visualization.ipynb

{
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   "cell_type": "code",
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   "metadata": {
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    {
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     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1c3664c0>"
     },
     "metadata": {},
     "execution_count": 13
    },
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "elcomercio = pd.read_csv('clean_elcomercio_2020_06_30_articles.csv')\n",
    "eluniversal = pd.read_csv('clean_eluniversal_2020_06_30_articles.csv')\n",
    "%matplotlib inline\n",
    "elcomercio['n_tokens_ntitle'].plot(style='k.')\n",
    "eluniversal['n_tokens_ntitle'].plot(style='r.')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "newspaper_uid\nelcomercio     [[AxesSubplot(0.125,0.125;0.336957x0.755), Axe...\neluniversal    [[AxesSubplot(0.125,0.125;0.336957x0.755), Axe...\ndtype: object"
     },
     "metadata": {},
     "execution_count": 15
    },
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "all_newspapers = pd.concat([eluniversal, elcomercio])\n",
    "\n",
    "grouped = all_newspapers.groupby('newspaper_uid')\n",
    "\n",
    "grouped.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "               min        mean   max\nnewspaper_uid                       \nelcomercio     144  489.633333  1923\neluniversal      9  260.507576  1051",
      "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>min</th>\n      <th>mean</th>\n      <th>max</th>\n    </tr>\n    <tr>\n      <th>newspaper_uid</th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>elcomercio</th>\n      <td>144</td>\n      <td>489.633333</td>\n      <td>1923</td>\n    </tr>\n    <tr>\n      <th>eluniversal</th>\n      <td>9</td>\n      <td>260.507576</td>\n      <td>1051</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 17
    }
   ],
   "source": [
    "grouped['n_tokens_nbody'].agg(['min', 'mean', 'max'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "newspaper_uid\nelcomercio     AxesSubplot(0.125,0.125;0.775x0.755)\neluniversal    AxesSubplot(0.125,0.125;0.775x0.755)\ndtype: object"
     },
     "metadata": {},
     "execution_count": 18
    },
    {
     "output_type": "display_data",
     "data": {
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u1HuevpybX6+/Qa1Cefo5oxB7pwNCvS8AMAtAE2Psw24fsXnNNseKc34753w153x1T09Pvk1UINS7tSETfb3+BrUK5ennjELsnbcDeJ1zPsg5TwD4HYA3AzjCGOsDAO1xQNu+H8Bc6fNzIOwghemGbu/UacqmbOmoGbm1BeXp54xCSH8fgDcxxhoZYwzA2wBsA/AggKu0ba4C8Hvt/wcBXMEYCzPGFgBYDGBtAftX8Ip6D+SmFTHULJTSzxl5r5HLOX+BMXYvgBcBJAFsBHA7gGYA9zDGPgFxY7hc234LY+weAFu17a/lXEXVSoJ6Xx/WZO/U6W9Qq1Cefs4oaGF0zvk3AXzT8nIMQvXbbX8TgJsK2adCHqj77B3J0lE6o7agRnE5Q83IrQcoe8f+f4Xqh1L6OUORfj2g3peUM9k7KpBbU1Cefs5QpF8PqPe6M1ylbNYsUmpyVq5QpF8PqPfJWTLRK0+/tqCsu5yhSL8ekKrz0soqe6d2oTz9nKFIv9aRTkOf+FyvFwVl7/iCivRrDekE9Mn+9dq/c4Qi/VpHPQS6poaBiaPO7xPRB8LK3qkGvHQX8BPbrO9MpJJAICL+Vzd0T1CkX+uoh0DXw18Ffnu18/t0s/OHavfGV0s4shk4sN7b8ofpBBAk0lfn1gsU6dc66kHpTwy4K31S9/5Q7d74agl6DCrubdtgo/i/Vvt3kaFIv9ZRDxUmkzH3YnK6vRNS9k41gEg/Gcu+bVqyd+o1USFHKNKvdVR7dsP2R4DRLMVYkzH3Cz6tlH5VgRS+Z6XfIP4v1bl99X+A8epd50ORfq2jmu0dzoG7rwTW/8x9u2TM/dh0eyesSL8akJPST0iB3BL070QUuOtKYNOvpn9f0wRF+rWOap68koqLNscns2znUekHVCC3KkBCJeWB9FNJSemX4NwmpwBwIBmd/n1NExTp1zqqeZEJurCyXWBZPX3K3lEpm1UBsnUqUelTm6o4fqBIv9ZRzfYOXWDZLv5kzHxzs4LLSl+RfsWDzqUX0k+VOGWTBIiXeEOFQpF+raOa8/S9Kv1UNqWvzcj1hwBwVWmz0pFLIDedAAIlDOQmtTZVm4CSoEi/1lHNKZu60s9m78Tdh9tyIFd+rlCZyMXeSSXLpPSVvaNQqahqe4eUfjZ7JyqI3GkGJx13IGR+rlCZoPPjJZBrUvol9PTdRpYVDkX6tQ5ZkVSbOvGi9FNJQ7k7HZ+cpy8/r3X0rwcmh8rdityhK32vefrlUPrVKxwU6dc66ELwBaqP7Lx4+rIadFJfur0TND+vZXAO3PkuYP1Py92S3KHn6Wex9dIpALzEnr5S+gqVDt3aaKg+W8ML6cvWT1alHzY/r2Wk4uJ3i42XuyW5w2vtHdouEALASkPEytNXqHjoF0a4CknfQ8qmTAxOxyeXVpaf1zKqOZ/cayCXSN4XFKO4Uto7SukrVCyocwZrVelL7zkRHLd6+lX2O+SDXNIeKw3pHJW+P6jZl6WcnFW9fUiRfq1Dt3ci1adwvSh9OdjnpL7kevpAfXj6OjlVIel7rb0jx6tKFbNSk7MUKh6kSIKR6lO4uQZys3n6gTrK3knVgr2TbVKerPT9KmXTIxTp1zqoc1ZlINeL0vdA+tbJWdX2O+SDZBXbOyRUsrVd9vRLZu+olE2FSkdaVvoFqJNyKEZZ6TtNvEp6SNmksgsUyOV1UIYhVcWK1Gsgl4i3HJ5+Nf6uGhTp1zpSstLP09YYOQD8yyzgwIvFa5cXmFS8g+rzEsi1evr1oPT1tMcqJCevgVxd6ZfD06/C31WDIv1ahx7ILSBlc+yQuACPv168dnmBTOhO/q6XlM2M7J068PSrNZCbThvnUb7pTxwD4hPmbcvq6VevcCiI9Blj7YyxexljrzLGtjHGzmKMdTLGHmeM7dAeO6Ttb2CM7WSMbWeMXVR48xWyIlWElE36jsRUcdrkFfJF7zTUz2VyVqCOCq6lqpX05bIh0rn9xSXAn26y37Ysnn79Kv1/B/AI53wpgNMAbANwPYAnOOeLATyhPQdjbBmAKwAsB3AxgB8xxvwF7l8hG0wpm/mSvkYcpSZ9eX9O+/bk6dehvaMHcquMnOT2yud27CAwfsSyLZ3XgPL0c0DepM8YawVwHoCfAgDnPM45HwZwCYCfa5v9HMD7tP8vAXAX5zzGOX8dwE4Ab8x3/woeoQdyC/D0qYOXeok4L0rflLLpZO/I9fRRH/X0q1Xpy+2Vz3liKvNYrEq/FBk1dZ69sxDAIIA7GGMbGWP/xRhrAjCDc34IALTHXm372QD2S5/v117LAGPsU4yx9Yyx9YOD1bvqfEVA9z0LWB+2bPaOB0/fk9K3FFxTSr9yIZ8bInnONdK3HEs5Z+TWo9IHEADwBgC3cc5PBzABzcpxALN5zTYPj3N+O+d8Ned8dU9PTwFNVEA6adQmyZcAqt7TTwLMJ4gBqDNPv8rIyU7pJ2MAuI3Spxm55fD0q2wEJaEQ0u8H0M85f0F7fi/ETeAIY6wPALTHAWn7udLn5wA4WMD+FbwgnTBS2twWGnGD1xmSxYan7B2PpZWZ3yB9lb1TuZDbq8eSJjPfAySlX0JPX69pVL2jxbxJn3N+GMB+xtgS7aW3AdgK4EEAV2mvXQXg99r/DwK4gjEWZowtALAYwNp896/gEamkMfwF8iM8XelPFq9dXpCMGT68o9KXScKlyqbPL/6A+rB3UlVq78jnkM45jTCzefqlzNOvYnsnUODnPw/gV4yxEIDdAD4GcSO5hzH2CQD7AFwOAJzzLYyxeyBuDEkA13JeD+PsMiOd1JS+RHj+HE87dfBEGZR+pA2YGHTx9KXXHZV+2hjt0PNaRy0o/Wykb83T97KmbqGogZTNgkifc74JwGqbt97msP1NAG6ye09hmpBOWJR+HipXt3fK4OlnI32THeDm6fuFr0/Pax1eFyKpNOi1oiKGdafbO5bzm1Fl0zJ5azogB3I5B5hdqLKyoWbk1jpSpPQLyFyhIXe5lD7gYu/ISt/N3vFJo506GGDqtXeq7AZHxB5qzlHplziQC1RtP1KkX+uQA7lAnp6+JaBWKpDSB1zsnTgQbBL/u1XZNNk71Xmx5oRqt3fCzdkDuWXx9D0kDlQ4FOnXOtJJw/ME8uuoZZucFQUi7e77TsUEQQDuM3KZX/zR81pHta6cpSv9lkyln7QqfbnKZqlq73go8FfhUKRf60hZlX4+9k65ArlelH4UCGVR+um0lr0TMJ7XOogwebq6bAid9JtyUPolLsMQaND2X53iQZF+rYMmZxWF9Ett70SBSKv2v0vKJpG+W5VN5he+vtt2tQS7fPdqgGzv0I1e9/SzzcidZuXNuWgTjSyr6XeVoEi/1kEpmsXw9Etp73AurJtAg1jxys3eCTSIzBy37B2fZO/Uk6cPVBc5paVAbjopRmWVkqdP+w8R6St7R6ESkUpoF0UBfnY5yjAQaQXCIn3PrQxDICyO0a32jq/OZuR6KURXiaC+pqvpmMuMXMnT95fA3iHhkS2GVOFQpF/roMlZhRQbS5eD9LULLBARpO5WcC0Q1moLZbN36iiQm6xWe0cK5ALi/NK55ynzDTud0AL0rDSePgkPXelXZz9SpF/rSCUs9k6Bk7Pyqd2TD3JR+v6wu6ebtqZs1kEgN1Wl9o5uoTQZz+VYknUyHomZkpC+dvMJKaWvUMkoSiDXph7KdMOr0k/JSt+N9H31NSM36WGmciXCau8kY+YRpnV5TJ9M+tNs21HfD7eY21plUKRf69AnZ2nWRj5DUvlCK1UGj2elH8/u6WfYO/Xg6VepvSMHcgGN9GWlnzD/T3WkSpGnn+HpV6d4UKRf68ioslmApw+ULoPHs6cfFZU4/S4rJ2XYO/VA+tVu78iBXCeln7Ao/VJ5+krpK5QayThw+1uB1/+SfVu9ymYR8vSB0gVzdaUfEUs9ui2XGIhoK4N5TNmsUoWWE+TyFNV0vHTjDkuBXCfSJ0EDlNbTV9k7CiXH1BBw8EXg4Mbs22bU3qkW0ielHxZ/jgujx4FASCg+x9o7acsiKnUSyK3GSUS60m80nsv2TtKq9MneCWizj4t0bh+4NlNUWQO5SukrlAzU+eIe/HXd3qGUzQImZ8n7nm7ISt/J06cZkoGIe552PS6ikoxL5FRlpO8PiYwsIIvSl7N3ijjxLpUENv0S2Pm/5tfphhNWpK9QalANHC9BVWsgN2+lr9UNL5nS1/YTdPH000kAXEvZdMveIXuHAWD14+lXIzlRRk5AJv1J6P3PzdMHinOsuqiasH+dPH1l7yiUDMlcSL9IgdywVgOnHJ6+k9LXLaCQOEb5IhzebxAAZe8ApSvBW24k41LAsQKV/pb7gR+flznvIxXXZthqy2RSIJdqMJmyd6RV4Arp31ZQX4uN279ejTdTCYr0qxHWkrNuyKiymUdHTcWlwFqZPH07pU/D7UBEU/q02MsUcOsbgU2/Fs/J3gFKV4K33EjFzBOcKg2HXwEOvZR5XsneCUTEc7J3qNpqNqVfFNInpW8lfevkrOrsR4r0qxFEvNbhpx0yJmfl4+knDaVVqvLKppRNB6VPaYmUskk3tPiEGAWND4jntIgKYAT8ahmcC3LUSb8CyclJuFAMKkBKXwvk0roKplRUy4xcoDijOEfSV0pfoVzIRenrVTYL8fTjkr1TjslZTkpfGg3Inr6+6Ib2fjplzMZldaD0U9aAYwUqfUfSJ3vHEsjVlb5EtNYZufRasdqmPH2FigFdKF4IuBiLqKQTUl37Min9dCJTxen2Ttjs6dNFK5O+bu/4at/Tz5hEVImkb6mVTyDLRg/kRs1rJWdk70yDp59Snr5CpUFXSVlIn3PN2ggWVmUzVcZArj9kzuQwtYu20QqukY2RtCj9DHunxkk/ozxxBZKTXMTP9HpCs+s0eyc6Ih51e0dW+tPl6bsoffmGVKUjRkX61QgnlWSFvrJQoYuoJDQCYaWdnBWIiDRLWp7OOsqQLSBXpZ80snfqwt6xlgCuIqVP9g4R69SweLRV+slp9vTHLK9LazcAlXkz9QBF+sXG5vuAjb+c3n045RFbQeRWcJ6+lFFRsuydmHHhOyl9mfTtPH0KOtMauYCWslnjgdwMG6ISSd/J008YKcbMB0Q10m9oN38OsMzILeLEOzelTwIDqMzf1QMC5W5AzSCVAB79J2Dt7UBjF3D6h6dvX16VvnU5OSB/e8cfEhOlSpm9Q2l7evqe5XiTkr0jz8i1Kn1u9fRrXelXwbJ+rqQfEiM8f9hQ+mG7PH277J0ipmym4kaZD2ozpQcXa19lgFL6xcJvrxaE37EAmDw2vXXnE17tHWk5uUJmLJKiCjaW1tPPpvRTDkpf9/S199Mps72Ti6efSgJjR3JvfzlBxx3U1g6uxCwTp7hUWiLyQMhQ+iXN05f6mZy2SUqf1maoxJupByjSLxZ2PAasuho49x/F8/FpJApd6U+4r2Rlsnfy9Dwp57vk9o6d0i/A0/flOSN30y+BH64q7VKRhYKI0R8W560SbQg6N3aTs4jIZaXv6OlPx4xcqU0ZpK/1Rbf1GyocivSLgVRSdMbW2UBLn3ht9ND07Y9IjafdL2jd3ikgZZMI0h8UyrFk9k4Onr6fqmxKM3IBh+ydHAO5w/tFQG/iaO7HUC7oN0MtC6YSFSn1W6vSJ3sHEOd96rj43zZPX1b60+DpA+a0TblPuq3JXOFQpF8MUMcNNgAtM8X/Y9NJ+pLqdAvm6tk7QeGR5pO5oqtGIv1STc7yoPR1e4eqbCbM2yWlQK5ceyeXGbmk9KaGcmt/OWGaqRysbKVvFRFy7r1fsnfCzeIcuq2RC0yDvSNdXyal77Imc4WjYNJnjPkZYxsZYw9pzzsZY48zxnZojx3StjcwxnYyxrYzxi4qdN8VA1KWwUagdZb4f+zw9O1P7pRutoNu7xSw0IQcDA5ESltaOYP0rUpfmpxl8vSj5u1le4flGMiNaWl7k8dya385kZTsHV+lkr7bjFxS+lJ/CzZqoxY5e0eakVvIPJSMtsn2jpS2maH065T0AXwBwDbp+fUAnuCcLwbwhPYcjLFlAK4AsBzAxQB+xBjJryqHrvQbgYYO0TnHDk7j/qQLxU1566Qv+9m5Kn0aLaIHpO0AACAASURBVIQ0pV9KT99q71g9/ajRNn9Q2DjpdKaK5FIZBp8/N08/NioeJ6tQ6VeyvaPHXRyydwAjawYQfc96LNM1I9eT0q9TT58xNgfAuwD8l/TyJQB+rv3/cwDvk16/i3Me45y/DmAngDcWsv+Kga70G4SN0jKzhErfhfRlewfIr6yw/B0lJX0PSl+2d+QqogmrvVPAjFxd6VcR6ctKv1IVqZPSl3Pvqf4OoCl9y6jF1tMv4uQswMXTd1mTucJRqNL/AYDrAMgm6QzO+SEA0B57tddnA9gvbdevvZYBxtinGGPrGWPrBwcHC2xiCSArfQBomTXNnr7UKV3tHcmaATSVmyMByJ5+oKHE2TvZlD5511KZiVQii72TY1yDSL9Unv7IAWDf84V9B50zXelXor3jNiPXTelrx5JOi9jMtHv6Dtk7bmsyF4Jn/x1Y/7Pif6+EvEmfMfZuAAOc8w1eP2Lzmm2+Ief8ds75as756p6ennybWDrIgVxAKP1pzd6JGkTuFsjVM28klZuzp0+5/qWenCUpffpd7bJ3qFSDPmFGJv2oltLKLYuo5BDIJaVXKk//mf8H/OZDhX2HXJOoEpU+50YbbUsra2QvK/1ARNwE6FjkzDT5sViePk0Gk0k/FTcEyHTFSl66W/xNIwpR+mcDeC9jbA+AuwBcwBj7JYAjjLE+ANAetaLm6AcwV/r8HADTaHyXENRxaTHnlr5ptneiInYg79sOKZsLI9/snZJPzrJR+raqUAqsAYI09BmVMfNcBSD3Gbmltncmj4pRRSHWgbX6aKUpfdOay3bnVDtX+vnXbFN/yLjx21mXQPGUfqRdxIGcPP3psnfiY9M7xwcFkD7n/AbO+RzO+XyIAO2fOOcfBvAggKu0za4C8Hvt/wcBXMEYCzPGFgBYDGBt3i2vJGTYOzPFyYuNOX+moP1FgcZO877tYLV3/Pl4+mTvlKP2TrbsnahhAcievl0gzifV08/L0y+R0qfJSFRdMh+YUjYr0N5xyz4z2Tsa6dNIz2+n9Keh4FoqJka1oWZnT3+6ArnxCUH6bpMuC8R05OnfDOBCxtgOABdqz8E53wLgHgBbATwC4FrOa6TGrRzIBaY/bTMZBRo8kL5chgHIU+lL3xFsEJ8vhV0gK30qvpXh6ccl5SV5+gmbeQz5rJGbThspe6Xy9CkvnSYl5YMMpV9h9o4T6adTALh5Ri5giCl51JLRt4s8OSsQFiuPkb3DuUXpT9PvGhsX1/R0CUYUqeAa5/wpAE9p/x8D8DaH7W4CcFMx9llRIGKRlT4ggrndi43tnvsh0L8euPxOMVzNF8mYpPS95OkXkrIpB3Ijxj7pYpsOpLWZxrQ/xuznCKRihiqUi2DZZTflMyNX9nNLZe+Qwi+E9FMxAEwcsz/kbVnNUsIpEUHua4AxijMpfQrkOnj6xSBiIvdQs9EH0kkRODYp/SLbO6mEMUobP2IsXFRkqBm5xYBV6VMpBqvSf+1RYOsDwNbfoyAkpwxP3zWQazMELmRyVtChrn2xIS+DSAiEHQK5UgodYM7eAYyL1pfHjFz6bKi5dKQ/VQylr/0u5IMXy95JRIEfvRnY/efCvkduj4n0pTkhgKT0beyd6fb0AxFN6WvXlz4nRE7ZLLLSl0XGNPr6ivSLAXlGLmAo/VFLnHqkXzw+/o3CqnAmYyK7gPm9BXLlIXCuwSfZ06eLb7qDufJSiQQ7pW/1WAFz9g6Qae/kMiOXhtgd80Vxu+nOXOK8SEpf8sWLaUNMDAIDW4D+AkNxdH58QXOMyNpfdaVP9o6s9G1mmwPFy9P3h4Bwi+Hp6/WMpnFylizgpjERRJF+MZCY1Ka8a8QSbhHrk8onLp0GRg8As94ADO8FXvhxAfubEoGmYGOWQK52ARSUvSN5p7K9M52Qq2cSbJV+1CZ7hyZnafZZnOydPGbkEum3zxOP0+3rx8eNIHOhSl+2vYql9EmJFjrqIdJv6Mhi71hSduUyDPKqcMA0ePoRs6dvHX1OR8E1mfSV0q9wJKaMjklomWmeoDUxKDr1yjXA4ncAf/k+EB3NfV+ppCCGQESkiHrK3ilCyqY/aCiu6c7g8ar0rXnTgObpRw0/VLd38piRSyUYOjTSLzSD58/fA7b9wfl9snaAwpW+Tk5FLMNApFTo70CB5oZ2SyDXmm1mF8h1yt4pcu2dQNjs6Wco/WkouBZT9k71IDFhdExCa5+Z9Ec1a6dtDnD6R4DYCHB8T+77kgkx2GAoWTtk2Dt5BJ/Sks8aJKU/3Z6+V6Xv4unTQtoZ9k4OgVyr0i+U7Nb+GHjlXuf35TTNYin9Yubpx4s0UY36cKTd3dPX7R1pFqyevTOdnn7cUPoxN6Vf5FRY2dOfxoV7FOkXA7ZK30L65Oe3zjbWLs0nq8JE+k255ennWmwMME/wogXKCymvnEpmv2nYKv0Ge08/I3tHI31aU1XP3vEbj15n5MqePlC4rREddSfz6LD9/7liupR+sWYn0827oV2bQKedD6u94xbI9erp3/tx4KW7cmyfpvTDLZmBXLkMQ9HtnXFjH+PK069sJKYylT4VXaNJFiOS0g82aZ8rhPTD2QugFcXTtwnkFpK98+ebgZ++3X0br0o/FTNfhIBxU7EqfS8pm/FJ4D/PAfa9IJ4TyemkXwDZJWOivW5kTvaOL1DEQG4F2jvky1MGGtmF2QK5AUnp68kTZLfYePqci0y5XGvZyJ5+YkKr3Grpk9Nh79Dv27FAKf2KR2LSKMFAaOkTHZTU4Ui/IPuGDtGZAHdrxnFfVF+8IfuiJhnBrkJKKweLk70ztBsYfM19xqGjp29dGD2eae+Q0qeVlnR7x8OM3LFDwOFXgH1/Fc91e+cE8VgIEVP8xlXpjxj7K0bKJlBke6dIJSmIQOnGTH3aS8omfZbOTbhFPNotEpSYEs/715vjJVnbJ3n6gCD+DKU/DZOz6Ji6FilPv+LhZO8Ahpc/sl+ofMaMG0RB9o42YzAne6fAevrFyN6JjQmlJ/uXVliDZoBQdNabJKXWAcYxJqPiuBusSt/DjFxq07hWLio2agTMw62FKVwKCk+5lFegUUDH/CIofQvpF2NaP/2W8fHC4jp69o7Fgktblb41kCuNWoggiZiBzP5NvzlPAXue9tY2KgYXCBs2bGzcRulPY8pm50KRKZYscsxAQ+2S/tGdwLFdpdlXfDLT3pmxXDweelk8jhwQpA8UaO9Q52vIHsjNKDaWx3KJcgaQnr1TwAXvxRem30Um/dY5YrQkk5c8a5eIgr5fV5F29o4T6WvbksqKjRlKsqGjMIVLKj424rz/6AgAViSlL9k74MXJX5dFSiHpq0mrvUNKn4r7WUmflL40aqEbdFiatWolfTkwvutPubVNVvpxJ6U/TZ5+50LxOE1qv3ZJ/zdXAE/cWNzv3POs4c3LSExmKv3ORUC4DTigVZ4e6QfatOUDCrF3yOIIhLVArtvkrGLU3pE9/SIo/biHAmZkhZBFAwCdC8Sxy3MfZHIjUqcLx6r05ewdJ3vHjfQbu4qj9AHnYmpTwyLVtLFLkH4uJaBlpGI28xeKoBrllMJCForPsHe060Dua4BNyqZWw55z4/ek8wPYkL62TagF2PmEt9GOTO466Y8B49q6HnSjmi5PP9hkuAQ04iwyapf0W/uKW9M+nQZ+/bfAw1/NfM/O3vH5gFkrgYMviqHwxADQplWWDhbD3olk9/TTCUFyVOfHn0fKpmlyVhECuUQcEy4EShe0XHuE1M+QNnqjYbiV3GjYb/X0Tdk7ToFci70TH5dIv7MwdSvPyXBS8dFh0e6GDlEqIp5n0a1kXMqA0Qi0GARlqkVUSFDbau+Q0qe+RqWVbWrvAMLiiY1rGWVSsN96bunmuuSdYkLk0O7sbdMXoAlL4mxCzESOtBuz7afL0w81AS0zxPNpyuCpXdIvdPWqdNpc6W54r+j0O5/IJOvEpGHZyJi9CjiyxehsZO/4fIJA87F39ECuB9JPSUvPAfkrfeYTF5Q/IL6jkJRNL6WKo6MAmFBohK5F4pF+S/o8kbvPQvqhFtFWW9LPQemHiqT0veTgR0cEsZCazNfiScmBXIkoC0V8HPpM50J+CyJWsmayKn0r6ceNUZhcuDDD09d+8+WXikcvFo8sqmRP/8hWYdnS/nxBFM02I8QnxD6bNdKfplIMtUv6NDkqnyFydAS442LgtjcbQ8LBV8VjcgrY8bh5ezulDwjSTyeB7X8Uz4n0AW2Kdz72jjz8bNIClw7HmE6Zq2Hmk6eflhaqBrTSDwUofX2Cj4s9EBsVF7RP6p6tc8SFRqR/ZIt4nLFMPFqVfiAsfiO70srZ7J3osLAgqB2AKGU9WYDPLts7TpkkU5LSB/In/aTd4jJFsHfiE0bZcC/xjf3rgPs/k9nnqHwGJTSQXZi2ZO9QJdnGbvPrqbh5FEZw8vRnrRQT7HY9mb3NchKBbu+MAwPbgN5lxnbyZMBiIT4hrummXgBMefo5o2WW6ABu5GKHqePAL94H7H8BGN5nzJol0o+0matkplPaoguNGV+F2W8Qj9seFI8m0m/M096ROmUwy2SpdDGUvrT4NO033zIMcgXMbEo/bCkr6w+Icgg66W8WjzNOEY9WTz8QEcRvVfrML6wTO3/XVOVwINPTj4/ln1Hh1d5pKJbSt2Q1FYv02+YAYN6U/s7/BV76TaatQnnwul1oydOnc9mzBPj0X4AF54nn8g1MHoURrIsEybGhE84CDm7M3mZTdpxG+gPbxLmfIZF+MX9XQnxcHJM/ADR1K9LPGa2UMulxRcap48DztwG3ny8I5fwbxOuHNonHgVfFjWTZJcCOxwy1a10f19SGWSIoc+gl7bm0DnywKc/sHQrkRowbjVNgNZWwKP087R35O5q6gb3P5XfDku0yN9KIjdrXEu9cBByTlH5TL9CsraFszd4JRsRvROeHSfYOYD/iMRW8spI+EXGevr4pkOug9Itl75iUfhHtndiYNhJpN85fOu08cqHzffhlS/tixuRCwOi/VnsHAPpOk2JSsr0zml3px0bFeQ82ijZ76bMkqvySp79fm6zXu9zYjvpbIWUf4hPAvuel5+PGPptnTNsErdol/RZavcqDr398L3DLcuCR68VQ8sP3Aed8SdzND2qkP7gN6F0KnHyJODnkD1pr6VsxS1P7Tb3moFOoMU97R+uUQZn0HTpzOpmp9J3SzOKTwD0fzVRl1hvHRTcBR3cAf/hi7rnfspJ2C+RGRzKVPiCCuUO7xX4PvwLMXGG8Z/X0AxGzvSOnbAL2F6tMChMD4gZCvm5jl3jM18uOjgJN2g3KicyLZe+k4lLKZpGVfqjZHN94+S7g/62wJ1Ty1A9vNr/uSPoWe8cKun4okBtuNr9vZ+9E2sRNI9ioVTHN0mftlP6BF8Vj78nmfcltzhWcA/d+ArjjncZ5lo+peYYK5OaMXJT+0dcEcV7+c+CTT4jhZCAsTvKhTULNDL4G9Jws3ou0GZaNdX1cK8jika0dIPvEKickJKVv9UStSCfN1oyb0j/6mrCtNv/O/HrK4ukvugB46z8Br9wDrP9pbm2Pecz+cFT6C8V5Gj0o7LYZNsor7kT6kr0D2Pv68XHj/eH9wiaRPX1AjAAOveR+0wLERS3HWmIjQlCEmu2VcTKmLY7TbqQy5kP6GVlNOSj9bNYVKVGZ9Pc977yYt670X7HsJ5qF9B1WZbPaO1k9fakfhRrFOc9285NjZv6ANlqcEHMn5D5ZaFbU2p8Arz0srEY9W2zCrPRVymaOaOoVWSey0t/3vH3Qkzps32nm12etFEp/eK+4IHuWCAV14oXA7qfENtRhrWUYCE6kH2yC66xUJyS1pfD8IUnpO9w8Ugkj4AS4kz5doDSvgGCNCwDAuV8Wv8GjX8stw0CeUOMWa4mOmnP0CV1a2uaOR8XFS34+YEzDNyn9sFHnhcowuC22EZ8A2rW0WkoNpREHKf1fXgb8+DzgD3/v3H5A3BD//TRDWRIBNXTYkzkFHSPtxigul9IBBCJO0+QsZCf9F34M/Os89wCtndKnWJftMWmWlpX0aVKdNQXYOiPXCjqWZMwhkGtJVCClD5gnWrlBXl9Y/pxs7chtzEfpH94MPPZ/RHICYE4RpjhFywzBS/nO1XBB7ZK+PyDulpSrf3AT8LOLxHKFVtCP3txrfr1vpfBfdzwmntPwrmOe+Ew6nV3pzzpdPFKOPiFve0dbv5MxQyk5fU8ugVwiy/71mbNercNtnw/4m38THf7Z//Dedrk+fTal72TvAMBWbZQ1w+ZCtHr6eps92jsNHULVH9spXiNi6V4s4jmrrgbmnJHpU1sx8Cowss/w7+mYIu32nj4RPKl8p5tDNqQkTxqQskxcFO7BTeIGnpi0n3wIiD4R1+yHxk5x/jgXQU7APrOJ+tT4YbNqpfIZ/oAYiVpTNn1ZSD+VsA/k2nn61I+yCSS5bYDRd0h5y0FcuY35ePr/+00hAC79T/F8YtD4fWl/PUtFP8sn7pcFtUv6gFbeWLN3KJi632apt4lBcUcPWXLtZ60Ujy/9Rjz2LBGPjd1iqBgdNgjXydNv6BALoZ/5afPr+do7NDQGpHIOTvZOKtPe4Sl7X5Mu0IkBkbVESCXtPdbOhcCpfysqGHodhspVK6eG7eMLtGSgnb3TdoI4hj1Pi+PqPsn8vi9oVvpBmfSt9o6NgiIl2zzDIH1SeoEw8Le/AN59C7D4IvEbxVxGakTY9NvQMTW0uyv9hgJJ36pU5eCnHWLjovyw3m4HpZ+YEr+ZbO+MHpRqCtmR/qiRbimrfcreAcwpwF7tnWTUe8qmrvSliVZWbLgTeOzrRtsA4/ejffRaSL+QlM2RfuCENxkicmLQ+H3J0z/tCuDjj2QeYxFQ26TfOstQ+gNbxeOB9ZnbjQ8YQTYZvctFRzq4UQSGqQPRthNHM9fHtcPyS43VlwjBpuxDTcLTtwBPfFv8n4waNxjdE3X4Hjt7B7C3NuTsEvk3SsXN3yHj3C8LZfmcR7VP9k77PADcniioMqKd0vcHxGfTScNqs74vZzfJSj8je8dO6WtKq7nXuPHZXXS9S8Xj0e22hwlAIn3NOqQ0VEfSJ6Wv9bGClb5lRq4TOT3xbeD468DF3zW32wrqq6FmQeSpONC/znjfyd6Zd5b4P4P0pQVSdKWvzSCnc2QFjV5oX3akLx+nbBM6zYJPp4Anvwu8fLfWNielbxlVyus35IrJITGabOgUtuP4gPn3nWbUNunLSp8m8xx6OTNgNX4k09oBRIekuzFd6ADQRJkcR91TNt1AefpeMmC23G/MDUhISj9rINeSY+9GeET6/pCweOTvcMqm6D4RWPEBYN1PvdViyViUxMbisSvBIIMsHutFCGTOJzBN0bfaOw6efqhJKH0aCdjdfHq0vjDoQvpE4nLFTt3T92LvONwcsiFptXdcsnfSKWDzfcDy9wMnv0e85uTpU4CcPH0A2POM1H6bz8XGxE26ba6F9KPm9W/lgmtOKh8w+iH1G9vsHem8yvZOyMHe2f2UsJ/IrrIq/VCz6FddJ1raQr+ri73DObD7zyJeQtc518ROQ4ewSRu7hdKXf99pRm2TfmufGOLFJwXpN3YLJXTEkkI2MWhP+oDw9QGRuUPQlf6gN6Vvh1CTt2wCQJRlppxd0wWTpYaPXcomYK9OYmOic896g5n0rZOzrDjzM+JCev0v2Y8jY1ESmxsFBf/CNoFcQCL9FZnvyYRBM3IJPksg1zZ7Z8JQ+gQ7pd+xQBAQ+dl2kJV+IirOM3n6bkq/UHsn5WDv2J3zAy+Kc7DkndkzhnQl2mSQ/t5nRcJEuDXzc6mkGIGGW4GZp9gofa19gQaz0ncSGIBxfnXStwvkaiScTmk3Wmsg10L6pPDTSXENWJdF7F4sRivWm5EvS6zk0EvAT98B/OK9wMPXiWsYEKPJdMKYbdzcq5G+9PtOM2qb9ClX/9AmoUROu0I8t2aojA9oU59tQL4++fmA4VNOHM0eyHVC0MVjlBEbExdUfMyo6y2rJMBlclYyc3IW4KD0tRS4OatFh6XRUDb1Rb/L8dfdjwMQx+APG0Wriq70qVCXFui2s3dYlkAuefoEO9L3B0Q8gTJX7EDKffyIdExaDn4qlnnOnOydXOdC6ErfQ/bOjkeFvbDoAiljKAvphyWlP7BVjIDtyk6Tco1opH9sh0G4ckppsMHw9NMJj0pf25dbIDcm7R+wn9MSGxcL1dNvPjWUOVK6+Gbgw/fbtCWLvfPY18Uxn6pxDo2E6feluRhN3Yr0iwrK1d/5v+LxpIuFSpdJP5UQJ9tJ6S98qxiezj/HeE2eqFOIvQNkJ/3h/cb/40eEZ21V+o6kHzMrfb2j2nn6EumnYsARTZlZJ2dZEW4WN8whD6QfGzOThh3pU0DTzlYBgJMuElbE3DMz39MX34iYHwFzwTUgMxVOzp4wkb7DcLtniTPpp9Nme0cfvbQaSt5KrtERoXpJYTZ0iBuubEckY9nVv1XpuynS1x4VvyOpzoZO5++nUVqo2dgeECNgu1GJfswtgvR52hgZyUpfXvIzFXcfVdL5JSvJLZCrp8CS0re53l79H/H7vuEq8XzymHHNUByLMfuYll6GQSv1bLU3xweAeWcDZ3zC+G7AuGHppN+rzf6mdObiB26tqG3SJ6VPpD9jOTB7tZn06WTZBXIBUd3xS5uNKo+ACEJF2iz2Tq6kT5k3WTJ4RiTSHzssLhh5XVB/2D6Qm04Jz1lut6unPyZIafZq8bxf+42yDbkBbaasF9IfN3vCdhOcZFVsu68FwAd/aU/GPivpu3n6lt8gGTWyU3QBwOyrpwKC7JwyeOJjRkxg/IgxM5U8fSDT16fZuAS77R7/BnDrme75+45K30L6o4dE2ulJF5n36ejpy6TfZbzee7J92Wl9OcNWI/OFAt9WT1+3dxwyxQh0Ph3tHcnTj0k3WkAaWUvX28t3iUlXS9+lfe9x80jaDXIZhu1/BG5ZZiZ+8u2tAkdX+rK9c1T6fZXSLwyk9A+9BDTPFJ1z9iox+1QefgNmdecFjd2GveMLuqthO+idMMsELTl9cvywuMnInTLUaK/0B7aJ757zRuO1bPZOpFVMImueIdYBALIPuQFBxJ7snXFxEQbCYmhuq/Sz2DtuIEUWtNhfQKa9Y/X05ewJ6gvWSp8y3DJ4ZNUrK31riYVUQqS8xsaNYmsEu1IM/etFf33qZvs2Ac6evtXeobkniyXSb3SJI8ikFGkz+lKvg9KXFzkhQUXnW17bOCOQ65ApJh+LayDXqvStgVztPHMuAtFL320mZjkl2g1yGYbB7WKEQHMcOBc3wcZOSeCQvWNV+t2iTRTwr+RALmNsLmPsScbYNsbYFsbYF7TXOxljjzPGdmiPHdJnbmCM7WSMbWeMXeT87UVCuMXw/WhyxZxV4pEq7k1oK+I42TtOIC8uMeU8G9cN+nAzi9If3ge9hvnYEfPQGNBqith8BxWJmuuV9EeN+uRtc42ZttmG3IAIbI4eyL6iFtk7gMiAsgvkWhVaLnBV+lJpZSDT4pJJTSZ9J1Bg3y6DhwiweYbZ06dALm2z4zHgoS8Bv/ukpvQl0qe4EZ2HdFrYSf4wsPZ2Ud/dDnrRsizZOzseE+dZrifT0OGcpy/fFBkzyKxnqVZ22vI5+eYd1tY20Ek/6hDItZkIKEMP5JK9Y+kjJtK3jBgDDQCYca0kpsT+mnqMY5kaMo9C3CAHyImw6fjiE+K7Gzq1G2TQ6OvUN8gio1giVfOtZNIHkATwj5zzkwG8CcC1jLFlAK4H8ATnfDGAJ7Tn0N67AsByABcD+BFjzCEht4ggtU9DTCqARrnodMKc7B0nNPUYnn6uQVwgN3unU8sWGT+sdUpJwTotpNK/TrSRMmUA9zz9qFS1UB6uZxtyA0Zw9fhe9+1iY0andlqUhNaJzafz5+TpW258ciCtoUOMCNza0DHfOYOHRpHdJwmFpy/4Itk70WFRrRQQ9sCeZ8z2DgWqD2uTCkf2ixvT+V8V5+nh6+yDvKRwqX/ZKf1UUtSWX/wO8yIkbp6+XkJDOn8tfUYp6Khl7V/Z3qGbxOSQ2DdPWewdCuQm3UeVGYFcD0qfbgw+nzYRTLtW5ISBSBtEueihTFHl2BYpZXPCQvp07TR2GsdOSn/SGsjVeIdGyk4xpCIib9LnnB/inL+o/T8GYBuA2QAuAfBzbbOfA3if9v8lAO7inMc4568D2AngjZhu0HqTdBE1tIuc2wOk9B1KMGQDnci4zfq4XuDZ3tkvfEcqtWodfgYd7J39Lwhrx7SyUDZP32bBkGxDbkDclAD75ejkCos0jR9wIX0tt9rJVnGDm9LPsHcsgdyYpPR9PtEf3JS+WwYPEWfPUgDc+F2sgdy9zwInvFmUdgC32Dvt4sZCVV7p5jLvHFH2e8/TRtlvGYPbxTHSObGrETN2UFgK1lpTbhlDtDwhEe/MU4w6942dov3y6mAxC+nS+U5ZYg45BXJDxnf7w5mT8+w8fXn0FGo0rjc5Ndjn1+IZx4wFXrJBTn+2Kn2rb083PHov2GT0TSoNPrTb/PtOI4ri6TPG5gM4HcALAGZwzg8B4sYAgNh0NgApKol+7TW77/sUY2w9Y2z94OBgYY2jlX7kadR9pxm1U8YH7EswZENTtzjJ8Yk8lX4O9k7bXKPUqjwjFzBKxsqYOCo60VzLPdWtHKx1wRBSK26Tswi60rf4+nufA/7zbGCfZjXF5DVnu50Dufn4+UCmpy+PiLIqfSlQCYjYRlO3+/56ltqTPmXuUDrrUamOT7hVkPJIv4g1zT8beOf3gNM+ZA6qAmKOiL6eg2bn9C4FFpwr/j+2K3Pfg6+K86Fn7/hFWqZs71CcqP0E82cbO418dSsonZVExPtvBy79sfjfLv6gK315uUkpJdI0OUuqsunW1+RMNLsbspynbxcbkq1Qa2owjW5zVvo26DZBvwAAIABJREFUpJ+RodNltncaOozv0ZX+HvPvO40omPQZY80A7gPwRc75qNumNq/ZJiFzzm/nnK/mnK/u6cnRdrGiY4HoYHKe/cxTxXB5csi5BEM2NPWIYerYwcKUvpu9Qwuqt88Tue1jR8wzcgEttmDxxml6fAbpOxSJSsbMZYQbOwQJJmPZJ2cBohOH2zKV/iHtxkp1bExrzna6K/18kFP2jlMgVzsv7/tP4J3/6r6/vtMEge5fZ35dV/panzu2Q1uzV1ukPtIGvPaIGG3Me7NQrJf+J7DiMvP3zFopvn9ySJB56xzxWSreJ2d2EQZfNc8eBwSReiF9tzr+RPoyiKBI0cq+fnRU/OZ0behK2jLjNdAg2pZOZU8PZsxQ4XY2iD8krifOxY030GD+vlBzpr1jGokMec/ekcswuNk7gJH0Qe812pB+MloSPx8okPQZY0EIwv8V55wKsR9hjPVp7/cBoGpc/QDkUpNzAHhc1qoAnPU54FNPmYmZhrWHXhInLFdrBzACbcP78yP9kAd7h7IB2jWlP3ZQWwpP2l/rbBFElbH/BXHBUYVPgpOnr+cI08Qg6SLONjkLEBdj54LMtM2jrxnHkU5rMzQpkNstFJ51nkJBSt/F02eWQK5j9o52XrpPNMdD7LD6YyIt+KEvmafjTw2Lfbdr9ZaGXjcfU0OHUHbMb86usoJmgx/apE2E0oKuES0gPGwh/URU3Hjl2eOARvrS6I6SA6zlvum82wVz42POo2FbpT9q+PmAMXq0zniVJxh66Ws0ErBT+t0nif1SIThr2q+8RKl1JEDB6FyVfnzCOG7dtyelT8HabmelHwgb110J/HygsOwdBuCnALZxzm+R3noQgDbbAVcB+L30+hWMsTBjbAGAxQBsSl4WGeEWc4YCYJD+4ZeB8cE8lb4U8XfK5XZDICyG3W72zrAWGG2bK5Q+eaZyp2ybLTq4vAbr/nViNGO9GTlZG3J6HWAolMlj2dUXoXNBptLXSX9/pn3iNEHLadUsL5Bn5AIWpa91dXlG7r7nDetJb18Ok2PCLWI0cOQVYO2PjdenjgtSpiwgnjIfE3n3s1a6X+jUTw9sEIv4yP24fW6m0j+2Q4we5FEtIM6fVem39GWSWzal79RW6i9We0cmZl1Ju5C+FyuR+qJdH5HFnF2l1qBE+nZ9PpfsHepr8noSsm8PGL9nY7doTyphFFuTQb5+CXL0gcKU/tkAPgLgAsbYJu3vbwDcDOBCxtgOABdqz8E53wLgHgBbATwC4FrO7QqglACNnYJID72kFVvLMUcfMN8o8lH6TJv442bv0EVNgVyC3Clp3V1aISyVECRhN2PVKWXTzn8FtHRW7i241LlQtFdWlLLS17M/JE8fAP7nH4GXf2t8zk6heQURgjVP31R/SJqR+4cvAo99TTzPdxr8ye8Rue5/usk4B9FhccEHI8axWJU+IKwdNzR2itHC5vvFCE+OS7WdYJ7DARjpo1aR4w+ZywUM78u0dmh/gP0Erdi4B6VvsXfkY27sEjc/8r+tpUSSU5qVmCVpgPqinRUyc4UQUodesl+IRy5nHrXaO52G/ZSL0qfRuD9sDuSGWoxAs/y7WpU+YHBJpZM+5/wZzjnjnJ/KOV+p/f2Rc36Mc/42zvli7XFI+sxNnPNFnPMlnPOHi3MIeWLmqaLglFsJBjc0SkG+fAK5gDjJbvbO8H6hTFv6jCwkwFwnXid9rfMN7RYXENUMkiGT/hPfBtb9l3huVT360oDaxDUvSr9jgfheulFNDRufHz2QeWNZcB7wxk8L3/931wB/+b543UoWucDJ05czg4n0o8PC/6aLNj4BMQM3xxs4Y8CFNwrrasfj4rUpaaIV3aztZtvOOzv7989aCQxoFWJlr779BNE/5EybgW3iWO0qQprsnb32pJ/V03cYBVHKY4bSl0lf61O0kp3fovTJJslGuG72TqhJWDyk9K2jATel39ApVP7U8dw8fbrRd59kWDiTVt+eanUNiu9vtCh9nfSnvwQDUOszct3Qd6qRbZKPvSNPRc9H6QPZV88a3idI3R8Qy6cRTEpfy06izke+uvXCB6Qh6SHgmR8Ar9wnnmcofbpAtaFrtkAuYGTw0P6P7jBeH+k3124BhFXwN/8G/MM2MSzf+6wgMKdVs7zAb7V3pHIVBLoBHHgRABfHmEpkZqfkgu6TxG9E9pas5vSJXlalz8RCGtlAvj4Y0C3ZNu1zxY1GJtrBV0XZDStx+iR7J5UERg7kQfouSt/nF8QvjxBiFtKl64XiT3IgFwA2/Fz0SyqJ4ARSz05WU99pgvRtPX2L0qfguty+iYHMVFA70OfoeHpPFsefTgshKat5EojHXxejnWpV+lUPOUc5H6VP9XeA/Enfi71Da7Y2z5T2LZF+Sx8AJi5kwCAeImEZRPov321kHgHmiTSAjdL3Yu9YcvXJ2ll0gThGik9kTJ33iQlzh18W26WTBQRytXZaSd+k9LXfoJ/CSRrxu5FaNvj8Iuirk/6wRPpa35KPadXHgPf+R+bFbwcasXUuMM/8pgwe2eIZ2Jbp5wPm7J2xQ+Lc25G+PyiIMFfSBzJLMWR4+lqfokWNrPbO2tvFNbnsUud90LEAznMo+k4T/XqkP7MfhZqklM0xi/2ktY+nvSl9xsTNlK6R3qXid42NZPr2pPRJCGV4+lofqfRAbtVj5qnG//l4+oBxB8+XLOzsnSNbgZ+/B3j+NqGa6eJs6jYW95Y7ZSAkOs2oRPrhNntCISW860nxOHrIUNeAVIY2Im5IOuln8VkBcVMKNBi540e3iwuULAzKZ7e7WPtOFcNxqrlecMomqUgbpU//0/KZgBglUS39fNG50Kz0IxZ7Rz6mGcuAN3zU2/eS0rcu10f9gkg/ERVK0pq5A5jtHad0TUKjQ9E1t0AukFl0zc7TB4wRqb5ylkb6PAW8/cbsk/LcArmAIeaSUQd7Z1zr85aRiEzEXkgfEP2bp8X1RoucTw4ZdXcIxBOUuqyUfpnQOss4GfnYO4BxBy+mvfPyXWJBkkeuF5OxSNH5/EadDuvwXU7bHNotVKGdTaEHybhQpimtVK/V3gFEpx3LQen7fMAJZ4qSAum0UDWdi4y0R5pRaheAowt1z9PiseBArnY+3OydVNwgyNH+wkm/a5EWT4kJ28VN6eeCxk5g5ZWZOfxE2hRDocwda44+YFb62UjfrnhaOiVGYW555PLndJtO6k9EqjS6tCr9hecDi97q/P3ysQDObZl5ivG/XcomuLghRC3tk+1aL4FcwBBDzVL9nomjmr0nkT71BVL6ytMvExgTChPIz94BjJOVbyBXrgVC2PMMcMJZwKefBs77CrByjfEe+frWm0zrLMnT321v7QAG6TMf8KZrxf+jB7VVswJmhdPQYQTdvHj6AHDaGmHj7PuryCTpOcm4abkp/d7lgoxp+b2CUzbD5ke7QC4AnPxu8Th6ULMvChhedy4U55IyaKyB3HyPCQDe9yNgxfvNrzV0iNEY5eoPaL9vjxPpW5S+NUdf/16bMsle1m+Vi64lo5nrHIdbRD8ie4fIu+tEYMm7xGIlXpDN3om0CbFB/8uQyytb54M05qH06bpo6jU+PzEg7D35+/wBcb6Okb1jUfrEP0rplwAL3iJS4vL9senunrfSbzbbO9FRUWtl/rnihnTB/zG8csDw9a1KpG2O8PRTCXFRZyP9RRcY6nrskOG/yqODxi4jvc5r2eiT3y2OacMdYvJR90liNOQPG7aP3cUa1GZMU858wZOzrErfJmUTEAvkBJvEb1ewvaOdJ1qrIUPp5zl6cQJj5lz9wVftM3eATHvHLkefYKf0vaSzymv/2pVAoMJjZBnKC49/6NeZaaZOyEb6gNG37QK5gBiJWWd+WydMeWqL1t+aew0uGNoNUUfJQuyN3Zk1eQh2GV7TiPom/Tf/PfB367Nv5wRd6RfJ3tn3vPA25VW6ZJDSD9go/fiYWAeYp5xJv7FLeM1nfNKoPjp6MHOoCwilQkveeSX9UBOw/H3AK/eKdnQv0Uo1zxbPmd9ZRfWdZtRgybfzWz19f0AQvs8mkMt8IkjaplljxfD0AYn0NaXfc7LwfO0UeKFoP8EIkO95RhCnHWHJk7Oc0jUJjTZlkq0T65w+FxsR2UHWxAB9my7olVe8EqsV/izZO4BB+tb9y/WurIFcf9CYGZur0m/uzR6sles4yYX1ACEYLvspsOwSb/stEPVN+j6ft/QsJ+iefp5kYbV39vxFdGprzRyCk9KnXH2yR5xIv6Ed+OoeYMnFxneRvWO9QOROm0vlv5VXQr+wuxeLR7ISwi4pkXJgvdCUTfkmHIgYAXDAsHp6lgqSb50lkX4B9k7bCeKGckBbfCaiKb222cAN+wwrsZhomyvsnWO7gP3PZ/r+BKu940b6DR1iDoO8nKS1rLLT5wDxWWuFTYLJQsmX9