2019.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (10, 6)\n",
    "\n",
    "downloads = {\n",
    "    'Jan': 793294,\n",
    "    'Feb': 700246,\n",
    "    'Mar': 683112,\n",
    "    'Apr': 626382,\n",
    "    'May': 535059,\n",
    "    'Jun': 520109,\n",
    "    'Jul': 814607,\n",
    "    'Aug': 804750,\n",
    "    'Sep': 795325,\n",
    "    'Oct': 913798,\n",
    "    'Nov': 1014577,\n",
    "    'Dec': 1017563,\n",
    "}\n",
    "\n",
    "plt.bar(range(len(downloads)), downloads.values())\n",
    "plt.title('Downloads by month')\n",
    "plt.xticks(range(len(downloads)), list(downloads.keys()))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAF1CAYAAACzjX2vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nO3de5hlZXnn/e8vIB5fOUiHKI02ia15kUQDLZJEJygGGjU2cVAhjrSGiEbUJFcyiibvEE8ZzMQhMiKGSEcgBiQoQ78B03ZANJkEpBE5a+ggSiNKSyNEDSB4zx/rKdkUVV1NVVfV08X3c1111Vr3etba995X1a5frcNeqSokSZLUl5+Y7wYkSZL0UIY0SZKkDhnSJEmSOmRIkyRJ6pAhTZIkqUOGNEmSpA4Z0iTNSJJ3JfnYfPcxF5L8cZK/nmTZAUk2zHVPW9tCeR7SQrD9fDcgqW9Jvjcy+zjgHuD+Nv/GqvqTue9KW0uSApZW1fr57kXSgxnSJG1WVT1hbDrJTcBvVdU/zF9HkvTI4OFOSTMyeggwyZIkleT1SW5OckeSNyV5bpKrknw3yYfHrf+bSa5vY9ckedokj/OYJH+d5Pa2ncuS7NaWvb5t49+T3JjkjSPrXZ/kZSPz2yfZmGSfNr9/kn9u27wyyQEjY/dM8vm23bXArlvwerwryXeS3JTkNa323CTfTrLdyLhXJLlykm18PMlHknwmyfeS/J8kP5Xkz9vr9JUkvzAy/v9NcnF7Dtcmefm4bZ2U5Pz2PC5N8jNt2RfasCvb47x6ZL3fT3JbkluTvH6q5y1p6zOkSZoNzwOWAq8G/hz4Q+DFwLOAVyX5FYAkK4B3Aa8AFgH/CJw5yTZXAjsCewBPAt4E/EdbdhvwMuCJwOuBE8ZCWNveESPbORj4TlV9KcnuwPnA+4BdgD8APpVkURv7N8DlDOHsva2HzfmpNnb3NvaUJM+sqsuA24GDRsa+Fjh9M9t6FfBHbXv3AP8CfKnNnwP8T4AkjwL+f+CzwE8CbwU+keSZI9s6HHg3sDOwHng/QFX9p7b82VX1hKr65Mjz2LE9j6OAk5LsPMVzl7SVGdIkzYb3VtXdVfVZ4PvAmVV1W1XdwhDExvYCvQn471V1fVXdB/wJ8JxJ9qb9kCGcPb2q7q+qy6vqLoCqOr+q/q0Gn2cILC9o6/0N8PIkj2vzv8EDQfC/ABdU1QVV9aOqWgusA16S5KnAc4H/r6ruqaovMIShqYyN/zxDAHxVq5/WHo8kuzCExb/ZzHbObc/xbuBc4O6qOr2q7gc+OfIa7g88ATi+qu6tqouAv+PBwfTcqvpie40/ATxniufwQ+A9VfXDqroA+B7wzCnWkbSVGdIkzYZvj0z/xwTzY+e5PQ34UDtM911gExCGPTjjnQGsAc5K8s0kf9r2IpHkkCSXJNnUtvMS2qHJdkL89cCvtaD2ch4IR08DXjn2+G3d5wNPBp4C3FFV3x/p4etTPO+Jxj+lTf916+HxDMHtH6vq1s1sa0tfw6cAN1fVj8Y97uhr+K2R6R+MrDuZ21ugezjrSNrKDGmS5tPNDFeI7jTy9diq+ufxA9tenXdX1V7ALzEc3jwyyaOBTwF/BuxWVTsBFzCEvTFjhzxXANeNXMl4M3DGuMd/fFUdD9wK7NxC1ZinTvF8Jhr/zdb/LQyHLF/BcKjzjClfnS3zTWCPJKPv508FbtlK25c0TwxpkubTR4F3JnkWQJIdk7xyooFJXpjk59rJ93cxHJL7EbAD8GhgI3BfkkN48LlfAGe12m/z4EOMY3u3Dk6yXbs44YAki6vq6wyHPt+dZIckzwd+bQue09j4FzAEyb8dWXY68Hbg54BPb8G2tsSlDHu63p7kUe3Ch19jeM5b4tvAT2+lXiRtRYY0SfOmqs4FPsBwCPMu4BrgkEmG/xTDCfN3MRy+/DzDXrB/B94GnA3cwXDO2epxj3Mrw16sX2I4n2usfjPD3rV3MYS8m4H/ygPvjb/BcBHEJuA4Nn+iPwyHFe9g2Lv1CeBNVfWVkeXnMhxiPbeqfjDFtrZIVd3LEMoOAb4DfAQ4ctzjbs4fA6e1w72vmmqwpLmTqprvHiTpESPJvzEc4vWz5iRtlnvSJGmOJPnPQAEXzXcvkvrnHQckaQ4kuRjYC3jtuCsxJWlCHu6UJEnqkIc7JUmSOmRIkyRJ6tCU56QlWcXwWT+3VdXeI/W3AscA9wPnV9XbW/2dDPd6ux94W1WtafXlwIeA7YCPtQ+LJMmeDJ/n8ySGe+S9tqrubR9QeTqwL8M9715dVTdN1e+uu+5aS5Ys2aInL0mSNJ8uv/zy71TVoomWbcmFAx8HPszI5wMleSHDZws9u6ruSfKTrb4Xw418n8Vwq5J/SPKMttpJwK8CG4DLkqyuqusYPiPphKo6K8lHGQLeye37HVX19CSHt3GvnqrZJUuWsG7dui14WpIkSfMryaS3m5vycGe7qfCmceXfZriZ7z1tzG2tvgI4q91c+GvAemC/9rW+qm5sH7x4FrAiSYAXMXxAJQw3ID50ZFuntelzgAPbeEmSpAVvuuekPQN4QZJLk3w+yXNbfXeGT+wes6HVJqs/CfjuyI18x+oP2lZbfmcb/xBJjk6yLsm6jRs3TvMpSZIk9WO6IW17YBdgf4ZbqJw9n3u5quqUqlpWVcsWLZrwsK4kSdI2ZbohbQPw6Rp8keEmx7sCtwB7jIxb3GqT1W8Hdkqy/bg6o+u05Tu28ZIkSQvedEPa/wZeCNAuDNiB4ca+q4HDkzy6XbW5FPgicBmwNMmeSXZguLhgdQ2fpPs54LC23ZXAeW16dZunLb+o/ORdSZL0CLElH8FxJnAAsGuSDcBxwCpgVZJrgHuBlS1AXZvkbOA64D7gmKq6v23nLcAaho/gWFVV17aHeAdwVpL3AVcAp7b6qcAZSdYzXLhw+FZ4vpIkSduEBXdbqGXLlpUfwSFJkrYFSS6vqmUTLfOOA5IkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1aMrPSZMkSZorS449f75b+LGbjn/pvD6+IU2SpAXO4LNt8nCnJElShwxpkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1aMqQlmRVktuSXDPBst9PUkl2bfNJcmKS9UmuSrLPyNiVSW5oXytH6vsmubqtc2KStPouSda28WuT7Lx1nrIkSVL/tmRP2seB5eOLSfYADgK+MVI+BFjavo4GTm5jdwGOA54H7AccNxK6TgbeMLLe2GMdC1xYVUuBC9u8JEnSI8KUIa2qvgBsmmDRCcDbgRqprQBOr8ElwE5JngwcDKytqk1VdQewFljelj2xqi6pqgJOBw4d2dZpbfq0kbokSdKCN61z0pKsAG6pqivHLdoduHlkfkOrba6+YYI6wG5VdWub/haw22b6OTrJuiTrNm7c+HCfjiRJUncedkhL8jjgXcB/2/rtTKztZavNLD+lqpZV1bJFixbNVVuSJEmzZjp70n4G2BO4MslNwGLgS0l+CrgF2GNk7OJW21x98QR1gG+3w6G077dNo1dJkqRt0sMOaVV1dVX9ZFUtqaolDIco96mqbwGrgSPbVZ77A3e2Q5ZrgIOS7NwuGDgIWNOW3ZVk/3ZV55HAee2hVgNjV4GuHKlLkiQteFvyERxnAv8CPDPJhiRHbWb4BcCNwHrgL4E3A1TVJuC9wGXt6z2tRhvzsbbOvwGfafXjgV9NcgPw4jYvSZL0iLD9VAOq6ogpli8ZmS7gmEnGrQJWTVBfB+w9Qf124MCp+pMkSVqIvOOAJElShwxpkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHVoypCWZFWS25JcM1L7H0m+kuSqJOcm2Wlk2TuTrE/y1SQHj9SXt9r6JMeO1PdMcmmrfzLJDq3+6Da/vi1fsrWetCRJUu+2ZE/ax4Hl42prgb2r6ueBfwXeCZBkL+Bw4FltnY8k2S7JdsBJwCHAXsARbSzAB4ATqurpwB3AUa1+FHBHq5/QxkmSJD0iTBnSquoLwKZxtc9W1X1t9hJgcZteAZxVVfdU1deA9cB+7Wt9Vd