Data Visualisation_Matplotlib.ipynb

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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Visualisation\n",
    "\n",
    "- Data visualtion is a simple act of showcasing the data in a visual context\n",
    "- Data analysis is the story one would want to tell the audience but visuals are the backbone and appeal one would desire to present\n",
    "\n",
    "### Importance of Data Visualization:-\n",
    "- Data visualizations simplifies things for human brain to understand small or large datasets\n",
    "- It makes it easier to detect patterns, trends, and outliers in clusters of data\n",
    "- From below picture you can see how a data visual gives new perspective than a data table\n",
    "\n",
    "![Data%20Visual.jpg](attachment:Data%20Visual.jpg)\n",
    "\n",
    "\n",
    "### How to tell a story?\n",
    "- Understand the context\n",
    "- Choose an appropriate visual display\n",
    "- Eliminate clutter\n",
    "- Focus attention where you want it\n",
    "- Think like a designer\n",
    "- Tell a story ([Data Story Telling]([https://www.amazon.com/Storytelling-Data-Visualization-Business-Professionals/dp/1119002257))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing Libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "#hide warnings\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "#display max columns of pandas dataframe\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Visulization Libraries\n",
    "\n",
    "### Install and import\n",
    "\n",
    "- Pandas is an easy package to install\n",
    "- Install it using either of the following commands:\n",
    "   - conda install pandas\n",
    "   - use command `!pip install matplotlib` in jupyter notebook"
   ]
  },
  {
   "attachments": {
    "Matplotlib.png": {
     "image/png": 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KODCxlMYfZDctYIL9xRd4cCdJgUNLTsY/ZACeI3uMEu4FEFErKKkRDZCn10hfWwfcOf2h0kuvGeVDuGry1TsuPf39zT3AMjO6T5X6z9cJ7nu/+/TdL574PvmMzv3i9M0K5PrHlHDCOqr2BNx7gDs/eHO4fMuTdBvg8ulfPBSPOlBR0oewCmkyPkzcWFEnko64CzkHDUmNaIDQzonyDgOBlOKc4pWC0k6swWipPXnKcH/nvadfPtmjTnlizU0+2KS5FwRcIuZ/Q2DP+Jo8/ILSwew6kAFZisHdwqoJvv+ghEO0hMBIINqiFFWIqSRLF885BneSTMwjrlL+zhzz3UjZtlkNkgOXCUpDFSLkcYHGMTbJlp4CzhJOV60ohZwxhEVx/U/PEHcy57+8MzpOZGka/QdkgT8la/1nX3/9yXo2kFFdg584AIx8OZFni1JMwnMTwzIC7iVJx5bBPREjReCmmiLvgVkEPSTN6t+Zjy+4o5AM08q18jTTqlDyyMtTEXD3qqRiVFXQd+OSGWFCcJ1qL/ccsw9G/d437wTp6Td3RlS5P6ZK/b1EZu+Lrz8bhTR57xccCa284ebXxZZwYlhml8fdgqG5xF8xgKrImAJBE5TFoi1/8AxCd5Jsvs5avzEWHr0e27n9Rl1JKzRmKaZHRFi1WCU15hk+GYB7XDkJrF7BoD2h6vLYdFBJHn3lT3dEfnJM5MBHD6/dXT/+8xe/m7gAexPe+wV/tndSzdIMhLywDF9x4ZXNNfgr1kCcxTh/K8uSaTM/oTtJNmRn8XsSdxQlszwsKBHpMAHc+SnrQOFiQz6XbbBzlBjpugqKnRa++fKw0gRnR3bC407W+W/vTI8T63c3b03Wf/nFFAS7MM/xQK5bcV3GajfGYeqFZXjct2Rlc2DJxjmD0Nl2Tq9JkNAOk40cMBmkI6sgcUfRhMBxKSJJKETXhd7AoLR8LpsQ/IxLL9+ABTAdOppb7hi5Q6YL1f78lMOd/Hzv2befTI9Hdx/eHP3hCZ37dMp7Ch2POxEdbn3cfGEZ7oV02FFNFRZQsGSVGE1ZR9wvHpLDTThkmqE6g5+W8Sv5Umy+HGs4f1VOhTCsvMUWl2YcRWidqsGDenk5r7ePAPc7EbgTevbV47Pp3Xunp+vr08f/8ZdJBO54wOrbKTrslbgSzkNJrZvRgvWdd1UbYEHFGQk6ekkvjjuOHJlQAbdDWsaHFgjuqEonkAaqqUq6uEzoOvvvOjoJhT0gsIAtJhzXnCP4iXI+dH99sLyWaB+xlh5LcCc/v3p8+uLeyfO//Odf//pfZxEGnIc7DelqM0o4pWGZAeDOT+sKhGELMbijI7p44Ygc+t9LElxTMnfTDH4qjyusppVK9cZuuWmadgrTUSzZHhAQlNZiwnHBdFMZQadq9eBBfbdIcO9wuL/H4/7s6Tcv7r14ce/ehx9++EeKOxpw6MPJwoH2ddtN/YkNy8jWQUw/VHlDaB4PBgZV5q/BkdxBGkcFi0ET3E1hPu+O0lsIe3KpsyHqaJZkDwgMSpdiiobnCX5C0mA4lqQfUdyPbFrvmlm/8/S9MD179uzpV1/+z/N7z1+cvnhxsk5TarNZqI3NBH+yX7JbBTbfY0s4YQAKlnblCFImeXi9fV5icEc/tHphvw0C0JfgOovvRLujvHwMLgsKCfeA4JNMvbBMTDiuNbsWEVfVcDKjfpim6zu7zF/fqTpHIP/2T09unk1Ho9HpvZPjF6fPT/d4z7x0fY8r4QSEhC0IIVVJLHpFD0ac5wrUF9HHOzc1EQAJrlJ3UywfE2o02b6QLYk3yAvLxLj/IN00dr6DdA0ntel9RdDnCeBPv/rmT0/OppPRsZ44Ht28dzrJrP/tZPTh6YThO1ufj9G8DTAsBN8ilHBoKs9wvFxN+V1RnHUv7J9fxSxfCa7Il6W7RfOrEJ2VeXt09Orz4twLSseE4/JYOBmTeRlp3xoFZVjZQvt9+g1B/Nv/vjMliK/XaFqtvj757u//mO5l9en3T9Ynnz+askIZlOK4znv2+6Frv2vJmHCcDXpqXwi/gxdCSDUDtTUW9z5Mm4MLx+NwE45tyRI1wCfM4odaAONRaUiuwkxoYVxAUDrW8wnppnFJbQ6uf6H5kFWVoL/uf+4QxPeOaziN16ff/e8P39FZnzh9+du97PTWg5t78/jrCjG444Y6DQF3iL6o/BU52DInJiKJ3XeJ+DtWTQhuxDBfEdxN3PVhPrZLWpeK8XHeVpHvJ+kT7GMaZ8dhsCmslRhFtWd5/vna+jEDkE1fgvqPP/7w3bobf7t34/tJ4vgXD29/NJntn9fiLC4HcD/iJbIJzg3Bkm2DRyXmrlV2hhaVhz4noTtJzIMGPpifMr4XjgvyK2gkyCTxRnReBE1eAmVWjqkB9m1kGigQ5iWE87RJswLxOC+p0l2/J9/9+M8f/z6pueCu/+3Gyyn11G9u3j9D6S6Nx2m9mFyBDVRkhPA7LPx1/ooyOLZVuRSBhKPL7FuM7iSZxEB+U8L3ShSDfIBVfFkkrHgWw3Hgk1mKWbsx/B6RQg1keuJE5w4H4u8BNwz5ZfLDP3/4x3qNJVVNvr/xkhjuidHdzZWPT47xtET4Ooy/x67EZcBd2ILQCpafB6mFJQty63CMK93Fw++9S4RdpPyBLBYBhGFE0btrgU9mSa6weOmm8jQk9NpwxhNZ9ZVAvk02mDmln7yY0tpY98DJyxvvn1Hu9P7KysPnsPOJmG9TdfNtYi2uAcjDFp/KvyUrl8SiErneamFM5RL7nM36osUsfimKD4uHLB3UL15eznIc3BcsBncv3VQ63LEUJM2pu0QMqV0/vy6QMUcLJY7pSNBdUP/vxo33n9BgvH7yYGVl8/OpLsmva9IqztgdVVH/EcMyknJJ9GDE6Dig2MYGKGYRZlnZMj50YTyfc0fhoi9UuDOy/CjdBXD30k2FsgikA9hTReE6jlb6F/x82oDGlvV+6JlsYv0xwf37Pfp79vltAjw16DK8elfplBNryVm470jCMjpWEPDlkl75uDS/wME49GXqpFDi2hI+xjckfL2oRfCxxDZ6ffcqMcmQ5nG3IOksRmNperhL1hGzjokL3E2ozZpuJ/Yxf94T9JA/j24asrzfuPGviVskc3y6ubKy8uCjvfC5CTd/3nBNi9j1vStZRw1vLeQY+EWMiPbDleC/iKr3nZu8LN/IR5DRh1qnhF+J5B/g+holiHUv/T3C+wtLV5z9jummsnISo4O35+cLlblKw6+XSQSrn3R/FJy9JLhThZ7SHtHtVq49vDvCoAx6b3MNG2ZenB2HCZ68aMJvCglpyqZXHaepkcr2BqbbxvkrZ5GNcTHJPUx0z8v4ke4oL0c3wsDRfdyS6iH/YrA/fJy/btXb8SqZjvA2GWU04gS/jptSFqyP86Gm2xN655287+IO9548ojP+9iOWfhOsj0u0WO5YnJ8WXlZYkgzMbxPCMn5VpLoUMa6tMSbCXqYMGq2JrgRXdDfN4h+G+J67rCEIeqNd994rqQrlbd5by+OwZb8aVhN73Lu/Vhe0Xdd6pPWwfvm7Xw9b85pyTJZ3qthhmtX0gbsNxgN3Y6tQPSxmRMm30jVAfgn7A6RwAeAHhOVXRUa5JC3oIC0ZF/ydSd7mKxIHfzM9gw9vHnZH6bhECe5fe41t3SFhe9/50urSPdpagf19hCLi1MDbFkDsFxcDWv9eiqh/97c0GH3v4v5bLJrEDe5ufzQK1L93CNj7uGWE8MUIpAp+50DAHT8JaXMM1NpcUcJvxq7n0JiJlAXzE2b5RtXbUsKwiyzmuapE8r3qaTW0m2tqteGCpnQxLCPIadwMIFkfHuRMu4KfZPBP9Dq74M74fECZ1ptDzO1SIhKxoZhtNdES9rvI4g51hKYvXdy/h53o9ezeR7cZ8PennlRw97vAJUcrNNY2/MYG+sIEf4RQuZrCfAx+dELpVbLg7uGijIMLnrmNu5pppfPVpfGEWb6yiiOMl8oCP+CW4PkWmglkpA9X2RqQcg6W2OYsxcGu1DuMw50gmiz4uwUd+esI2rdra2n2gHyTdbS52vA3f4mKavgpIr6YyOg+4jrb3uCMLu9EoWc70dOCmb37my7wm7fO0Hl3SBPBTE8mq1qh57U2YKWgH0pQzStwoVAguIVXtNmuhoXGBhvBleZu3RN1Yjbm+QizfGVfMjnAsMz5+PqRt3edi1+30a2XShrzvRd3vKR9URE21vwr/b3MAvqHnse0Q6sOm80mS+QB/ULJ3yVNS0YEgCEZUSukEhu+3UlmcMBxR5CvPWG4v5wkaEqVOzLpPmcU+JUHp0z6OyyZdztQFOBvvKb4uDdl+5RjZEoMx0FWSafSAZ06Wap3D0n/JTV/P4TImvRzUGdGCcJMz5saza8EdkDUkqF96ejGTjFJ+U7UfoCBfsN0U2I8NT0VkXa25q/7aikq7l/B+U7EQ9+PENcyQSdCNjs6/dfL92+8//6/zmoZdNbo0wew3dXtz6kYMCBxwF6K2k2y4N9ww9+CMEyY31bgjidyMJM6CfsIPjzn7o4XqELQorcqOA+hO0kWlvHcTRK+9IsYDr/PLTa5QJ146GCOcrjlIvZKDXxRqxIomN2oR4wR6U5PmApIU8LsgmcJeOACZfemJ8+fPz+5OQocr53dvsZm/CN6eAf3GrSWxC08g16JsrcFIdcYL3+NbyWm1edDJl24Cy//MWuZO2levnTi6s5SRGGUqi25Iwz+jPYOW/m6t7004u73WyjdtN0T55takqSzO4GUMH0VgynZrK/JB9vP/U33OSPAb35Ad67M+UlxZr5Ht+MMvmrQKwE+KnGdbErCMui/TVIfg9XQeOTJ1F863xYTkVR3v1ioSD8wX1cuzDcJfKFWq4raW2MnXmeXpSVegeb+sFdQWdPY/f1+q46DaYfOsBR8iKYphaFst5+NZfdeRTclzMiz/ahBkxeQF74rNKL7nG1+TL03VmgzDme/Q/RVxW9tcce/2y60n18H9VVojBCW2S+6DFZOYe730iHpp2hLa6/i+2preUb2FfCNrbU+6Q7QddLJ3rCFW2F22FXy7RpsJ9cu7+Pd83l/3zyvYJaNoEo73y/BQ0hv9TqBHf85cuBeLDRm77j7z6MdxwPP4U5kwuTRtZWPqT5v9jinUsoKNzZgpayyI+Ku615juONGDt+YPdfZ7xbcslLydul0oTHrOw9zElqcsptdjm9Ut1r5Rr/f7zbW2luBj5JUZtyWkW7g7QOfVBQ+K1ixttr5Rpc8pNPasmJ81kb4XtXuIBVw0HPIi9+b0Ke3PiD2u242Ip0dkY3ln3kBhmE6uf0d+no7+zlHvifgz4z0lG2apm2/si+dNiP2MWUPMSvn6hT8vgz8xSEf8X2Z7Bmtkgx/X+b1kGG7nfg2fT1SoBxuEXnpXtCdXjBLWNcD21IGaiQyfj5llib87lzF90sXNIvaaBG/Aonn1Llyj2wGUXa/H6eL34/rL2D/aag9ex/T+cmsF/gFiGBdo+R+ckLYo6J0maD3gi5Bc+xjeg7SG5KNeaK+D5vdVmLK9hZ0pYTppq/qc5KDwlHUp/hE3PVq4VV4TBZ0IZpnH9PzkdXotUXkedwN+6C0tpDxPxml5iiYPScZ5XE3xyMfxt0wW73hYrL/hAQFs1r9cnkH3E3L3W7bCqn2Qdwrzn5/mHurreefnDAsE7d/7flJN3M7/Xw78AUkD3e72Rr288I3XBf0emme3V8uRJVq67A33C87zO2XdT9j3WytjXtH7eor8zYu6IJk9SEc9+rdJwTn9u5hrzduDDv5Tmc4Xqr3dra37BlRhAW9DppjH9NLkG4Q8J3VwcHu7kFrw7GD+ZwL+ikJv9w1Xiy4bxVhuulwoV6/VZSDmseYfUwX9AZSTnE3sFc7s09d0BtE1VbZpUts9bCgBS1oQQta0IIWtKAFLWhBP2f6fwdHGrRmmy9EAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Matplotlib\n",
    "- Matplotlib is a 2-D plotting library that helps in visualizing figures\n",
    "- It is a robust, free and easy library for data visualization\n",