LMEcgEteYBlHqe8LrVdajDl1nvt77qn3yuu5UDECNZafXsaCYRb7UXUKR/If4SbI+qb9AtFY6GBXC1lky6wPc8Ac85w/r7OBYLArErYK+kDBukGQmKkMnbQ4QKQST+HVcFOOMsI3uqkr/n6boEqOYW24MlZEqEEwvb2zmxtXYXWOZKnX4DS9weEVTioBaytam460D5XkOzan4h+cdoV9ts1dQsyOrxZ3OBcSb9TBIRjIyKD7Ml/MZeddvsc4JwYAFj6VIFK3+0GPfcM4Ms7jIWTCKT0o8dF3MHaz4iY8/H0yb5yUvr03aXoF1ngIRdPwREzlgv1kK0wlxPkhVR4SqQRnvcV5+1PuRyYsSKz5G+bRvp7nxPt8RqYbukTgbXYWGbaqpzN4DWQC4jOf951wO4njePTlb4L6VPWBfPlr7itnj79L9s74VZxs178DvG8dZbI02e+wgNpnQuBIS124SUHv1AQeW+4Q2S/0EQ9K87/J2D7w8CvLhcB1mxKHxDZVo9/Q9hC+7U5DdmydwBhDTkteUl9Sl54PFd48fQBo56NDFL6lJXmNLrNx9MHxE2N0o4brWmZ3eZ9lBFK6ReCGcuArx0EOubl93nK+klMAnv/KhTW/HOdt/cH7W0CmqAVG3FO17RD6yxzIFdGvvYOAJx+JXDZf0n70W5KbvZApFWQpjWgnAus2Tv0v5y9E4wAX9lp+KdtswFwcdMtlPTlRehLEZRr08g7GdVsNQe09gEfuEOkAAPeSP9P/yxuEAvPFzdwIIunL83mtZY40LfRSD9flQ9IM3LzSG+k80tZabYxB+Sg9CV7BzCXZslQ+kT6JRADWaBIv5yQyyvveVpcDHPOyP17/EFDqcvZPtnQ0id5+tYLVOqc+aoyAin9bAp+9ur8J8oBmXn6gLiArUW85JsK3ZC8tC8byFaj1ZimGzRbO9yavXzBgnOBt39L3ADlcg5WkAWz91lgxQeAK34NzNBGYW5Eq8/iPuwcyM1VSdvBi73jBLJ3iPQzRiJ5Kn2aP0M3DebLPHZS+lavvwxQ9k45EZLyhnc8JmqxBD2qDCtaZ4kLzs3Pt/vM1JCwb4qp9K0gTz/bNPOLbzaCgPmARk4yIQTCmbXzZZhIvwj2DlA637apV4woVnzAW1zp7C+IEhBuMRNZiZ7zJfGbXPlbYMejRsaXHdrnifO89ffAXK2mkJPS96qk7RBs1IKheVCXbu9oIx7Hm1Ie2TuA5Nt3ZM4sJrKvAKWvSL+coE54aJOoVXPGJ/P/rtZZwMEXcyN9qtyZTjgPdYHcPH07UMwhW1ZOU5exTkE+WPpu4IO/NBQwYF6D1Q6yD1400i/Rhe3zAZ/+S26jo2xBcjrvS/7GCIS29mnr+GZpy8orgT//qyD7YGNmAoBO+gWIiDd91ojH5Apd6Wuk76j0vZZhCIibLo0MdNK3UfPK3lEAYHTCl+8Wj9mG6G4gCyUnpS8pN9dMiwJJP9SklWTIwXrKaz+Nor69jPYTnAOcgLhoaWRQqL3TfoKwT0qZodExP//sMTs0dgIXfRe4+Lu5f5Zmj297yP4Gnyup2qF1lrFGcK4IRAAwZ6VPoz6v588fMqwdwBAsdhaOdTRQRiilX06Qsnz9aVFpsm22+/ZuIAulc5H7djJaJDLMqEjYLBR+2uPKWdnwmWcKt4nywXv+Aw5LMQswJojk6GuFK31/UOT/tzqUOKgWnPW5/D7XMQ9Y+BZg91P2/n+unnmxwZjo1+MOpL/4HcAn/tcckHfDGz5qrGYHuCv91lnAJT8Clrwz93YXGYr0ywl9Uhc36sDki9OvFBddLjcON6WvT5s/XByyDuVZn6hQeLESiPSLUdr2w/flH5epBZz+EUH6djZSMbJ3CkWo0Zhpbm2jzydy/L3COoNW9vTtcLpLhlUJoeydckImwqXvcd7OCxo6Mq2NbIi0GzntbsqsHAq9lGj1mF3k6bv6KsK3LRuWvlv0Kzt7J9Qs+lK5lD5gBPsDDcUZwcpodLF3KghK6ZcTZCd0nyQqUpYajAmSGtptT/o0TM22bmm1gzz/ElU5rGkEI8Dld9jfQGn0WIinXyjoHE9HyYMKCta6ocav5gpHsEmUJnCqmVIKtMzSSN9uOJ5jLZJqxeJ3iJmUjd3Zt1XIjkUXOL/XMb+wuRiFgpR+IaWundDcC7zlemB5ltW/ygxF+uWEPwBc+3x5LwLy9W3tHfJgizwMrjTMPQNYc1e5W1EfuOLX5e1PpPTzmdGbDYwBb72h+N9bZCjSLzecFrMoFVpcSL9tjlBEpZhdqlAfKLffPZ32TpVAkX6947QPCcK387Pf9LnsC1UrKFQTptPeqRIo0q93zFiWWYKWEGoCum1WYlJQqFZQxlwdK32VsqmgoFA/oKyicGmWJqxEKNJXUFCoHwSV0lekr6CgUD8ge2c6sneqBIr0FRQU6gdU+qSOA7mK9BUUFDwjlnRZm6AaoAK5pc/eYYxdDODfAfgB/Bfn/OZStwEA4sk0hifjYIyhp6XwWiCccxwdj2PnwDhaIgGsmO09UHRsPIYntg0gzTnedWofWiJBRBMprH19CDNaI1jc2wyfz3kJQc45dg6M4+BIFGfM70BjyPm0JlNpbD00inV7jqOvLYKLls+E3+W73ZBOc4xMJTART2J2ewOYtCLVVDyFXYPj2D80iWRaVLnsbQnjxN5mdDUbv/f+oUn86KldSKXTWNzbghWz23DG/A4E/LnpkVSa4/hkHMkUx8w2b9P8j43HEE2m0dUUQiRozEXgnGPzgVEcGY2iszmE2e0NmNGaX+kAzjkGx2Loag5n/M7pNMfBkSk0hgJobwi6nuNsmIwnkUhxtDU4T3yKJlI4NBJFmpurjva0hNEayT5h6pHNh/HFuzfib1b04V/ef4r+m3HOMTqVxNBkHEMTMQxNJNDbEsapc9pMfcIJQxNxdDQGPW1Lx7FrcBwHh6NYOrMFczoaPH/WmJxVPNLffGAEz+48irMWdeGU2eZjTqTSGJ5MmDhmPJYEA9AUNq7To+MxdDaGCuoDXlFS0meM+QHcCuBCAP0A1jHGHuScby32vv7jiR14uX8YOwfGMR5L4Q0ntGPF7DbsHBjHuj1DODQS1bed19WIVfM6MLu9AR2NISRSaQxNxBFLptHZFEJHYxB+nw8pzrH98CjWvj6EvccmTfvjHIin0vrzd66Yic+evwgv94/gyVcHEA76cGJPM2a0RcDAEE2ksPvoOF49NIYX9x2Hxov49kNbsWpeBzbsPY7JuFBVHY1BzO9uAgPg9zG0N4o2TcRTGBqPY/uRMQxNxAEAkaAP5y3uQW9rGJwDk/EUhibi+t/geAzxpNHOhd1N+NjZ83HKnHbM6WjANu2GAAAn9jZjTkcDfIwhkUpjz9EJ7BwYF3+D4+g/PoWU1vDZ7Q24aPlMJNNpvLB7CK8NjIE7VDTubQnjjAWd6GwM4e51++HzAc3hIO5Z3w8A6GwK4bzF3WiOBMA5MBpN4vhEHJPxJKD9Bm0NIbQ3BnFkNIpdA+M4NBrV93fSjGZcuGwGkimOHQPjCPoZzpjfifldTdi0fxjr9gzhtSNjOD6Z0NvU3hjEqhM6sGxWK57YNoCth0ZNbV4xuxUXLJ2BiVgSOwfG0RwJ4MwFnZjZGsGGfcfx8v4RRII+dDaF0dUcQmdTCMOTCTy65TBePzqBlkgAZ8zvxKx2cfMYGI1h3Z4hvQ0+BnQ0htDRFELI78PxyTgmYkksnyVugscm4lj7+hDGY0msmteBU+e0IZpI4+h4DC/3j2DzgRGkOceZC7rwliU9iCdFHz42IYj4wPEp7Bua1PuZjHDAh3ed2oe3nNSDZ3YcxV92DGJGawRnLujEyrkdOLG3GX/ddRQ3PrQV8zob8buNB7BzcByXnj4bj289gnV7hpBIZX7xrLYI3rigE+OxFIYmYjg+mcDQRBx9bRFcvGImZrZGcPf6/di4bxiLepqw5sx54Jzj4c3iN1vQ3