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" + ], + "text/plain": [ + " speed temp_outside AC rain sun\n", + "count 388.000000 388.000000 388.000000 388.000000 388.000000\n", + "mean 41.927835 11.358247 0.077320 0.123711 0.082474\n", + "std 13.598524 6.991542 0.267443 0.329677 0.275441\n", + "min 14.000000 -5.000000 0.000000 0.000000 0.000000\n", + "25% 32.750000 7.000000 0.000000 0.000000 0.000000\n", + "50% 40.500000 10.000000 0.000000 0.000000 0.000000\n", + "75% 50.000000 16.000000 0.000000 0.000000 0.000000\n", + "max 90.000000 31.000000 1.000000 1.000000 1.000000" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "distance float64\n", + "consume float64\n", + "speed int64\n", + "temp_inside float64\n", + "temp_outside int64\n", + "specials object\n", + "gas_type object\n", + "AC int64\n", + "rain int64\n", + "sun int64\n", + "refill liters object\n", + "refill gas object\n", + "dtype: object" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "distance 0\n", + "consume 0\n", + "speed 0\n", + "temp_inside 0\n", + "temp_outside 0\n", + "specials 295\n", + "gas_type 0\n", + "AC 0\n", + "rain 0\n", + "sun 0\n", + "refill liters 375\n", + "refill gas 375\n", + "dtype: int64" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "df.distance = df.distance.apply(lambda x: re.sub(',','.', x))\n", + "df.distance = pd.to_numeric(df.distance)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "df.consume = df.consume.apply(lambda x: re.sub(',','.', x))\n", + "df.consume = pd.to_numeric(df.consume)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "df.temp_inside = df.temp_inside.astype('str').apply(lambda x: x.replace(',','.'))\n", + "df.temp_inside = pd.to_numeric(df.temp_inside, errors='coerce')" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "df.temp_inside = df.temp_inside.fillna(df.temp_inside.median())" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 388 entries, 0 to 387\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 distance 388 non-null float64\n", + " 1 consume 388 non-null float64\n", + " 2 speed 388 non-null int64 \n", + " 3 temp_inside 388 non-null float64\n", + " 4 temp_outside 388 non-null int64 \n", + " 5 specials 93 non-null object \n", + " 6 gas_type 388 non-null object \n", + " 7 AC 388 non-null int64 \n", + " 8 rain 388 non-null int64 \n", + " 9 sun 388 non-null int64 \n", + " 10 refill liters 13 non-null object \n", + " 11 refill gas 13 non-null object \n", + "dtypes: float64(3), int64(5), object(4)\n", + "memory usage: 36.5+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "df.rename(columns={'refill liters':'refill_liters', 'refill gas':'refill_gas'},inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 388 entries, 0 to 387\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 distance 388 non-null float64\n", + " 1 consume 388 non-null float64\n", + " 2 speed 388 non-null int64 \n", + " 3 temp_inside 388 non-null float64\n", + " 4 temp_outside 388 non-null int64 \n", + " 5 specials 93 non-null object \n", + " 6 gas_type 388 non-null object \n", + " 7 AC 388 non-null int64 \n", + " 8 rain 388 non-null int64 \n", + " 9 sun 388 non-null int64 \n", + " 10 refill_liters 13 non-null object \n", + " 11 refill_gas 13 non-null object \n", + "dtypes: float64(3), int64(5), object(4)\n", + "memory usage: 36.5+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "df.refill_liters = pd.to_numeric(df.refill_liters, errors='coerce')" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([nan, 'AC rain', 'AC', 'rain', 'snow', 'AC snow',\n", + " 'half rain half sun', 'sun', 'AC sun', 'sun ac', 'ac', 'AC Sun',\n", + " 'ac rain'], dtype=object)" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.specials.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "df['snow'] = [1 if re.match('snow',x) else 0 for x in df.specials.astype('str')]" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['specials', 'refill_liters', 'refill_gas'], axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 388 entries, 0 to 387\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 distance 388 non-null float64\n", + " 1 consume 388 non-null float64\n", + " 2 speed 388 non-null int64 \n", + " 3 temp_inside 388 non-null float64\n", + " 4 temp_outside 388 non-null int64 \n", + " 5 gas_type 388 non-null object \n", + " 6 AC 388 non-null int64 \n", + " 7 rain 388 non-null int64 \n", + " 8 sun 388 non-null int64 \n", + " 9 snow 388 non-null int64 \n", + "dtypes: float64(3), int64(6), object(1)\n", + "memory usage: 30.4+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/pedro/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:305: UserWarning: Dataset has 0 variance; skipping density estimate.