    "![Matplotlib.png](attachment:Matplotlib.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Anatomy of Matplotlib Figure\n",
    "<img align=\"left\" width=\"600\" height=\"600\" src=\"https://matplotlib.org/3.1.1/_images/anatomy.png\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Loading data visualtion library\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# simple empty plot creation\n",
    "fig = plt.figure()  # an empty figure with no axes\n",
    "plt.title('This is the title')  # Add a title so we know which it is\n",
    "fig, ax_lst = plt.subplots(2, 2)  # a figure with a 2x2 grid of Axes\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- A figure contains the canvas where data is plotted\n",
    "- Axes is a single plot\n",
    "- Each axes has an x-axis and y-axis\n",
    "- Within the axes are titles, ticks, labels etc.\n",
    "- Multiple plots can be created"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img align=\"left\" width=\"300\" height=\"300\" src=\"https://miro.medium.com/max/848/1*Fk80UWElsZI6f_poAv_7cQ.png\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Commands to plot graph:-\n",
    "- `plt.plot()` - for plotting data. Pass the data as an argument within the bracket\n",
    "- `plot.xlabel` | `plt.ylabel` for x and y axis labeling\n",
    "- `plt.xticks`  | `plt.yticks` - for labeling x and y-axis tick points\n",
    "- `plt.legend()` -  for adding the variable name/category\n",
    "- `plt.title()` for adding plot title\n",
    "- `plot.show()` - for displaying the plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# to change current directory\n",
    "import os\n",
    "os.chdir(\"C:/Users/arock.000/Downloads\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>81145628</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Norm of the North: King Sized Adventure</td>\n",
       "      <td>Richard Finn, Tim Maltby</td>\n",
       "      <td>Alan Marriott, Andrew Toth, Brian Dobson, Cole...</td>\n",
       "      <td>United States, India, South Korea, China</td>\n",
       "      <td>9-Sep-19</td>\n",
       "      <td>2019</td>\n",
       "      <td>TV-PG</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Children &amp; Family Movies, Comedies</td>\n",
       "      <td>Before planning an awesome wedding for his gra...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>80117401</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Jandino: Whatever it Takes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jandino Asporaat</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>9-Sep-16</td>\n",
       "      <td>2016</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>94 min</td>\n",
       "      <td>Stand-Up Comedy</td>\n",
       "      <td>Jandino Asporaat riffs on the challenges of ra...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>70234439</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Transformers Prime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Peter Cullen, Sumalee Montano, Frank Welker, J...</td>\n",
       "      <td>United States</td>\n",
       "      <td>8-Sep-18</td>\n",
       "      <td>2013</td>\n",
       "      <td>TV-Y7-FV</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>With the help of three human allies, the Autob...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    show_id     type                                    title  \\\n",
       "0  81145628    Movie  Norm of the North: King Sized Adventure   \n",
       "1  80117401    Movie               Jandino: Whatever it Takes   \n",
       "2  70234439  TV Show                       Transformers Prime   \n",
       "\n",
       "                   director  \\\n",
       "0  Richard Finn, Tim Maltby   \n",
       "1                       NaN   \n",
       "2                       NaN   \n",
       "\n",
       "                                                cast  \\\n",
       "0  Alan Marriott, Andrew Toth, Brian Dobson, Cole...   \n",
       "1                                   Jandino Asporaat   \n",
       "2  Peter Cullen, Sumalee Montano, Frank Welker, J...   \n",
       "\n",
       "                                    country date_added  release_year  \\\n",
       "0  United States, India, South Korea, China   9-Sep-19          2019   \n",
       "1                            United Kingdom   9-Sep-16          2016   \n",
       "2                             United States   8-Sep-18          2013   \n",
       "\n",
       "     rating  duration                           listed_in  \\\n",
       "0     TV-PG    90 min  Children & Family Movies, Comedies   \n",
       "1     TV-MA    94 min                     Stand-Up Comedy   \n",
       "2  TV-Y7-FV  1 Season                            Kids' TV   \n",
       "\n",
       "                                         description  \n",
       "0  Before planning an awesome wedding for his gra...  \n",
       "1  Jandino Asporaat riffs on the challenges of ra...  \n",
       "2  With the help of three human allies, the Autob...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('netflix_titles.csv')\n",
    "df.head(3)# data was cleaned up manually prior to loading. correct date_added column to date format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helper Function - Missing data check\n",
    "def missing_data(data):\n",
    "    missing = data.isnull().sum()\n",
    "    available = data.count()\n",
    "    total = (missing + available)\n",
    "    percent = (data.isnull().sum()/data.isnull().count()*100).round(4)\n",
    "    return pd.concat([missing, available, total, percent], axis=1, keys=['Missing', 'Available', 'Total', 'Percent']).sort_values(['Missing'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>Missing</th>\n",
       "      <th>Available</th>\n",
       "      <th>Total</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>director</td>\n",
       "      <td>1969</td>\n",
       "      <td>4265</td>\n",
       "      <td>6234</td>\n",
       "      <td>31.5849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>cast</td>\n",
       "      <td>570</td>\n",
       "      <td>5664</td>\n",
       "      <td>6234</td>\n",
       "      <td>9.1434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>country</td>\n",
       "      <td>476</td>\n",
       "      <td>5758</td>\n",
       "      <td>6234</td>\n",
       "      <td>7.6355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>rating</td>\n",
       "      <td>10</td>\n",
       "      <td>6224</td>\n",
       "      <td>6234</td>\n",
       "      <td>0.1604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>show_id</td>\n",
       "      <td>0</td>\n",
       "      <td>6234</td>\n",
       "      <td>6234</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>type</td>\n",
       "      <td>0</td>\n",
       "      <td>6234</td>\n",
       "      <td>6234</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>title</td>\n",
       "      <td>0</td>\n",
       "      <td>6234</td>\n",
       "      <td>6234</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>date_added</td>\n",
       "      <td>0</td>\n",
       "      <td>6234</td>\n",
       "      <td>6234</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>release_year</td>\n",
       "      <td>0</td>\n",
       "      <td>6234</td>\n",
       "      <td>6234</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>duration</td>\n",
       "      <td>0</td>\n",
       "      <td>6234</td>\n",
       "      <td>6234</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>listed_in</td>\n",
       "      <td>0</td>\n",
       "      <td>6234</td>\n",
       "      <td>6234</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>description</td>\n",
       "      <td>0</td>\n",
       "      <td>6234</td>\n",
       "      <td>6234</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Missing  Available  Total  Percent\n",
       "director         1969       4265   6234  31.5849\n",
       "cast              570       5664   6234   9.1434\n",
