGQ6Jd0iIiIiIimmpFtEREREJMWUdIuIiIiIpJiSbhERERGRFFPSLSIiIiKSYkq6RSRjmZmb2cPpjkOOjf4dRSQTKOkWkbQws2wz+4CZPWJmO82sw8y2mVmdmf3czN6U7hhTwcyWmdmvzWyTme01s31mttHMfmlmF6U7PhERSY2cdAcgIscfM8sG/ghcCDQDdwP1wHhgFvAOYC5wV7piHGpmVgzcDFwKtAEPAb8HOoAZwMXAO83su+7+ibQFOjLNA/amOwgRkWOhpFtE0uFyQsK9EjjP3ePJG82sEDg9HYGlgpllAf8NvB74M/BOd9/SZ5984CrghOGPcGRz9+fSHYOIyLFSeYmIpMNZ0f2NfRNuAHff6+5/Th4zs5iZfdLMHjKzejNrN7PtZnaXmZ1xJAc3sxwz+6CZPWlmLVGZxzNm9uEoQe67/5vM7EEzazSz/Wa2JSqL+eBhHvJyQsK9EXhj34Q7es/73f1a4F/7HDvfzD4Tld3sjeJ9zMze3k+c06P65xvNbJaZ3W5mr5pZq5ndb2YLo/0mmtl10ftpM7O/mdn5/bzeNdHrLTGzK6JztC8qA7rBzCb185xTzexaM1sZlQ21mdnzZvZdMxvXz/7vjo7xbjO70MweNrO4mXnSPgfVdJtZsZl90cxWR+ek1cxeMLPfmtmp/Rzn7Wb2aPTa+8xslZl9Nvqw03ffzdGt0My+bWYvR//uG83s02ZmfZ8jIjIYzXSLSDq8Gt0fyazuPODrwKOEcpRdwFTgTcBFZvZGd793sBcxs1zgD4QkeD3wG0K5x/nAjwgz7O9K2v9K4GfA1uh5O4ByoBZ4D/CfhxH7ldH9d9x9z6F2dPf9ScfOA+4DzgOeA34MFAJvBX5rZie5++f6eZnpwF+BdcCN0eM3Aw+b2ZnAvUAL8FtCSc9lwJ/M7AR3f7mf1/sY8Lpo/3uBcwjvfYmZne7u25P2/UB0rEeA5UA2cArhw8RF0f6t/RzjrYRvP/4E/DSKuV9R0nsv4cPb/wN+DnQCU4AlwGPAU0n7/xvwWcK/3W+A3cBFwL8BrzezZe7e0ecwucD9wOQopk5CadA3gALg/w4Un4hIv9xdN910021Yb8DJQDvQDfwS+Adg2iDPiQFl/YxXA1uAdf1sc+DhPmPXROM/ArKTxrOB66NtlySNPwXsB8r7ef2D4ulnn5zo+Q7MPsLz9NnoefcAOUnj5UBjtO2spPHp0ZgDn+/zWl+MxncSktqspG3virZ9f4Bz1Q6cHI1tBpYC34+2Xd/nOdOSz2vS+Pui/T/dZ/zd0Xg3cOEA56HXvyOwKBq7o599s4BxSY/PjPZ9GZjU59/lD9G2z/V5jc1J531Mn/PeHN1y0/3/kW666Ta6biovEZFh5+7PAO8EmqL73wGbo1KIO8zsjf08J+7uO/oZrwduB+aa2dRDHTcqHfkwYdb6Y+7elfQ6XcDHCcnW/+nz1E7CBY99j31QPP0YD+RFP9cfxv7J3hvd/7e7dyYddxvwhejh+/t53mbCjGyym6L7fOCT7t6dtO03hPd4EiTKOfYAPbPo64G6Pq93DRAH3pFcouHuL7l7V1SSkvx+byDMrr++/7fKnX4Y31T0sa/vgLt3u/uupKGec/g1d9+atF8n4d+7m/7PIcBH3X1f0nO2AXcSPgDOOcJYReQ4p/ISEUkLd7/NzO4glHWcQ5j9PofwFf6lZnYz8G53T67tPRv4F8LsZTkHktkeVYQZzYGcAEwAnge+MEBp7j5CKUuPXwPfBdaY2W8JZRN/8d4lFYdyVPW/FrqdzAa6gFf62eWh6P7kfrY9m/yBItJTR77B+5R3RElyE+Fbgx4nEj4QfZlQtvEBwgx5z3PiZvYsofRlHvBsFHcu8E/RbbKZddH7+qGqft8w/O8A4/1ZGx3vcjObRkiEHwdWuHt7n31Pie4f6jOOu2+IPhjMMLNSd29O2hx39439HLvn3+Kg+nQRkUNR0i0iaeOhjvb+6NbTSvAthFnRfwTuAP4n2vZmwox2G/AA8AKwhzBTuYSQ/B10UVwfE6L7GkIyOZCipBi/Z2Y7gA8CHwWuBtzMHiHMGK8Y5JivEsoz8ggJ5wuD7N8jFt33TZ571ET3pRAu/iN8QAD4++gDwhXu3haNXRjdLzKzJ4Cr3D159rqTUMfcnzpgYT/j26L75WbWDtxGKHG5hPCNgUWv20Uo53kfA/8bbR1g/CDRh4TXAl8i1IJ/M9rUamY3AZ91993RWM95bBzg5RoJ1wbECGUjPZr7352ebxyyDzdeERFQ9xIRGUHcvcvdbyPUCwO8NmnzVwnJ62J3v9TdP+7uX3L3awjlD4ejp1PKHe5uh7jN6BPXze5+BiFp/3tC7fffAfeZWfkg76kTeDJ6eMFhxpkc60DJ3fg++xHFBuHDSS2hXhozO4XwQQbCjPDPgLv669wxgFrgmX7GT4vu30aYGT+fkHAvB5YBDe6e5+55wCc5+JuJZH6IbQfv7L7L3T/m7lMIH0DeT7jY9MPAT5J27Tk/B3VaiVT22U9EJCWUdIvISNRT/pBcmjEbWOvu65J3jOq0zznM132OMIN5RlQGcUTcvdnd73H3DxC6gowHzj2Mp14X3X/CQg/yAfUkwlEJyAuEpLu/koyespKnk8ZujO7bCRcJnhQ9/gAh0e55HzcRLu48VKvFp4FPRz9vBn7RJ84YoeykHXgiKre5O9p8FwfP0J8GjDnE8Y6au2909+sJ33bsJiT+PXo+LCzp+zwzm00oqdnUp7RERGTIKekWkWFnZpdbWA69v57YkwhJIoT2gD02AzVmNjlpXyOUicw/nONGs84/Isxu/tDMDkoCzazSzOYnPb7QzPorxeuZ4T6clRJvIbT+qwHuNLPKvjuYWZ6ZfYhQP96jZ3b6yqj0pmffMkL5TfI+AMl15ns5UCYzjXDRIMA5ZtZMSJgnM7BTOFC2MZ8wk53sGsLfkLv9QJvDldH9kj7vrZzQ7nBImNkMM1vQz6ZxhPKV5Asse87PF8xsYtJrZAPfIbyH64cqNhGRgaimW0TS4XTCBZFbzexxYFM0PoNQIjGGcHHc7UnP+T7hQr5nzOx3hG4iZxMSwj8AB3U8GcBXCQnkVcAbzewhoIGQRNdEr/l5wsV6ALcCbVGcmwmz7+cCryG0E1w+2AHdvdvM3kZoj3gJ8KKZPUjoo91FSIovACYSEsEe3yHULZ8FrDSzewh9ut8Wxdvq7o8fxnt+hdDj/GvA4+6+5DCek+xPwF/M7DZCDfn3CTXenYSVNnvECTPo/0Do7hGLaqwvIpQAHbQo0FE6EbjDzJ4CVkevO5FwbnM58GEBd3/CzL4FfApYbWa3E64FuCh6D48D3x6iuEREBqSkW0TS4buEDiJLCfXCrycsOPIq8DChhd1vkjuXuPvPzGw/4ULGKwizmY8RFml5C4eZdLt7h5ldSujM8W7gDYQZ4e2E5P+LHLggEeAzUXynABcTLuR8iVB68RM/eFGVgY7bSujK8rrouGcSEm0jJI3LgZuT2+a5e3vUVeTPhCT/I4REdyWhXOS9HJ7/IlyUCoCZjSXMRj/at5PJAL4fPf9qoIQwS34jIcn+iJktJ9RkfwH4D8IHg0sI5/XvCIvXfI0DH2SO1Qrg3wnlJBcSZri3Ez4E/dDd/5S8s7t/2syeIdR7/yMhMX8hive7/XQ8EREZcpb0N01EREaYqCvJtD7DXyck6b9y9+qk/d7v7sujx9cQFuN5Z/T4QsIsfw3hA8vjwHv7S7otLMFew4GWgee7+8N9j2NmBcC3CDPvEGa9P9XTMcXMbiAk39nAfHcfqpluEZFRR0m3iIj0K0rceyXdIiJydHQhpYiIiIhIiinpFhERERFJMZWXiIiIiIikmGa6RURERERSLKNaBpaVlfn06dPTHYaIiIiIZLCnnnpqh7tPHHzPAzIq6Z4+fTorVqxIdxgiIiIiksHM7KUjfY7KS0REREREUkxJt4iIiIhIiinpFhERERFJMSXdIiIiIiIppqRbRERERCTFlHSLiIiIiKSYkm4RERERkRRT0i0iIiIikmJKukVEREREUkxJt4iIiIhIiinpFhERERFJMSXdIiIiIiIppqRbRERERCTFUpZ0m9kNZrbNzFYnjY03swfM7PnoftwAz73QzNab2UYz+0yqYhQRERERGQ6pnOm+Ebiwz9hngAfdvQZ4MHrci5llAz8GLgLmA5eb2fwUxikiIiIiklIpS7rd/VFgZ5/hS4Cbop9vAi7t56mnARvd/UV3bwdujZ4nafaD5Ru4/vFN/G3zTva2d6Y7HBEREZFRI2eYj1fh7o0A7t5oZuX97FMFvJL0uB44faAXNLMrgSsBpk6dOoShSjJ3585nt7Bpxx4AsgxmlxexqKqU2uoYi6pjzK8soSA3O82RioiIiIw8w510Hw7rZ8wH2tndrwOuA1i8ePGA+8mxMTP+/IklbGtpY1VDnLr6OKsa4jyyYRu/e7oegOws44SKYmqrQhJeWx1jzqRi8nOUiIuIiMjxbbiT7iYzq4xmuSuBbf3sUw9MSXpcDWwZluhkUOUlBVxQUsAF8yqAMAO+taUtJOH1ceoa4ty/diu/XRG+rMjNNuZOKglJeJSMn1BRTG62GueIiIjI8WO4k+67gCuAb0T3d/azz9+AGjObATQAlwHvGLYI5YiYGZWxMVTGxvD6BZOAkIjX79rHqoYwG76qPs4fV27hN399GYC8nCzmV5aEspSqGLXVpcyaOJYcJeIiIiKSocw9NRUZZnYLsAQoA5qALwP/A9wGTAVeBt7m7jvNbDLwc3e/OHruxcAPgGzgBnf/+uEcc/Hixb5ixYqhfisyBNydl3fuTZSl1NU3s