\n", + " warnings.warn(msg, UserWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data=df, hue='gas_type')" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "dummy = pd.get_dummies(df, drop_first=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "heatmap = sns.heatmap(dummy.corr(),mask= np.triu(np.ones_like(dummy.corr())), cmap=\"Spectral\")\n", + "fig = heatmap.get_figure()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "e10 = df[df['gas_type']=='E10']\n", + "sp98 = df[df['gas_type']=='SP98']" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "one = sns.scatterplot(data=df, x='distance', y='consume', hue='gas_type', alpha=0.4)\n", + "fig = one.get_figure()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Nm4XNdlDTQohegMa/M5t8/M2jVgLprdxeL26+LRqNRnMfstkO6q+ADzf+/2HgLzf5+JtHOAnGKhnUUPumm6LRaDT3IxtZZv5HwHeBfUKIMSHE/wT8CvC8EOIi8Hzj8YNJIAaDTyw5KWFA90GI922tXRqNRnOfsGFFElLKH7vJr965UcfcdnTuhVgPVLIQiEC4Y6st0mg0mvsGPW5jownG1Y9Go9Fo1sW2reLTaDQazZsb7aA0Go1Gsy3RDkqj0Wg02xLtoDQajUazLdEOSqPRaDTbEu2gNBqNRrMt0Q5Ko9FoNNsS7aA0Go1Gsy3RDkqj0Wg02xLtoDQajUazLdEOSqPRaDTbEu2gNBqNRrMt0Q5Ko9FoNNsS7aA0Go1Gsy3R4zbuVzJXYe4CODVoG4Gu/WD6ttoqjUajuWdoB3U/Mn8drnwDkOpxOQ1uDQaOb6lZGo1Gcy/RKb77kfmrLDqnBeYuqmhKo9FoHhC0g7ofkd7q2+TKzRqNRnO/oh3U/UhyeOW2jt3gC2y+LRqNRrNB6DWo+5H2neDZMH1OrT117ITuw1ttlUaj0dxTtIO6HxECOvdDah9ICYYOhDUazYOHdlAbiVOH+Wuqyi4QU+Xggci9278Q6kej0WgeQLSD2iikhBvfg8zlpW2ZK7D7efCHts4ujUajuU/QuaGNojSrHFIz5TTkR7fGHo1Go7nP0A5qo3BqrFr3bVc33RSNRqO5H9EOaqMIp8BalsoTAqJdW2OPRqPR3GdoB7VR+EOw42kIxtVjKwgDT0CsZ2vt0mg0mvsEXSSxkSQHlUOq5sEX1sURGo1Gsw7WFEEJIcJCiH8thPjtxuM9Qoj3b6xpDwimDyId2jlpNBrNOllriu+TQA14qvF4DPj/bohFGo1Go9Gwdge1S0r5fwE2gJSyAugOUY1Go9FsGGt1UHUhRIhG3bQQYhcqotJoNBqNZkNYa5HE/wb8LTAohPgU8DTwkY0ySqPRaDSaNTkoKeWXhBCvAk+iUns/J6Wc21DLNBqNRvOmZj19UP2ACfiBZ4UQP7QxJmk0Go1Gs8YISgjxe8AR4DSwMM5VAp/dILvuWzKlGq4naY8EMA1dR3IvqDse2UqdoGUSD/m22hyNRrNJrHUN6kkp5UMbasl9TtV2eflahtH5ClJCKurjiZEUibC+oN4Nk7kKL13NUKy5mIZgb3eUowNJDO38NZoHnrWm+L4rhNAO6hZcnClwI6OcE8Bc0eaNseyW2nS/U3e8RecE4HqSs5MFRufLW2yZRqPZDNbqoP4A5aTOCyHeEEKcFEK8cacHFUL8vBDitBDilBDij4QQwTvd13ZhOr+y6n4qX6Vmu1tgzYNBrlJfdE7NpIv1LbBGo9FsNmtN8f0e8I+BkyytQd0RQoh+4GeBh6SUFSHEp4F/CPz+3ex3q4n6LWaWtYaF/RY+U+vx3ikhv4llCBxPrtiu0WgefNbqoG5IKf/qHh83JISwgTAwcQ/3vTHYVchPgHQh1guBaMuvd3VFGM+WqTnqYmoIONgX12sld0E04GN/T4xTE/nFbYmQj6H28BZapdFoNou1OqhzQoj/B/hrmhQkpJTrruKTUo4LIX4duAFUgC9KKb+4/HlCiI8CHwUYGhpa72HuLZUsXPk6VObVYysIO5+DeO/iUzpjQd51oIex+TKO59GbDNEVu+8zl1vOof4EbRE/c8UaIb/JYFuYSECL8Gs0bwbW+k0PoRzTu5u23VGZuRCiDfhBYATIAn8qhPiQlPK/Nz9PSvkJ4BMAx48fX2U07SYye37JOQE4VZh8XY3SEEsRUiLsIxFObIGBDy6GIRhsDzOooyaN5k3HWpUkfvweHvNdwFUp5SyAEOKzwFuA/37LV20l5fTq25w6+AKbb49Go9G8CVhro+4naQjFNiOl/Ik7OOYN4EkhRBiV4nsn8PId7GfziHRAcbp1W7hDOyeNRqPZQNaa4vtc0/+DwN/nDgsbpJQvCCE+A7wKOMBrNFJ525bUPshPtq5B9R7dWps0Go3mAUdIuf7lHSGEAXxZSvmOe2/SSo4fPy5ffnmLgyynpqr4PFcVR/gjW2uPRqPRPCAIIV6RUh5fvv1Oy6H2AFtcWrfJWAFoH9lqKzQajeZNw1rXoAq0rkFNAf9qQyzSaDQajYa1V/HFNtoQjUaj0WiaWZMOjxDiaSFEpPH/Dwkh/p0QYnhjTdNoNBrNm5m1CsX9JlAWQhwF/hfgOvCHG2aVRqPRaN70rNVBOVKV+/0g8BtSyt8AdNpvo3DqMH8d0pehXlz1KXXHYzRT5upskVLd2WQDNRqNZuNZaxVfQQjxi8CHUOPeTUBP4tsIqnm4+g0ozanHVhBGnoVE/+JTCjWbv7s0R7poAxCwBG/ZlaI3GdoKizUajWZDWGsE9UGUFt//JKWcAvqBX9swq97MzF1Yck6wpPvnLU05uTJTWnROADVHcnI8i+dtrWShRqPR3EvWWsU3Bfy7psc30GtQG0Ozc1qgnFGOyq8EUzOllQP7smWHquMS9mulb41G82Cw1iq+HxJCXBRC5IQQeSFEQQiRv/0rNesm3LFyWyipUn0NkuGV2dV4yCJo6UF+Go3mwWGtKb7/C/iAlDIhpYxLKWNSyvhGGvampXMvhNqXHpt+6DsGxtKfandXlLYmJ+W3BIcHkno4okajeaBYaz5oWkp5dkMt0SiCCdj7HihMgutArBuCrfcCsaCPt+/vYjpfxXY9uuNBYkFds6LRaB4s1uqgXhZC/AnwF9zlRF3NGvAFb6v7F/SZDHdowdoHjVLNpmZ7xEM+LHOtCQ6N5sFkrQ4qDpS5BxN1NRrNSjxPcnI8x/mpAo4nSYR8PDbSRlcsePsXazQPKFsxUVej0SxjdL7M6YmluqNcxealq/O852C3jqQ0b1rWWsU3IIT4cyHEjBBiWgjxZ0KIgY02TqN5szBbqK3YlqvY5Cv2Ks/WaN4crPXW7JPAXwF9qCbdv25s02g094CQf2WLgGUI/D4dPWnevKz17O+UUn5SSuk0fn4f6NxAuzTLKWeVNl9hCu5gCrJmezPUHiYSaHVS+3piRAO6OlPz5mWtRRJzQogPAX/UePxjQHpjTNKsYOYsjL4E0gUEdOyG4afA0I25DwqxoI937O/iRrpMxXbpjAYYbA9vtVkazZayVgf1E8B/Bv49qnrv7wBdOLEZ1Aow9nLDOQFISF+E5CC06ZFcDxKxoI+D/YmtNkOj2TasNcX3y8CHpZSdUsoulMP63zfMKs0SlSx4q4zTqMxvuikajUazmazVQR2RUi5eEaWUGeDhjTFJ00IgvnoqL6CVpjQazYPNWh2UIYRoW3gghGhn7elBzd0QSkDvMRBNOnttwyrFp9FoNA8wa3Uy/zfwd0KIz6DWoH4U+LcbZpWmld4jEO2Byhz4YxDrBVPfH2g0mgebtSpJ/KEQ4mXgHYAAfkhKeWZDLdtsqjnwJISTW23J6sS61I9Go9G8SVjzbXjDIT1YTgnArqoqucwVwIN4Pww+sUJBXKPRaDSbi25Tnz2vyralqxpgc2NqxLpGo9FothS9kJEfX7ktNwpOHSz/5tuzVvITKupzbUgMQPuulqGGGs2tSJdqXJ0tUa67dMYC7OqM4rf0+aPZXmgH5V+lW98Kg7GNP5rcOFz6ylLz7vw1sCuqmEKjuQ25cp1vnJul6ngAjM1XyJbrPLUrtcWWaTSt6Fum1N5lfUYCeg5u72gkcwXXc8hWbDLlOrbrKTkkp976PNdRKcv5a1CvbImp94RaATJX72sdQs+TTOUq3EiXKNW2VqF8bL6y6JwWuJ4uky3Xb/IKjWZr2MZhwiYR74M974XsdZCNIonk9p4kUqtVuDJdIF9RChN+S7Cz2yDhuU1PKsHVb0JxSj22QrDzbRDv3QKL74L0Zbj+XfBsQKhJw0NPbe/06zJqjstLVzPcyKibBJ8peHJnO4PtWzMR2fa8Fds8ibrR0Wi2Eds4TNhEYl0w+BgMPbHtnRPAtOgkX3EIRNsIxlLUHcGU6EL6grBw8Zm7sOScAJwKTLy29Pv7AbuqRHK9hYhDqnW37PUtNWu9jKYri84JwHYlr13PUnPcW7xqA2hEn92xIGLZr9rDPtojgc21R6O5DTqCug8Zo5f4wEEKV17ErdeIDx2mFNuBffkb+IuTEEo2HJFA9VU3KKfBKYM/ukWWr5NqXjnW5dxnOoTzlZWps2LdpVR1CEQ3QZG+Xobpk5C5Br4QvV0P8fhIN6cn8lRtj1QswNHBBKax3G1pNFuLdlD3IYn6BKdffxFLSAR+pi9dYL9bw+pApSkLU6qQon0E3KaLYyCmUn33C4EIWAFwlk2bDcS2xp47JBZc+TUL+gzC/k36+o29DJnL6v92Ga59m12738HQ4QFqjqtnTmm2LTrFdy+p5mHqNEy+AaW5DTuMlR/FMgW2FNSlwI9NeeI0tj+59KRwe6tzMizoe/jOZkjVijB9VvWHFWbu2v41449A78Mgmk7TWC+0jWyeDfeAHe0RumJLa2aGgMP9CYKrTNG959QKq6REVarUl7lINH1aFdKstfikMK3Og+mz6rzQaDYQHUHdK0ppuPQlVe4NMHECRp6F9h33/FA+y6InEaJSd5ASQkLgw27J5uELQc9RpYjh1SHad2cyTuUsXP7S0sVIGDD8FkjtuQfvZA10H4BIh3L4vpAqYrmPCiQAgn6TZ/Z2MpmtUrVV31FHdJPWe8QqaTu3DnMXVWWkehL0Pwy9R2+9r9kLcOO7KkoHmDkNu9+lUsoazQagI6gGxZpNvnIX5b9z55ecE6gepak3NqQoIda7G8swiAZ8xII+rECIjpFHCNSzS08y/dC+E1K7oeuhO9cYzFxqvVOWnrqDdjexVDraBd0PqZRlwzmV6w65so3cjLLzelk56rv4WwYskx2pCPt745vnnECtN7bvat1WyYLZbINUUX+tcPP9OHX1HGGqtKsVgHoR0pc2wmqNBtARFDXH5fXRLFfnykgp6UuGeGQ4uf68fCW3ys4L6kJu3NsLUufQPqT0yN44jVuvkOjbS+fgHpi/qNaeQm3QdeDeCN/W8iu32WVwqmBu/tqF50lOjuc4P13A9SSdsQCPDrfRFt6AqMrzYOp1mD6jKgkjXUqnMdJx74+1kfQ/oqLP7HXVmJ4cVOdJM54D9dLN1/ecqjqX56+q15o+6Nyv2hk0mg3iTe+gLk0XuTSz9CUbm6/gNw2e3LXOi1Csu7Wse2Gbb2PulruGD9A1fKB1Y/QJuNdjoiJdML9sDSOc2rJKwGvpEqcnlpzmTL7Gq9fnecf+LsRq6ay7Yf6aStUuUJyGG9+Dfe/b3o3cy/EFVQqvvzFjNH0FsqOtz/FHIJi8+T78USjNQvaGeuy4MHlCpWA1mg1iSxyUECIJ/A5wCLVy8hNSyu9uhS0T2ZVlzOPZCnXHW582WWoflOcgNwFI9WXvXTl0eCpX4UamjONK+tqCDLdHbn9htauqCqs4o+5wO3ar8uvMNbWekBhQhQMbcdHs2K2Om72h3lcgBv2Prr62sQnMFGorts0WahSqDvFQU0RXnFU9U04FYn3QsWv9BSLLbzhAXaSrWVWEcr/SNgzFAyotLT1V2Tn4pHJkN8MugWmCFVTRFEJ9BvdTX53mvmOrIqjfAP5WSvkjQgg/sIog3uYQWqWSKuAzsNbbExKIwK53qQuYdCHSuSIFNpWt8vULs3iNZZNr6TLVIY/9vbcY7SGlWpiev7a0bfIN8IWXeoQyV9Q6Se/h9dm8FnxB2PV29b5cW72vLSxSCKxy02CZAr/ZtL00Bxe/uFTFmLmqUpUDx9d3MHOV6New7rsijRUYJgw/CZ171HkTToH/Nu0Hhh9CHUrvsVZU+wjE7ruSf839xabnKYQQceBZ4HcBpJR1KWV2s+1YYFdnFLMpGhDAgZ44xp00LRqGSuvF+5acUzWnnEtpjstzxUXntMD56QLOrSRmSrMrU2yZyyvXhmbOrNTiu0d4EqbcGKNeG1VvY0ujFzTrRjNlqvWVSgvDHRECVuvfZl93vLVke/5qa4k9wMw5tcayHtp3qrWbZroO3D+Nzrcj3KHWoxrOqVp3Gc2UmcpV8JafqL6AKlQxLFW1F4gtFuLMFqqMZkoUt1hjUPPgsRUR1E5gFvikEOIo8Arwc1LKlquHEOKjwEcBhoaGNsyY3mSItx/oZDSjvpR9ySD9bfcooJs9D6MvqgVow0e9tg9EZ0tfT93xcD2JdbPrvmvTWj+OWrB37dYIzbPBu/fSOdW6y3evpJnMVQEI+w2e3JmiJ3GLdNCdHst2eeFKmvGsOlbQZ/DUrg56E0tOoj3i5+37uxnNlKk5Ll3xAENtyzTtnFUulNJV4rnrIdwGe97TSBXW1M3HfdaDtVamslX+7socVVvdLPUlgzy5s4Ogr+nE7DmsHFN+Eiw/TmKYV2YMrszOIFGR7OM72tmR2hqNQc2Dx1as9FrAI8BvSikfBkrALyx/kpTyE1LK41LK452dnRtqUFcsyKPDbTw20n7vnFM1v+ScADybPjGnIqomBtrCBHy3iEoiqZVplFDHygXtxODt0zR3wJW54qJzAijXPd4Ym195h30PuDpXWnROAFXb48SNLO6yY7VH/BwdTPL4SAc7OqIro91Yz8qdx3rubEpyuA0GHoUdb2msY91HxRFrxPUkr43OLzongIlslatzyxpxRUOsd8dbYOA447Uwl2dLi7dPjit59fr8qpGvRnMnbEUENQaMSSlfaDz+DKs4qPueSm7JOTXY5Z+nEh3iYlUgpbpLPTywykVz9rz6ceuqh2XwCdV7VM6otaeHnlI9V7NnVdSUGFClxMu4PFvk4lSBmuMxkoqwrzdG4Kah2uqkiyvThvNlh7Lt3HOJnPnSymPlKjal2rICiMwVpWRgl9WCf/fhVufcPqJ6dKbPqCblWC/0P7ZlhR33ktFMmQvTBQpVh/62EAd6Y3f2d8iOwvRpqOWoh/sx6t3A0pqbAMiOQ+F7qigkMQQ9h1pullbTGKw6HtlKnZ4NuFm6I5y6ep+Zyyol2blP/WjuCzbdQUkpp4QQo0KIfVLK88A7gTObbceGE4iopka5dDdpeTWO9YbYH+vDkd7qF5b0FTVeYuG+dPIEdB+Efd+nLrpWcGmRvnO/2n9g5ZrIjXSJF69kFu9uT03kqbsex3esr/osHvLBfGulY8RvElyno1sL0VU068J+szXNlB1TY0QWGnSnT6sqx53PLj1HCLWYn9qnHNQDspA/U6jynUtzi+uYF6eLlGoOb9vbub4S++IMXP7a4rnpq12gvzRJPvIEC0FUt1kgPvkdiDfO0dlzat1z9/OLUWRslfPXMsSqf8ctY/KEOkcWuP5dMHzQsXPLTNKsna06k34G+FSjgu8K8ONbZMfGEW7H6zpI/torlOsOAdMk3rcLX3KQoGkCN7nAZ6+xYs1p7pKSoVmeorrFXeqNTGX5Xrg6V+Jwf+LWKcVl7ExFuJEpUaiqi5kh4FB/nNlCjUy5Tshn0pcMtTqRBvOTVylnp7GCURI9O/EMPxPZKnXXpSsWJBULcPnadSbn0oRDIQb7eslGPMziOIZnUwukGOrf0VrunxtdqRuXvQa1h1c6Il+A5qjgjqhXIHdDrUFFu1ZPH94r7Kp6f3YFop0q8mtiIltZUWQzma0yX7Zpj6yjsjA33nrjJAQ9zDNrFJn01M1OypuhI7wsnZmfVIr4UZVy728L0Z0OMJ1Xpf8CONSf2D7is05NfXdakKqIRjuo+4ItcVBSyhPAOmt+7z9OyhHmgyYBM4djRjDp57g0WXeR8j1KTYkVU4BuTyzk4/kDPYxlK9iuR3c8yPh8he+OL0VnXTE/b93T2eKkJs6+wNip7yAbz2rrGuBa8gnmquqiZ5k5ur00f/fKa3gNbbedQ4O8r69CvTqF60ri+IngB/be9p1tCLUCXPoqVDKNwwiVbu3agObUWgkuf1X10qmDwcBjarrz0paViHtzeqSifh7d0cZ4PYLfMhiszOGfufWNTNBn8syeTiayFcq2S0fER3d8m6T2Fljtw3kAUr1vFh68Fd9twny5ztmpIhNeO1fNEUbp4tq8rRqD6yVVRLEayRGVggjEwR9TKb3UbqV9tg6G2kMrLmg7OyP4TINc2aZqr30hO+g36U8GGUiG8JmCs5P5luhsplBnrGkgX6kwz9T5FxedE8D05A28zDVs16Nqu0QNm6+9/DqGaRIIBLF8fmYnb3BtrkBXNEBvIkjEb6i1t+by+eRgq7o5qMq6VdJ41bpLvtKk1yelWhu0qyueuyqZq0vOaeH1E6+v/fXrYf5ak3MCkEpmqak0vi8ZammJAOhLhNYv85QYAMPEdj0qtquiskQf8fYeDvTG2dUZxd8xvLKxOd6rinaa8FsGO1IRHuqNbz/nZAXUd6cFAckdW2GN5g7YRsniB4tSzVmRjgkaHv6pV+DGDdXBn+iHwcdbL67xXlX4cPLT6sI8/BTseGbdxx/qiOB6cGlWFUkMt0foiPj54pkpsmWbgGVwsD/B3u5br8+4nuTkWI6LM0r7LhIwV70BLdaXSrvrlSK2veRUBKqcvlLMcXIui+tBqEeA5xJ18riFHML0E4gmKdaWXWztskp5Lay7JQZg5G1qTaReUmrxXQdbXuJ5ktMTec5P53FcSVc8yGNdLrGZ11RfmRlQ63o9h259N73aOAmnomy6lerCnVBf7Vg11UjrV2XbnbEgb92b4sJUgULNZiAZZn/PHayvRTsZ63iS9JU3kJUs/lQ/vanHaGv+LCIdsOudqr+umlNVot0P3X/RR89R1WScubJUJKHTe/cN2kFtEMmwD8sUOO6Sl+pzRgnPn4OFirTsDdX4uPNtSy+8/h24/m0VQQVQYxEufhEe+4l12zDSGWGkU13c6o7H356epNhYS6rYHq9cmyceVKM7bsbV2RJnJpeivUzJplC16YoFcZo8cPNdfDjWTjAcoVpWd/8SEEjyRpyFKecVz6LbX8EpzIMH0qsi6yU6Q8tsCbWtLAJp33HLMSbXMyVOji+V82eLFSanvkM0WlNRpVOB8ZfVml7b8E33s6qcUTCh/jb3mtWO5Y+p4zXRnwzRn7y7SGU8W+FbU0GM6BNYcUHd8bg2VuXdcQ+rWZEj0a9+7mcsP/QdVT+a+w6d4tsgogEfjw63YZnqjtNnCgbMOeLBZQvIuTGwm/TlZs6t3Nn0KSjf3ZjzTKlGtmwzna9yebbI2HyZiu0wk1+mbefUVQn3lW/C2CtMpecpVm2uZ0pcmS2Sq9QxhSDoU+/LELCnO8JAU/9YIBSh/8jbCQTVhdQ0DDpGDlOL9C7egPvsEo8NJwgG1OtMy2DfUD/9cR/XMxUuz5aYq1t4fY+uW0NvdpleX0KUyM1NUlnen7Oa1l4z7TvVz0Ky1AqpiNfcgPu6th1K93DhA7KCMPTEnckqledh7BX1N5w5t2I0yky+ikRFxzXHQwLZss18eWOUSB4IpFTal9e+owSDC5NbbdGbAh1BbSC7OqP0xAPMl20iAYu26Q5IZ1ufZAVaL8Cryej4wuqCdRf4LYPRTJnZwtJFKF2s8eiOttYnjr7QOuOn1M/obDsFR50qc8U6e7ujvG1vJ4WaS9hv0h5ZuT6WGtxHpL2X0vw0/mCUK+UAyekiT+0M40no9lcxr2X44eNDpKuSiM8gblS5wB6y7Uksr84Zs43hYoQjyXW+V7PVodn4MC0fprksPbWa1l4zll8Nnew6oNJta9Gsu1NMH4w8o1oH7Kpa67mTY1WyKuK2y+px5jJU5lWquMFqeoaGWPm5aZqYPacc0+LjC7D7nfd/hLnN0RHUWvFcVWabHV2X5l0k4GOgLaxSYB27V0YDXQdb78gHjuOEUlwNHeBi4CFKwR7Y+ZwqC54fVZN775BEuDV6C/nN1kX3clrl6ptIyhxRuTTITgCJkEXQZzHQFl7VOS3uPxInNbCHeKqXwfYIflPQKfL0MUfZ89M9coh2q8aeaJ2+QJX5mkHG17VY3CGQXJgurFuZYLAj1KLXl3UDdO88QqA5feULqajldgihysubNOs2lGgntK3zWHZVnZeFaTXzacE5LTB3sWVe2WBbmFjQwmequs6AJdjZGVlxfmgaeG5rLxWo76Me1rjh6AhqLdSKcO3bS2F9MKHurJdVNN2WeB/sebcSf/UcNb582RpIOjDA3xjfz41rFxHSJdF5gPeKIXae/gultycM6DyglLnXIbtTdzy6YkHiAR/5qk3QZ5II+VqnJbj1pXHeDQLlKZ4eGOR0PYbrSZIhPz5LYHsegZv1cq1CR0DyfOAsc+OXcD2PeCJJ+/63gd2vChd8YYrVBG03XsdJXwckPcEo5b6nsN0egus5ViTAc/u7uD5XpuZ4dMcD9Lb1wnyfmunkC6nU3YMwqjw3rtYt6yVAqArQ5TqN0gV3Ke0Z8pvEAhbnp/JUbY9U1M8jw20r961ReI6KoJdjV1Zu09xTtINaC7PnW3PO1ZzqUN/9rvXvK9Zzy2bPFy+O8/KVKUBVZ03PljFeu8DH9viUg5IezJxW1X7JtU8nbI8ECPoMHFcuRj2qwq0pAgp1KOfbpBeYCPsZt0LEjKULXnc8uP5mzPQlIpVxIu0LkYENUydg3/dD134AOi69Sj59DdPyIwwTp1qkt3CSWODgTXd7MzoiATqWR3ede9XPg4LnwthLTaXoEqSjIuHmcyzcoX4ajM2XmchV6UsurRu+PpqlLxFaVxP3mwYrAMmhlRHTOr5/mjtDO6i1UJxeua0wrYob7vHE3Ouz2dYNUnJ9Os38ng7aaErdzJxVc6HcmuoD6j64ckE9fUnlyp0q/rYR3rJjNy+PFsmWbYI+g4f6ElTrHl86M0XN9hjqCLN/4Cn8k6+oi5wVpGP/k7TZvcw2Rqz3JII83GOpfHxuTDm0rgMq+po5r9JL7SPQ9VBrKXZLj8/CtgzUC4uVailRZLxrF69P1SnXXXZ19LIvXFMRbCix8vV3yWimxIXpIuW6y2BbmP0dFsHMGZUuC0TV+0q2KulX6g7npgqMzVcIB0z2dsUYbF+/wHC17nJuqsDofJmw32RPV5QhM6PKumsFddz2XUr1YP66KjXv3N9avVgrKp28ZoShPnu7os6NSKdq+G1KLWfKK9Xey3WPXNWmq7nZOlvhwnSBfMWmLxli/53q/j0I9B1TN4jZMfUZp/aqnzcrpTmV9izOKJX/7oMtN0H3Cu2g1kIoudJJBRMbMriuKxGhpY5PCDrjMWKiKcVQnlNVRQvrR5MnVBpi8LGl52SuwdVv06zpl+q2efdDj1GsOQR8BjP5Gt++OLek1zeex+6O8ui+71MXSV8Q0wpwFNjXHcN2PWIBEy59CfIT6kW1gnLWtfzS7KTJ11VKpGlhHv8q/Tq+sKqMazBFB+dnJzGlS8SSpItVzse7eWL5TKZ7wFSuwncupRd71c5M5ilPjvMW30UVmdTy6n3tfXdLNPLK9XluNJqSC1WH2XyNt+/vXHeT6quj81ybKy/uxyzPkqi8QCLYSNvOnIOpk0tNybW8OgdN39LCvC+oPsPmOVeeo9LGnQfU5NtAbEUqOOpf+bW3DEGkaaZWpljjWxfnFpXkL0wXyVcd3r5vnbp/DwqBGOx6h2qwN8zF3rQ3JbWS0nJc6N1LF9UE6/3ff8/7A3WRxFpI7VMXggUME3qO3JumRSnVOsLkSchc5YldPaQSS9FCwLR4+7FdzDl+ztS7uO51UQ+mVNNhM+mLreXqq2j6ybmLpHN5xrJlprJVxjLlFXp9V+ZKVB2pIpYm9Yqg3yQW8innmG8usRVQml4ZIaUvt144U7sh0BQFCQP6jjFT8TgzmePaXJFrTgLPDGIaAp9pgBBcdxIU3Xt/QRybX6ZrVy9zY2yUgmjqcZKuiqYa5Mo2Y8uEcz0J4/PrU5YoVGwm5yv0+woM1C4z6I3R7mWYLzXt27Rg4jXVqLtoj6e0+hawAtB7TJ2btUJj4nF3Y9BiQP0NG84pMzfDmbNnuHT5It1h6IwtnT8LGnqRpuhoPFtZMeZkOlcls4ri/JuFbLnO2Xm4NC8p1dc5W+wWOK7HaKbEmcmc0lvcgFE295TC5MrG8lp+Q0rvdQS1FiIdsP/7VErLc1Wxw2qNlXfCxGsqVddwFf3JQT72noc5O56h7rjs6m0n7/r52mWQ9RJYAfoC7bzFdx0/Tama5QKqqx0qV+XElQw5R90p12yXaMDCXvcXQt7y4aoEE7DvvQ3hVRti3ZwtBDlxeWbx5a7nIlMHsOpZNVwwGIdQYqOU9raUfneUsde+huuqCkWzPUq8rw9oclJSsvKzXva4OK3Kyqt55Yy6HoKBR1qEha9cvcyLr76K1xjYmEx28ORjj5PtjFKxXToi/hXN2ms4nd5UjM2X+c6l9KLTjkyYPLuvc/0yU8twXI/vXUkvRuUA+3tjPDK0nYtWNu/k0BHUWgnE1JpEz6F1OSfPkxSqNvZqY93L8zB1ipY/eHaUlMjx2IFdPHloN23Jds5OFpGhNiXzE+lkouZn3E6o3igzqCK6jj2t62HJYZrlRSu2y5TVT95GFUE4NUp1B9vxaA9KOgMOfstgJBVpHZ/eoFbIUJ4fV71AsR5VLWYFVJoz2qkKLFxbpZVA3cUvT4P4w2odpfcwRV8bJ8dzLae6zzSZrwHRHvVeA3GGOsItd/Z3hZTqQu7UGEiGaZlz6A8z2D9ITDZpJAoDkgOLDxNhH/1trRdyQ6i5XmvCqUE1j586lesvLzongPT8fOv8MM+B/ofVZ+hUlcMWRuvCfK0EF/4GDItqtA873Kmi8bGXF49Vr1Q4dfbconMCyGbTjI2P0t8WYqg9THd8pf39bSHMZYMgu+KB9ammbyNKNfuOByl6nuTUeK4loizVXS5NryJPtU4mc9UW5wRwYapAprhK1eB2Id7XmlEClcJfpr5/L9AR1AYyna/y2o15smWbsN/kUH+CnZ1Njbj1YsvYAwBXSsYnZ3jhqh9PQkfER9l2WgcNhtopGhWY+pa6EPUdVT1WzbSPqIvc7HlwqtSTg4xOGMhLX1ELnP4wXX2HCQRSXD55hlq9zp7hIXaOHG61p14jf/LzlM5+Bc+uEh48SnTf2whmrsHcOeWwdr9L9eJc/7ZK6/UcgtSeW3425brbIgO1wJGBJLbrUqmroo0DPfdIVqichtGX1KKu5aen+whP7RrmwnSBcs1lsD3MgY5DkDGUBJU/qrTnln3pHh1qI+y3GMuUiQQt9nZFbykVBSjHOH0Gpk+CU6cW3UHQLRIP+SjXHLX+E4qqY8aCUMspQdNoD1z7BmSuQzAGO94Ksb6m95ShXKkwWo6Qr9QxDUFPPEFPbgzj9F+AU6MS7KNcWZmCnMzkuHJyUpWZxwI8MpikPbp0g9MRDfDWPSnOT6kiif5kiAN9sftu/alYszlxI8t4tqpUT7piHOqPt0o63Qbb9ShUV6b0cqsMbFwvhdrK/XoSijWn5e+xrfBHYNfbVZFEaQai3Wpo6L3Wp0Q7qA2jZrt89/Ic5bqKnIo1lxevZogHfaRijRMv1KYiEW8pVTdXrHGNwGLaLVtxmCnUGGweRV+aoS2ZW3ICnqsufs2afqB+33iOr1jAefGPoDCjflfNUy/MMzM7S7vfA79FIT3B6fN+nnlqqbiheOnbzL/8maVDT5wlWLgGg4fV+gfAtW+qC2f7TnWX71SVEvctyvATQR9Bn9EyZtyTsCMVZiS1iprG3eB5alBdaVY9tisw9iLDu6MMP9RapUf0CSUxdBPCAYtHh9t4dD19Q9kbMPbi0j5qc8QDJoZl0t6UIgp2DMOeh9UDKVXqzvPUDYh0VRN1YnBJ7DTayZjRR7Z0dfFtjmbK+Lp9dFpq7SpamyZheMzL4GKEVrZdEiK4eG7O5Gu8cDXD8w91t1y474Xu31bzxmhuMUJxUcUw4YB5W5HkZgI+k1Q0wGSu1dF3xu7+gtwWWpkdMA1B8i5ThxtOtEv9bDDaQW0Q6WJ98QKwgCdhZnaGVHZyqVF38HElL+SpFE4+todpuVSuaTseh7sDtOdO4StN4wbjRJMpYvYc1wtlPCmJB320m6OIeqVFgSBdrHE9XcbxPHrkHEfaHb6VNSmXKwQCAUKGQdKbB8evLoi+EGMzac6NzpG1BWG/SVtmlmCyB7+sgediJvuxJ09gd47g82yV5vM8lTZsTumVM3Dxy2rhNBCH/uOQXJKFCfhMHh1u46VrGeqORKDEbVsc8U3IlOrcSJepuy6dsQD9iRCj8xXmijWCPpPhjjASGo26Ll0Bm+FaEUM27DT96uagMNlSRu46DtdvXGM2kyUY8LFjYJBE2xrSueV55TycqvrStu9sVQwptGr+WfUcPTsOMHbjKlXbQSDoGNhDe1ev0tBzqiplUpoD5FLadGFfDQeVd0xmu95KzelgrmLjE5K+thijRhudqKpT06vzcG+Ev5sLUS0rRZCungGIpqApAJhvaPHd6qIrpeRGpsx0vorPNBhuD9NuVtRYknpJpXrbd7Y2CW8kUqoS/PyEKipp29Fy0azZLuPZlc20E9nKCgc1mikzmatgGQaD7aEVn8Ph/gSFqk2xpjIeXfEAu7ruvpKvJxFkX3eEk+N5ynWXWNDHw4MJNclaox3URmFZSkamJYlVzeGfHQezUe0yewGGnoSHflDppfkjpKfAnluq3ApYBscynyeZO0vVs/DXJP6yxXVzB5mSunDN5GvsMMN0N0kmzRSqfOP8LHYjjXapVGS46HA4mKYUiREQNaq+AhPzN5acmjAodh7h9FSBmqcusFYmzFuqBWTmrHqOVyccb0dMvLJ0IfJcpayx8G5Nv5pvdP4LSyXOYy/BW35G9Uw0GO6I0BH1M19SfVlruSPNlOp87dw0NUcd68psiWjAIt+Ugjk1kSMaMCnV1A3CZbtCwQtzZO5rS0oZgZiqzmzijdOnOHv+7OLjK9dv8I63Pk0ieQsnVc7CxS8sqQrMXVBOcKBpHufyikuggyyR536MQiGLFQiSjMYRF7+wJFPk1tXn6o+0qntYSxcunym47PVwxjYJkcfD4pV5kx9IAiy1RfT4qnzf029jtljD77fIuGFeG22dR7YWLb6zkwVOjGYXH1+ayPCOyBU6amNqQ/qikuLa8ZZb7ueeMXMORpv18c7DnucX2wIMQ+A3xeJ3YIGWdDlwYbrAK9fmF7+rF2eKvG1vqiV1m4oFeM+hHmYLNUwh6IoHV6zR3Qk1x2O2WMf2PDyp0omzxTr7PIlxD/Z/v6OLJDaIzmhgxYJ6zMvS528qvUYqpXJfWPWuRFLsSEUJmoJeM0+fkWGvNUl4+mXCsky7PUXUyVItzpM0KySiYZKRIP5AiMnAMHaTHNDV2VLLFzNDjJPVDgynRDR9El/6HIOBKo655BRq+BjwV/A19c1UbI9psymUFxKjMofVHCEIgxZXbPph4kRr/01xWm1bRjTgY7A9fEvnVK27TMxXSJdqjGZKi84JwGcafOfybEsRylimQrpoU6rZ5Cp1HCm5MDZDJdyrWgMMSzkA1yZdrDGZrTCfzXLh8uWW41bKRW6MT9zULkA10i6XvJk52zpLqm0HBBPkrRQZ0UYt0A6pfQSTXXQO7qWtawixXEPP9KubFl9Efb6mv3GejCw+RSDIlm1iAR99iQDd8SCeL4yz/GvdsZtgWzeDg0N0d/fR3xYm5Gt9zkjq1lp8Ndvl3FSrU7MLs1ydX9b0m76o0si5cfXvesoByxlV1t/cnnAzXFultZvxHNXe0MBnGuzrbV3DNIVgpGMp8nFcj3PLBnC6nuRq003