       "country           476       5758   6234   7.6355\n",
       "rating             10       6224   6234   0.1604\n",
       "show_id             0       6234   6234   0.0000\n",
       "type                0       6234   6234   0.0000\n",
       "title               0       6234   6234   0.0000\n",
       "date_added          0       6234   6234   0.0000\n",
       "release_year        0       6234   6234   0.0000\n",
       "duration            0       6234   6234   0.0000\n",
       "listed_in           0       6234   6234   0.0000\n",
       "description         0       6234   6234   0.0000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_data(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# replacing na values in college with No college \n",
    "df[\"rating\"].fillna(\"TBD\", inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a pivot table of date vs show counts\n",
    "year = df.pivot_table(index = pd.DatetimeIndex(df['date_added']).year, values='show_id', aggfunc='count')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Line Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No of Shows')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(year, linestyle='solid')\n",
    "plt.title(\"Summary of Movies/shows released over a period\")\n",
    "plt.xlabel('Date Released') \n",
    "plt.ylabel('No of Shows')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21886c4acc8>]"
      ]
     },
     "execution_count": 10,
     "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": [
    "# Adjusting line style\n",
    "x = np.linspace(0, 10, 1000)\n",
    "plt.plot(x, x * 2, linestyle='solid')\n",
    "plt.plot(x, x * 3, linestyle='dashed')\n",
    "plt.plot(x, x * 4, linestyle='dashdot')\n",
    "plt.plot(x, x * 5, linestyle='dotted')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21886afdfc8>]"
      ]
     },
     "execution_count": 11,
     "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": [
    "# Adjusting line color\n",
    "plt.plot(x, x * 2, color='blue')        # specify color by name\n",
    "plt.plot(x, x * 3, color='g')           # short color code (rgbcmyk)\n",
    "plt.plot(x, x * 4, color='0.75')        # Grayscale between 0 and 1\n",
    "plt.plot(x, x * 5, color='#FFDD44')     # Hex code (RRGGBB from 00 to FF)\n",
    "plt.plot(x, x * 5, color=(1.0,0.2,0.3)) # RGB tuple, values 0 to 1\n",
    "plt.plot(x, x * 5, color='chartreuse') # all HTML color names supported"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `plt` to `ax` function\n",
    "- `plt.xlabel()` → `ax.set_xlabel()`\n",
    "- `plt.ylabel()` → `ax.set_ylabel()`\n",
    "- `plt.xlim()` → `ax.set_xlim()`\n",
    "- `plt.ylim()` → `ax.set_ylim()`\n",
    "- `plt.title()` → `ax.set_title()`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bar Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#creating a new dataframe by pivotiing the available data\n",
    "new =df.pivot_table(index = pd.DatetimeIndex(df['date_added']).year, columns = 'type', values='show_id', aggfunc='count', fill_value = 0)\n",
    "flattened = pd.DataFrame(new.to_records())\n",
    "\n",
    "# Vertical bar plot\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.bar(flattened['date_added'], flattened['Movie'], align='center', alpha=0.5)\n",
    "plt.xticks(flattened['date_added'],rotation = 45)\n",
    "plt.ylabel('Number of Movies')\n",
    "plt.xlabel('Year')\n",
    "plt.title('Count of Movies over the years')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jhjdJkqQeMbxJkiT1iOFNkiSpR2bsDQtr1j3A6ctvnOpuzHjeFCJJ0tblzJskSVKPGN4kSZJ6xPAmSZLUI4Y3SZKkHjG8SZIk9cjQwluSvZNcmmRVkuuTHN/Kd02yPMlN7ev8Vr5fkq8leTDJySPa2iXJeUn+vbX3/GH1W5IkaTob5szbeuCkqtofOBA4Lsli4BRgRVXtA6xo7wHuAt4OfGiUtv4C+Meq2g94NrBqiP2WJEmatoYW3qpqdVVd1ZbvowtcewJLgWWt2jLg0FZnbVVdATw02E6SecCLgDNbvZ9U1T3D6rckSdJ0tlWueUuyCDgAuBxYUFWroQt4wB7jfPzpwJ3AXyX5ZpJPJNlxjO0cm2RlkpX333v3pPVfkiRpuhh6eEuyE3A+cEJVrduCJuYAzwH+sqoOAO7nkVOtj1JVZ1TVkqpasuPO87e4z5IkSdPVUMNbkm3pgtvZVXVBK16TZGFbvxBYO04ztwG3VdXl7f15dGFOkiRp1hnm3aahu05tVVWdNrDqIuDotnw0cOGm2qmqO4Bbk/xCKzoY+LdJ7q4kSVIvDPPB9AcBRwLXJrm6lb0TOBU4N8kxwC3AYQBJngSsBOYBDyc5AVjcTrW+DTg7yXbAt4E3DbHfkiRJ09bQwltVXQZkjNUHj1L/DmCvMdq6Glgyeb2TJEnqJ5+wIEmS1COGN0mSpB4xvEmSJPWI4U2SJKlHhnm36ZRaMG8uJx6y71R3Q5IkaVI58yZJktQjhjdJkqQeMbxJkiT1yIy95m3Nugc4ffmNk9ae189JkqTpwJk3SZKkHjG8SZIk9YjhTZIkqUcMb5IkST1ieJMkSeoRw5skSVKPGN4kSZJ6xPAmSZLUI4Y3SZKkHjG8SZIk9YjhTZIkqUcMb5IkST1ieJMkSeoRw5skSVKPGN4kSZJ6xPAmSZLUI4Y3SZKkHjG8SZIk9cicqe7AsCyYN5cTD9l3qrshSZI0qZx5kyRJ6hHDmyRJUo9sMrwl2SbJf9tanZEkSdKmbfKat6r6aZITgPO3Un8mzZp1D3D68hs3Kvc6OEmS1GcTOW16SZITkixMMm/Da+g9kyRJ0kYmcrfpW9rXkwbKCnjK5HdHkiRJmzJueKuqvbdGRyRJkjS+Cf2dtyT7AYuBuRvKquqzw+qUJEmSRjdueEvybuAVwH7AJcCvApcBhjdJkqStbCI3LLweeCmwuqqOBJ7NxELf3kkuTbIqyfVJjm/luyZZnuSm9nV+K98vydeSPJjk5FHa2ybJN5N8YbP2UJIkaQaZSHj7j6r6KbA+yROAO4CnT+Bz64GTqmp/4EDguCSLgVOAFVW1D7CivQe4C3g78KEx2jseWDWB7UqSJM1YEwlv30yyC/BJYCXwDeCq8T5UVaur6qq2fB9d8NoTWAosa9WWAYe2Omur6grgoZFtJdkL+DXgExPoryRJ0ow1kbtNN/ypkI8luQSYtyGUTVSSRcABwOXAgqpa3dpenWSPCTTxYeAPgCdsznYlSZJmmgk92zTJ4UneVVU3A3cm+eWJbiDJTnRPaDihqtZtbgeTvAZYW1VXTqDusUlWJll5/713b+6mJEmSpr1xw1uSj9LdsPDGVnQ/8PGJNJ5kW7rgdnZVXdCK1yRZ2NYvBNaO08xBwGuTfBc4B3hZks+MVrGqzqiqJVW1ZMed50+ki5IkSb0ykZm3F7RTpw8AVNVdwHbjfShJgDOBVVV12sCqi4Cj2/LRwIWbaqeq3lFVe1XVIuBw4EtV9cZNfUaSJGmmmsgf6X0oyePoHolFkicCD0/gcwcBRwLXJrm6lb0TOBU4N8kxwC3AYa3dJ9HdEDEPeDjJCcDiLTnVKkmSNFNNJLx9jO7U5+5J3gf8OvC+8T5UVZcBGWP1waPUvwPYa5w2vwx8ebxtS5IkzVRjhrckFwO/W1VnJbkSeDldGDusqq7bWh2UJEnSIzY18/Yp4ItJlgEfrKrrt06XJEmSNJYxw1tVnZvk74H3ACuTfJqBa91G3IQgSZKkrWC8a94eovvTINvT/YHcidyoIEmSpCHZ1DVvrwROo/vTHs+pqh9vtV5NggXz5nLiIftOdTckSZIm1aZm3t5Fd3OC17pJkiRNE5u65u1XtmZHJEmSNL4JPdtUkiRJ04PhTZIkqUdmbHhbs+4BTl9+41R3Q5IkaVLN2PAmSZI0ExneJEmSesTwJkmS1COGN0mSpB4xvEmSJPWI4U2SJKlHDG+SJEk9YniTJEnqEcObJElSjxjeJEmSesTwJkmS1COGN0mSpB4xvEmSJPWI4U2SJKlHDG+SJEk9YniTJEnqEcObJElSj8zY8LZg3lxOPGTfqe6GJEnSpJqx4U2SJGkmMrxJkiT1iOFNkiSpRwxvkiRJPTJjw9uadQ9MdRckSZIm3YwNb5IkSTOR4U2SJKlHDG+SJEk9YniTJEnqEcObJElSjwwtvCXZO8mlSVYluT7J8a181yTLk9zUvs5v5fsl+VqSB5OcPF47kiRJs9EwZ97WAydV1f7AgcBxSRYDpwArqmofYEV7D3AX8HbgQxNsR5IkadYZWnirqtVVdVVbvg9YBewJLAWWtWrLgENbnbVVdQXw0ATbkSRJmnW2yjVvSRYBBwCXAwuqajV0wQzYYwvbGW39sUlWJll5/713P7ZOS5IkTUNDD29JdgLOB06oqnXDbKeqzqiqJVW1ZMed52/ppiRJkqatoYa3JNvSBa6zq+qCVrwmycK2fiGwdgvbkSRJmnWGebdpgDOBVVV12sCqi4Cj2/LRwIVb2I4kSdKsk6oaTsPJC4F/Aa4FHm7F76S7Xu1c4CnALcBhVXVXkicBK4F5rf6PgMXAs0Zrp6ou3tT29973mXXrjddN6j5JkiQNQ5Irq2rJROrOGVYnquoyIGOsPniU+ncAe41Sd1PtSJIkzSo+YUGSJKlHDG+SJEk9YniTJEnqkRkb3hbMmzvVXZAkSZp0Mza8SZIkzUSGN0mSpB4xvEmSJPWI4U2SJKlHhvZHeqfamnUPcPryG3/2/sRD9p3C3kiSJE0OZ94kSZJ6xPAmSZLUI4Y3SZKkHjG8SZIk9YjhTZIkqUcMb5IkST1ieJMkSeoRw5skSVKPGN4kSZJ6xPAmSZLUI4Y3SZKkHjG8SZIk9YjhTZIkqUcMb5IkST1ieJMkSeoRw5skSVKPGN4kSZJ6ZM5Ud2BYFsyby4mH7DvV3ZAkSZpUzrxJkiT1iOFNkiSpRwxvkiRJPWJ4kyRJ6hHDmyRJUo8Y3iRJknrE8CZJktQjhjdJkqQeMbxJkiT1iOFNkiSpR4YW3pLsneTSJKuSXJ/k+Fa+a5LlSW5qX+e38v2SfC3Jg0lOHtHWK5PckOTmJKcMq8+SJEnT3TBn3tYDJ1XV/sCBwHFJFgOnACuqah9gRXsPcBfwduBDg40k2Qb4GPAqYDHwhtaOJEnSrDO08FZVq6vqqrZ8H7AK2BNYCixr1ZYBh7Y6a6vqCuChEU09D7i5qr5dVT8BzmltSJIkzTpb5Zq3JIuAA4DLgQVVtRq6gAfsMc7H9wRuHXh/WysbbTvHJlmZZOWdd975WLstSZI07Qw9vCXZCTgfOKGq1m1JE6OU1WgVq+qMqlpSVUt23333LdiUJEnS9DbU8JZkW7rgdnZVXdCK1yRZ2NYvBNaO08xtwN4D7/cCbp/svkqSJPXBMO82DXAmsKqqThtYdRFwdFs+GrhwnKauAPZJ8rQk2wGHtzYkSZJmnTlDbPsg4Ejg2iRXt7J3AqcC5yY5BrgFOAwgyZOAlcA84OEkJwCLq2pdkrcClwDbAJ+squuH2G9JkqRpa2jhraouY/Tr1QAOHqX+HXSnREdr62Lg4snrnSRJUj/5hAVJkqQeMbxJkiT1iOFNkiSpRwxvkiRJPWJ4kyRJ6hHDmyRJUo8Y3iRJknrE8CZJktQjhjdJkqQeMbxJkiT1iOFNkiSpRwxvkiRJPWJ4kyRJ6hHDmyRJUo8Y3iRJknrE8CZJktQjhjdJkqQeMbxJkiT1iOFNkiSpRwxvkiRJPWJ4kyRJ6hHDmyRJUo8Y3iRJknrE8CZJktQjhjdJkqQeMbxJkiT1iOFNkiSpRwxvkiRJPWJ4kyRJ6hHDmyRJUo8Y3iRJknrE8CZJktQjhjdJkqQeMbxJkiT1iOFNkiSpRwxvkiRJPWJ4kyRJ6pGhhbckeye5NMmqJNcnOb6V75pkeZKb2tf5rTxJPpLk5iTXJHnOQFsfbG2sanUyrH5LkiRNZ8OceVsPnFRV+wMHAsclWQycAqyoqn2AFe09wKuAfdrrWOAvAZK8ADgIeBbwTOC5wIuH2G9JkqRpa2jhrapWV9VVbfk+YBWwJ7AUWNaqLQMObctLgbOq83VglyQLgQLmAtsB2wPbAmuG1W9JkqTpbKtc85ZkEXAAcDmwoKpWQxfwgD1atT2BWwc+dhuwZ1V9DbgUWN1el1TVqq3Rb0mSpOlm6OEtyU7A+cAJVbVuU1VHKaskPw/sD+xFF/BeluRFY2zr2CQrk6y88847H2vXJUmSpp2hhrck29IFt7Or6oJWvKadDqV9XdvKbwP2Hvj4XsDtwH8Bvl5VP6qqHwH/QHcN3Uaq6oyqWlJVS3bffffJ3yFJkqQpNsy7TQOcCayqqtMGVl0EHN2WjwYuHCg/qt11eiBwbzutegvw4iRzWhh8Md31c5IkSbPOnCG2fRBwJHBtkqtb2TuBU4FzkxxDF8wOa+suBl4N3Az8GHhTKz8PeBlwLd3NC/9YVX83xH5LkiRNW0MLb1V1GaNfxwZw8Cj1CzhulPKfAm+Z3N5JkiT1k09YkCRJ6hHDmyRJUo8Y3iRJknrE8CZJktQjhjdJkqQeMbxJkiT1iOFNkiSpRwxvkiRJPWJ4kyRJ6hHDmyRJUo8Y3iRJknrE8CZJktQjhjdJkqQeMbxJkiT1iOFNkiSpRwxvkiRJPWJ4kyRJ6hHDmyRJUo8Y3iRJknokVTXVfRiKJPcBN0x1P6aR3YAfTHUnphnHZGOOycYck0dzPDbmmGzMMdnYeGPy1KrafSINzZmc/kxLN1TVkqnuxHSRZKXj8WiOycYck405Jo/meGzMMdmYY7KxyRwTT5tKkiT1iOFNkiSpR2ZyeDtjqjswzTgeG3NMNuaYbMwxeTTHY2OOycYck41N2pjM2BsWJEmSZqKZPPMmSZI048y48JbklUluSHJzklOmuj9bS5K9k1yaZFWS65Mc38p3TbI8yU3t6/xWniQfaeN0TZLnTO0eDEeSbZJ8M8kX2vunJbm8jcfnk2zXyrdv729u6xdNZb+HJckuSc5L8u/tWHm+x0hObP9mrkvyuSRzZ9txkuSTSdYmuW6gbLOPiyRHt/o3JTl6KvZlsowxJn/W/u1ck+RvkuwysO4dbUxuSPKrA+Uz4nfSaOMxsO7kJJVkt/Z+1h4jrfxt7Xt+fZIPDpRP3jFSVTPmBWwD/D/g6cB2wLeAxVPdr6207wuB57TlJwA3AouBDwKntPJTgA+05VcD/wAEOBC4fKr3YUjj8nvAZ4EvtPfnAoe35Y8Dv9OWfxf4eFs+HPj8VPd9SOOxDHhzW94O2GU2HyPAnsB3gMcPHB+/OduOE+BFwHOA6wbKNuu4AHYFvt2+zm/L86d63yZ5TF4BzGnLHxgYk8Xt9832wNPa76FtZtLvpNHGo5XvDVwCfA/YzWOElwL/BGzf3u8xjGNkps28PQ+4uaq+XVU/Ac4Blk5xn7aKqlpdVVe15fuAVXS/mJbS/cKmfT20LS8FzqrO14Fdkizcyt0eqiR7Ab8GfKK9D/Ay4LxWZeR4bBin84CDW/0ZI8k8uh82ZwJU1U+q6h5m8THSzAEen2QOsAOwmll2nFTVPwN3jSje3OPiV4HlVXVXVd0NLAdeOfzeD8doY1JVX6yq9e3t14G92vJS4JyqerCqvgPcTPf7aMb8ThrjGAE4HfgDYPAC+ll7jAC/A5xaVQ+2Omtb+aQeIzMtvO0J3Drw/rZWNqu0UzkHAJcDC6pqNXQBD9ijVZsNY/Vhuh8qD7f3TwTuGfjhO7jPPxuPtv7eVn8meTpwJ/BX6U4lfyLJjsziY6Sqvg98CLiFLrTdC1zJ7D5ONtjc42LGHy8j/Bbd7BLM0jFJ8lrg+1X1rRGrZuV4NPsCv4wH00sAAAbQSURBVNIuq/hKkue28kkdk5kW3kb7H/Csup02yU7A+cAJVbVuU1VHKZsxY5XkNcDaqrpysHiUqjWBdTPFHLop/r+sqgOA++lOh41lxo9Ju45rKd1pjCcDOwKvGqXqbDpOxjPWGMyasUnyLmA9cPaGolGqzegxSbID8C7gPaOtHqVsRo/HgDl0p4QPBH4fOLfNzk/qmMy08HYb3fn3DfYCbp+ivmx1SbalC25nV9UFrXjNhlNd7euGKdyZPlYHAa9N8l26aeiX0c3E7dJOj8Gj9/ln49HW78zopwj67Dbgtqq6vL0/jy7MzdZjBODlwHeq6s6qegi4AHgBs/s42WBzj4vZcLzQLrJ/DXBEtYuZmJ1j8nN0/+n5Vvs5uxdwVZInMTvHY4PbgAvaKeNv0J352Y1JHpOZFt6uAPZpd4ptR3dB8UVT3KetoiX7M4FVVXXawKqLgA139BwNXDhQflS7K+hA4N4Np0hmgqp6R1XtVVWL6I6DL1XVEcClwOtatZHjsWGcXtfqz6j/EVbVHcCtSX6hFR0M/Buz9BhpbgEOTLJD+ze0YUxm7XEyYHOPi0uAVySZ32Y0X9HKZowkrwT+EHhtVf14YNVFwOHp7kZ+GrAP8A1m8O+kqrq2qvaoqkXt5+xtdDfN3cEsPkaAv6WbLCDJvnQ3IfyAyT5GhnUXxlS96O5yuZHu7o13TXV/tuJ+v5BuqvUa4Or2ejXd9TgrgJva111b/QAfa+N0LbBkqvdhiGPzEh652/Tp7R/MzcBf88gdQXPb+5vb+qdPdb+HNBa/BKxsx8nf0k3vz+pjBHgf8O/AdcCn6e4Gm1XHCfA5umv+HqL7JXzMlhwXdNeB3dxeb5rq/RrCmNxMd33Shp+xHx+o/642JjcArxoonxG/k0YbjxHrv8sjd5vO5mNkO+Az7efJVcDLhnGM+IQFSZKkHplpp00lSZJmNMObJElSjxjeJEmSesTwJkmS1COGN0mSpB4xvEmaMkkqyZ8PvD85yXsnqe1PJXnd+DUf83YOS7IqyaUjyhe1/fvjgbLdkjyU5KNbuK33J3n5Y+2zpH4zvEmaSg8C/zXJblPdkUFJttmM6scAv1tVLx1l3bfp/hr/BocB129pv6rqPVX1T1v6eUkzg+FN0lRaD5wBnDhyxciZsyQ/al9f0h74fG6SG5OcmuSIJN9Icm2Snxto5uVJ/qXVe037/DZJ/izJFUmuSfKWgXYvTfJZuj8sOrI/b2jtX5fkA63sPXR/IPvjSf5slP37D2BVkiXt/euBcwfafGqSFa0fK5I8JcnOSb6b5HGtzg5Jbk2y7eCYJPnlNg5XJrlk4FFWb0/yb63Ncyb2bZDUJ3PGryJJQ/Ux4JokH9yMzzwb2J/uuaLfBj5RVc9LcjzwNuCEVm8R8GK65zBemuTngaPoHtfz3CTbA/+a5Iut/vOAZ1bVdwY3luTJwAeAXwbuBr6Y5NCqen+SlwEnV9XKMfp6Dt1jce4Afkr33MInt3UfBc6qqmVJfgv4SFUdmuRbrd+XAv8ZuKSqHuqe4PWz5xj/b2BpVd2Z5PXAn9D99fpTgKdV1YNJdtmMMZXUE868SZpSVbUOOAt4+2Z87IqqWl1VD9I9UmZD+LqWLrBtcG5VPVxVN9GFvP3onqd4VJKrgcvpHgO1T6v/jZHBrXku8OXqHmC/HjgbeNEE+/qPwCHAG4DPj1j3fOCzbfnTdLN4tHqvb8uHj/K5XwCeCSxv+/FuugdaQ/fos7OTvJFuZlPSDOPMm6Tp4MN0zwH8q4Gy9bT/YLaHxm83sO7BgeWHB94/zKN/ro18/l/RPXfxbVX1qAdiJ3kJcP8Y/cu4ezCGqvpJkiuBk4Bn0M2kjVm9fb0I+NMku9LN9n1plP5cX1XPH6WNX6MLlq8F/keSZ7TAKWmGcOZN0pSrqrvorgU7ZqD4u3TBBWApsO0WNH1Ykse16+CeTvdA6EuA32mnHkmyb5Idx2nncuDF7W7Rbehm0b6yGf34c+APq+qHI8q/SjezBnAEcBlAVf2I7sH3fwF8oap+OuJzNwC7J3l+24dtkzyjXSe3d1VdCvwBsAuw02b0U1IPOPMmabr4c+CtA+//L3Bhkm8AKxh7VmxTbqALWQuA/15VDyT5BN2p1avajN6dwKGbaqSqVid5B901aAEurqoLJ9qJqrqe0e8yfTvwySS/3/rxpoF1nwf+GnjJKO39pN248JEkO9P9LP8wcCPwmVYW4PSqumei/ZTUD6kaeVZBkiRJ05WnTSVJknrE8CZJktQjhjdJkqQeMbxJkiT1iOFNkiSpRwxvkiRJPWJ4kyRJ6hHDmyRJUo/8fxlIJhvfCX+eAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# horizontal bar plot\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.barh(flattened['date_added'], flattened['Movie'], align='center', alpha=0.5)\n",
    "plt.xlabel('Number of Movies')\n",
    "plt.ylabel('Year')\n",
    "plt.title('Count of Movies over the years')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>date_added</th>\n",
       "      <th>Movie</th>\n",
       "      <th>TV Show</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   date_added  Movie  TV Show\n",
       "0        2008      1        1\n",
       "1        2009      2        0\n",
       "2        2010      1        0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flattened.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bar plot with categories\n",
    "ind = np.arange(len(flattened['date_added'])) \n",
    "width = 0.35\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.bar(ind, flattened['Movie'], width, label='Movie')\n",
    "plt.bar(ind + width, flattened['TV Show'], width,\n",
    "    label='TV Show')\n",
    "\n",
    "plt.ylabel('Number of shows/movies')\n",
    "plt.title('Count of show type over the years')\n",
    "\n",
    "plt.xticks(ind + width / 2, flattened['date_added'], rotation = 45)\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#stacked bar\n",
    "\n",
    "new_df = flattened[flattened['date_added']>2015]\n",
    "ind = [x for x, _ in enumerate(new_df['date_added'])]\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.bar(ind, new_df['Movie'], width=0.8, label='Movies', color='silver', bottom = np.array(new_df['TV Show']))\n",
    "plt.bar(ind, new_df['TV Show'], width=0.8, label='TV Shows', color='#CD853F')\n",
    "\n",
    "plt.xticks(ind, new_df['date_added'])\n",
    "plt.ylabel(\"No of shows/movies\")\n",
    "plt.xlabel(\"Year\")\n",
    "plt.legend(loc=\"upper right\")\n",
    "plt.title(\"Count of show type over the years\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pie Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iW/srm5Es8bLdLiBD/QKwMZPtWODNX/u1+l0D43mM+hblrKcbuPvUfIrzOtca9Q3I4rqpuXxxdgOFucLEQR6yPc7n/s/UPP5nqtMzcvncRm49MY8Hl7Tw8uoQEwZl8YtpSTv9QS/gj1gXV0JZSzfB/OX+UcBVbteRrF4v8DbEc//BsBO45/tz+Jqva63RyybnsuS7hbxxaS/6eoWx/fb99Xl/s3MR7uB+Hh79MMjT5xSwrCrMyu1JPYnaKZSVXOh2EZnEQjfx7gCStunjtv/m5cVtOkJV5bK5Tfj6Z/GTY7r+LajaFQFgfU2EOYEQ543fN7Rv/E8zt56URzAC4ehaGB6BhmCPS4+3/7X5dxPHuhcSyF/uPwb4utt1JLPtWZ6D4rXvNzeEmf3fIP6BHib9oR6AX0/PozkEP3qpia0NymlPNDBpsId/X9CLTXURLp/bxIvnFwBw1tONbG9QcrLgvhn59PHu7Zr4R0WQKUOzGFrktGOOOSAL/wP1TBjkYeLgzvUbu6gfcCdwsduFZAJRteWpEiE6Jvct4Ci3a0l2z1VuWn9QMBTXkQzmMyLAJMpqlrpdSLqz7oXEORcL3E55vcBb6XYNGchDBs3h7CYL3QTwl/vzgdvdriNVLPB6k78XND2dTllJxk66lChpF7oiMlxE/iMiARFZLiJXRZ/vKyKviMjK6Ns+0edLReQtEWkWkWva7OvH0X0sE5EnRaS7MzT9GLDxkJ0UyM3t63YNGcwaB3GWdqELhICfqqoP566bK0RkHM4sXq+q6ljgVfbO6rUDuBLnQsIeIjIs+vwRqjoeyMLpIuiS6IQ2P+vmuWSkOo+MCTnfR5N40ygrsXG7cZR2oauqm1V1SfT9OiCAsyz1TJzJZYi+PSO6TZWqvgu09y9tNuAVkWygANjUjZJuA2xV1q4Q8S7Py7UZx9zza8pKkvoe5lSWdqHbmoiMAg4D3gYGqepmcIIZ+Ny7nlR1I07rdz2wGahR1Ze7cnx/uX848K0uF26YV+BNyO3Apl2HAee4XUS6StvQFZFC4O/A1ara5SkDo32+M3Fu1x0K9BKRC7q4mx9iY6G7ZaHXFjhwWUZPqh9PaRm6IpKDE7iPq+qc6NOfisiQ6OtDgP21pL4ArFHVraoaBObQheV0/OX+AuDbXS7eAPBJTs4gt2vIcIdRVnKC20Wko7QLXRER4CEgoKp3tXppLnvvuLkYeG4/u1oPHC0iBdF9TsfpH+6si8jQRSZjoUlkdKNIXOdhMPt1tdsFpKO0C11gKnAhcLKIfBB9zABmAV8UkZXAF6MfIyKDRaQS+AnwCxGpFJFiVX0beAZYAizF+Vr9qTMFRO8+uzLWJ5ZRRLIW5+etcruMTBZRTrj15z+0oY4xlnb9jaq6AGfJ6fZMb2f7LcABHezrZuDmbpTxBcDXjc8zrcwr8FYf39jkdhkZp1FzVz4SPmXzvaEzD28g//s3Wf9uTKVjSzcZXO52Aengnfz8pF3vJt2oElobGbTospaffuhrfmTsHaHzpjWQ3wu4ZNT1L6TEjOypIu1aum7zl/v7ER0DbHqmMid7mNs1pLuwytZXIkcsvzV44SGb6H90O5sMwvl5/luCS0tbFrqxdyFgLbQYCImMqPZ4dvSJROy24Bir1YJlvw+dUfuX8KlHBMk+cT+bfxcL3Zix7oXYu8ztAtLJQm/+J27XkC5UaVoeGbng7OabAxOaHxz/p/DpxwbJ7kwD4eRR17/Q7nUP03XW0o0hf7n/SGC823Wkk3kF3l2n7bKRYz0R1KwNfw8fv/qO0LkTqyk+rhu7EOCrwP0xLi0jWejG1lluF5Bu3s/PK3C7hlSkim6lZMlvQt+IPBOedrjiGd7DXc7EQjcmLHRj6xS3C0g3VVlZo9yuIZWoUrMoMu7Dm0KXjFipBxwew12fOOr6F4rXzjqty7fUm31Z6MaIv9w/CJjgdh3pRkUGbMjO3jg8FLKRDJ+jSXNW/iV86pZ7Q2dObiB/WhwOkQt8GXgqDvvOKBa6sfNFOr4pw/TAGwX5G86vrbfQbUOV0HoduPi20AXe/4scMREYG+dDfhUL3R6z0I2duHYtRFoirLl9DRpSNKwUTylm0JmD2P5/29n+8nZaqloovbeU7KL2v6XVC6rZ+vxWAAZ8ZQB9jutDJBhh/T3rCVYH6XtyX/pN7wfAxr9spO/JffGO9MbzlDptvtfbdH5tvdtlJA1nbO3hK24NXnRwB2Nr42XGqOtfyF476zSbYL4HbMhYDETnWvhCPI8hOcKo60Yx5rYxjLl1DPVL62lY1UDB2AJGXTuKnH4d3zQUqg9R9VwVB914EKNvGk3Vc1WEd4WpX1aPd5SXMbeNoXpeNQCN6xtBSZrABViel2sTBwG16l12e/C8haXN5SXfC/7khE30H5LgEnoDXZp5LMbLZ/UWkWdEpCK6v2NidmYJZC3d2JgADI7nAUSErPwsADTstHaRzoVj/bJ6Cg8tJLvQ+XYXHlpI3dI6sgqyiAQjaET3bFs1p4qhFw+Nz0l0006PZ3QEIp4MbCSo0rRCRy6+OXhJv8V6SDIMR5yJs9xVZ+1ePmuJiBQB74nIK8AlOMtnzRKR63Hmd7iOvctntXdX5z3Av1T1bBHJxVnNJeVY6MZGQkYtaERZffNqWqpa6Du9LwWjO/czF6oOkdN3b0s4p08OoeoQJVNK2LlwJ5/c+gn9Z/Sn9v1avKO85PRJslvtRQorcnNWjWsJjnG7lEQJalblnPDxq2eFzvV3c2xtvJxGF2bQi67SsnvFljoRab181onRzcqBecB1qloFVInIaa33IyLFwDScsEZVW4CWHpyHayx0Y+NLiTiIeIQxt40hvCvM+nvX01TZRP4B+19hQVXbfV6yhOHfc4ZvakhZ+9u1jLhqBJuf3Exwe5DeU3tTfFhxTM+hu14v8G5J99DdPbb2ztDXw38Ln3CE4knGu8AOGnX9CwPXzjqty8spfd7yWSLyuctnAQcBW4G/iMhE4D3gKlXd1dU63JZx/67FWnSFiIS2RLJ6ZdGrtBf1Szt3cSmnbw7BHXvX3QxWB8nus+/f2+2vbaf31N40rmp0wvgHw9k6d2tM6+6JN73eiNs1xIsqtYsivjdOablj7ZHNDxz+dPikIxVPMv9udrkvtafLZ+E0ECcDD6jqYcAuUnTKyWT+xqaKE4C8eB8kVBsivCsMOCMZ6lfUkzukc/PqFI4vpH5ZPeFd4T0X0ArHF+55PbwrTN2HdfSe2ptIS2TPT0UkmDw5tzI3Z4DbNcRak+as+mPo9Pnjmx/ynNty47SPdfiBbtfUSV0aMRGj5bMqgcro4gLgLDAwuSt1JAvrXui54xNxkFBNiMo/VzoXvRRKjiyheFIx21/ZztYXtxKqCbHqxlUUTShi2LeG0bimkR3/2cGwbw0juzCbgV8dyOpbnFXNB84cuOeiGkDVc1UM/MpARITC8YVsf3U7q36xir4nJc/kXg0iY1qgOTcBf+DiqZ2xtanYZdLp0O3E8lmz6MTyWaq6RUQ2iMghqvoRzoIEK7pceRKQjvr7TOf4y/1zgDPdriMTPLj50+VHNTUf6nYd3RFR2fpKZPKKW4MXHbyRAYke6hVrdUDJ2lmn7Tc8ROQ4YD7Okle7/3W6Aadf92lgBM56hOeo6g4RGQwsBoqj29cD41S1VkQmAQ/i3B33CXCpqlbH9MwSwFq6PXew2wVkinkF3u1HNTW7XUaX1Kp32X2hM2ofDn/5iCDZ6bK6bhFwIE7wfa4YL5/1AXBE58tMTha6PeAv93uA0W7XkSkWeaMDlZPc7rG1ZcGL+72rpckwtjYeJtKJ0DWfZaHbMyOA/Y/ZMjGxLicnue7aaCOknso54eNX3x4673PH1kaa6tn+0u9o2bYegP4zriJv2N51TBtWLmLn/MdABPFk0Wf6t8k/4FCC2yvZ9vxv0EiYfqdcQd4wHxoJU/X0TQw460Y8OQn9UZwIPJvIA6YLC92eifcEI6aVIIyq9UhNcURL3K5lN1V0GyXv/yb09VBnx9buePVP5B90OAPOvAENB9Hgvl0m+SMnMmTMUYgILVVr2PrcHQz79h+o++Alep9wCdklA9n5ejkDzvRR9/6L9Dr05EQHLjiha7rBhoz1jPXnJpKIvJ2fv9rtMsAZW/t2pPSNU1tmrZ3S/MDkzo6tjTQ30LRhOYUTnPtpJCsHT37hPtt4cr04F/1Bg3uXoJesbDTUgoaawZNFpKmexlXv0Gv8ybE8tc5KleFtScdauj1joZtg8wq8dV9saHTt+E2as6o8fMrm34XOPGwX3i7PWxvauYWsgmK2v3g3LVVryBs8hj7Tv4Mnd9+WasPHC6l+/VEiDTsZePbNABRNPo1t/7wLDQfpd8oP2fnmk5Qc8/U9AZ1gSd3Vk8wsdHvGQjfBFufnJ/z/aFXC63Xgu78KXZD/cuSISfRgbK1GwrRsWU3fL3yPvKGHsOP//kjtor/Re9qF+2xXcPCxFBx8LE0blrFz/mMMOvdXZBcPZPA3ZwEQrN5EuH4HOf0OYNs/f4uGQ/Q+/gJy+iZs2uH+o65/IWftrNOC+9/UtGah2zMWugm2JTtrRKKOFVHZ+n+RyctvDV10cKUOiMm8tdlF/ckq6k/e0EMAKDhkKrWLnulw+/zh49m2cwvhhhqyCvZ2Ze98Yza9j7+A2veep9e4E51+3jefYMBXro1FmZ0hODPrbUjUAdOFhW43+cv9ucBIt+vINBGRIVuysrYMDofjNpVmnXqX3xeaWfNQeMYRQbJPjOW+swr7kF3cn+D2SnL6HUDTug/J6b/v35Fg9Sayew9BRGjesgrCQTzevRMPNa1fSlZhX3L6DnMuwomAeD5zQS4BhmCh22UWut13EJAS40bTzYKC/PVn1+2Kaeiq0hTQEYvLghf3fUd9cb3rre8Xvse2f96JhkNk9x5MvxlXU/f+iwAUHTaDho8WsmvZa5CVhWTn0n/mdXsvrKlSs/Ap+p/hzPVSNPFUZ1+RMH2/9IN4lt0e69ftBrsNuJv85f6pwAK368hEJ+5qmHdv1bYTY7GvNmNrk2eyidTwg7WzTnvA7SJSjbV0uy+lJ15JZUvz83o0ye/usbV3hs4JPR0+MVnnrU0F1tLtBgvd7uvcvIom5rZ7PKMVVLq4+rIqte9o6fs3By8ZXqEjUnJawCRjodsNFrrdZy1dt4iUrM7JWTsmGBzVmc2bNGf1o+Evbbwn9LXJu/Cmy6QzySDt5jhOBAvd7rOWroteL/BuGlPTceiqEt6gA9/9Vej8/H9HpkzCJiaKB/sd6AYL3e6zlq6LFnjzg5fVfHbVl4jKtlcjk5ffErpobKzG1poOJdkKpqnBQrf77K+8iyrycvu1/rhOvcvvD31150PhGUe0kGNdCIlh+dEN9kXrPgtdF9WLjGlR6lbpiP+WBS/uE++xtaZdlh/dYF+07rPuBRed9aYufu/9CdlrBx1TN63foF1HF+Q2Cx6b2ziBgsIWt2tIRRa63WctXRcM2Kmbbpsd3tS3nuNgG5Pqn4fVz6NIuKZ41MqtAyZXbe87LrvRO2CkerISNvtLJspVtrldQyqy0O0+a+km2HnzwvPPeEsnSjvrZAma1bt2TWnv2jWlY1f/HYCmvN5btvWfsGZr/0kttUUj+oez8g/GWQ7cVcFQC3fPvZpQOEhYwxx24DROm3LJZ7ZbsnoeLy4uBxGG9RvNpdN/zqc7N/DIq78iEgnzjeOv5qDBhxKOhLn/xev57im3kZvYycxthrFusNDtPvvaJcigaq287dFwVe+Gri13n9+8c/ABG98YfMDGNwAIe7KbqnsfEtg64LDqHX0O8Tbn9R6NePrtZzcxl52Vw5Vf+S15OV7C4RB3zb2KcSOO5MBB4/ZsU1VTycvvP8lPzvgdBXlF1DU6i94uWPE8Xz3qcvoVDea5tx/koMGHMn/FXKaM/UKiAxcsdLvFgqP7PjteycSWql74WmT+6e/oZOlghdiuyIqE8vvvWD6h/47le56rLxiyduuAiRu39fNHdvUaOiTiyRkd71nBRYS8HC8A4UiIcCSEtLm5bmHgBaYd+lUK8ooAKPL2cc7Bk00w1EJLqJksTxYNzfUsW/cWV8y4I54ld8RCtxssdLtvu9sFpCKCVcQAABL7SURBVLOh23XdrbPD1cWNdHl1hq4obNg8qnDd5lEHrvsXAMFsb832vuNXVg2YtKumZHRxMKdwLCKF+9lNl0UiYe6Y83221mxk2qEzGTXIt8/rVTWVANz1jyuJaIQZh1/EuBFHMu3QmTz6nzsIhVs4b9qPeem9RznlsPPdWj2ixY2DpjoL3e6ziwhxIKqRS16JzD/1PZ0iLsxXnBNqLBlc9e4Rg6veBYheoDuwYuuAw2J6gc7jyeJnZ/+JhuZ6/vzyTWzasYahffcuOxaOhKmq2chVX7mL6l1buXvu1dxwzkP0LRrE1V+9C4CtNRupadjOoN7DKX/tdsLhEKdNuYRBvYf3tLzOst+BbrDQ7T5r6cbYAVt1za2zw3WFzSTNzQ3OBbpPSnvXfhKXC3QFeYWMHTKJFRve3Sd0e/cawIGDfGRlZdO/eAgDS4aztaaSkQNL92zz/DsPc/qRlzJv2bNMGTOdvkWDeem92Vwy/YYennWndXrImIgMBx7FWW0iAvxJVe8Rkb7AU8AoYC3wdVWtFpHzgeuin14PfF9VP4zu61TgHpz5rB9U1VmxOZ3EsNDtPvsrHyOeiEYu/1dk/vQP9UhJgVVmP3uBLqepuvfBga0DDtuxo88hBfu7QFfXuJMsTzYFeYW0hJr5aON7fGHSuftsM3HUVBavfo2jDzmV+sYaqmoq6Vc8ZM/rKzd9SEmvfgwsOYBgqBkRDx6Ph5ZQU9vDxVNXxumGgJ+q6hIRKQLeE5FXgEuAV1V1lohcD1yPE7ZrgBOiAfxl4E/AUSKSBdwHfBGoBN4VkbmquiJ2pxVfFrrdt9XtAtLByE919S2PhZsKWpKnddtVWZFgly7Q1TZsZ/Z//h8RDaOqTB59Av6Rx/DPd//CiAGHMGHUsfiGTyFQuZhfPnUp4snijKO/Q2G+s0aaqvKvJY9x2RdvAmCq7zQeee3Xe4aRJdCnnd1QVTcDm6Pv14lIABgGzAROjG5WDswDrlPVha0+fRF7L6QeCaxS1U8AROSv0X2kTOjayhE94C/31wJFbteRijwRDX//hcj8acv0GMmAMc+JukCXYFOv+MPJC/e/2b5EZBTwBjAeWK+qvVu9Vq2qfdpsfw1QqqqXi8jZwKmqenn0tQuBo1T1h90/jcSylm7PbADG7Xcrs4/Rm3XlTY+HQ97gnhZO2kvUBboE6/KilOL8ofk7cLWq1u5v1IWInARcBhy3+6l2NkuplqOFbs+sx0K307LCGvzh85E3jw3osZLht1G3f4Guz+at/Ses29Z/YnMy3UHXgRZgY1c+QZxz+TvwuKrOiT79qYgMUdXNIjIEqGq1/QTgQeDLqrr7wnUl0Hp4xgHApm6egyssdHtmvdsFpIqxG/WjG58Mk59Brduuym+uHjJ84+tDhm98HYCwJ6exuvfBK6oGTN5Z3edg1+6g68C6K/5wcqSzG4vTpH0ICKjqXa1emgtcDMyKvn0uuv0IYA5woap+3Gr7d4GxInIgTuifC3yzJyeSaBa6PWOhux/ZYW25+h+RhVM+1uPEft66JCsS9PbfsXxi+xfoJkR29Ro6NOLJPsilOyM+6eL2U4ELgaUi8kH0uRtwwvZpEbkM5/fpnOhrNwH9gPujpxdS1SNUNSQiPwT+jTNk7GFVXU4KsQtpPeAv958LPOl2HcnKt15X3PBUOCcvxFi3a0lX7VygOxiRXgk49ANX/OHkHyTgOGnHWh4987bbBSSj7JA2/3RO5K3Jq/V4cVojJk46cYFuhHqy4rHE/Mf738S0x1q6PeQv928BBrldR7Lwr4ksu+5vEW9u2BaCTBZxukB3/BV/OHlBTArMMNbS7bm3gDPcLsJtuUFtvPaZyDsT1urxAh636zF7xeECXRhYEpdiM4CFbs8tIsNDd9LqyH+vfSZSnBNJ3bvKMknHF+gmVW7r59dOXKBbccUfTm5ITLXpx0K3595yuwC35Aa14WdPhd8dtwFr3aa4vVNcvgTsc4GuvqZkdO/oHXS7L9C9616lqc9Ct+cW40zmkVFfyyM+jnzwk2cjfbOtdZuWPu8C3a6CQfPgZHcLTGF2IS0G/OX+xcDhbteRCPktWv/zv4aXHLyR46X9WzJN+hvvqwik1NjYZJJRrbM4eosMCN2jA5ElV82NDMyKxHc1B5PUdpBCM3olIwvd2HgLSJlZjrrK26S1N/41/OGYzV1bGNKkpQW+ioD9e9wDFrqxkbYX045fFln8g39GhmWpBa4B4BW3C0h11qcbI/5y/2acpUjSQq9Grbn5ifCyUVVMdbsWk1RG+ioCNudID9gwn9j5p9sFxMqJH0beefCecKMFrmnjAwvcnrPuhdh5HLjc7SJ6orBBq295PLxi+DYLW9OuuW4XkA4sdGPndZwJluMxuUjcfXFJZNFlL0dGe9QC13ToObcLSAfWpxtD/nL/b4Br3K6jK0p26bZbZodXDq3mGLdrMUmt0lcRGL7/zcz+WJ9ubD3udgFdMeOdyMI//i4sFrimE6xrIUaspRtj/nL/cpJ83bTe9br1tkfDqwfVcLTbtZiUcayvIpC2QyMTyVq6sfeE2wV8nplvRd78473hbAtc0wUBC9zYsQtpsfcE8Eu3i2irX61uuW12eH3/WrtQZrrsIbcLSCfW0o2xpRcvXQMsdLuO1s5eEFlw/31hb/9ajnS7FpNygsCjbheRTqylGx9PAMe6XcSAnbrpttnhTX3rOc7tWkzKmuurCGx1u4h0Yi3d+HgKZ45d15w3Lzz/9w+EC/vWc4SbdZiUZ10LMWahGwdLL166DZcuqA2q1so/3RNacuZberxAsRs1mLSxFvi320WkG+teiJ9fAueTqCXIVfXC1yLzT39HJ0uK3hVnks6dvopAxO0i0o2N040jf7n/UeDCeB9nyHZdf9vs8I7iRibF+1gmY3wKjPJVBJrcLiTdWEs3vn4JfJM4tXZFNXLJK5H5p76nUwRGxOMYJmPdbYEbH9bSjTN/uf8xnG6GmDpgq665dXa4rrCZCbHet8l4NcAIX0Wg1u1C0pG1dOPvNuA8YnTRUlQj334pMn/6h3qkwIGx2KcxbdxngRs/1tJNAH+5/3GcboYeGfmprr7lsXBTQQuHxqAsY9rTgNOXa2Nz48RauolxG3Au3WzteiIa/v4LkfnTlukxAnmxLc2YfdxpgRtf1tJNEH+5/wmcboYuGb1ZV970eDjkDeKLQ1nGtLYJONhXEdjldiHpzFq6iXMb8A062dr1RDT0w+cjC6au0GMFcuNbmjEA3GCBG3/W0k2gzo7bHbtRP7rxyTD5QQ5JQFnGALwHTPFVBCwQ4sxauol1DXA60Ke9F7PD2nLVPyILj/xYjxP73pjEutoCNzGspZtg/nL/ZcCDbZ/3rdcVNzwVzskLMdaFskxme8ZXETjH7SIyhbWmEu9hnC6GEwCyQ9r80zmRtyav1uMlUfM0GLPXTuAqt4vIJNbSdYG/3H8I8KF/TWTldX+LeHPDjHa7pmTXHIlw0Yb1tKgSUuVLRUX8qP8ALli/jl0RZ06WHaEwfm8+vx+273w/gaYmbv10C/WRCFkI3+3Xjy8XOxOwXbtpEyubmzmhsJAfDxgAwAPbtnFwXh7Ti4oSe5LuuNRXEXjE7SIyibV0XbD04qUf3X/OuGtPXKp3i02v2Sm5Ijw8fAS9PB6Cqlywfh3TehXy2IiRe7a5amMlJxd+Nii9Hg+3DxnKqNxcqkJBzl67lqm9erE5GATgHwceyAXr11EXDtOkytKmRr7fv3/Czs1FL1rgJp79wrvkpKX6gMD7bteRKkSEXh7nxzUUbe22tisS5u2GBqYXFn7mc0fl5jIq1xl1NzA7h37Z2ewIh8kWoVkjRFQJquIR4d5tW/lh/wHxPyH37QS+43YRmchC1yW+ikAIuAhodruWVBFW5cy1azhu1UqO7dWLiV7vntf+r66eowt6UZj1+d3i/21sJKjKiJwcRuflMSQnh7PWreXUoiLWt7SgwLj8/DifSVL4sa8isNHtIjKR9em6LFDq+zFwl9t1pJLacJgrN27k54MGMTbPuSv6O5UbOLukhC8VdbxYxtZQiIvXr+f2IUP2CezdflC5gbLBg5lTU8NHzc0cW9CLc3r3jtt5uOgFX0XgdLeLyFTW0nWZryLwv8Df3a4jlRRnZTGloID5u+oB2BkOs7SxkRN6fbZrYbf6cJjvVW7gygH92w3cV+vqODTfS0NEWdXczP8OHcbc2hoaI2m3cMJ64GK3i8hkFrrJ4VvASreLSGY7QiFqw2EAmiIR3mrYxUG5Tiv3X3W1nFhYSJ6n/R/nFlV+tGkjM4tLOLWdlnBQlcd2VvOtvn1pikQQBACNvpZGmoGzfRWB7W4Xksls9EIS8FUEagOlvrOARUCB2/Uko62hED/bspmIQgTl1KJiToxeNHuptpbL+/XbZ/tlTY08tXMntw0ewr9qa3mvoYGd4TDP1tYA8OvBQ/BF+26frK5mZnEJXo+HQ/LyUJSZa9YwrbAXxfvpI04xV/kqAu+6XUSmsz7dJBIo9V0IPOp2HSYtPeKrCFzqdhHGuheSiq8iMBv4o9t1mLTzAfADt4swDgvd5HMl8KrbRZi08SnwNV9FoNHtQozDuheSUKDUVwS8AbakuumROuAEX0XAbsJJItbSTUK+ikAd8GVgrculmNTVApxpgZt8LHSTlK8isAU4BbDhPaarFLjIVxGwbqokZKGbxHwVgY9xJj1vcLsWk1Ku9lUEnnK7CNM+C90k56sILAK+BjS5XYtJCb/yVQR+53YRpmMWuinAVxH4N3AaYIsGms9zm68i8Au3izCfz0YvpJBAqW8q8CLQ8awuJlPd7KsI3Op2EWb/LHRTTKDUNwX4Nx0sbmky0rW+isCdbhdhOsdCNwUFSn2TgFeAjFjewHQoAnzXVxH4zEKnJnlZn24K8lUEPgCmYjOTZbJG4BsWuKnHWropLFDq6wM8A5zsdi0moTYCM30VgffcLsR0nbV0U5ivIlCNcwOFTZKTOd4Bpljgpi5r6aaJQKnvSpxlf9JqAlizj8eBy30VARuzncIsdNNIoNR3Cs4vZr/9bWtSSgT4ua8iMMvtQkzPWeimmUCpbxgwGzjJ7VpMTFQCF/oqAvPcLsTEhvXpppnostpfAH4GBF0ux/TM34AJFrjpxVq6aSxQ6jsCeAIY63YtpkvqgCt9FYFH3C7ExJ61dNOYryKwGJgMPOx2LabTFgGTLHDTl7V0M0Sg1HcScD9Q6nYtpl21wI3Afb6KQNjtYkz8WOhmkECpLxe4BvgF4HW5HLPX48A10YnrTZqz0M1AgVLfgcC9ONNFGvesAK6wC2WZxUI3gwVKfTOB2wGf27VkmJ3Ar4G7fRUBG2GSYSx0M1yg1OcBzgfKgIPcrSbt1QF3A3f5KgI73S7GuMNC1wAQKPVlA9/C6e8d7nI56WYX8HvgN76KgC00muEsdM0+AqW+POC7wLXAAS6Xk+oagD8Ad/gqAlVuF2OSg4WuaVe05Xs28GPgSJfLSTWrcYbnPWzdCKYtC12zX4FS39HAD4CvA3kul5OsFPgXTjfCS76KgP1imXZZ6JpOC5T6+gEXA98EDne5nGSxEfgr8AdfRWCV28WY5Geha7olUOobDZwbfYx3uZxE24KzYsdTwJvWqjVdYaFreixQ6jsU+AZwJukbwFuAf+AE7Ru+ikDE5XpMirLQNTEVKPUNAqa3eox0t6JuqwZeB14DXvVVBFa4XI9JExa6Jq4Cpb4xOOF7DDAJGAfkuFpU+zYCS4AFOEG7xFqzJh4sdE1CRSfd8eEE8CRgIjAGGEpi1nerxlm6fnn0sQx438bRmkSx0DVJIVDqywKG4NwNd0D07XCgD1DQzsOLM0yrMfpoavP+NpzWa2Xrt76KQGPCTsqYdljoGmNMAtnKEcYYk0AWusYYk0AWusZEichwEfmPiAREZLmIXBV9vq+IvCIiK6Nv+0SfLxWRt0SkWUSuabOvq0RkWXQ/V7txPiY5Wegas1cI+Kmq+oCjgStEZBxwPfCqqo4FXo1+DLADuBK4s/VORGQ88G2ciYImAqeLiK3IbAALXWP2UNXNqrok+n4dEACGATOB8uhm5cAZ0W2qVPVdoO3qDz5gkao2qGoI5yaLMxNwCiYFWOga0w4RGQUcBrwNDFLVzeAEMzBwP5++DJgmIv1EpACYgU0Mb6Ky3S7AmGQjIoXA34GrVbVWRLr0+aoaEJE7gFeAeuBDnK4LY6yla0xrIpKDE7iPq+qc6NOfisiQ6OtDgP3evaaqD6nqZFWdhtP3uzJeNZvUYqFrTJQ4TdqHgICq3tXqpbk48wgTfftcJ/Y1MPp2BPA14MnYVmtSld2RZkyUiBwHzAeWArsnu7kBp1/3aWAEsB44R1V3iMhgYDFQHN2+HhgX7ZKYD/TDucj2E1V9NaEnY5KWha4xxiSQdS8YY0wCWegaY0wCWegaY0wCWegaY0wCWegaY0wCWegaY0wCWegaY0wCWegaY0wC/X9KdbHA/qpEqgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_labels = '2016','2017','2018','2019', '2020'\n",
    "plt.pie(new_df['Movie'],labels=my_labels,autopct='%1.1f%%')\n",
    "plt.title('Movie distribution')\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3jAkLCzPoWMpAs9l8NYDNYioGZuNr7ZoXJwaktdu4aTM6dbsAgKjoGNq078zR7CO0bd+Z1u06nvaxhw/so2vP3kRERhFqMNDz4v6sXbmYkJAQ3C4XUkqcDjsGQxhzpn3Ljf+4F4Oh9o3C8rjd7qLCgoeGGzu8p3ctygkqdGsJo9EY3rp165fvuOOOByIiImrCbrFlW7sWoAiI2rtrS+aR1IM7AllIRvph9u/eTtcevSt1fLuOXdmxyUb+sVwc9hI2rFlBdmY6UdExXH71tTx93400a9mW6Hqx7Nm5hf5XDqnmV+B/hQXH8n79/tPET956Zr7etSgnU+vp1gJGozG0SZMm4x544IHXGjZs2FDvesoYHB8fvxSg34DBg4F/Agc7dbsg7o77xj7mh+nHZ1RSXMSrY+7i9nse5/L4a4/f/uqYu7hvzMt07t6r3Mct+f03/kj4mcioaNq270x4RCQPjH39pGO+eO8lrr/1bvYlb2OjbRXtO3Vn5L1jqvX1+MPhg/sOzvr569mF+XkTbRZTqt71KCdTLd0azmg0ipiYmLvvvvvuF2pY4EIFrd19yduy0g8f2F7dT+52u3j/tceJH3rzSYFbGUNuvIOPvp/HO1/+Rkz9hrRs0/6k+/fv1spv1bYDyxcm8MJbX/BXym7SDtXchdW8Xq9ct3rZhp++ev+Dwvy8V1Xg1kwqdGswo9EowsPDbx49evRbzZo1C+SwsMoyms3moQA2i8kOJADNAFYsmmOW1fg2SkrJF+++RJvzOjH8zgfP+vF5udkAZB1JZa15EVcNvvmk+6d99xGjHnwat9uN1+sFQAiBw26vevHVwGEvKZ772/eLFyX+8rKU8mtfX7tSA+l5MUY5s6tGjRr1n3bt2rXRu5DTeANY7Pt6NXALEJ2yZ0d22qGUba3bdbywOp5055Z1rFg0m/M6dWPcvdpQ1NGPPIfb6WTSJ29wLC+Ht55/gA5dejDhox/Jyc7gi/de4l8TtaFf77/6OAX5eRhCDTz8zBvE1G9w/NxrVy6mc/deNG7aHIBuPS9m7P9dS/tO3enQ5fzqeDlVcjTrSMbMKV8tyM5Ie99mMamx0jWc6tOtoYxG4yUjR478sXfv3hfoXUslXB8fH/8HQL8BgwcC9wAHzuvUvck/H3z6CVE9a0EoQPK2Dbvm/Dr5Z7fL+ZXNYsrRux7lzFT3Qg1kNBq7DRo06NNaErhwct/uauAYEH1w366jqYdStupUU1Bzu92upQtmWmZO+eoNt8v5gQrc2kOFbg1jNBrbdujQ4c2rr776Mr1rOQt9zWbzjQA2i8kBzALiAJb/kWCWXq96O+VH2nCwTxLXmhc9Dfxms5hc5R2XkJz+fwnJ6ZEBLk85AxW6NYjRaIyOjIx8euTIkdcYDIba1t8+oczXa9Fau/X+Stmdc/jgvs36lBR8Dh/Ye2Dyp299f3Bf8jibxbTOZjH97Q/aMx9/HTdzZ+qvwI/AZ4GvUjkdFbo1hNFoFMA/R44ceX2DBg3OdT8zPV1qNpuHA9gsJidlWrvLFias9JYOAVDOidfrlUnWpet//Or9DwoLjr1e0XCw5z759vpel1+5KyQk5A7fTQ8lJKePCmCpyhmo0K05rrjiiitGd+/evZvehVTBBLPZXHrR7E8gF6h3+MDe3MMH9qrW7jly2EuKE3/9btHiub++DHxT3nCwvoOGhkz44be3+14zbE79Ro0bn3L3NwnJ6V0DU61yJip0awCj0di6adOmjw0dOrTiVVpqh97ACDje2p2Br7W7dMFMs2rtnr3szCNH/vflu7/u2Jw01mYxLbFZTH/7Gd726NgGdz31wpJeV1z1Slh4eHmLRMQAPyckp6vf9xpA/SPozGg0hgOP3nHHHcbw8PBguOhRtrWbBBwFYtIOpRw7lLJ7o4511To7t67f+f1nb32enZn+nM1i2lPeMWPe/fiSa0fdu619956DznC6vsAT/q9SOVsqdPV3w8CBAwe2bt26vd6F+EkvfEsJ+q6qzwSaAiydP3Ol1+vx6FhbreB2u1ym+TNWJfz89QSXy/mhzWLKPfWYvoOGile+/unRK669aVWT5i0rO3nm7YTk9NZ+Llc5Syp0dWQ0Gjs2a9bsrquvvrqP3rX42QSz2Vz6f2sdkA3EpqcezD+4X7V2T6cwPy/vl+8+mfPnysVP2yym6eUNB+s7aGjErY88+fMl8YP+Gxld72y2XI8FPvdftcq5UKGrE6PRGAk8fPvtt/cNCwurCUs1+lNP4HY43tqdATQBWDp/xkqvR7V2y3PowN4D33361uS/UnaPs1lM68s75v5X3mx/70sT1nXr3WdUSEjoucz0uyUhOX34udQnhGgrhFguhNgphNguhHjKd3tjIcQSIcQe3+dGvtu7CyHWCCEcQojnTjlXQyHETCHELt/5Lj+XmmojFbr6ublXr14XBVG3wqnGl2ntrgcygdiMtEMFB/YllxsodZXX6/XaLKb1P331/vtFhfn/sllMaeUd9/xnk26KH/6PDS3P61DVmYpfJCSnn8s2T27gWSnl+cBlwBNCiB7AS8BSKWUXYKnve4AcYCwwsZxzfQoslFJ2By4CArLjSE2gQlcHRqOxDXDdsGHDyl/sNTicD9wJYLOY3JRp7ZrmT1/l8XjcOtZWY9jtJUVzfpm0eMm8316k4uFgoRP+N/3dvoOGJsQ2bNTID0/bBvj32T5ISpkupdzg+7oALShbA8PRJmLg+zzCd0ymlDIJOKmLRAhRH7gKmOw7zimlzDu3l1L7qNANMN8kiNsGDBjQulGjRq30rqea/ctsNof6vt4IZAD1s46kFh7Yu7POt3azM9OP/O+Ld37ZuWXdWJvFtLS82WW3PDSm4V3jXjT1uvzKlwxh4f6cpTgmITn9nK8lCCHaAxejjcduLqVMBy2Y8S3veRodgSzgByHERiHEd0KIeudaS22jQjfwOoeGhl561VVXXaJ3IQHQDRgFx1u704HGAEvnz7B4PO4629rdsSVpx+RP3/r0aNaR5ysaDjb2/U/7XH/3A1vbd+txdTWUEEL5b/vPSAgRgzbjcJyUMv8cTmEALgG+klJejLb4/Uunf0jwUKEbQEajMQS4Y8iQIW1jYmJq41Tfc/Evs9lc2kLbBKQDDbIy0gpT9uxM0rEuXbjdLteSeb+tnD312wlut2uizWL629tq33Cwxy4besPKJs1bVOdayvEJyemDz+YBQogwtMCdKqVM8N2cIYRo6bu/JVr//ekcBg5LKf/0fT8TLYTrBBW6gXVhZGRk9379+gXbELHT6QyMBrBZTB60vt3GAKbfp1s9bne5K2QFo4L8vNxpkz6eY7OYnrZZTDN8rf+TaMPBxk69JH7Ql5HR9aICUNbblT3Qt+fdZGCnlPKjMnfNRVtDGd/nxNOdR0p5BDgkhCid8n4NENDNTPWkFjEPEKPRaAD+fdttt1156aWXXqF3PQG2H+gWHx/v7jdgcCjwFhAN5I28Z8yQLj0uCvqfx18pew7MmvLVjOKigo9tFlN6ecc8+Prb7S+5atD8Fu3a9whwecNv7dZy7pkOEkIMAFYBW4HS6civoPXrTgfaAX8Bt0spc4QQLdDGadf3HV8I9JBS5gshegPfAeFo/z/uk1L+bRJIMKptywfWZv0aNGhwXq9evS7VuxAddERrAU22WUyefgMGTwfGAXlLfp9u7dC1Rx+DISxc3xKrh2842Ial82dMAqbYLKaS8o57/rNJN1954y0/xjZspMfmo/9Ca62elpTSAlQ0Nviaco4/gjZSorxzbQLq0ju+41T3QgD4JkLccfPNN3cOwokQlfWa2WwuXYxlC1q/XsPco5nF+5K323Ssq9rYS4qLZk/7duHS+TNeBCaVF7h9Bw0NfePHGe/3HTR0lk6BC3BpQnL6UJ2eu85RoRsY8Q0bNozr2rXrxXoXoqP2wH0AvpWyZgANAUy//7ba7XY59SvN/7Iy0tL/9+W703ZtXf+UzWJaVt5wsDvGPNto1LiXll142YAX/Dwc7Fy8ovPz1xkqdKuZ0WiMBW4ZOHBg89DQ0NAzPiC4vWo2m0u7Ebai9f81ysvJLtm7a+ufp3lcrbJ9s23795/9+7OjWUdesFlMe8s7Zuz7n/Ubcsfobed1O/+qQNdXgfiE5PSg71uvCVToVr9+QMT5558fzLPPKqsd8ACc1NptAGD6ffpqt8vl0LG2KnO7XM7Fc381z5k2afzphoO9+u2UJy8besOKxs1a1LTJMWP1LqAuUKFbjXzjcq+96KKLImJiYprqXU8N8YrZbC7t194OpACNj+Uete/ZuXmtjnVVScGx3Nypk/4zO8m6dJzNYppV0XCw2x596teLrxz0aWR0dCCGg52tEQnJ6f6YZqychgrd6tUJaNq/f//z9S6kBmkDPATHW7uz0IYUseT36WtcLqddx9rOycH9yfsnffLmpMMH942zWUybyjvmoX+90/G+l9/Y2PWiS0aGhIScy+pggRAB3KV3EcFOhW71GlCvXj3Zpk2bnnoXUsO8bDabS3fJ2I42TrNxwbFcx54dtae16/V6vWvMi5J+/mbieyXFhRNsFtOR8o57/rPvRlx54y0bWrRrXxv++N6ndwHBToVuNTEajfUA49VXX93MYDCUt29VXdYKeATAd1V/Jidau2trQ2vXXlJcNHvqNwuXLZj5IvDdaYaDTew7aOiMmAYNG+hQ5rnok5CcXtWlI5XTUKFbfXoDoT179qzLw8RO5yWz2Vzar7kT2As0KczPcyRv27hax7rOKOtIavoPX7wzdde2DWNtFtPy8oaD3f74uMajnn5p+YWXDXjWEBam93Cws6Vau9VIhW418C3feG2XLl0MDRs2rGlXqGuKFsBjcLy1OwttOxlM86f/6XI6yp25pbftm2zbJn/21sc52Rkv2CymfeUdM/aDzy4bdte9W8/rev6Vga7PT0YnJKfXtj8UtYYK3erRFmg7YMCArnoXUsO9aDabS/f42gXsAZoWFeQ7d23bUKNauy6X07kocdqKOb9MGu/xeD62WUzHTj2m76Ch4tVvpoy7fOgNyxs3a16b/9g2A27Qu4hgpUK3elwRFhbmOe+88y7Uu5Aarhm+bcHL9O3GAiydP8PmdDj+touCHvLzcnKmfvuf2etWLx9ns5gSKhgOFnnbo09Nv/iqQR9FREVHFuUf48OxD/HkdVcy9vqrSN647qTjbUsX8vTN1/DsiMG8cNu17FyvzQ1J3b+X528dxjPDBx9/jMftZsJ9I3GUBPTHcW8gn6wuUauM+ZlvnYVPLr300ujbbrvtbr3rqQWygQ7x8fGF/QYMFsCLaO8Usm66/b4revW5YoiexR3Yt2t/wtRvZpQUFX5S0eiEB19/u9Ol8df83rzted1Lb/v8xac4v08/Bt/+T1xOJ057CfXqn7iWVlJURGR0NEIIDiTv4D/jHuHzP1bxw7sTuOSqgcS1bsvP/3mHFz7/jgVTJhMVE8vAW0YG4BUfVww0vrVby1o9YaUmUi1d/zsfCO/atWs7vQupJZoCY+B4azcBiAEwzZ+e5HTYi/Qoyuv1elevWGib+u1/3i0pqng42AufT771qptuXV82cIsLC9ixbi3X/GMUAGHh4ScFLkBUvXpoy9OCo7j4+NeGMANOhx2nvQRDmIGi/GOsW76Eq0fcXj0vtGLRQHygn7QuUJ3l/nch4GrVqlV7vQupRZ4zm81fxsfHF6D1624HzispLsrasWWdtXffAQFdActeUlQ4b8b/zLu3b5oImMsbndB30NDQm+59+MM+A4c8eerohIxDB6nfuAlfvPw0B5O307FnL+5/5S0io6NPOsefS/7g54/eIT/nKK98/RMA1466l89ffAqX08kjb77P9C8/5rZHnzoeygF2PbBYjycOZqql60e+UQsXR0ZGFjRq1Kg6t1kJNk3wzfsv09qtB4il82ckOez2wkAVknkkNe37z9+Zunv7prE2i2lFeYF717gXm/zzmZdXXtDf+HR5w8E8bg/7d2xl2F3/x8TZS4iIimb2pC/+9lz9h1zH53+s4oUvvueXzz4AIK5VG96cMot3f5tHRGQUuVlHaN2xM5++8CT/efoR0lLKHTBRXa4L5JPVFSp0/asp0KB3797NQkJC6vqKYkrDGUgAACAASURBVGfrWbPZXN/39T5gGxBnLyl279hss1T3k0sp2bZx7bbvP3vr49yjmS/aLKb95R331AefXzH4H3dtbdele4UrcjVp0ZImzVvS9SJt26/Lh93I/h1bK3zunn0vI+Ovg+TnHj3p9mmfvMedY19g/pTJXHXTrdzx5HNM//KjCs7iH16XS+ZaV+QWTXzrT/v/3VIyrWdP1U3mZ6p7wb86AHTu3LmD3oXUQo3QdpN402YxyX4DBs8GXgfE0gUz1/e4qK8xIjIqtjqe2OVyOpb+PmP1+rUrPgfmVTA6QQy98/+evmzoDW9HREVFlnOaEy8krhlNW7Yidf9eWnfszNY1q2jTqctJx6QfTKFFu/YIIdi/fQtul4vYho2P37/dtobGzVrSqn1HnPYShBCEhITisPt/+HJx8o7couWL8uXGdYbo7My4KCkbAf19d18N/OT3J63DVOj614WAo2XLlu31LqSWetpsNn8WHx+fh7Yewxagi8NekrFt05+WSy+72u9vd/Pzco4mTP1mSepf+9+1WUxbyjtm0K13RP7jsXFTO11w0S2VXazmgdf+zafPj8HlctG8bTvGvPMxi37VsmvYnf/H2sXzWZE4E4PBQHhEFM98/NXxflspJTO//oRnP/4GgCEjR/PJ80/gcXt4ZMK7VX7NjswjxQXLFh/12qwy4tDBxhEed6NY7Y9eeeJRoetXasiYn/j6cz+NiYlxvfTSS+NCQkJU1825eTM+Pn48QL8BgzsA44GD4RGRIU++/P7YyKjo+qd/eOWl7N25b/bUb34rKS76zGYxZZR3zMPj3+188ZWD5jdv267WTnRxFxW5C6zLs5wWsyNs767YKHtJk7O4LLdv1PbtnauvurpHtXT9pzkQ07t37wgVuFUyzmw2fxIfH58LHAA2Ad2dDvuRbRv/XNXnioFVninl9Xg8a1YuWrdi4exvgWk2i6ncBXZe+GLyPwbceMvkmPoN/Bb0geD1eGTRxqSjJSuWFIZs3xwZdSwvLgpanuMCvp2m9ezZZtT27Yf9W2XdpULXfzoAdOzYUfXnVk194FngNV/f7hxgAiCW/TFr4wUX9x8QGRV9zit2lRQXFc6b8cOKPTs2fwisqmA4mOGm+x6Z2GfgkDEGQ1ituCBasn9PfuGyRXlygy0kKiO9aZiUTcO0C7v+0B9tI9EzEkK0ReuOaIG27fq3UspPhRCNgd/Q9so7AIyUUuYKIf6JNiEGtC3aH5NSbvad61rgUyAU+E5K+Z6fXo+uVOj6z0WAvUWLFufpXUgQGGs2mz+Oj48/arOYDvQbMHg90MPldGRs3bBmVV/jNTeey0kz0g+nzZry37m5R7M+sFlMKeUdc+eTzzUd/cwrc9t26XZ5lV5BNXPmHLUXLF+c7V67yhNxMKVRpNtVP9a3PGY1uABtQaLKcAPPSik3CCFigfVCiCVo04qXSinfE0K8BLyEFrYpQLwvgK8DvgX6CyFCgS+BIWiBnySEmCul3OHXV6aDoAndc/gL2x34AbgEeFVKObHMuZ4GHgQk2gaK90kpK1zj1bctz4VAXmxsbFw1vLy6JhZ4DnjZ9/1ctH8nX2v3sgFR0fUqvV25lJKtG9ZunT/zfz96vd5JNospv7zjnvrg8wFD7rh7RqO4Zi2q/Ar8zGO3ewrWmLMcq5bbDbt31osuLmpaT9uFIxAqvb6ulDIdSPd9XSCE2Am0BoajjYQA+BFYAbwopSy7sNFaTrymfsBeKeV+ACHEr75z1PrQDaa+x9K/sOcDlwFPCCF6oP1FXSql7AIs9X0PkIM2IH9i2ZMIIVr7bu8jpbwA7a3NnWd47mZAZOvWrSNDQ0PVguX+McZsNjcFsFlMB4F1QHO3y+Xdsn71ysqexOVyOhbOmbps3vTvX/d6vZ+UF7h9Bw0Vr02a+txlw24w1ZTA9Xq9FGxafzTzk/cOZj1wR7p91I0y8vMPWzTYtK59veKiOAGBnKJ2TjufCCHaAxcDfwLNfYFcGszNynnIA8Afvq9bA4fK3HfYd1utFzQt3XP4C5sJZAohyrswYwCihBAutDnoaWd4+qYAbdq0aVLFl6GcEAO84PsArbXbBxDLFyZsvvCSy6+Mrhdz2k0Uj+UePZrw89eL0g4feM9mMZU7O2HgLSOjbn/86amdevYaIXTeu8x+6GBB4dKFud71a0VkemqTcK+3SZg2W09vXab17Bk+avt2Z2UfIISIQeuSGCelzD/TNGYhxEC00B1QelM5hwXFUKugCd2yTvcXVghR3l/Y46SUqUKIicBfQAmwWEp5pvnnTYCQ5s2bqx1//esJs9k8MT4+PtNmMR3qN2CwDejtcbvTt6yzrrwsftjwih6YsmfH3oSp30y3lxR/arOYMss75pEJ73UdOebZ35u3adelvPurm+tYnqPAvCTbtXqVO/zA3gZRTmfDGN/SljWMAehMJd/aCyHC0AJ3qpQywXdzhhCipe93sCWQWeb4XsB3wHVSytJpeYfRVpsr1YYzN35qhaAL3bP9C1vO4xuhtY47AHnADCHEaCnlz6d5WDvA0bhx45rQKgkm0WgXW571fT8Pra8vZPmi2Zt79bniyuh6sY3LPsDr8XhWmxeuMy+a8zXwi81iKndpwhe//P6OATfc8m29+vUDNhzM43J5C9dashyrlpaE7tweHVVUEBdde94yd6ISoSu0X7jJwE4pZdk5y3OBe4D3fJ8Tfce3Q1tr424p5e4yxycBXYQQHYBUtC6+UX54HboLqtA927+wFRgMpEgps3znTACuAE4Xum2B4tjY2NO+3VXOyWNms/nD+Pj4IzaL6XC/AYPXApd4PZ70TUkW8xVXX3dL6YElxUUF86b/sHzPzs3/4TTDwW6+/9GPL7168GOBGA5WtH1LbtGKxfmuDUmGj9cntfJI2dwD9IuN5R/N/v6ma+2xY8zKykIIQbuICMa0aUOaw8GXqal4peT+li3pEh2NR0re/+svnm3blojADAuv7FBII3A3sFUIUbod/StoYTtdCPEA2rvI0rUq/4X2TvG/vgaSW0rZR0rpFkKMARahXVf5Xkq53T8vRV9BE7pn+xf2NP4CLhNCRKN1L1yDdhGnXL6ZaK2BvOho/82WKsvhcPDUU0/hcrnweDzEx8dz3333kZCQwMyZM0lLS2POnDk0bFj+Bf2FCxcyZcoUAO6++26uvfZanE4nr776KllZWYwYMYIRI0YAMHHiRIYPH06XLrq84y5PFNrFz3G+739Hu1AaYl6cuPWiPsar6sXUb5KRdih15pT/JublZH9os5gOlHeiUeNebDb62Vfmtu3crX959/uDPT21qHDZohxv0hoZkfpXkwiPp1F9aCSl5LX27YkMCcEtJW+mpHBRTAxdyiz3eMThYO7Ro0zo0IF6oaEcc2tLQCzLzeXOZs2ICwvj18xMxkVHY8rNZUCDBoEKXICOlTlISmmh4ot815Rz/INoI4XKO9cCYEFlC6wtgiZ0Ocu/sEKIFmhhWh/wCiHGAT2klH8KIWYCG9BGRGxEGztYkUi0YMiKjIysltANDw/no48+Ijo6GrfbzZNPPkm/fv248MILufzyyxk3blyFj83Pz+fHH3/km2++QQjBww8/jNFoZMuWLXTr1o3333+fhx56iBEjRrB37168Xm9NCtxSj5jN5g/i4+PTbBZTar8Bg1cDfbweT/r6teaVDRo27rRg1k+lw8EKyjvBuIlfDhh8+z9nNmwa19yfhbkLC1wFK5dmOVebneH79tSPctgbx2jLUp5ECEGkr6vLIyUe/p5My/LyGNKoEfVCtQZ4A4P26xkqBE4pcUhJqBAUeTxsKCjgpXYBXQCsUqGrnFnQhO45/IU9QgXjHKWU49Hm/FdGfUBGRESEhoeHR5/x6HMghCDa1yJyu9243W6EEJUKx6SkJPr06UNp12WfPn2w2WzExMTgcDjweDzHj/3+++955plnquMlVFUk2pjdJ33f/47W5VN/1ZK5BcBrwAKbxeQ59YF9Bw0Vw+6657n+Q657KyIyKqKqhXhdLlm4/s9su9lUHLJza0R0/rFmUdCqMlNsvVLy6v79ZDidDGncmM6nLGp+xKkNDpiQkoIXuC0ujotiYhjSuDFfp6bikpIHWrZkdlYWI5o2DfTC5m3PfIhSGUETujqKBWSLFi3qV+cvgcfj4eGHHyY1NZVbbrmFHj16VOpxWVlZxMWdmK8RFxdHVlYW8fHxLF68mMcee4y77roLq9VK165dadq0xg7AeMhsNr8fHx9/2GYxpfcbMNiCdlHtQ5vFtK28B/iGg/3SqWevm6syHKx49868ouWLj7ExKTQyKyMuXMq48HM4T4gQvNupE0UeDx8fOsQhu522kSdWifRISYbTyWvt25PjcvHmgQO836kTTcPCeK19e0AL5ly3m1YREfw3NRW3lNweF0fLiCr/PTmTSk9GUU5PhW7V1QdE06ZNq3WoT2hoKJMnT6agoIDXX3+d/fv307Hjub3jE0JgMBh4/fXXAa31/Pzzz/P222/z5ZdfkpGRwbBhwzAajf58CVUVgdZd9Ljv+ynA9Iq6Ex554/3udzz53Lxmrdue9QpZjqzM4oJlC496/lwtIw8daBThcTeM9WPo1AsN5fx69dhSWHhS6DYOC6NzVBQGIWgWHk6r8HCOOJ10ijrRjp6emcnIuDgW5eRgbNCAuLAwErKyeKJNtU9Oq1WL/tRkKnSrrgEQEhEREZCfZWxsLL1798Zms1UqdOPi4ti0adPx77Oysujdu/dJx8yZM4dhw4axY8cODAYD48eP54knnqhpoQvwgNlsfi8+Pv4vm8XkBModrP/ilz/cOeCGEd/Wi61fqT+E7pISd6FlWZbDssIRtkdb+jBGG67mN/luN6FCUC80FKfXy/bCQm485V1Fn9hY1hw7RnzDhhS43aQ7nTQLOzHBcWdREY0NBlpERODwehFoU0qdgVmeVYWun6jQrbqmgAuotum/eXl5hIaGEhsbi8PhYP369dx1112Vemzfvn2ZNGkSBQVagzApKYmHHnro+P0FBQWsWbOGiRMnYrVaCQkJQQiB01npyUeBFA68CjxS3p19Bw01DL//sU/7XD34kVCDocLhYF6vl6KNSdnFK5YUhm7bHBl1LDcuElqedjuIKspzu/k6LQ2vlEigf/36XBIby8zMTDpERXFpbCy96tVja2Ehz+/dS4gQjGrenFjfxTQpJXOysxnra9EOatSI/6am4pGS+1q2rMbKjzNM69kzetT27cWBeLJgphYxryKj0fhP4MoBAwbEXn/99dUyeHvfvn28++67eL1evF4vAwcO5J577mHWrFn88ssv5OTk0KhRI/r3788LL7zArl27mDt3Li+8oM2gXbBgAT//rA0zvvvuu7nuuhMbMHzxxRcMGDCA3r1743A4ePXVV8nOzubmm2/m1ltvrY6XU1UuoGt8fPyBsjeOGvdis8uGXj+vTaeu/cp7UEnK3vzCpYvy5EZbSNSR9KZh0ludGVujeaX0epAuD7g9SLdbSI9bSI9LeD3OEOl1hUivM9QrnaFeaQ/xGtzhMt9bj4zkpsUjl/2Ue6Zx7soZqNCtIqPROBowXnnllQ2uu+66yjU/laqaHB8ff3xs59MffRV/YX/j9IZN447PNnDm5tgLli/Kdq+1eCIO7m8Y6XKd8xq8geKV0uNBuj3g8lAahNLjCvF6XEJ6naFer9MXiI5QLw6D9H32CnuYV5QYvMIR5g2xh3mFXfscag/3htrDPQZ7mNdgD5MGR5jX4DWc80JX7eV4edCvL7oOUt0LVRdMK7XVFveYzeZ3nnvj7ZRrR937Yv9rrp0QCoa8FUsyHKuWlRiSd9SL8uPSh74wdGmtQjxupNstvB5XiPQ6Q6THFeKVzhApHaFeryPUi9MXhvYwr7D7AvFEEHpC7WEyVAtEj8Ee5g11hEuDPcwbJkMJRZt9Ve1DEc5RTa2rVlGhW3UCoLIbFip+YfB4POOHXN4vsv7WP69K/W3SkcisrPper7eeE2+sA0+Iy+AtcYdIlzvU63CFeu1Og1c6Qr3SYfAKu0H6AtEj7GFSOMK8ISVhHq1VGCZD7eGeUIfBa7BHyDBHmNcgQ46HYV2nQtcPVOhWXQggRYBHqtd146zPDNwavrktjTmxGKBS3f62Nb1y9tRb46oTcHztByUAJphes2/1blYzpAKvRO8CgoEK3aoTqJZuwHz+5+fFK0ItdXbkgc5U6PqBCt2qUy3dAEnYnmCfVTQrMqAb1ShlqdD1AxW6Vad+hgFgPWB1fJb+mYEQ9fPWkQpdP1D/gatOANJut5e7Q4FSdclZya7Xd78OBnXhV0ceOV669C4iGKjQrToBkJ2dXe623krVZBRkeJ5c/6TbG+5Vw5X0pab/+okK3arLB8LS0tKO6V1IsCl2FssHVz1od0Y6K7NcrVK90vUuIFio0K26I0B4QUGBw+VyqS4GP/F6vdy/9P6iguiCv+3CoOjisN4FBAsVulWXB3gB7Ha7au36yROmJ4qORB2J0bsO5bhUvQsIFip0q+4YIAGKi4tVv64fTDBPKNoZvlO1cGsW1dL1ExW6VZeP72JaYWGhaulW0TdJ35Ss8K5QgVvzqND1ExW6VXcM38+xoKBAhW4VzN051/5LwS8RavJDjaS6F/xEhW4VWa1WJ1AIhB07dkyF7jlae3Ct8+PUj0PV5IcaK0XvAoKF+g/uH9lARE5OjurTPQf7sve5Xkl+RUqDrLYtj5QqkLiAXXqXESxU6PpHFhCZmZmpWrpnKbsw2/P4usddavJDDSbYKcfLGrlpXm2kQtc/jgARqampx9xut5oqWUklrhJ5/8r77Y5Ih1933lX8brPeBQQTFbr+kQkY3G63Nzc395DexdQGXq+XB0wPFOVH56uRCjXfFr0LCCYqdP0jE98EibS0NLVxXyWMXTq2KC0qTU1+qB1US9ePVOj6xyG0sbpi3759KnTP4N+r/l20LWybauHWHip0/UiFrh9YrdYS4AAQu23btlSv1+vRuaQa6/sN35eY3CbVh1t77JXjZabeRQQTFbr+sxmob7fb3Xl5eWl6F1MTLUheYP8p76dwhJr+UIss07uAYKNC13/24vt5HjlyRHUxnGL94fXODw99GEKI2sq8llGh62cqdP3nIL41GFJSUlTolpFyNMX1wvYXvNIgw/WuRTkLEokKXb9ToesnVqu1EEgD6m3ZsuWQ1+uVetdUE+QU53gesz3m8kR41A6+tc82OV5m6V1EsFGh61+bgYYFBQWOgoKCI3oXozeHyyHvX3G/3R5lVxfOaiPBUr1LCEYqdP0rGd/