7qhhd37wwWZY3KzWTC5hIVVoSyltjrGjLIisrP6qzYSERERSR8ze8rdFx/Rc1KVdKeDku7Rpbvb2fTqnlCWUh9nVUNIxPd1dAEwNi+bBVWxpBrxUqaNLyRLibiIiIik0dEk3SPxQko5TmRlGbMmFjFrYhGXnlwFQFe388L23VGNeDN1DXF++eRL7O/sBqC4IIdFPUl41DmletwYzJSIi4iIyMilmW4Z8Tq6unm+aTerGpoT5SnPNbbS3hUS8dLC3Kg2PJZoYVgZK1AiLiIiIimh8hIl3ceN9s5uNjS1JspS6urjrN/aSmd3+O+5rCgvmhEvTZSnVJQUpDlqERERyQQqL5HjRl5OFgurYiysihGuy4W2ji6e29oaylISfcSfJ8rDKS/O7zUbvqg6RllRfvrehIiIiBw3lHRLxijIzeakKaWcNKU0MbavvYu1jfFefcQffG4bPV/wTI4VJC7SXFQVWhiOG5uXpncgIiIimUpJt2S0MXnZnDptPKdOG58Y272/kzUN8V4ra963pimxfcr4MdRWlSYW9FlQFSM2Jjcd4YuIiEiGUNItx52i/BxOnzmB02dOSIzF93WwpiHMhK+KEvG7VzUmts8oG5t0sWZIxIvy9b+PiIiIHB5lDSJAbEwuZ80u46zZZYmxXXvaWb3lQGnKUy/t4q6VWwAwg1kTixIlKbXVMeZPLqEwT/9LiYiIyMGUIYgMYNzYPM6tmci5NRMTYzt2708sbV9XH+eJF3ZwxzMNAGQZ1JQXRzXiIRmfV1lCQW52ut6CiIiIjBBqGShyjJpa2hIXafZ0Tnl1TzsAOVnGCRXFiW4ptVWlzJlUTF5OVpqjFhERkaOlPt1KumUEcHca4229eoivaojTvLcDgLzsLOZWFvda0KemoojcbCXiIiIio4GSbiXdMkK5O/W79lFXH6euoTlxsWZrWycA+TlZzJ9cEi3kE9oXzi4vIjtLq2qKiIiMNEq6lXTLKNLd7by8c2+vspTVDXH2tHcBMCY3mwWTS5JqxEuZWTaWLCXiIiIiaaWkW0m3jHLd3c6LO/YcKEupj7N6S5y2jm4gtDtcMLkkqhEPS9xPm1CImRJxERGR4TIqkm4zmwP8NmloJvAld/9B0j5LgDuBTdHQ7939K4O9tpJuyUSdXd28sH0PdfXNiQV91ja20N4ZEvGSghwWJS9vXxWjetwYJeIiIiIpcjRJ97C3DHT39cBJAGaWDTQAd/Sz62Pu/obhjE1kJMrJzmLOpGLmTCrmbYunANDR1c2Gptakrilxrn/8RTq6wofocYW5iZnwnvKUSSUFSsRFRETSJN19ui8AXnD3l9Ich8iokpudxYLJMRZMjnFZNLa/s4sNW3cnLtSsq4/zk0deoKs7JOJlRfmJmfCe+/KSgvS9CRERkePIoEm3mc0C6t19f1T2UQvc7O7NQ3D8y4BbBth2ppmtBLYAn3D3NQPEdyVwJcDUqVOHICSR0Sk/JzuUmVTH4PQw1tbRxbrGlkRZyqr6OA+v30aUh1NRkn+gLKU6Rm1VjAlF+el7EyIiIhlq0JpuM3sWWAxMB+4D7gLmuPvFx3RgszxCQr3A3Zv6bCsBut19t5ldDFzr7jWDvaZqukUGt7e9k7VbWhL9w+vqm3lxxx56fhVUlY4Jy9snraxZWpiX3qBFRERGkFTVdHe7e6eZvRn4gbv/yMyeOboQe7kIeLpvwg3g7i1JP99jZv9pZmXuvmMIjityXCvMy2Hx9PEsnj4+Mdba1sGaLS29Vta8d83WxPap4wsTM+GLqmMsrIpRUpCbjvBFRERGpcNJujvM7HLgCuCN0dhQ/LW9nAFKS8xsEtDk7m5mpwFZwKtDcEwR6UdxQS5nzJzAGTMnJMbieztYvSWeWFlz5SvN3F3XmNg+s2xs1DUlRm11KQsmlzA2P92XiYiIiIxMh/MX8j3AVcDX3X2Tmc0AfnUsBzWzQmAZ8E9JY1cBuPtPgbcC/2xmncA+4DLPpIbiIqNArDCXs2eXcfbsssTYzj3trGoIi/jU1Tfzt007ufPZLQCYweyJRb1KU+ZXxhiTl52utyAiIjJiaHEcETkm21v3R0l4NCNeH2d7634AsrOMmvKiAx1TqkuZO6mYglwl4iIiMnoN6eI4Znabu7/dzFYBB+3k7rVHF2bqKOkWGRmaWtqibinN1EUJ+c497QDkZBlzJhUnlravrY5xQkUxeTlZaY5aRETk8Ax10l3p7o1mNq2/7SOxt7aSbpGRyd3ZEm8LSXiia0qc+L4OAPKys5hXWRxdrFnKouoYNeVF5GQrERcRkZEnJcvAm9l8d1/bZ2yJuz985CGmlpJukdHD3Xll575ei/msbojTur8TgPycLBZMLqG2ujRRJz5rYhHZWVpVU0RE0itVSfdq4JfAt4CC6H6xu595tIGmipJukdGtu9t5aede6uqbE+0LVzfE2dveBUBhXjYLJpf0WtBnxoSxZCkRFxGRYZSqpHss8E3gVKAY+DXwTXfvPtpAU0VJt0jm6ep2Nu3YTV19PFGasmZLnLaO8CuoKD+HhVUHZsRrq2NMHV+ImRJxERFJjVQtjtNBaNs3hjDTvWkkJtwikpmys4zZ5cXMLi/mH06pBqCzq5uN23cnlrava4hz4182094VfjWVFOSEJDxpQZ+q0jFKxEVEJG0OZ6Z7JXAn8FVgAvAzoMPd35r68I6MZrpFjl/tnd1saGpNXKS5qqGZ9Vtb6egKv+PGj8070LowWtCnoiRfibiIiByxVJWXLHb3FX3G3uXuvzyKGFNKSbeIJGvr6GL91pCI98yIb2hqpas7/N6bWJxPbVVY1r6nRry8uCDNUYuIyEiXkvKS5IQ7qu++FLiMcHGliMiIVZCbzYlTSjlxSmlirK2ji7WNLYmOKasamnlo/TZ65h8mlRT0KktZVBVjQlF+mt6BiIhkikGTbjPLAy4G3gFcCPwO+GmK4xIRSYmC3GxOmTqOU6aOS4zt2d/J2saWXgv6PLC2KbG9qnRMYia8tipcsBkrzE1H+CIiMkoNmHSb2TLgcuD1wJ8JM9unuft7hik2EZFhMTY/h9dMH89rpo9PjLW0dbCmoYVVDQcW9PnT6q2J7dMmFCbViJeysKqE4gIl4iIi0r9DzXTfBzwGnOPumwDM7NphiUpEJM1KCnI5c9YEzpw1ITHWvLed1Q0tiQV9nnm5mT/WNSa2z5w4NipLCX3E51eWMDb/cJpEiYhIpjvUX4NTCbXby83sReBWIHtYohIRGYFKC/M4p6aMc2rKEmOv7t7PqmgRn7r6OH/dtJP/eXYLAFkGsyYWJdWIlzK/soQxefpVKiJyvBm0ewmAmZ1NKDV5C/AscIe7X3fUBzXbDLQCXUBn36s/LfTwupZQS74XeLe7Pz3Y66p7iYiMBNta2xJJ+Kr6OCvr4+zYvR8IfcdryouiGvFSaqtizK0sJj9HibiIyGiRkpaBfQ6QBSwDLjuW2u4o6V7s7jsG2H4x8BFC0n06cK27nz7Y6yrpFpGRyN1patkflrdvOLCy5s497QDkZhtzJhUfWN6+KsacScXkZmelOXIREelPqlakTIhWorwvuqXSJcDNHj4RPGlmpWZW6e6Ngz1RRGSkMTMmxQqYFJvE6xZMAkIi3tC8L9E/fFV9nLvrtnDL/74MQF5OFvMqSxKtC2urY8yeWESOEnGRYbNrTzt1DXHOO2FiukORDJCuK3wcuN/MHPhZP6UqVcArSY/rozEl3SKSEcyM6nGFVI8r5KJFlUBIxF/euTcxE15X38wdzzTwyydfAqAgN4sFk2O9VtacObGI7CytqikyVDbt2MPytU08sK6JFZt3kmXGU19cRmyMuhPJsTlUy8B7gA+6++YUHPdsd99iZuXAA2b2nLs/mnz4fp7Tbx2MmV0JXAkwderUoY9URGSYmBnTJoxl2oSxvPHEyQB0dzubX91zoCylPs5tK17hxic2A1CYl83CyQdmwxdVxZg+YSxZSsRFDktXt/PMy7t4YF0Ty9c28cL2PQDMnVTMh86fzdJ5FRSrC5EMgQFrus3s7cDXgJuAb7l7R0oCMLsG2O3u30ka+xnwsLvfEj1eDywZrLxENd0icjzo6nZe3L6714z4mi0t7O/sBqA4P6fX0va1VaVMGT+GcI26iOzZ38ljz29n+bptPPTcNnbuaScnyzhj5gSWzivngnkVTBlfmO4wZQQb0ppud7/NzO4GvgSsMLNfAt1J2793lEGOBbLcvTX6+XXAV/rsdhfwYTO7lXAhZVz13CIiQXaWUVNRTE1FMW85tRqAzq5unt+2O6oRD33Ef/GXzbR3hV/bsTG5iZnwns4pk2MFSsTluLE13sbydU0sX9fEEy+8SntnNyUFOZw/t5yl8yo4b85ESrTAlaTQYN+XdAB7gHygmKSk+xhUAHdEv+hzgN+4+71mdhWAu/8UuIfQuWQjoWWgVsEUETmEnOxw4eW8yhLe/popALR3drOhqTWaEQ8ra1736It0dodvOCeMzevVQ7y2OkZFSUE634bIkHF31ja2sHztNpava2JVQxyAqeMLeefp01g6v5zXTB+vLkEybA5VXnIh8D3CrPNX3H3vcAZ2NFReIiJyaG0dXTy3tZVV9QeWt39+2266okR8YnF+r44pi6pKmVicn+aoRQ7P/s4u/vrizjCjvbaJLfE2zODkKaUsnV/BsnkVzC4v0jc8csyGumXg54G3ufuaYwtLRERGioLcbE6aUspJU0oTY/vau1jb2BIS8ah94UPrt9EzJ1MZK+hVlrKoKsb4sXlpegcive3a087DG7axfO02Htmwnd37OynIzeLcmolcvfQEzp9brg+OMiIcqqb73OEMRERE