YS5HQ04OBLF7sFxjEXF+Y+n0qa+Nastot/oowlx3FOJFN60sBPvWDYTh0ejeGTzYcSSKXx5RQQXMj/+MtiEXz67HtFECp1NIQR8PgxNxDAZT2FeVyMW9jRjeDKBnQPGtSWjr70BJ/Y04+X+YTy5fVB/fXZ7gxA2TSEMjsf063jpzBa8dWkvth0axbM7j4KB4ZzF3ThpRguefHUA24+MoacljHcsm4Fls1rBIMj/b1fPyVkAZQPjTlfmNIAxdhaAb3HOL9Ke3wAAnHPHFRtWr17N169fn/O+PnDbcxiNJrC4twXhgA/r9g5h/9AUelvCOHNhF07saUZncwixRArr9gxh475hHB2P6RdFKOBDyO/DeCxp+t6mkB+r53diycyWjPW7Z7ZGcGJvMzbtG8aPntqFqYQg7XldjWBAxkXXEglgcW8z3ryoGxevmIlkmuPXL+zF+r3HcdbCLrx92QwcG4/jhd3HcHhU3KRIORyfjKMpFEBnUwjzuppw5sJO9LaE8adXB/Dk9gFMxsS+I0G/TkKdTSF0NYVwypx2nDG/Axv3DeOHf9qJbRaCI7FhRxAhvw8Le5qwqLcZ87sa0dUURsDP8NT2QTyz4ygCfoZV8zrwhhM6cNKMFszvbkQ44EOaA4dGothxZAyvHBjBC7uHcHg0ive/YTauu2gpZrZFMDwZx/O7j+HhzYfx/O5jSGpE0hIJoKMphKZQAIwByZRQ9aSgTuxtxtzORnQ1iRs2EVHAJ9o6lUjpN2m/j2H5rFYsn9WGE3ub0RTy49hEHPuOTWLd3iHsHpzAyX2tuPLME7BidhuOT8ax/fAYHtl8GJv2DyMS9GFhdzOGJ+M4qAmHoJ9hWV8rUpzj+EQCxyZiiCbS8PsYzlrYhXMXd2PPsUlB8hqBtDYEsXpeB06b266LDPqLJ9PoaAohHPDhpf5hbD04isZQAKvmdaC1IYh1rw/p/aElEsDJM1txxgJRJ+mRzYexa3BC7CMS0M97X1sDFvU2Y15nIwJ+c8ddt2cI9794ABPxFFrCAZx3Ug+Ojsewcf+wSSC8/eQZ+OGHTsczO4/iS3dvwngsiUU9TXjrkl7MbIvo++poDGHHwDge2XwIWw6Ooq0hiK5m8XpHYwjbD49h3d4hcA4s7GnCu07pwzM7j2LjvmEAwLK+Vpwyuw17jk2g//gU+trEddXWKEYjjcEAFvU2oa8tgi0HhQgbmUpo58KHzqYQfAx4avsgBsZiAICVc9uRTKex+cAo2n1TGE43YGZrBDPaIhiaiCGV4uhsDiES8GPPsUkcHY8h6GdY0N2E3paI6VpPpTkODIubaHtDENecuxDvPW0Wnt99DE9sG8DBkSkcG4+jRRMGM/5/e/caI1ddh3H8+8xOd7vdtvRiqXRLL5pSrRsFi4iXiIoJLRLKC01qxDRRwxtRNCZK01fGlxqjb9QYRIgSeIEoDQHlGnglStWQ1m1hpfZiuxdSurt0bzPbxxfndJlud5btWmbOmfl9ksnM+c9M5jlnzvnNOf85l8sW8mx3P/uOvkHnsna2d70bG57Y38uJwVE+smEFN1y1igMnBnnu4MBU3QA4+MNt522FXgxJ+2xfe0F7jYv+F4Bttr+eDn8F+KjtO6e97g7gDoB169ZtPXLkyEV/lu0LNvmGxkosaStW3RQ8112xoFigo7UFSYyXJxkcLU2tWazsaJ3TL2/f0BhPd/exdf1yNq9egpSs3Z+bOYsFsaKjde6bpe8Q27yWrsEfOzXCptVL2Lp+OcWCOPz6GXrTwlYoiCuXt7NuxaKq4z9WmqSlIBbMYfrYZqx0lvbWd+YUD2+Ol1lYLExl7R0c4+ipEbasWcrituobuGfGyyxKv/vphsdKdLQWKRSEbY6/MUrf0BhdnZddsGCOTJSxz9+En68z42XaKsbFNqdHSnS0FWktXjitT49M0NFWnNP3cM6b42UO9Q7T1bmUtmIyLuPlyaktu9Kkue3qNVMZBobHGRor8d5V8zsddf/wGH2D43R1Lp2a1j39wyxoKbB+5aU52+nZs+bAiSFWLm5lzbJ2bPP8KwM83d3HDVddzmc2r6o6Lw+OlljU2jLrNBwrTVKQZvwOZjIyUaZ9wVvzlm1GS5PndcdW1ghItornWyOyUvS/CNw0rehfZ/ub1d4z3zX9EEJoZtWKfq333jkOVFy1mrXAiRpnCCGEplXrov83YJOkjZJagZ3A3hpnCCGEplXTvXdslyXdCfyZZJfNe20fqGWGEEJoZjXfT9/248Djtf7cEEIIcURuCCE0lSj6IYTQRKLohxBCE4miH0IITaSmB2fNh6QB4OIPyU28C3j9Esaplbzmhvxmz2tuyG/2vOaGfGRfb3vV9MbMF/3/h6SXZjoiLevymhvymz2vuSG/2fOaG/KdPbp3QgihiUTRDyGEJtLoRf9X9Q4wT3nNDfnNntfckN/sec0NOc7e0H36IYQQztfoa/ohhBAqRNEPIYQm0pBFX9I2SYck9Ui6u955ZiPpSknPSeqWdEDSXWn7CklPSXpwCEYnAAADW0lEQVQ1vV9e76wzkdQi6R+SHkuH85J7maSHJR1Mp/3H8pBd0nfS+WS/pAclLcxqbkn3SuqXtL+irWpWSbvTZfaQpJvqk7pq7h+l88rLkv4gaVnFc5nIPVcNV/QrLr6+HdgCfEnSlvqmmlUZ+K7t9wPXA99I894NPGN7E/BMOpxFdwHdFcN5yf0z4E+23wd8iGQcMp1dUifwLeBa210kpyffSXZz3wdsm9Y2Y9Z0nt8JfCB9z8/TZbke7uPC3E8BXbY/CLwC7IbM5Z6Thiv6wHVAj+3XbE8ADwE76pypKtsnbf89fTxMUnw6STLfn77sfuC2+iSsTtJa4PPAPRXNeci9FPgU8GsA2xO2T5OD7CSnQ2+XVAQWkVx5LpO5bb8AnJrWXC3rDuAh2+O2DwM9JMtyzc2U2/aTtsvp4F9IrvoHGco9V41Y9DuBYxXDx9O2zJO0AbgGeBFYbfskJD8MwOX1S1bVT4HvAWcr2vKQ+z3AAPCbtGvqHkkdZDy77f8CPwaOAieBQdtPkvHc01TLmqfl9qvAE+njPOUGGrPoz3Tp+MzvlyppMfB74Nu2h+qd5+1IugXot72v3lnmoQh8GPiF7WuAM2SnS6SqtP97B7ARWAN0SLq9vqkumVwst5L2kHTJPnCuaYaXZS53pUYs+rm7+LqkBSQF/wHbj6TNfZKuSJ+/AuivV74qPgHcKuk/JF1on5X0O7KfG5J55LjtF9Phh0l+BLKe/XPAYdsDtkvAI8DHyX7uStWyZn65lbQLuAX4st86wCnzuadrxKKfq4uvSxJJ33K37Z9UPLUX2JU+3gU8Wutss7G92/Za2xtIpvGztm8n47kBbPcCxyRtTptuBP5F9rMfBa6XtCidb24k+Q8o67krVcu6F9gpqU3SRmAT8Nc65JuRpG3A94FbbY9UPJXp3DOy3XA34GaSf9j/Deypd563yfpJks3Bl4F/prebgZUkeze8mt6vqHfWWcbh08Bj6eNc5AauBl5Kp/sfgeV5yA78ADgI7Ad+C7RlNTfwIMl/DyWSNeKvzZYV2JMus4eA7RnL3UPSd39uGf1l1nLP9RanYQghhCbSiN07IYQQqoiiH0IITSSKfgghNJEo+iGE0ESi6IcQQhOJoh9CCE0kin4IITSR/wHArlFnjMrV2AAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "grouped.plot()"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python38332bitenvvenva2b57d587b804004a753abadaa395864",
   "display_name": "Python 3.8.3 32-bit ('env': venv)"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}