1YVfcCZwErkgR4EXBOW/804NCRbZ3Wps8BDmzjJUmSFrytcU7abwKfadO7AzePLNvQapPVnwR8dyTwjdUftK22/M42XpIkacGbUUhL8ofAfcAntk470+7j6CTrkqzbuHHjfLYiSZK0VUw7pCV5HfAy4DVVVa18C7DHyLDFrTZZ/XZgpyTbj6s/aFtt+Y5t/ENU1SlVtayqli1atGi6T0mSJKkb0wppSZYDbwdeXlU/GFm0Gji8XZm5J7AU+CJwGbC0Xcm5A8PFBatbuPsccFhbfyVw3si2Vrbpw4CLRsKgJEnSgrb9VAOSnAkcAOyaZANwHMPVnI8G1rZz+S+pqjdV1bVJzgauYzgMekxV3d+28xZgDbAdsKqqrm0P8Q7grCTvA64ATm31U4EzkqxnuHDh8K3wfCVJ2iqWHHv+fLfwYzcd/9L5bkGzYMqQVlVHTFA+dYLa2Pj3A++foH4BcMEE9RsZrv4cX78beOVU/UmSJC1E3nFAkiSpQ4Y0SZKkDhnSJEmSOmRIkyRJ6pAhTZIkqUOGNEmSpA4Z0iRJkjpkSJMkSeqQIU2SJKlDhjRJkqQOGdIkSZI6ZEiTJEnqkCFNkiSpQ4Y0SZKkDhnSJEmSOmRIkyRJ6pAhTZIkqUOGNEmSpA4Z0iRJkjpkSJMkSeqQIU2SJKlDhjRJkqQOGdIkSZI6ZEiTJEnqkCFNkiSpQ4Y0SZKkDhnSJEmSOmRIkyRJ6pAhTZIkqUOGNEmSpA4Z0iRJkjpkSJMkSerQlCEtyaoktyW5ZqS2S5K1SW5o33du9SQ5Mcn6JFcl2WdknZVt/A1JVo7U901ydVvnxCTZ3GNIkiQ9EmzJnrSPA8vH1Y4FLqyqpcCFbR7gEGBp+zoaOBmGwAUcBzwP2A84biR0nQy8YWS95VM8hiRJ0oI3ZUirqi8Am8aVVwCntenTgENH6qfX4BJgpyRPBg4G1lbVpqq6A1gLLG/LnlhVl1RVAaeP29ZEjyFJkrTgTfectN2q6tY2/S1gtza9O3DzyLgNrba5+oYJ6pt7jIdIcnSSdUnWbdy4cRpPR5IkqS8zvnCg7QGrrdDLtB+jqk6pqmVVtWzRokWz2YokSdKcmG5I+3Y7VEn7flur3wLsMTJucattrr54gvrmHkOSJGnBm25IWw2MXaG5EjhvpH5ku8pzf+DOdshyDXBQkp3bBQMHAWvasruS7N+u6jxy3LYmegxJkqQFb/upBiQ5EzgA2DXJBoarNI8Hzk5yFPB14FVt+AXAS4D1wA+A1wNU1aYk7wUua+PeU1VjFyO8meEK0scCn2lfbOYxJEmSFrwpQ1pVHTHJogMnGFvAMZNsZxWwaoL6OmDvCeq3T/QYkiRJjwRThjRJkubKkmPPn+8Wfuym41863y3oEc7bQkmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHfLDbCVpGvzQVUmzzT1pkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdmlFIS/J7Sa5Nck2SM5M8JsmeSS5Nsj7JJ5Ps0MY+us2vb8uXjGznna3+1SQHj9SXt9r6JMfOpFdJkqRtybRDWpLdgbcBy6pqb2A74HDgA8AJVfV04A7gqLbKUcAdrX5CG0eSvdp6zwKWAx9Jsl2S7YCTgEOAvYAj2lhJkqQFb6aHO7cHHptke+BxwK3Ai4Bz2vLTgEPb9Io2T1t+YJK0+llVdU9VfQ1YD+zXvtZX1Y1VdS9wVhsrSZK04E07pFXVLcCfAd9gCGd3ApcD362q+9qwDcDubXp34Oa27n1t/JNG6+PWmaz+EEmOTrIuybqNGzdO9ylJkiR1YyaHO3dm2LO1J/AU4PEMhyvnXFWdUlXLqmrZokWL5qMFSZKkrWomhztfDHytqjZW1Q+BTwO/DOzUDn8CLAZuadO3AHsAtOU7AreP1setM1ldkiRpwZtJSPsGsH+Sx7Vzyw4ErgM+BxzWxqwEzmvTq9s8bflFVVWtfni7+nNPYCnwReAyYGm7WnQHhosLVs+gX0mSpG3G9lMPmVhVXZrkHOBLwH3AFcApwPnAWUne12qntlVOBc5Ish7YxBC6qKprk5zNEPDuA46pqvsBkrwFWMNw5eiqqrp2uv1KkiRtS6Yd0gCq6jjguHHlGxmuzBw/9m7glZNs5/3A+yeoXwBcMJMeJUmStkXecUCSJKlDM9qTJj1SLTn2/Plu4cduOv6l892CJGkWuCdNkiSpQ4Y0SZKkDnm4c4HzsJwkSdsm96RJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdcirO6fBKyYlSdJsc0+aJElShwxpkiRJHfJwp7rhYWRJkh7gnjRJkqQOGdIkSZI6ZEiTJEnqkOekSQuc5/pJ0rbJPWmSJEkdMqRJkiR1yMOdkrrhoVlJeoB70iRJkjpkSJMkSeqQIU2SJKlDhjRJkqQOGdIkSZI6ZEiTJEnqkCFNkiSpQ4Y0SZKkDhnSJEmSOmRIkyRJ6tCMQlqSnZKck+QrSa5P8otJdkmyNskN7fvObWySnJhkfZKrkuwzsp2VbfwNSVaO1PdNcnVb58QkmUm/kiRJ24qZ7kn7EPD3VfWzwLOB64FjgQurailwYZsHOARY2r6OBk4GSLILcBzwPGA/4LixYNfGvGFkveUz7FeSJGmbMO0brCfZEfhPwOsAqupe4N4kK4AD2rDTgIuBdwArgNOrqoBL2l64J7exa6tqU9vuWmB5kouBJ1bVJa1+OnAo8Jnp9ixJj0TeuF7aNs1kT9qewEbgr5JckeRjSR4P7FZVt7Yx3wJ2a9O7AzePrL+h1TZX3zBBXZIkacGbSUjbHtgHOLmqfgH4Pg8c2gSg7TWrGTzGFklydJJ1SdZt3Lhxth9OkiRp1s0kpG0ANlTVpW3+HIbQ9u12GJP2/ba2/BZgj5H1F7fa5uqLJ6g/RFWdUlXLqmrZokWLZvCUJEmS+jDtkFZV3wJuTvLMVjoQuA5YDYxdobkSOK9NrwaObFd57g/c2Q6LrgEOSrJzu2DgIGBNW3ZXkv3bVZ1HjmxLkiRpQZv2hQPNW4FPJNkBuBF4PUPwOzvJUcDXgVe1sRcALwHWAz9oY6mqTUneC1zWxr1n7CIC4M3Ax4HHMlww4EUDkiTpEWFGIa2qvgwsm2DRgROMLeCYSbazClg1QX0dsPdMepQkSdoWeccBSZKkDhnSJEmSOmRIkyRJ6pAhTZIkqUOGNEmSpA4Z0iRJkjpkSJMkSeqQIU2SJKlDhjRJkqQOGdIkSZI6ZEiTJEnqkCFNkiSpQ4Y0SZKkDhnSJEmSOmRIkyRJ6pAhTZIkqUOGNEmSpA4Z0iRJkjpkSJMkSeqQIU2SJKlDhjRJkqQOGdIkSZI6ZEiTJEnqkCFNkiSpQ4Y0SZKkDhnSJEmSOmRIkyRJ6pAhTZIkqUOGNEmSpA4Z0iRJkjpkSJMkSeqQIU2SJKlDMw5pSbZLckWSv2vzeya5NMn6JJ9MskOrP7rNr2/Ll4xs452t/tUkB4/Ul7fa+iTHzrRXSZKkbcXW2JP2O8D1I/MfAE6oqqcDdwBHtfpRwB2tfkIbR5K9gMOBZwHLgY+04LcdcBJwCLAXcEQbK0mStODNKKQlWQy8FPhYmw/wIuCcNuQ04NA2vaLN05Yf2MavAM6qqnuq6mvAemC/9rW+qm6sqnuBs9pYSZKkBW+me9L+HHg78KM2/yTgu1V1X5vfAOzepncHbgZoy+9s439cH7fOZPWHSHJ0knVJ1m3cuHGGT0mSJGn+TTukJXkZcFtVXb4V+5mWqjqlqpZV1bJFixbNdzuSJEkztv0M1v1l4OVJXgI8Bngi8CFgpyTbt71li4Fb2vhbgD2ADUm2B3YEbh+pjxldZ7K6JEnSgjbtPWlV9c6qWlxVSxhO/L+oql4DfA44rA1bCZzXple3edryi6qqWv3wdvXnnsBS4IvAZcDSdrXoDu0xVk+3X0mSpG3JTPakTeYdwFlJ3gdcAZza6qcCZyRZD2xiCF1U1bVJzgauA+4Djqmq+wGSvAVYA2wHrKqqa2ehX0mSpO5slZBWVRcDF7fpGxmuzBw/5m7glZOs/37g/RPULwAu2Bo9SpIkbUu844AkSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdWjaIS3JHkk+l+S6JNcm+Z1W3yXJ2iQ3tO87t3qSnJhkfZKrkuwzsq2VbfwNSVaO1PdNcnVb58QkmcmTlSRJ2lbMZE/afcDvV9VewP7AMUn2Ao4FLqyqpcCFbR7gEGBp+zoaOBmGUAccBzwP2A84bizYtTFvGFlv+Qz6lSRJ2mZMO6RV1a1V9aU2/e/A9cDuwArgtDbsNODQNr0COL0GlwA7JXkycDCwtqo2VdUdwFpgeVv2xKq6pKoKOH1kW5IkSQvaVjknLckS4BeAS4HdqurWtuhbwG5tenfg5pHVNrTa5uobJqhP9PhHJ1mXZN3GjRtn9FwkSZJ6MOOQluQJwKeA362qu0aXtT1gNdPHmEpVnVJVy6pq2aJFi2b74SRJkmbdjEJakkcxBLRPVNWnW/nb7VAl7fttrX4LsMfI6otbbXP1xRPUJUmSFryZXN0Z4FTg+qr6nyOLVgNjV2iuBM4bqR/ZrvLcH7izHRZdAxyUZOd2wcBBwJq27K4k+7fHOnJkW5IkSQva9jNY95eB1wJXJ/lyq70LOB44O8lRwNeBV7VlFwAvAdYDPwBeD1BVm5K8F7isjXtPVW1q028GPg48FvhM+5IkSVrwph3SquqfgMk+t+zACcYXcMwk21oFrJqgvg7Ye7o9SpIkbau844AkSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdciQJkmS1CFDmiRJUocMaZIkSR0ypEmSJHXIkCZJktQhQ5okSVKHDGmSJEkdMqRJkiR1yJAmSZLUIUOaJElShwxpkiRJHTKkSZIkdaj7kJZkeZKvJlmf5Nj57keSJGkudB3SkmwHnAQcAuwFHJFkr/ntSpIkafZ1HdKA/YD1VXVjVd0LnAWsmOeeJEmSZl3vIW134OaR+Q2tJkmStKClqua7h0klOQxYXlW/1eZfCzyvqt4ybtzRwNFt9pnAV+e00enbFfjOfDexBbaVPsFeZ4u9zg57nR32OjvsdXY8raoWTbRg+7nu5GG6BdhjZH5xqz1IVZ0CnDJXTW0tSdZV1bL57mMq20qfYK+zxV5nh73ODnudHfY693o/3HkZsDTJnkl2AA4HVs9zT5IkSbOu6z1pVXVfkrcAa4DtgFVVde08tyVJkjTrug5pAFV1AXDBfPcxS7aVQ7TbSp9gr7PFXmeHvc4Oe50d9jrHur5wQJIk6ZGq93PSJEmSHpEMabMsyffmu4epJLk/yZdHvpZsZuwBSf5u7rp7yONXkr8emd8+ycb57GkqSQ5tff/sfPcykW3xNYVt43drvKl6TnJxknm7Iq33n9VRSf4wybVJrmrvW8+b754mk2RxkvOS3JDk35J8qF0MN9n4303yuLnssT1uJfngyPwfJPnjue5jS4z83bo2yZVJfj/Jgss0C+4JaVr+o6qeM/J103w3tBnfB/ZO8tg2/6tM8LEsm5Nkrs/FPAL4p/Z9i7Xbos2FGb+mWjCm9bM615L8IvAyYJ+q+nngxTz4g8+7kSTAp4H/XVVLgWcATwDev5nVfheY85AG3AO8Ismu8/DYD9fY361nMbxnHQIcN889bXWGtDmQ5AlJLkzypSRXJ1nR6kuSXJ/kL9t/A58d+UM5r5Jsl+R/JLms/af6xpHFT0xyfrvx/Ufn4b+XC4CXtukjgDPHFiTZL8m/JLkiyT8neWarvy7J6iQXARfOVaNJngA8HziK4SNkxvZGfmGi1zDJ95J8MMmVwC/OVZ9M7zX9QpLnjIz7pyTPnsOeH7JnN8mHk7yuTd+U5N0jv3dd7B3aXM/zaTM/q5O9vi9J8pUklyc5cY73vD4Z+E5V3QNQVd+pqm8m2TfJ51tPa5I8ufV6cdt79eUk1yTZbw57fRFwd1X9Vev1fuD3gN9M8vgkf9Z6uirJW5O8DXgK8Lkkn5vDPgHuYzjh/vfGL2h/ry5qfV6Y5KlJdkzy9ZH3r8cnuTnJo+ay6aq6jeED7d+SwaR/v5K8o70fXJnk+LnsczoMaXPjbuDXq2of4IXAB9t/VwBLgZPafwPfBf7zPPT32DxwqPPcVjsKuLOqnnzxjW4AAAWaSURBVAs8F3hDkj3bsv2AtzLc9P5ngFfMcb9nAYcneQzw88ClI8u+Arygqn4B+G/An4ws2wc4rKp+Zc46He41+/dV9a/A7Un2bfXJXsPHA5dW1bOr6p/msM/pvKanAq8DSPIM4DFVdeWcdbxlvtN+704G/mC+m+ncZD+rD9F+Tv4COKSq9gUm/LT0WfRZYI8k/5rkI0l+pQWD/8XwO74vsIoH7616XFU9B3hzWzZXngVcPlqoqruAbwC/BSwBntP2CH6iqk4Evgm8sKpeOId9jjkJeE2SHcfV/xdw2lifwIlVdSfwZWDsPfVlwJqq+uGcddtU1Y0MH9X1k0zy9yvJIQw/58+rqmcDfzrXfT5chrS5EeBPklwF/APD/Ud3a8u+VlVfbtOXM/zCzrXRw52/3moHAUcm+TLDH+wnMQRKgC+2m97fz7DH5flz2WxVXcXwOh3BQz+eZUfgb5NcA5zA8AY5Zm1VbZqTJh9wBEMAon0fO4w02Wt4P/CpuW1x2q/p3wIva38cfxP4+Jw0+/B8un2fr9+tbclkP6sT+Vngxqr6Wps/czNjt7qq+h6wL8Pek43AJ4E3AnsDa9v71h8x3KVmzJlt3S8wHA3YaS57nsQBwF9U1X0A8/D+9BAtQJ4OvG3col8E/qZNn8ED71mfBF7dpg9v8/Ntsr9fLwb+qqp+AH283lPp/nPSFojXMPynuW9V/TDJTcBj2rJ7RsbdD3RxuJMhWL61qtY8qJgcAIz/3Jb5+ByX1cCfMbzJPWmk/l7gc1X16xkugLh4ZNn356g3AJLswnCo4+eSFMN/eQWcz+Sv4d0tuM2Hh/WaVtUPkqxl+M/0VQx/NOfafTz4n83HjFs+9vt1P/28303V85zbzM/qeXTW65j2e3IxcHGSq4FjgGurarLTBObrfes64LDRQpInAk8FbpqjHh6uPwe+BPzVFoxdzbATYheG94CLZrOxyST5aYbf89uY/O/XwfPR20y4J21u7Ajc1gLaC4GnzXdDW2AN8Ntj5xYkeUaSx7dl+7Vdxz/B8B/UXB6WG7MKeHdVXT2uviMPnPT+ujnt6KEOA86oqqdV1ZKq2gP4GvAC+ngNx5vOa/ox4ETgsqq6Y3bbm9DXgb2SPLrtGTlwHnp4uHrsebKf1Z9g4l6/Cvx0HrgS/NXjNzibkjwzydKR0nOA64FFGS4qIMmjkozuSX91qz+f4VDYnXPU7oXA45Ic2R5/O+CDDHue1wBvTLuYqQUdgH8H/p856u8h2h6msxkOG475Z9q5igw7Hv6xjf0ewy0cPwT83Xz8k5lkEfBR4MM1fPjrZH+/1gKvT7tyduT17pYhbRa1X7x7GI7fL2v/7R3JcI5P7z7G8B/gl9phrr/ggT0RlwEfZnhT/Bpw7oRbmEVVtaGduzHenwL/PckVzP+ekyN46GvzqVaf99dwvOm8plV1OXAXW/Yf91Yz9rtVVTcz/DG5pn2/Yi77eDg673myn9XDmaDXqvoPhnO7/j7J5QyhYq5CDwxXR56W5Lp2GsleDOdLHgZ8IMOFN18Gfmlknbvbz/BHeXD4mFUtNPw68MokNwD/ynCe8rsY3me/AVzVev6NttopDK/tXF84MOqDwOhVnm9lCDhXAa8Ffmdk2SeB/8LcHuocO5f6WobTiD4LvLstm/DvV1X9PcOev3XtUGj356l6x4FZlOFKt7+sqrm8kkida4eM/6CqXjbfvcxUkqcwHHL62ar60Rw+7jb3u7Ut9rw5SZ5QVd9rF0GdBNxQVSfMd18TSXIxw+/cuvnuRXo43JM2S5K8ieFE1T+a716k2dAO31wK/OEcB7Rt7ndrW+x5C7yh7Y24luGQ+F/Mcz/SguOeNEmSpA65J02SJKlDhjRJkqQOGdIkSZI6ZEiTJEnqkCFNkiSpQ4Y0SZKkDv1f8ApRiPS7k/wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_saved = {\n",
    "    'Jan': 72135,\n",
    "    'Feb': 75145,\n",
    "    'Mar': 70579,\n",
    "    'Apr': 76760,\n",
    "    'May': 68975,\n",
    "    'Jun': 67406,\n",
    "    'Jul': 92737,\n",
    "    'Aug': 60992,\n",
    "    'Sep': 97272,\n",
    "    'Oct': 118188,\n",
    "    'Nov': 153604,\n",
    "    'Dec': 153948,\n",
    "\n",
    "}\n",
    "\n",
    "plt.bar(range(len(time_saved)), time_saved.values())\n",
    "plt.title('Time saved by month')\n",
    "plt.xticks(range(len(time_saved)), list(downloads.keys()))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f16fabd2048>"
      ]
     },
     "execution_count": 69,
     "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": [
    "data = [\n",
    "    [5477, 728555,  46704, 12505],\n",
    "    [6739, 638689,  43896, 10766],\n",
    "    [14361, 607736,  47453, 13436],\n",
    "    [6083, 486890, 118551, 14814],\n",
    "    [20229, 401528,  99818, 13478],\n",
    "    [75180, 343379,  86253, 15182],\n",
    "    [367114, 354708,  73733, 18934],\n",
    "    [461468, 244323,  73432, 25418],\n",
    "    [521792, 189160,  59094, 25222],\n",