0mNMXjanThvHqdPGJcZ27+9k7ZaWxII+q+rj3L+2KbG9etyYxEx4bXWMhZNjxApVDyvDY9OOPTy4ron714a2ft0evqV544mVLJ1XwdmzyyjI1SqvMrKoB46IiBykKD+H02aM57QZ4xNjLW0drI4S8J4Z8XtWbU1snz6hMLG0/aLqGAsml1CsC9NkCByqrd8Hl8xm6fwKaqtiapUpI5qSbhEROSwlBbmcNauMs2aVJcaa97b36iH+9Eu7+MPKLQCYwcyysdRGJSm11THmTy6hME9/emRwoa3fDpava+rV1u/0meN55xnTWKq2fjLK6DefiIgctdLCPM6tmci5NQeWyd6xe3+iJKWuPs4TL+zgjmcaAMgymF1elChLWVQdY35liUoBBAht/R58Lsxm/6VPW78L5lVw3gkTtTKkjFoDdi8ZjdS9RERkZNrW0nZgRjxa0GfH7nYg9B0/oaK4V9eUOZOKyc9RIp7p3J11ja2J/tl19aGt35TxY1g2b5La+smIdTTdS5R0i4jIsHN3tra0JcpSQo14M7v2hsWPc7ONuZNKkvqIxziholjJVwZo7+zmyRdfZfm6Jh5ct42G5n2YwUlTSlk6r4Jl8yuoUVs/GeGUdCvpFhEZtdyd+l37kmbEQy/x1rZOAPJysphfWZK0smYpsyaOJUeJ+IjXvLedP68/uK3fObMnsmx+OefPLae8WAszyeihpFtJt4hIRnF3Xnp1b2ImvK4+zuqGOHvauwAYk5vNgsklSYv5xJhRVkS2ulik3eYde1i+rokH1jax4qVddHU7E4vzWTqvnAvmhrZ+Y/JUQiSjk5JuJd0iIhmvu9t5ccceVifNiK9uaGFfR0jEx+Zls6AqllQjXsq08YVqJ5diXd3Os6/s4oFo2fWN23YDoa3f0nkVausnGUVJt5JuEZHjUle388L23VGNeFhZc+2WFvZ3dgNQXJDDop4kPOqcUj1ujOqGj9He9qit39rQ1u/VpLZ+S+dVqK2fZCwl3Uq6RUQk0tHVzfNNuxO14asa4qxrbKGjK/zdKy3MPbC8fZSIV8YKlIgPoqmlLaY/btoAAAuwSURBVHER5OMbd9De2U1xQQ7nzyln6Xy19ZPjg5JuJd0iInII+zu72LB1N3UNzYk+4huaWunsDn8Ly4ryohnxAytrVpQc3xf4Haqt39J5FSybV8FrZqitnxxfjibp1uI4IiJy3MjPyWZRtCgPp4exto4u1jW29FpZ85ENzxPl4ZQX5/eaDV9UHaOsKD99b2IYtHd289dNr7J8bRPLo7Z+ENr6ffL1c1g6r4ITKtTWT+RIDHvSbWZTgJuBSUA3cJ27X9tnnyXAncCmaOj37v6V4YxTRESODwW52Zw8dRwnTx2XGNvb3snaLS0HVtZsiPPgc9vo+XJ4cqwgcZHmoqrQNWXc2Lw0vYOh0by3nYfXb+eBdU08sr53W7+PXjBbbf1EjlE6Zro7gY+7+9NmVgw8ZWYPuPvaPvs95u5vSEN8IiJynCvMy2Hx9PEsnj4+MbZ7fydrGuK9Vta8b01TYvuU8WOorSpNLOizoCo24mube9r6LV/XxN82h7Z+ZUX5vKG2kqXz1NZPZCgNe9Lt7o1AY/Rzq5mtA6qAvkm3iIjIiFGUn8PpMydw+swJibH4vg7WNPSsqBmnrqGZu1c1JrbPKBubdLFmSMSL8tNX2TlQW785FcVcdd5Mls6r4MTqUrX1E0mBtF5IaWbTgUeBhe7ekjS+BPgdUA9sAT7h7msGeI0rgSsBpk6deupLL72U2qBFREQOYdee9lCW0hCnrj5csLkl3gaAGcyaWJS4SHNRVYz5k0sozEtdIj5QW7/TZhxo6zd1gtr6iRyJUdW9xMyKgEeAr7v77/tsKwG63X23mV0MXOvuNYO9prqXiIjISLS9dX+vxXzq6uNsa90PQJZBTXlxr1U151WWUJB79GUdTS1tPLguzGarrZ/I0Bs1SbeZ5QJ/BO5z9+8dxv6bgcXuvuNQ+ynpFhGR0aKppS1xkWbPEvev7mkHICfLOKGiONEtpbaqlDmTisnL6b8tn7vz3NbWqNtIEyujtn7V48awbL7a+okMtVGRdFvoL3QTsNPdrx5gn0lAk7u7mZ0G3A5M80GCVdItIiKjlbvTGG/rNRu+qiFO894OAPKys5hbWZyoEV9YFWPXng6Wr2vigbVNvdr6LZtfobZ+Iik0WpLuc4DHgFWEloEAnwOmArj7T83sw8A/Ezqd7AP+1d2fGOy1lXSLiEgmcXfqd+2jLrpIc1WUiLe2dSb2yc/J4tyaMpbOq+C189TWT2Q4jIqkO5WUdIuISKbr7nZe2rmXuvpmxublqK2fSBpoRUoREZEMl5VlzCgby4yysekORUSOgK6oEBERERFJMSXdIiIiIiIppqRbRERERCTFlHSLiIiIiKSYkm4RERERkRRT0i0iIiIikmJKukVEREREUkxJt4iIiIhIiinpFhERERFJMSXdIiIiIiIppqRbRERERCTFlHSLiIiIiKSYkm4RERERkRRLS9JtZhea2Xoz22hmn+lnu5nZD6PtdWZ2SjriFBEREREZCsOedJtZNvBj4CJgPnC5mc3vs9tFQE10uxL4ybAGKSIiIiIyhNIx030asNHdX3T3duBW4JI++1wC3OzBk0CpmVUOd6AiIiIiIkMhJw3HrAJeSXpcD5x+GPtUAY19X8zMriTMhgPsNrP1QxdqypUBO9IdRIbTOR4eOs+pp3OcejrHw0PnOfV0jlNvzpE+IR1Jt/Uz5kexTxh0vw647liDSgczW+Hui9MdRybTOR4eOs+pp3OcejrHw0PnOfV0jlPPzFYc6XPSUV5SD0xJelwNbDmKfURERERERoV0JN1/A2rMbIaZ5QGXAXf12ecu4B+jLiZnAHF3P6i0RERERERkNBj28hJ37zSzDwP3AdnADe6+xsyuirb/FLgHuBjYCOwF3jPccQ6TUVkWM8roHA8PnefU0zlOPZ3j4aHznHo6x6l3xOfY3PstlRYRERERkSGiFSlFRERERFJMSbeIiIiISIop6R4hzOwTZuZmVpbuWDKNmX3bzJ4zszozu8PMStMdU6YwswvNbL2ZbTSzz6Q7nkxkZlPM7M9mts7M1pjZv6Q7pkxlZtlm9oyZ/THdsWQiMys1s9uj38frzOzMdMeUaczsY9HvidVmdouZFaQ7pkxgZjeY2TYzW500Nt7MHjCz56P7cYO9jpLuEcDMpgDLgJfTHUuGegBY6O61wAbgs2mOJyOYWTbwY+AiYD5wuZnNT29UGakT+Li7zwPOAD6k85wy/wKsS3cQGexa4F53nwuciM71kDKzKuCjwGJ3X0hoVnFZeqPKGDcCF/YZ+wzwoLvXAA9Gjw9JSffI8H3gUwywAJAcG3e/3907o4dPEvq+y7E7Ddjo7i+6eztwK3BJmmPKOO7e6O5PRz+3EhKVqvRGlXnMrBr4e+Dn6Y4lE5lZCfB3wPUA7t7u7s3pjSoj5QBjzCwHKERrnAwJd38U2Nln+BLgpujnm4BLB3sdJd1pZmZvAhrcfWW6YzlOvBf4U7qDyBBVwCtJj+tRMphSZjYdOBn4a3ojyUg/IEx+dKc7kAw1E9gO/CIq4fm5mY1Nd1CZxN0bgO8QvjVvJKxxcn96o8poFT1ryET35YM9QUn3MDCz5VF9Vd/bJcDngS+lO8bRbpBz3LPP5wlf1f86fZFmFOtnTN/WpIiZFQG/A65295Z0x5NJzOwNwDZ3fyrdsWSwHOAU4CfufjKwh8P4Ol4OX1RTfAkwA5gMjDWzd6Y3Kkk27IvjHI/cfWl/42a2iPA/x0ozg1D28LSZnebuW4cxxFFvoHPcw8yuAN4AXOBqTj9U6oEpSY+r0VeZKWFmuYSE+9fu/vt0x5OBzgbeZGYXAwVAiZn9yt2VsAydeqDe3Xu+pbkdJd1DbSmwyd23A5jZ74GzgF+lNarM1WRmle7eaGaVwLbBnqCZ7jRy91XuXu7u0919OuGX0ilKuIeWmV0IfBp4k7vvTXc8GeRvQI2ZzTCzPMIFO3elOaaMY+ET+fXAOnf/XrrjyUTu/ll3r45+D18GPKSEe2hFf9deMbM50dAFwNo0hpSJXgbOMLPC6PfGBehi1VS6C7gi+vkK4M7BnqCZbjke/AeQDzwQfaPwpLtfld6QRj937zSzDwP3Ea6Sv8Hd16Q5rEx0NvAuYJWZPRuNfc7d70ljTCJH4yPAr6MP6S8C70lzPBnF3f9qZrcDTxNKKZ9By8EPCTO7BVgClJlZPfBl4BvAbWb2PsIHnrcN+jr6pl1EREREJLVUXiIiIiIikmJKukVEREREUkxJt4iIiIhIiinpFhERERFJMSXdIiIiIiIppqRbRGSUM7MpZrbJzMZHj8dFj6cNsP+bzczNbO5hvPZiM/vhUMcsInK8UctAEZEMYGafAma7+5Vm9jNgs7v/+wD73gZUAg+6+zXDGKaIyHFLM90iIpnh+4TV6K4GzgG+299OZlZEWHDnfYTVF3vG32xmyy2oNLMNZjbJzJaY2R+jfc4zs2ej2zNmVpz6tyUikhmUdIuIZAB37wA+SUi+r3b39gF2vRS41903ADvN7JTo+XcAW4EPAf8FfDlaujvZJ4APuftJwLnAvqF/JyIimUlJt4hI5rgIaAQWHmKfy4Fbo59vjR73+AjwWWC/u9/Sz3P/AnzPzD4KlLp757GHLCJyfMhJdwAiInLszOwkYBlwBvC4md3q7o199pkAvBZYaGYOZANuZp/ycIFPFdANVJhZlrt3Jz/f3b9hZncDFwNPmtlSd38u9e9ORGT000y3iMgoZ2YG/IRQVvIy8G3gO/3s+lbgZnef5u7T3X0KsAk4x8xygF8A7wDWAf/az3Fmufsqd/8msAIYtPuJiIgESrpFREa/DwAvu/sD0eP/BOaa2Xl99rscuKPP2O8IifbngMfc/TFCwv1+M5vXZ9+rzWy1ma0k1HP/aSjfhIhIJlPLQBERERGRFNNMt4iIiIhIiinpFhERERFJMSXdIiIiIiIppqRbRERERCTFlHSLiIiIiKSYkm4RERERkRRT0i0iIiIikmL/H5TAcUn+I1/lAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "fig,ax = plt.subplots(1,1)",