PNCMjo853MTy49MGivOg8NTSs9lqsdwHBSIWufx3v1921a9cenWvR1TjTuMJDkYfU5IfaSpIHmPQuIxip0PWvY8BRICopKSnF4XAU6l2QHt6zvle0ybBJBW7tlqC2XK8eKnT9yGq1SmAt0MTj8ciDBw9u17umQPtp408lC50LVR9ubSeYrncJwUqFrv+tw/dz3bRp0zadawmoxXsWO77P+V5NfqjtJDmgLqJVFxW6/vcXWhdDvU2bNh0uLi7O1bugQNiUtsn17oF3BaFq8kMQmCnHS7feRQQrFbp+5utiWAY0Bti3b1/QL4v3V+5f7ue2PueRYWryQ1AQ/KZ3CcFMhW712IjvZ7tq1aqNUsqgnSiRV5LnfWTtI053hFtNfggGXlKA5XqXEcxU6FaPDLRVxxoePnz4WGZm5j6d66kWTrdT3r/8/pKSqBJ14SxYCD6T44O3kVATqNCtBr4uhkVAA4DNmzev17ei6vGw6eGinOgcNfkhWHixI/hB7zKCnQrd6rMZcAFhFotlt91uD6oxu88tfa7oQOQBNRY3mEh+keOl2ly1mqnQrSa+hc3NQJzb7fbu3bt3g941+cvE1ROL14WuUy3cYBPKx3qXUBeo0K1eFiAMYMGCBWtcLpdD53qqbNrmaSW/23+P0rsOxc/c/CnHy616l1EXqNCtXn+hXVBrlJeXZ9+xY8dqneupkuX7lju+zf42jBA1+SHohDJB7xLqChW61ch3QW0Wvgtq8+fPX+twOIr1rercbE3f6nxz/5uCUAx616L4mYvNcoJcqHcZdYUK3eq3HdgDNC0sLHRu3brVondBZyv1WKr7mc3PqMkPwUrwnN4l1CUqdKuZr7U7A4gFWLBgQZLdbi/Qt6rKK7QXeh9a/ZDDFelS/bjByMl6+ZZUSzgGkArdwNgDbAWa2e1294YNG8x6F1QZLo9L3rvs3uLiqGI1UiFYhfCs3iXUNSp0A6BM3240IBYtWrSxqKioxi+E86jp0aLs6Gw1FjdYOVgr35K1ogEQTFToBojVak1BW/axucvl8iYlJa3QuaTTenn5y0X7IvapwA1WEkkIj+tdRl2krkQH1hzgUiDEZDJtvfTSSwfExsbG6V3UqT5b+1nxGrGm9ncpuIAfAA/gBXoAA4HvgdIR00VAa+CuUx6bDsz3HSeAq4ALfPfNQltdoysw2HebGWgOdK+G11EdipkuP5Ab9S6jLlIt3QCyWq2HASvQwuv1SovFUuMuYMzcNtOeUJwQHCuGGYB7gMeAR4G9wCHgft9tjwFtgfPLeWwYcAvwBDAaWAiUAKV7PD+ONgrbDhQAqdSewHVTTAhP6F1GXaVCN/DmocVB6KpVq3YfOnSoxswCWpmy0vFFxhcGQoLk/4UAInxfe3wfZad1OIAUyg/LpkAT39f1gXpAMRCK1oL2ljnfcrQWdG1RxHj5njyqdxl1VXD8ctUiVqs1A20rlFYA06ZNW1AThpDtytzlmrBnAkE3+cELfAV8CHQC2pS5byfQAThTu/4wWsA2AuLQprp8A/QEcgAJtPRr1dWnmJ3yIzlR7zLqMhW6+piDtnNwg2PHjtkXL148R891zo8UHHE/ueFJtzfcG3Hmo2uZELRuhGfQugAyyty3DbjwDI8vAGYDwznx23Kd75xXcKKVuxKYDtTkRTy9eChmtN5l1HUqdHVgtVqLgG/RtvQJXbt27f59+/Yl6VFLkbPI+6DlweCf/BAFtEfr1wWtqyAV6HKax9iBqcAgtL7fU+1Ce7/iAjKBkWgLejr9UrH/5fK5/FwGzWp3tZUKXZ1YrdZdwAK0a+f8+uuvS4qKinICWYPb4+a+pfcVF0YV1v6RCuUpQrv4BVow7kfrqwVtcnZXfGvAlcMN/AZchNaNcCoPsBattesqc7v03VfT5LObNJ7RuwxFha7e5qC94W1cXFzsmj9//myv1xuwfoYnTE8UZkZlBu9Y3ALgR+C/aO8rOgLdfPdt48QQsFKpQKLv6+3AQWATWp/wV2jDyErZgN5AONpQMXzP0w6tVV2TuLBzhFvlTLUNT00ggnjPxFrBaDS2Byag/cq7Ro8efU2PHj0GVPfzvr7i9aJVrArOFq5yssM8KyfJj/QuQ9Golq7OrFbrAWAmvm6G3377bfmxY8eOnPZBVfRf23+LV0kVuHXCUcysVDtC1CQqdGuGRWg9jnEul8s7Z86c2R6Px10dTzR7+2z79MLpkWoZ8jqgiEzSuE0mq7ezNYkK3RrAarW6gO/QRoyGJycnZy5fvny2v7t+1hxc4/g0/dPQoJn8oFTMSQn7uE3OVJMgahr1y1dDWK3WNLQBSm0AsWzZsh3r169f5K/z787a7Xo1+VUwVHi9XgkWXrwk84qcJWvdgvl1gQrdmmUF2jD78wASEhLW7t69e21VT5pVmOUZs35McE5+UP5uP/9jK5/pXYZSPhW6NYjVavWiDXLaim/C6o8//rjo8OHDO871nMXOYnn/yvvtzkhnTRvIpFSHVCzYeFwmS6/epSjlU6Fbw/j6d79GGxXaXErJ5MmTE44ePfrX2Z7L6/XywNIHigqiC9RIhbrgKPuwMVwmS8eZD1b0okK3BvJNE/4YbSJqE4fD4Zk8efIvhYWF2WdznjGmMYXpUenBO/lBOSGHw6zhWrlJBnRWo3L2VOjWUFarNQf4D9qcp9i8vDz7Tz/99LPdbi+szOPfWPlG0Y7wHSpw64I8MrByh0ySe898sKI3Fbo1mG/R84/QFsaJOnz48LFZs2ZNdbvdp11S5dt13xYv9yxXXQp1QT7ZWLlbrpOr9S5FqRwVujWc1WpNRpvV3wII2759+5F58+b9UlHwzts5zz4tf5qa/FAXFJKDlfulTS7RuxSl8lTo1gJWqzUJmIa2wGBoUlLSgRkzZvzodDqLyx5nO2RzfpT6kZr8UBfkc5TVPEYuv+tdinJ21C9n7bEYmIs2hjds69ataVOmTPm+pKQkH2D/0f2ul3e+LKVBqskPwe4oaSznMbKZoab41j5qlbFaxGg0CrR9C+5EW5XM0bJVy4ZDhg954KltT4U4ohzR+laoVLt09mPhJVzMVIFbO6nQrYWMRuNVwANSyozUktT+WWRFllxT0oJY2uldm1KNDrCdNYxFslwFbu2lQreWMhqNl2Y7st9KLU5tXuQp+gMDkmsYQZO/Lc2t1HYSSTJJbGCMTJa6bOuk+I8K3Vosrldcv6OOow9LZAmgrSZlJJ52xCPU+IWg4MLOepaxn2dlstyldzlK1anQreVEN9Eaba/bGEo3lOlKRy7iNsJQfby1WQFZrOJ38nhDJsuDepej+IcK3SAguolGaJuCdwUOAR4aEcuV3E5MufvYKjVdKruxMg03X8hktSZuMFGhGyRENxEG3ALcgLbZZTEhhHAlg2nN5fpWp1SaFzdbsbGdL4GZMlnW1A3dlXOkQjfIiG7iYuBRtI3AMwHoQTd6ciNhqLUYarJ80lmLhWz+A9jUCIXgpEI3CIluogVad0Nb4DDgpR6RXMG1xHGRvtUpf+PFzR42sAEzks9lsjykd0lK9VGhG6RENxEBjAQGAznAMQC60ZkLuYlw6utYnlKqgDRWY+Moc9C6E4r0LkmpXip0g5zoJs4HHgQaoc1i8xBJOFcwhOb0UQPLdOLB2Vaa/gAABcZJREFUyV42sYHVSL6TyXK73iUpgaFCtw4Q3UQUMBy4Fq3FmwvAebSmF0PVTLYAkkgy2I6NHRSyANW6rXNU6NYhopvoDDwENAfSAO3KeE/OpxuDiaSxjuUFv2McYB2bySAFVOu2rlKhW8f4+noHAyMAgTahwkMoIVxKX9oTjwG1iaU/2TnKVtazh7+AOcBSmSztepel6EOFbh3lm1BxEzAIKEEbXiaJIoJLuIzW9FfhW0V2jrKbTWwnFYkZmCOT1R5mdZ0K3TpOdBNtgNuB3kA+pWs4hBPGRVxMOy4ngoY6llj7FJPObjaxk0wkycAvMlke0LsspWZQoasgugkBdEcL346UbfmGEMIF9KQjVxBNCz3rrNEkkM8+drKV/RwDDgAJwDaZLL261qbUKCp0leN84dsZbSrxRWgX2jLRZrdBJ86jIxfTmB6EonaoAHCSzxE2sZ3D5OIE9qL12+5UYauUR4WuUi5ft8NQwOi7KQvQLv5EEs759KANF9fJ4WZePOSRzH62sYdCJALYAPwB7FfTd5XTUaGrnJboJpoAA4BrgFi04M2mtPUbRyO6cRFN6RbU3Q9ePOSTQga72UUGRQigADABf8pkmaFzhUotoUJXqRTRTRjQlo68CuiLtqlpHqXTiwEaEUsHutCcrjSgIyG1vAvCTTE57Cad3ewhAycxaL23G4EVwC6ZLN2VPZ0Qoi3wE9AC8ALfSik/FUI0Bn4D2qP1BY+UUuYKIboDPwCXAK9KKSeWOddTaGOuBTBJSvlJlV+vEhAqdJWzJrqJWLQ+32vQdicWQDHaGg9aCzgMAx1pT3Pa04A21KNVjQ9hF0UUcohcDnGEwxykGHl8IfiDgAVYL5Nl3rmcXgjREmgppdwghIgF1qONl74XyJFSvieEeAloJKV8UQjRDO3nOwLILQ1dIcQFwK9AP7R+94XAY1LKPef60pXAUaGrVIlvvG8XtADoBYSiteLygBPTW0MQtKI5LWhDI9oQQ2siaYwgRI+6cVOCnaMUcoSjHCKNw2ThABoABrQ/HtuAtcBumSxz/V2CECIR+ML3cbWUMt0XzCuklN3KHDcBKCwTurcDw6SUD/q+fx1wSCk/8HeNiv8Z9C5Aqd18YWQDbKKbCEcbctYLuBhoh/Z2XOCliMMc5TBHgHUAhBJCUxrRhKbE0phoGhFFQ/6/vTtYbSKKwjj+P01qM7YEpFotirgL6Cv4BC4F176CuHSv6MY3yNJNQUG3Ki66cikKtepCSkFaE7U2jUaTHhfnTolFqC3mavD7hcuFmWSGmcXHzMncO4eoU6WgSnGgq2MHBnylT5c+Xb7RoUubTdp8okWLNpv0gDrszDE8Q9RonwDPgTejHDVmZmeIc/QUOO7u7wBS8M7t8fMXwHUzmyUe77tAeU7ln6fQlT8mveXgZWoL1rBp4CQRvueABjBFxGKFAT3W+JLmIlj+5UarVJimoKBGQUGFSuwM3+nLT48eW3Tp0GWb8hZuCiiAw8Bk2vcs0AdeEwH7FljNNfGMmc0Ad4Er7v7ZbH9Tvbn7kpndAh4CHeAZcTwyBhS6MjIpxF6l9sgaNkEE3jHgKFGvPEVMwDNPWQ8OBhh9jA0GbDBI6wdD60tVIkxrRMgeSesniFF2q8BK6lvEqLuPvuzD+8vCzCaJwL3j7vfS4jUzmx8qL6zvtR13bwLNtM0bxLHJGFDoSjZpsMD71H6SShN14qq0bLXUl8u3iXDd3baIK77u7ubL3hvpQe2DxSVtE1hy99tDqx4Al4Gbqb//G9uac/d1MzsNXAS9B29c6I80kUzM7DywSJQ0ytFq14i67gJRhlkBLrn7BzM7QdRq6+n7HeBsKkksEncN34Gr7v4468HIgSl0RUQy+juP64iI/KcUuiIiGSl0RUQyUuiKiGSk0BURyUihKyKSkUJXRCQjha6ISEYKXRGRjBS6IiIZKXRFRDJS6IqIZKTQFRHJSKErIpLRD9Kw5rWSMBb5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_colors = ['lightblue','lightsteelblue','silver', 'green','brown']\n",
    "my_explode = (0, 0.1, 0, 0, 0)\n",
    "plt.pie(new_df['Movie'], labels=my_labels, autopct='%1.1f%%', startangle=15, shadow = True, colors=my_colors, explode = my_explode)\n",
    "plt.title('Movie distribution')\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scatter Plot"
   ]
  },
  {
   "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "girls_grades = [89, 90, 70, 89, 100, 80, 90, 100, 80, 34]\n",
    "boys_grades = [30, 29, 49, 48, 100, 48, 38, 45, 20, 30]\n",
    "grades_range = [10, 20, 30, 40, 50, 60, 70, 80, 90, 100]\n",
    "fig=plt.figure()\n",
    "ax=fig.add_axes([0,0,1,1])\n",
    "ax.scatter(grades_range, girls_grades, color='r')\n",
    "ax.scatter(grades_range, boys_grades, color='b')\n",
    "ax.set_xlabel('Grades Range')\n",
    "ax.set_ylabel('Grades Scored')\n",
    "ax.set_title('scatter plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Box Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['duration'] = df['duration'].str.extract('(\\d+)').astype(int)\n",
    "df2 = df[['duration','type']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df2.loc[df['type'] == 'Movie']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How to Interpret Boxplot\n",
    "<img align=\"left\" width=\"300\" height=\"300\" src=\"https://miro.medium.com/max/301/1*fCE_5juz235c6cmaOP_PDQ.png\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "plt.boxplot(df2['duration'])\n",
    "\n",
    "plt.title(\"Distribution of Movie Duration\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# without outliers\n",
    "plt.figure(figsize=(6,6))\n",
    "plt.boxplot(df2['duration'], showfliers = False)\n",
    "\n",
    "plt.title(\"Distribution of Movie Duration\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reference:\n",
    "- [Why Visualization?](https://towardsdatascience.com/data-visualization-using-matplotlib-16f1aae5ce70)\n",
    "- [Matplotlib Detailed Tutorial](https://matplotlib.org/3.1.1/contents.html)\n",
    "- [Plot Tutotial](https://www.tutorialspoint.com/matplotlib/matplotlib_bar_plot.htm)\n",
    "- [Line Charts](https://jakevdp.github.io/PythonDataScienceHandbook/04.01-simple-line-plots.html)\n",
    "- [Pivoting/stacking](https://pandas.pydata.org/pandas-docs/stable/user_guide/reshaping.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}