    "    [584240, 205026, 101517, 23003],\n",
    "    [630775, 214699, 143212, 25820],\n",
    "    [616066, 180382, 179917, 21488],\n",
    "]\n",
    "\n",
    "py_vers = ['Python 3.7', 'Python 3.5', 'Python 2.7', 'others']\n",
    "\n",
    "d = {\n",
    "    ver: [month[i] / sum(month) for month in data]\n",
    "    for i, ver in enumerate(py_vers)\n",
    "}\n",
    "\n",
    "months = range(1, 13)\n",
    "plt.stackplot(months, d.values(), labels=d.keys())\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f16fafcd0b8>"
      ]
     },
     "execution_count": 76,
     "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": [
    "data = [\n",
    "     [700856, 70169, 22218],\n",
    "     [612283, 61838, 25987],\n",
    "     [599908, 60171, 22918],\n",
    "     [556278, 51744, 18323],\n",
    "     [470050, 47653, 17354],\n",
    "     [454124, 43594, 22284],\n",
    "     [732316, 61417, 20768],\n",
    "     [720826, 66501, 17366],\n",
    "     [705028, 68639, 21613],\n",
    "     [821376, 74655, 17766],\n",
    "     [911324, 79421, 23824],\n",
    "     [891456, 82827, 23733],\n",
    "]\n",
    "\n",
    "archs = ['armv7l', 'armv6l', 'others']\n",
    "\n",
    "d = {\n",
    "    arch: [month[i] / sum(month) for month in data]\n",
    "    for i, arch in enumerate(archs)\n",
    "}\n",
    "\n",
    "months = range(1, 13)\n",
    "plt.stackplot(months, d.values(), labels=d.keys())\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f16fa9bccf8>"
      ]
     },
     "execution_count": 75,
     "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": [
    "data = [\n",
    "    [759447,  25208,  8422],\n",
    "    [665966,  24483,  9522],\n",
    "    [643848,  31119,  7407],\n",
    "    [596670,  19546,  9876],\n",
    "    [506565,  17519, 10378],\n",
    "    [485744,  17528, 16340],\n",
    "    [768023,  28354, 16857],\n",
    "    [754545,  36802, 12777],\n",
    "    [751616,  26864, 16259],\n",
    "    [865667,  34231, 13580],\n",
    "    [962677,  32901, 18520],\n",
    "    [950068,  30461, 16860],\n",
    "]\n",
    "\n",
    "oss = ['Raspbian', 'Debian', 'others']\n",
    "\n",
    "d = {\n",
    "    os: [month[i] / sum(month) for month in data]\n",
    "    for i, os in enumerate(oss)\n",
    "}\n",
    "\n",
    "months = range(1, 13)\n",