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "fig, ax = plt.subplots(2,2)",
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "mtcars=pd.read_csv(\"mtcars.csv\")",
      "execution_count": 46,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "mtcars.columns",
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 47,
          "data": {
            "text/plain": "Index(['mpg', 'cyl', 'disp', 'hp', 'drat', 'wt', 'qsec', 'vs', 'am', 'gear',\n       'carb'],\n      dtype='object')"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "mtcars.shape",
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 48,
          "data": {
            "text/plain": "(32, 11)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "mtcars.head()",
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 49,
          "data": {
            "text/plain": "    mpg  cyl   disp   hp  drat     wt   qsec  vs  am  gear  carb\n0  21.0    6  160.0  110  3.90  2.620  16.46   0   1     4     4\n1  21.0    6  160.0  110  3.90  2.875  17.02   0   1     4     4\n2  22.8    4  108.0   93  3.85  2.320  18.61   1   1     4     1\n3  21.4    6  258.0  110  3.08  3.215  19.44   1   0     3     1\n4  18.7    8  360.0  175  3.15  3.440  17.02   0   0     3     2",
            "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>mpg</th>\n      <th>cyl</th>\n      <th>disp</th>\n      <th>hp</th>\n      <th>drat</th>\n      <th>wt</th>\n      <th>qsec</th>\n      <th>vs</th>\n      <th>am</th>\n      <th>gear</th>\n      <th>carb</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>21.0</td>\n      <td>6</td>\n      <td>160.0</td>\n      <td>110</td>\n      <td>3.90</td>\n      <td>2.620</td>\n      <td>16.46</td>\n      <td>0</td>\n      <td>1</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>21.0</td>\n      <td>6</td>\n      <td>160.0</td>\n      <td>110</td>\n      <td>3.90</td>\n      <td>2.875</td>\n      <td>17.02</td>\n      <td>0</td>\n      <td>1</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>22.8</td>\n      <td>4</td>\n      <td>108.0</td>\n      <td>93</td>\n      <td>3.85</td>\n      <td>2.320</td>\n      <td>18.61</td>\n      <td>1</td>\n      <td>1</td>\n      <td>4</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>21.4</td>\n      <td>6</td>\n      <td>258.0</td>\n      <td>110</td>\n      <td>3.08</td>\n      <td>3.215</td>\n      <td>19.44</td>\n      <td>1</td>\n      <td>0</td>\n      <td>3</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>18.7</td>\n      <td>8</td>\n      <td>360.0</td>\n      <td>175</td>\n      <td>3.15</td>\n      <td>3.440</td>\n      <td>17.02</td>\n      <td>0</td>\n      <td>0</td>\n      <td>3</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "pd.crosstab(mtcars.gear,mtcars.cyl)",
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 56,
          "data": {
            "text/plain": "cyl   4  6   8\ngear          \n3     1  2  12\n4     8  4   0\n5     2  1   2",
            "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>cyl</th>\n      <th>4</th>\n      <th>6</th>\n      <th>8</th>\n    </tr>\n    <tr>\n      <th>gear</th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>3</th>\n      <td>1</td>\n      <td>2</td>\n      <td>12</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8</td>\n      <td>4</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>2</td>\n      <td>1</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "pd.crosstab(mtcars.gear,mtcars.cyl).plot(kind=\"bar\")",
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 61,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x21dde6905b0>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "mtcars['gear'].value_counts()",
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 63,
          "data": {
            "text/plain": "3    15\n4    12\n5     5\nName: gear, dtype: int64"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "mtcars['gear'].value_counts().plot(kind=\"pie\")",
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 64,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x21dde73d640>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "import seaborn as sns\nsns.boxplot(x='gear',y='mpg',data=mtcars)",
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 66,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x21de07a3700>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.pairplot(mtcars.iloc[:,0:4])",
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 70,
          "data": {
            "text/plain": "<seaborn.axisgrid.PairGrid at 0x21deabee6d0>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 720x720 with 20 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.pairplot(mtcars)",
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 71,
          "data": {
            "text/plain": "<seaborn.axisgrid.PairGrid at 0x21dec30ddc0>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1980x1980 with 132 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.scatter(mtcars.mpg, mtcars.qsec)",
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 79,
          "data": {
            "text/plain": "<matplotlib.collections.PathCollection at 0x21df183d280>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.scatter(mtcars.mpg, mtcars.qsec)",
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 81,
          "data": {
            "text/plain": "<matplotlib.collections.PathCollection at 0x21df2bd4e50>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.hist(mtcars['mpg'])",
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 82,
          "data": {
            "text/plain": "(array([2., 4., 6., 6., 5., 3., 1., 1., 2., 2.]),\n array([10.4 , 12.75, 15.1 , 17.45, 19.8 , 22.15, 24.5 , 26.85, 29.2 ,\n        31.55, 33.9 ]),\n <a list of 10 Patch objects>)"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW8AAAD4CAYAAAAjKGdbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAALeklEQVR4nO3cb6hk913H8fenu1ta20iqO5bQ5Hr9R6EEm5RLRCKhxiJpV6xKlQaUVoTrAytbEHT1ia2PVtGiD0pxtdGosSU0rZYuVgNtqAFNzca0Jt0US1htbMwaQmm2DwxJvz64E1k3OzNn4j0z/d55v+Cyc2fPnfmek1/enD0zc1NVSJJ6ecm6B5AkLc94S1JDxluSGjLektSQ8Zakhg6P8aBHjx6t7e3tMR5akg6kM2fOPFlVk6HbjxLv7e1t7r///jEeWpIOpCT/tsz2XjaRpIaMtyQ1ZLwlqSHjLUkNGW9Jash4S1JDg+Kd5MokH0nySJKzSX5w7MEkSbMNfZ/3HwCfrKq3JXkp8C0jziRJWmBhvJN8K3AT8E6AqnoGeGbcsSRJ8ww58/5u4L+AP0nyeuAMcLyqvn7xRkl2gV2Ara2t/Z7zQNs+cXrdI6zcuZPH1j2C1NqQa96HgTcAH6iq64GvAycu3aiqTlXVTlXtTCaDP54vSXoRhsT7MeCxqrpv+v1H2Iu5JGlNFsa7qv4T+HKS107v+hHgC6NOJUmaa+i7TX4ZuGP6TpNHgZ8fbyRJ0iKD4l1VDwI7I88iSRrIT1hKUkPGW5IaMt6S1JDxlqSGjLckNWS8Jakh4y1JDRlvSWrIeEtSQ8Zbkhoy3pLUkPGWpIaMtyQ1ZLwlqSHjLUkNGW9Jash4S1JDxluSGjLektSQ8Zakhoy3JDVkvCWpIeMtSQ0Zb0lqyHhLUkOHh2yU5BzwNPAc8GxV7Yw5lCRpvkHxnvrhqnpytEkkSYN52USSGhp65l3A3yUp4A+r6tSlGyTZBXYBtra29m9CHUjbJ06v5XnPnTy2lueV9tvQM+8bq+oNwJuBX0py06UbVNWpqtqpqp3JZLKvQ0qS/q9B8a6qr0z/PA98DLhhzKEkSfMtjHeSVyS54vnbwI8CD409mCRptiHXvF8NfCzJ89v/ZVV9ctSpJElzLYx3VT0KvH4Fs0iSBvKtgpLUkPGWpIaMtyQ1ZLwlqSHjLUkNGW9Jash4S1JDxluSGjLektSQ8Zakhoy3JDVkvCWpIeMtSQ0Zb0lqyHhLUkPGW5IaMt6S1JDxlqSGjLckNWS8Jakh4y1JDRlvSWrIeEtSQ8Zbkhoy3pLUkPGWpIYGxzvJoST/nOQTYw4kSVpsmTPv48DZsQaRJA03KN5JrgaOAX887jiSpCEOD9zu94FfBa6YtUGSXWAXYGtr6/8/2Yptnzi97hEkabCFZ95Jfgw4X1Vn5m1XVaeqaqeqdiaTyb4NKEl6oSGXTW4EfjzJOeDDwM1J/mLUqSRJcy2Md1X9elVdXVXbwNuBT1XVz44+mSRpJt/nLUkNDX3BEoCquge4Z5RJJEmDeeYtSQ0Zb0lqyHhLUkPGW5IaMt6S1JDxlqSGjLckNWS8Jakh4y1JDRlvSWrIeEtSQ8Zbkhoy3pLUkPGWpIaMtyQ1ZLwlqSHjLUkNGW9Jash4S1JDxluSGjLektSQ8Zakhoy3JDVkvCWpIeMtSQ0tjHeSlyX5bJLPJXk4yXtXMZgkabbDA7b5b+DmqrqQ5Ahwb5K/qap/HHk2SdIMC+NdVQVcmH57ZPpVYw4lSZpvyJk3SQ4BZ4DvBd5fVfddZptdYBdga2trP2eU9s32idNred5zJ4+t5Xl1cA16wbKqnquq64CrgRuSXHuZbU5V1U5V7Uwmk/2eU5J0kaXebVJVXwXuAW4ZZRpJ0iBD3m0ySXLl9PbLgTcBj4w9mCRptiHXvK8Cbp9e934JcGdVfWLcsSRJ8wx5t8nngetXMIskaSA/YSlJDRlvSWrIeEtSQ8Zbkhoy3pLUkPGWpIaMtyQ1ZLwlqSHjLUkNGW9Jash4S1JDxluSGjLektSQ8Zakhoy3JDVkvCWpIeMtSQ0Zb0lqyHhLUkPGW5IaMt6S1JDxlqSGjLckNWS8Jakh4y1JDRlvSWpoYbyTXJPk00nOJnk4yfFVDCZJmu3wgG2eBX6lqh5IcgVwJsndVfWFkWeTJM2w8My7qh6vqgemt58GzgKvGXswSdJsQ868/1eSbeB64L7L/N0usAuwtbX1ogfaPnH6Rf+spG8em/j/8rmTx1b2XINfsEzySuAu4N1V9bVL/76qTlXVTlXtTCaT/ZxRknSJQfFOcoS9cN9RVR8ddyRJ0iJD3m0S4IPA2ap63/gjSZIWGXLmfSPwc8DNSR6cfr1l5LkkSXMsfMGyqu4FsoJZJEkD+QlLSWrIeEtSQ8Zbkhoy3pLUkPGWpIaMtyQ1ZLwlqSHjLUkNGW9Jash4S1JDxluSGjLektSQ8Zakhoy3JDVkvCWpIeMtSQ0Zb0lqyHhLUkPGW5IaMt6S1JDxlqSGjLckNWS8Jakh4y1JDRlvSWpoYbyT3JbkfJKHVjGQJGmxIWfefwrcMvIckqQlLIx3VX0GeGoFs0iSBjq8Xw+UZBfYBdja2tqvh5UOhO0Tp9c9gg6YfXvBsqpOVdVOVe1MJpP9elhJ0mX4bhNJash4S1JDQ94q+CHgH4DXJnksyS+MP5YkaZ6FL1hW1a2rGESSNJyXTSSpIeMtSQ0Zb0lqyHhLUkPGW5IaMt6S1JDxlqSGjLckNWS8Jakh4y1JDRlvSWrIeEtSQ8Zbkhoy3pLUkPGWpIaMtyQ1ZLwlqSHjLUkNGW9Jash4S1JDxluSGjLektSQ8Zakhoy3JDVkvCWpIeMtSQ0NineSW5J8McmXkpwYeyhJ0nwL453kEPB+4M3A64Bbk7xu7MEkSbMNOfO+AfhSVT1aVc8AHwbeOu5YkqR5Dg/Y5jXAly/6/jHgBy7dKMkusDv99kKSLw547KPAkwO2O6g2ff/BYwAeAzggxyC//aJ/9Cjwncv8wJB45zL31QvuqDoFnFrmyZPcX1U7y/zMQbLp+w8eA/AYgMdguv/by/zMkMsmjwHXXPT91cBXlnkSSdL+GhLvfwK+L8l3JXkp8Hbg4+OOJUmaZ+Flk6p6Nsm7gL8FDgG3VdXD+/T8S11mOYA2ff/BYwAeA/AYLL3/qXrB5WtJ0jc5P2EpSQ0Zb0lqaCXxTnJbkvNJHrrovm9LcneSf53++apVzLIuM47Be5L8R5IHp19vWeeMY0tyTZJPJzmb5OEkx6f3b8RamLP/G7MOkrwsyWeTfG56DN47vX8j1gDMPQZLrYOVXPNOchNwAfizqrp2et/vAE9V1cnp70t5VVX92ujDrMmMY/Ae4EJV/e46Z1uVJFcBV1XVA0muAM4APwG8kw1YC3P2/2fYkHWQJMArqupCkiPAvcBx4KfYgDUAc4/BLSyxDlZy5l1VnwGeuuTutwK3T2/fzt4iPrBmHIONUlWPV9UD09tPA2fZ+wTvRqyFOfu/MWrPhem3R6ZfxYasAZh7DJayzmver66qx2FvUQPfscZZ1uldST4/vaxyYP+peKkk28D1wH1s4Fq4ZP9hg9ZBkkNJHgTOA3dX1catgRnHAJZYB75guV4fAL4HuA54HPi99Y6zGkleCdwFvLuqvrbueVbtMvu/Ueugqp6rquvY+7T2DUmuXfdMqzbjGCy1DtYZ7yem1wCfvxZ4fo2zrEVVPTH9j/gN4I/Y+w2OB9r0Gt9dwB1V9dHp3RuzFi63/5u4DgCq6qvAPexd692YNXCxi4/BsutgnfH+OPCO6e13AH+9xlnW4vnFOvWTwEOztj0Ipi/UfBA4W1Xvu+ivNmItzNr/TVoHSSZJrpzefjnwJuARNmQNwOxjsOw6WNW7TT4EvJG9X3v4BPCbwF8BdwJbwL8DP11VB/YFvRnH4I3s/ROpgHPALz5/3e8gSvJDwN8D/wJ8Y3r3b7B33ffAr4U5+38rG7IOknw/ey9IHmLv5PHOqvqtJN/OBqwBmHsM/pwl1oEfj5ekhnzBUpIaMt6S1JDxlqSGjLckNWS8Jakh4y1JDRlvSWrofwAHeiIUQGDMrwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.pairplot(mtcars['mpg','disp'])",