    "plt.stackplot(months, d.values(), labels=d.keys())\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f16fafb67b8>"
      ]
     },
     "execution_count": 80,
     "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": [
    "data = [\n",
    "    [0, 758678, 424, 244, 33651],\n",
    "    [0, 665211, 355, 259, 34023],\n",
    "    [0, 643142, 328, 248, 38539],\n",
    "    [0, 595092, 385, 1028, 29455],\n",
    "    [0, 495681, 220, 10461, 27955],\n",
    "    [33451, 430570, 357, 21246, 33868],\n",
    "    [324486, 424497, 592, 17805, 45224],\n",
    "    [448408, 303119, 360, 2299, 49586],\n",
    "    [507407, 241571, 384, 1866, 43123],\n",
    "    [601500, 261499, 604, 1740, 47820],\n",
    "    [677179, 278023, 5156, 1952, 51438],\n",
    "    [704491, 244044, 228, 876, 47368],\n",
    "]\n",
    "\n",
    "distro_versions = ['Raspbian Buster', 'Raspbian Stretch', 'Raspbian Jessie', 'Raspbian (testing)', 'others']\n",
    "\n",
    "d = {\n",
    "    dv: [month[i] / sum(month) for month in data]\n",
    "    for i, dv in enumerate(distro_versions)\n",
    "}\n",
    "\n",
    "months = range(1, 13)\n",
    "plt.stackplot(months, d.values(), labels=d.keys())\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (15, 6)\n",
    "\n",
    "downloads = {\n",
    "    '00:00': 264125,\n",
    "    '01:00': 264946,\n",
    "    '02:00': 261761,\n",
    "    '03:00': 247450,\n",
    "    '04:00': 242250,\n",
    "    '05:00': 247956,\n",
    "    '06:00': 283498,\n",
    "    '07:00': 332229,\n",
    "    '08:00': 375837,\n",
    "    '09:00': 412869,\n",
    "    '10:00': 425218,\n",
    "    '11:00': 418954,\n",
    "    '12:00': 438654,\n",
    "    '13:00': 473899,\n",
    "    '14:00': 499082,\n",
    "    '15:00': 493541,\n",
    "    '16:00': 482716,\n",
    "    '17:00': 468915,\n",
    "    '18:00': 484636,\n",
    "    '19:00': 492256,\n",
    "    '20:00': 483939,\n",
    "    '21:00': 443765,\n",
    "    '22:00': 373285,\n",
    "    '23:00': 307041,\n",
    "}\n",
    "\n",
    "plt.bar(range(len(downloads)), downloads.values())\n",
    "plt.title('Downloads throughout the day')\n",
    "plt.xticks(range(len(downloads)), list(downloads.keys()))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "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": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}