      "execution_count": 155,
      "outputs": [
        {
          "output_type": "error",
          "ename": "KeyError",
          "evalue": "('mpg', 'disp')",
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   2645\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2646\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2647\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
            "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
            "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
            "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
            "\u001b[1;31mKeyError\u001b[0m: ('mpg', 'disp')",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "\u001b[1;32m<ipython-input-155-9f8a317f8459>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpairplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmtcars\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'mpg'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'disp'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2798\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2799\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2800\u001b[1;33m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2801\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2802\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   2646\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2647\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2648\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2649\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2650\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msize\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
            "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
            "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
            "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
            "\u001b[1;31mKeyError\u001b[0m: ('mpg', 'disp')"
          ]
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.boxplot(mtcars['mpg']);",
      "execution_count": 156,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.boxplot(mtcars['mpg'],vert=False);",
      "execution_count": 157,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.violinplot(mtcars['mpg']);",
      "execution_count": 158,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "tips=sns.load_dataset('tips')",
      "execution_count": 88,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "tips",
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 89,
          "data": {
            "text/plain": "     total_bill   tip     sex smoker   day    time  size\n0         16.99  1.01  Female     No   Sun  Dinner     2\n1         10.34  1.66    Male     No   Sun  Dinner     3\n2         21.01  3.50    Male     No   Sun  Dinner     3\n3         23.68  3.31    Male     No   Sun  Dinner     2\n4         24.59  3.61  Female     No   Sun  Dinner     4\n..          ...   ...     ...    ...   ...     ...   ...\n239       29.03  5.92    Male     No   Sat  Dinner     3\n240       27.18  2.00  Female    Yes   Sat  Dinner     2\n241       22.67  2.00    Male    Yes   Sat  Dinner     2\n242       17.82  1.75    Male     No   Sat  Dinner     2\n243       18.78  3.00  Female     No  Thur  Dinner     2\n\n[244 rows x 7 columns]",
            "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>total_bill</th>\n      <th>tip</th>\n      <th>sex</th>\n      <th>smoker</th>\n      <th>day</th>\n      <th>time</th>\n      <th>size</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>16.99</td>\n      <td>1.01</td>\n      <td>Female</td>\n      <td>No</td>\n      <td>Sun</td>\n      <td>Dinner</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>10.34</td>\n      <td>1.66</td>\n      <td>Male</td>\n      <td>No</td>\n      <td>Sun</td>\n      <td>Dinner</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>21.01</td>\n      <td>3.50</td>\n      <td>Male</td>\n      <td>No</td>\n      <td>Sun</td>\n      <td>Dinner</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>23.68</td>\n      <td>3.31</td>\n      <td>Male</td>\n      <td>No</td>\n      <td>Sun</td>\n      <td>Dinner</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>24.59</td>\n      <td>3.61</td>\n      <td>Female</td>\n      <td>No</td>\n      <td>Sun</td>\n      <td>Dinner</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>239</th>\n      <td>29.03</td>\n      <td>5.92</td>\n      <td>Male</td>\n      <td>No</td>\n      <td>Sat</td>\n      <td>Dinner</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>240</th>\n      <td>27.18</td>\n      <td>2.00</td>\n      <td>Female</td>\n      <td>Yes</td>\n      <td>Sat</td>\n      <td>Dinner</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>241</th>\n      <td>22.67</td>\n      <td>2.00</td>\n      <td>Male</td>\n      <td>Yes</td>\n      <td>Sat</td>\n      <td>Dinner</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>242</th>\n      <td>17.82</td>\n      <td>1.75</td>\n      <td>Male</td>\n      <td>No</td>\n      <td>Sat</td>\n      <td>Dinner</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>243</th>\n      <td>18.78</td>\n      <td>3.00</td>\n      <td>Female</td>\n      <td>No</td>\n      <td>Thur</td>\n      <td>Dinner</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n<p>244 rows × 7 columns</p>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.stripplot(x='day',y='tip',data=tips,jitter=False);",
      "execution_count": 159,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.swarmplot(x='day',y='tip',data=tips,hue=\"sex\")\nplt.ylabel('tip($@)')\nplt.show()",
      "execution_count": 99,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.boxplot(x='day',y=\"tip\",data=tips)\nplt.ylabel('tip ($)')\nplt.show()",
      "execution_count": 105,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.subplot(1,2,1)\nsns.boxplot(x='day',y=\"tip\",data=tips)\nplt.ylabel('tip ($)')\nplt.subplot(1,2,2)\nsns.violinplot(x='day',y=\"tip\",data=tips)\nplt.ylabel('tip ($)')\nplt.show()",
      "execution_count": 106,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 2 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#combining plot\n\nsns.violinplot(x='day',y='tip',data=tips,inner=None, color= 'lightgray')\nsns.stripplot(x='day',y='tip',data=tips,size =4, jitter =True)\nplt.ylabel ('tip($)')\nplt.show()\n\n",
      "execution_count": 108,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.jointplot(x='total_bill',y='tip',data=tips)",
      "execution_count": 109,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 109,
          "data": {
            "text/plain": "<seaborn.axisgrid.JointGrid at 0x21df470c370>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x432 with 3 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.jointplot(x='total_bill',y='tip',data=tips,kind='kde')",
      "execution_count": 110,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 110,
          "data": {
            "text/plain": "<seaborn.axisgrid.JointGrid at 0x21df47ecd30>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x432 with 3 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.pairplot(tips,hue=\"sex\")",
      "execution_count": 116,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 116,
          "data": {
            "text/plain": "<seaborn.axisgrid.PairGrid at 0x21df5d4e850>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 612.125x540 with 12 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "data=pd.read_csv(\"train.csv\")",
      "execution_count": 117,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "data.head()",
      "execution_count": 118,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 118,
          "data": {
            "text/plain": "   PassengerId  Survived  Pclass  \\\n0            1         0       3   \n1            2         1       1   \n2            3         1       3   \n3            4         1       1   \n4            5         0       3   \n\n                                                Name     Sex   Age  SibSp  \\\n0                            Braund, Mr. Owen Harris    male  22.0      1   \n1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n2                             Heikkinen, Miss. Laina  female  26.0      0   \n3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n4                           Allen, Mr. William Henry    male  35.0      0   \n\n   Parch            Ticket     Fare Cabin Embarked  \n0      0         A/5 21171   7.2500   NaN        S  \n1      0          PC 17599  71.2833   C85        C  \n2      0  STON/O2. 3101282   7.9250   NaN        S  \n3      0            113803  53.1000  C123        S  \n4      0            373450   8.0500   NaN        S  ",
            "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>PassengerId</th>\n      <th>Survived</th>\n      <th>Pclass</th>\n      <th>Name</th>\n      <th>Sex</th>\n      <th>Age</th>\n      <th>SibSp</th>\n      <th>Parch</th>\n      <th>Ticket</th>\n      <th>Fare</th>\n      <th>Cabin</th>\n      <th>Embarked</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>0</td>\n      <td>3</td>\n      <td>Braund, Mr. Owen Harris</td>\n      <td>male</td>\n      <td>22.0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>A/5 21171</td>\n      <td>7.2500</td>\n      <td>NaN</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>1</td>\n      <td>1</td>\n      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n      <td>female</td>\n      <td>38.0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>PC 17599</td>\n      <td>71.2833</td>\n      <td>C85</td>\n      <td>C</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>1</td>\n      <td>3</td>\n      <td>Heikkinen, Miss. Laina</td>\n      <td>female</td>\n      <td>26.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>STON/O2. 3101282</td>\n      <td>7.9250</td>\n      <td>NaN</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>1</td>\n      <td>1</td>\n      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n      <td>female</td>\n      <td>35.0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>113803</td>\n      <td>53.1000</td>\n      <td>C123</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>0</td>\n      <td>3</td>\n      <td>Allen, Mr. William Henry</td>\n      <td>male</td>\n      <td>35.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>373450</td>\n      <td>8.0500</td>\n      <td>NaN</td>\n      <td>S</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "data.columns",
      "execution_count": 122,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 122,
          "data": {
            "text/plain": "Index(['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp',\n       'Parch', 'Ticket', 'Fare', 'Cabin', 'Embarked'],\n      dtype='object')"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "data.shape",
      "execution_count": 123,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 123,
          "data": {
            "text/plain": "(891, 12)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "data.groupby(\"Survived\")[\"PassengerId\"].count()",
      "execution_count": 125,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 125,
          "data": {
            "text/plain": "Survived\n0    549\n1    342\nName: PassengerId, dtype: int64"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "f, ax = plt.subplots(figsize=(11,5))\nsns.boxplot(x=\"Survived\", y= \"Age\" , data = data)",
      "execution_count": 128,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 128,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x21df618a250>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 792x360 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "f, ax = plt.subplots (figsize =(5,2))\nsns.barplot(x=\"Sex\", y= \"Survived\", data = data)",
      "execution_count": 131,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 131,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x21df659af10>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 360x144 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "f, ax = plt. subplots(figsize = (11,5))\nsns.boxplot(x=\"Sex\", y = \"Age\", hue=\"Survived\", data = data)",
      "execution_count": 135,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 135,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x21df659a640>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 792x360 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.barplot(x=\"Pclass\", y=\"Survived\", hue=\"Sex\", data=data)",
      "execution_count": 138,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 138,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x21df6800550>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.barplot(x=\"SibSp\", y=\"Survived\", data = data);",
      "execution_count": 145,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# density + Histograph = distplot\n\nsurvived=data.loc[data[\"Survived\"]==1,\"Age\"].dropna()\nsns.distplot(survived)\nplt.title(\"Survived\")",
      "execution_count": 146,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 146,
          "data": {
            "text/plain": "Text(0.5, 1.0, 'Survived')"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "not_survived=data.loc[data[\"Survived\"]==0, \"Age\"].dropna()\nsns.distplot(not_survived)\nplt.title(\"Not Survived\")",
      "execution_count": 153,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 153,
          "data": {
            "text/plain": "Text(0.5, 1.0, 'Not Survived')"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3",
      "language": "python"
    },
    "language_info": {
      "name": "python",
      "version": "3.8.3",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "gist": {
      "id": "",
      "data": {
        "description": "Untitled8.ipynb",
        "public": true
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 4
}