iAgHLZKAtTG9yZQHJnTKRrZAp2UT8PtojfoI+k7H5CrPFVVoXKjn1+aw2p+wBRUdQG4QQgsdH2umMFUkX68SCPkYqEM4vm6TrqNTZgmBsT0jyrsBJMhNXcT2PnlQnYVmE66fUBczwEeo+gvCZBGcuIzwbf3KEMasDx/VU/xC0rO0A1BzJWXcnD+9JEsqewwl0UHI9Htk7RM01sF2XRDREJTfHDA6gLla+QARiBwn5Z8Gxsbr3Yeavq+KBhUGCkW514fQF1fsxLFWxt5zVhvLdhtFMmZeuZajaHoZQd8WmIRYrqjwpqdoS15MsiCDUXZeJXIV0oY4EOnx1hh2oux6hwhSYfpz2EcYyJb47M42UEDNt5t0gcVoXvmv12yyEO6tcSDxHOcAGthVmvORj9sILeE6dULKb/sceoqXv3l1lP76w6i9JX1TK64OPt8yiqrseR5NVyH6XQiaLZRoc69tDsP0RCPtUD1W0e8VU2XjIz3P7u7g2V6JUc+iKB9nRcet0le15KyIRXJuqq6Z9Ld6gVLNw7VvKboRKoQ6/5dYL6J6n5nPNnFXRohWAoadUoc/NcO3VRZuXCeXu644R9BlMzKu05FBHqKVqcWHkyHIq65g4fTesdmyAurPss544AVNvqGuF4VNN+Z37Vn3tg4R2UBtI0GdyoLepOXWqDZZPek8MtJaHz50nXpsm3tG4wPssKM+qIXsAno0oTmLYRabNXoQJsuTSXz5HyL+kWdebDLbk39vDfnLJGJ+ZCyNlP04NnozO8Db/JXrbQ4DA8UqcE90UPD8LFxwRStCXqBJtbxROmH4w5DI9QaEugolGSXa9Ape+0tpUirGy0vA21ByXV6/PLzpbT8JMrkJHJEDIZ2KZBjXHZSQVJtAUEQgE0lPBkmkIKtIiFrSIOjl1wQbK83NUU0s3+FVpUbFiRN0qhrd04etqv80aVKxHjWJoJtIJweTiw8zoBaZvXICgKqyoODB15tvEu4bw+Rt/+2iPqvRbQHrqBiDatSSpU5xW4zO6DqhD+wW9hZPMywrBhcKb7DUGdu5UzuwWtIX9tA2tfSE+GvDRHQ8wkW1ypME4PaEii85JSnV379TUeSI9pa4e7VKVnTcjN9qqFu7UlJRWtHv1Gx1Q2xP9KpXcTHyg5aEQgh0dUXZ0rF54E/CZ9CZC3Mi0OrbexOZU0HXFAhiClqbxoGXQEW362xQmlYMSQjlvtw6jL6pzZgMkwLYT2kFtJqm9Kn0xd0F9eeN9FFOHOXstw3S+SnvYx+HKGC3Lt7nr0L5bja1OX4JoF8bg45iFcUxjL7JRJNEfqMPVb6qF9VCSnR37KfbGuDRdxJOSHakIx3ck+fKZGcbmKyTDFkP7jtAbbFO5e+liJfvp3fkIo5OOGgvvM3jowF56PRNmcqqSLJJS62bTp1VKxgpCz+El5wRqTevIB+HMX6gF9EAM9rybOTdE5tt/hlMtkejdQ2rXscWhhgt88/w037qYJletc2QgSWLZgMfuWACfafD6WJZizeZQX4LnD3TxvSvzXJwtkAj6ONIfR1bmuZy/gV0rM9jbw+5IgmwmQiWXxRcM4XYepFR3FwJFbE8w2NODVbGoZEbx+QPs372XwcHWKr9q3eX8dIGx+TKRgMXezk76+h5WGnpuHSJd1PqOc34839DZs+htUd5QFHMZKvkMvlSjjD05RLbtMLOXXqVSq9Kb6iAZH8LnLosSmsatiHqJ/mAVN2RRrDoIIeiOB0mJAhvBscEknswyk69iGIK9O4cY8flhOteQVYqq4o7KnGpqtwKQGFqqnrwZ5VVGyDjVxrrsLYpm+h9RFbD5yYY+3r4V0eJaODqYwPE8pnJVDKFGj+zuai2icFyPCzMFrs2V8VsGO1OR1paRO6QjGuCxkXZOjmWp1D1iQYuHh5KEm+WoShmVYclPqM8k0qmcdyWzIQ4qXapxfrJAplSnMxZgX09sy6oKhbwPWsaPHz8uX3755a02495RK4Ln4gbifPXc9OIQQQHst0+z3xwntJCvsmtw6jOqOc4fUY+9OkS7qHUexHUl4VBQfUnD7UvabaYf9n0/JSuK48jF9YW64zGTrxIPWcRDjZOuXgTXXTzZ3UZzcchnLqlb10tL6g5CNCr38g09uJukb1wH8lMQjJGeT3P1u3+J2zTfo3fPMYaOvXPx8QtX5vi/v3hhMb3hSskzezrYmYqw0GPpNwVfOjONzzKQUhWR7OqM0J0IIhqNyWZxksH57+JaUVzDR9zJ4HcKlAMd+Ayl6F4oF7F7HmUisGvx+EGfwfsOdFGvFgn4AwQjK9Ne37k0x/X00t22IeAdB7roCngq5RSM83dXM4s6ewDD9mXc0ZdaFucDwRD73/GPCUbUhXC2UOVr52YJGzYBbFzDz97MV9iZWFa40PewEi4FFWmc+UtkvUSl7mKaQs286j2mmnw3ACkl+YqDzxJLF1G7qn78IXjl91Wj8ALChKMfVH0zN2P2PFz/u9ZthgkHfnBtF+BKDkxz9WGf6yBfsTENVm0Mf2M0y6mJpfSHAJ7a3XHb1OhaqTkulbpSdlnRozV7AV74LSVntUCsG57455Do415Srjl86cy0unlrEA9aPH+we0Vxyb1ECPGKlPL48u06gtoKAuqLNJurtEy4lcBccAe56gwhn7f03CM/Cm98Gmhs2/NuqondjNdDOAL6DZcoE0vOCdTdfG6USO9haLr58VsGA8vVt5d9sc3SNMlSWjnERL+q1luuClGabTT8Nj1nOaYFbSqyKpx5gXq9iltWiglGMMHc9bN07nmMUEStq7w+lmvJvZtC8OLVDIf7E9TLqkpvtlDFMgVV28WTYJnKaXzgWB+eVA5qxJvFrtcQxQyG9MiaQfoCdUzPppCZA8Mk0jHERLCbITmJ4daoBjoZ6Oun7EpmqxZBF3oD6ks6ma1QtT2iAYvRZakgT8L4XIGueAGcKqVqhbFMa+FAKTJENHoVqvOASjt173t80TmB0r5zPEnes1j4Ws7FDtIrLxFyS+qGI5JqjKBvYAWg9wjps98kXajiswS9Xd2EksMqcrUrDeWPLhXtNtbfVFp55U3FfLnOTL6G3xL0JkIEVxm9IYRoKaawXY/JvEupbtAVqtBhV9UNzMKNr+lT0la3IjmsihuaBZm7Dq49OrhHUcTNSrtt1+PybOv66UIbw71yUAHLvLkD8NyV3y/Z2H4PKFRtpnJVhFA3p6Vlihv5qsNMvspg++YL5GoHtc2YdSOUd7wHfBm12B7rVTp2nQdg/gqEO8h1P8k3r+Yp5GdBukwLi0NikpWrJXcQHU++AeOvLr020Q8jb2sRjmXyJEy8snQRiverMvNbLIS79Qr21FmciroLFIaJxUGaI/jVgvmAZTLSEWGgTRLyW7xwJc1ssU69sS5Vd0yqttvyWh8OHWaecKCE4wl8foexsolsH0DKIK4RoOLv5Uj9DXz2PLYricsAldLjfOlGYnE9IBGy8JuC2aK6wAYtg9lClY5o0/t063iz1xdnBQlbMmwc4DJLPV9zdR99h95Hyp3BrpWItvfR1ruj5X2u9t6lMBCVDNh5VXgSTLTehAAvFjs5WTxM2JnDdf3IfB/vHbtAZ6FRLi8MVUU4f0PNigIItcPud6jUa4Nr6RIvXM7gNgxJhnw8uy91y/EaVdvlu5fTiw2sSZ/Nw06E3u5DqtTesFS/2e1G0viCSik816jgC6e21Sh1KVf/JsnN0qQTKCmzcEalPn2RxrDNuz++UvWfW6yMLdXrJIOBFfqcW5Vo0w5qK7BrIB1S0RBtYR/zTfN5fKagvb0dwsuGGu58BngGgMvX5yk4lhpaCMyZkulKnKSsLunLGdb6v+TVvBqV0Xzi58aVEsKCakWtoMZ7CFMdAwn5cbUYfouqoqDPwquVkVZAvdatEk8k8JkWxZpNwDI51BfnS6enCBgupnApuQHesquD/X1Ld8ij6RKu6xH0GRhC9bg8PNSGBwinCoZFxYjQYVSIBwwwTGQ9Tz42xOtFi7DRju0JesqjxJ1ZwskuXCkxgKvnvku453mKDTHdc1MFOqIB/I2Ui+NJDCFwXG8xDWOU0/S3ZRc/srBP0DF/mtn2bvKO+noZAjrakrRHu6m77qoX/b5kkPNThUXnGDU92rOnCSbjQKNyr5ZXDcGd+8GtU5JBvnR6mnQphEEfIHAyGbowec/Cza5rw9nPq5Sf03BQlQykL2N3H6HmuAQskzfGsovOCSBbsbkyW+LIQHKFraW6kmcan68wmasStjwCOJQ9P5NGL23mJMHEgvMTDV3I2+AL3lYea6tY0Kg8O9m6tjd0B3PAborrNJxPeOWk7Hi/Wotrbu0IJlp6Cm9Fpe5gCLHqMMqzk4WWtg3LMJkr1WgL+5fORb+5ql7jZqAd1GbiOqpUdPYceC5Wcpinh49wasbHVK5KMuLnwBoWJHPV1pRJ1RWMJx5lV3wSf3FS3V11H1r/ALF6sVWwdPEATaWHtaK6K89cVvOSFgRgb9Ob4a+laX/sR5i6fo56pUTn4B78AYez125wthglZBkc7Q3yLx+Gl89cIl+qcmjXII/vadXCiwRN/t6xPr51aY58xeHhoSRPDYWxcqNMpzNEw352dIWJh/YqeaNqAdG5j/5ECl/+OvPTNwgGQwz2D5DPweWxLK5U0ZHjSMLUKKIuPDXbpVp38DfW6hxP0h0P0hkLkC7ViQZM9iUC9JQyLTYOxgROm8GZrEHEb7K/N06+avPC1TQ1R9IdD3BsMNnyd+6Oh3jLrg7OTeUp1lz2JCWDzkIJdxNzF9T549QoBXZQr/rJZYtkCyUsy6QrFmK+ZsKig6pDLavWDBcQJhczDmenJ6k4HvGgib1KuXO+0nouFKpK124yp9KsYZ/JCOP4J0/h1cuYsS6qqUPUom0EK6OqgKbzQOuQxfuUg30JTCG4MlfCZwr2dMcYSd2jlFfmqqrSqxdUdNv/6OLNJ6DWfXe9XQlLl+bU73oOt2Y1VqFad3ljPLu4ZrqrK8qhvgR+SzlAz5PMLxufErBMQn6DwWSY6XyVzliAg33xLZu0rB3UZpK+1IhQGmQuEzdM3rL7aaSUaxbi7Ij4mWwu9wUIxvHtatyB3qmgZzChTnpnmZJyqEl3zh+FufNLM6EqdSXC2vfILXc9HdjBN/7uy8QTbfjDXdy4PEVP3xCh7jCuJynWXbj2Dfa88B/YF+uCZBT30p8S4q0w+MuL+3FcePVGju54iIGkGqw3eeU6/6B/DmPIQsgCVMfgyjdVCisWgvIsoUqGYSvIULyGkEUKE2kKgRHqjd6eQs3BsaJUxNKdYshvtVZTAX6fwVO7UvhMof5eMzkotl7cA+EE+4f62DfiQwjB2HyZV69nF+PSiWwV253nnfu7WtQChjoiDHVE1LnguVBuU6myBSrzKiJqrEck6lNY1Tjz+Sqe9HDrLqMzJSL7lgo/sAKq6ssQi0uYU7Tz8pSNjKm1hnTJZrZQZaAt3NLr1B5pjfRO3Mgy2piH5XiSNjdN5dK3MBrq9152gohXx3/ggxB46t7MS9sm+C2DI4NJDg8k7q1gbjmj+sYW1pNKs0rbcv8HWmTLiPWqn+ZBpbfhzGSeSzNLTc/nJgsELIODjYyEYQi64oEVauo7U1EeH+lY1zVpo9AOajPJ3Vi5bf4a9B9HrGN0/K7OKDNzaWamxkF6hBMpDg/sXnEypUs1xjIV6q5HTzxIbyLI9XSZdKlGxG8xnAq3ppv8ETUe/Mb3GpGUUL1LUsKpP1eL7o0xGNiNgYSmTzXprhZ5NZEJDhNIDZGfU5+BFYpw3RziSTdDV20S1wwSzZ9FBCL47DzUsljBEO7sRZw3PouVvgDBBOHoW0mELbKNook2q4asl6h5PsLZyyqiMwPK2VazKmoNt+PVSkwlH2UsUyRoCUJR1RvlEznwbLxQB1ejj5KtqVHwPlNweCCBJQSvjmZxXEkq5ueZ3R2Ld6AAtI9QTt8gM34Jx/WIRSK07TyOYfkXY5+pXJVqpUB5fhrPsfFFEuD1kK3YreMrKlnIXEU4FYh24/UdJ3v2q+SLRUzToCOWIuw3F5uAa47HSLDAjUiE2WJVVYEOdtJulFlsnjUDcPDvw9zFxcNM0Y70x9Waj1vH8EcJWgl8TbJAvYkgO5tEe0s1m4llYqnR+hwyYEJjjcY0BH2BCiE7C8FlKeoHhHt+wS5MrSx2qJeVSrh/ldToGo/veZLrmZWKHKPp8qKDAjjQF2e+bC+qtbeFfexr6BRutXMC7aA2F3MVJ2T6W3PLayBST/OceJXZVAhHQqc1R7BqQvzA4nNmC1W+3qzFN12kLewj07TedTVd4h37uggHmk6D1B7VY1FOLykZfO+/LJW4Gj71+2BCjXgXpoq4bnMyh6IxovvfiW9+HOnaeOEUtcwk1uSruJUsAIGkD1GexGsoBAhfmEjXDsSLvwlFJbja3nmGJ4b+Mdfj7TieJGEF2J+bwTz1RbAb0cbQW1QqzKmqfrNyhlx8F6+PF5nPpkEYuJEenhgIIuuzCM+m5uYRZppkRx9Gh8AyDfIVm4jfZLg9guN5BH0m82WbwabMaa4u+Hb9ISKJHgyvRslqo6+U5GhTxYqsl5m9/Bp2rXGBnx2FehWf0bRGWMkq9fIFmZ/Z80wFd/N66BkiVgbPCHCiXOOtvnHaGmoXliHx50d518hRsnYEvwXheoZQeBh2vVfdUERSS7PMijNgBfBlDJX+bFLBaIv389TOx6i7HpZh0B0PtkR3lmFgNSl4ALjCoicWoD3qx3YkkYBJ0OfbPLHYB4GbfVZ3+RkKAX7ToMKy6H5Zqq4jEuDdB7uZKdQwUBGVbx2jSDYa7aA2k/ZdSn25eQZU14FFmaM1k76EZRfprU019hWFqdMq2mmc2FfnWrX4inWH89N5DvcnF+VV8hWH0fkK+3qWjR4Ixpcmsl75emv/hVOF9AXstj2USnn8JoRNE8St38NwR5gb6TL+rmE8D0yvxi6vhr9uE4oEcTDxwiZ+w8JrXIADnbsR6YsYVhA69oJ0aKveoKd8ga6uh/B5VSpWnM7Rc5hOhTIBTCQB1wHpUTWjeKhy9QJRXMOijh9DgKwVuFHrIGAH8Dw/hgvh7Hnstj0I4cP1JGPzZbrjAfoDVSxRJy8TnJsusLs7upj6u54pk6t65Eg2Ph8oTBXY1RVZjE4T9iwmbvP8Y7qNLF6tyFQ9iN8yac9db9Ggq7se05dfw+vr5kylDdMURAw/N6ph2vyqXD1Mlb0HjnBmbJZYQ1DW8AUY6utbuYDujyxKBw3kz3HB8Kg4dXX+mH6Gg2W6/fWblmwHfCZ7uqItvUCFUB8HrVFihg0L915tI+tf+7wLbNcjXazhMw3aI/5tcde/LuIDjWi/KZUb71MqEXeBEIJ9PTFeurokgisE7OpcuW4WsMw1TRHYCrSD2kySA7D7nUpg1LXVdNS2nbd/3XKqedXcWM4AUkU63Qda1icqy0Z9uK7X2NZaL1q7neZYbZk2k1en5Apm/DvJTJ9BBmLEBo+wR95aeTgR8hENmLx2Y566KxmMCd6SChC5fIZqMYtlBQj5RuDID6m0R62MMXgMrn4bslfV3b/pJzZwnEO+CXKnvobr2sRT/RjtcSauRXDsGoZh0l3KUU09Qr7qIp0aRqyL0dkcTipFwZRg+giFwtQdF7+UOJ5H2DIJGB6mtFmQlwgIl93lN/BNXEFKj1gwTqn3CWpONwv1DTV7ZXGB40nVz9W4aAfq8zzRYzFdj1BxJKkQhKtjnBud5XI5iCHgCSvNoJRYjQusaiauMpGe51w2gBBq7XHHzn0QTaiCllgvh+JDRFITTM3NEfQH2DE4QKrr1tVdCZnnbW1zXBUOJRu6wlV2BkrgPAzcvKfoYH+CSMBiMlfBbxnsSHURMzvU2mqtoGSf1ilndTdkijX+7kqafMVBAANtIR4baV+1f2vb4g+pEvv0ZZWSDqdUFmN5Jd8dsLsrhs80GJuvYAjBUHuI/m3qiG6GdlCbTaL/7ns8DKNVHsYuqyqtJlmYnkSgRYsvHLAY7gjTXKwlgM7Ybda+2ncp3a8GjrDI+bt47UYG6XVj56p4mTcId40weIvdXJ0rkS7ZjHTGMATYtSqnro7zLp9BItWpIjMnD74AvuEn1VgJaaioojSnKsI8G2bO40uOkAobQAC3lqFeryFiPVCaxwOyvk5yc+PkvCBCGBi1OarhIa7mDSpEkI5HxQ0x4JUIBwIYpkm9XiNvJCkbERac+IFgGmvmEqYviC8QoFLM0Z07QcK/lErtige4ONNawdge8ZFsavoMt/fhu/QaA4AQBl7Fo+pLMO2oggxPwpgTJ1Kq09X4ewR8BiLcwY1yEJBICXPFOvi7WgYqWsCePXvZs2fvrf+OzQiD9rlXVN+caSpxQF/fbZUYTEOwqyvKrq7m5wUhfGvdv43ixFhusdJQAqPzFdojRQ7232f6dKEkDDy6Ibse7ogwfI+aibcC7aDuR4SpysjnLqjihMSgKk+tlxYVH3Z2RinUHC7PlPA8SX8yxK5UlFOT6ksdsAwO9sfpvd3E1OG3KGd49Zvg2tjtO5m19jIwfQGrMIEXSlCIjZAuO7d0UOlCnXZ7EuYu4NXLBJN9pEWUE+EnmB6/SiwUZHdnJz3RxqiOWk6V2w4+AdJWC/qhLujYTa2SJzs7g+N6BEJhhC9EpHc32csvY4ZizHQ8RjFwAP/ky3hOFTcxRKHzaSK5MuVSnlAoRM/wHvqMa4RHT+BW88R7DnE1dYSg36JctzFNwUMJlzYrqiovC/OIzgOIWDdGvQCWWmQabAtzqM/m3HQB15W0RXwcGUhyaiLHxHyFcMBid+cA/Q89xcylV3HqdcJt3dTajlCcuaEq8yw/k/EeBjoOg6ui67qvDQb3EpkyKNo1/KbB3u7YHY15qDkuF6eLjGXKBP0me4wA/QOPKnFau6KUJlJ7VZlzYHtczGzX4+J0gdFMGb9lsqtTVTguUK45zBVqK143U6hxcMVWzf2KdlD3I4GYKv3e8bS6dVwYUdBUhOEzDY4Pt7O/J4bjShIhVfI80B4iX3UI+0yC/jWkQnxBOPIPlFKEXcE24nhf/SRy/ga254IzR9Qu0fHQChmtFhL2NJNnvozbqFhyclMk23u5Nm1TLdeZLzu0JWIkr/4twYBfrY2Mv6oKMeID6u7e9GMXZ6m0dVKqqN4Ox3WpReJken8Af+o5SoS5VPCRtWz2HzqCT9aZkQnOTZd4atcwu3YM4wofkdo0o9/5G+J+gc/0U7h0jihJjj18lKrrEbAMwldPw3c+iVsvIQEjfQpj//vB+uHF92UYgiODSXZ1R6k7HomgjxeuphfnCWXKNpPZKm8/8AgHdhzCqVWxwkn+5lvfU03QAHVwKllK/U/B4DFwahhWjNlT0+zskuzujiFojAtZy99sGSfHclyYbkR5ZZupQpm3JfvpHYqjSvCkOod82yf9c2o819QYazPVEKgdaKSo/JZB2G+2DKoEiAX1Je1BQv8170dSu1V5+sLsG2FA75FViy2WqxZYjcXkBaq2y1Sugu1KumLBmw+tayy6x4uzpHxVJoRYPF7Y76fDV+XaXAnb9Zb2U5xVo0J8EeKVUZIBSdgrY0gX1wxB8To1s4tqo8AiVp2kUqsRDIUBqzGuYVTNFGqszVSNeMuF1PM8jD3v4koObJL4TIOBNj/xmp/5Rj5TCHjHvi7cUoZQLY1rBhmsX6ZqCQqLTc+CRPYMsjhNW0cjBTt/DTwHczFoETDxBhQmoKOp18ipEylOEHEqlGvtjGZa7+xdKRnLlElFA9ScEB3lEg8laryWFYtST7FQgB1WWvVUOWUCEcnBvjivXs/iNFKOsaDZMmxvLZTqDldmS2q9sqTW8bxwijHPwbEFFQc6Ai4dPUPkvBAz0wV8pkFPIrj6Wk45C8VJdTMU77v1nKdbUcmpz9H0K6WEpv3UbFfZ3ISUcCNdXnRQlqn6eV64ml5UPAj5jHuiMK7ZPmgHdT8S7oB971MXb89uNPGtTfakmULV5lsX5shW1EXaMgRP7epg8FYSLlLS391DNBSiVCrj91uEo3Euz1U4OZNe3M87O9J0zL++OK48Xq7xkLhBpVbEQxLxGWSMDrIdj4BRBMNEWGMr1cXqVeg9qhaQTT+5dI6KrwPx0ACGW6UQ7OVcrY9MtU7ZM/A3HPA79ncyU6hTs1264gG666PkZr9DsVrHZwrCbp69CUnOUaX6YdMjYGdax6tLqSJV1wY8VWK/EHEs2leBK19bEjq1Ydg8wGWWVKZ9huCNsRz+hhio4VR5zA/PjUSYrZoELMlgyCE8+SLMNm4ehMG+oSdJ7B9iJl8j4DMZaAsRCazvKyulRGauqrJyV/2dfakdnO58lIuOT/VBBeMMxXsZG5/CaVzt2yM+3rpnmRZf5lqjqbQRtYQ7lMJBYFkV6O2YvwFXv7G0n1C72k+jclRKNYhyOcu3jXRGiARNpnNVLNNgoC1ELKhL3B8ktIPaCpxao6jhNus/zUipIiYrqPqmgnFV7eO569tPE1dmS2QrNgFLAALb9Tg5nqNvtZHWTl0dK5LCiPfSZvlpa/NAGIxly8yGUuqCIz2ilmDyzN+R7A5iNiKfgCmpV+cQIoiJwPEg2Z7kChZ1fwILl2JkmM5wY6qq9NRa244n1f8ba2uRgI9LtShZx8JnSOxqiOsV6B+ILorlZko2s8X6Uvl8vQJXXyEZCZCMKudbLjgEZRXbbqSRHIjufopwapBqqYDp8+PrOQxn/hL8fhWlOjUYfkpFsPWyqpicv6qcUyO9GjZcOjKnSLf3IKWLjUmupia0Ljgozwryesbi+7ur9AYbqbeaA3ZJTSgG9Z7HX6XnoSF6Esk7+vsCRIXDgHuD666tIg0BNVdQykzg71fKI7bn8YXT0xwZSCwW0WRKNlfnShzubxzbdWDiVXUeWqpwg3Ia5i6tb7SH56r9NDd2VzKqkbhRKBD0m+zoCHNxpjWKWqHCD3TFgnTFtkYnTrPxaAe1mXguTJ1c1OIjOazm+9xuYbo4C+OvKBkUf1Sl8+pFmDmnvujJISU1tM4F7nzVpu54nJ0sYrseA20h1dxnO0t3zp4H06fUOG7PVgUZsT4182fyDYh1E97xXtLpEmTV4MNQe5xKuYDt+jEtExCE3AqMPIYzP4dbLxPuHEFEOvDJXq6k07TFIlQHdhDsjsCFL6rG1b6HYe/3qZRSbgwCMdp2PsdDkzeYO/st6pUi/l3PkguurNoqNK9N1ItqTSs3poa++UKEuw4gjvwA3o1TuOU0gaFHEDue4fJ3/5LczCi+QJCu3cfpfvyfwZk/h/Ic7HgGDvw9NS04P6ku1FZA/S1nXlMzkeL9DLUPE3NeYnJqmkAghNv1EKd9Ay1NrtVoP6V4kkD+XMP5Gg3x3SacqrL9Dm9AAKjMc9g7T709xeVMlbDPJB4JIiqzQMNBuZJ81cFdVjGfKzd9hnZZiRwXp1XkbvnUgMDm/p21YFda++oWqGZbHh4eSGIYBjcyJXyNApHheynOqrkv0A5qM5m7ABOvLT1OX1R35jvecvPXOHWVVlm4EFSzqnm2Xl6cK7Uw6oGRZ9ZljiclJ0azi48vzZQI+03CvqbTInNZOccFsjeUk63lVfWX9DBOfpq9/T/AaVcVQJTLJboNB7+5sIYhwR8mJB2Cex5BoqKR8zmDWls3xw714EpBOTtFrjpFYuRtqvy5WlAThXe/UzkBYcD8NboqV+gc7kNKie0vcb44Q2VZ/05zmTf+qLqoZq40PtMq3PgeoeM/QfDI38dzHQzLx4Vvf4bstBpTb9dr5F//KyK9A0T3vLsxpNGBq19TaT/PgbqtPoerXwOrcfHMj+OvzNPdsZvO3ghCwEz2dfoifkbpXDQpHA4TGdoFxhH1vuYuwPVlk2f9ESUrdTeE26m5HsO5l9gRbQO3znTJZcb/EAtxh99SaVHTEIspPlimxeePQCWt7ARwKuomZb0K5L6wKqsuzS2zs7W5N+gzeXS4jWODSQyxPWR3NJvPljkoIYQJvAyMSynfv1V2bCq50ZXb5q+qcuqbafGVZlvvUoW5pN8VaFoQnr8GkS41FM8fVTOA3Hpjod+GWB9OrJ8bmTLpUp2I38RzJbGgSaGqHIvPFEgJVcddEknNj7faY5dVGXhq1+KaRtQr0uXOcrqRZKvYkt5dhzDsWag10lapA+CUEMUZBFBwTeaSRyg7CxceSbAyRd62SYSKLMou5MZVY/KCskV+gnLdJVOu47ge8ZDDsfY4L9WrOKa65A62hUiEfZwcy1JzPLr9Nn2hFJm2OOVKGcu0SEbDRFwbMX0K06lSJkhhbkpFLE4VhInPLFLOBciVY9iuR7vPIZo9hzHyLNCILuwSmCFVLu65qngiPwHJQYxGEUl7xEePyDAqlYOyDMHDg20E8qMqIrGCquAgOazGloCKpgaO33aWkpRK8WI6XyNgGQy1R0g4c+pGqFagFh0gN/J+/Pn/H06jd663N8JYYj8LOtZ+0+D7D/dwZW4ppdYdDzASR0XJdkWda4apCmPcxnsPxtc/NM8wVLR/9ZtLUkvRHjXvaBXupKxe8+CwlRHUzwFnWRx28ybAXGWMhum7tRaf4WNR+BNYWqxfRn5CDRFcUCKffB0MP9iNNY7ZC7zmO87F8lIaMFuuc7g/zlzRxpWSWNAiFvQtrhstHb8JYTXeR5NOm4DOiOC5thh1Dzr9DpHKhIoy3JqyvZJWkVCtAK6NZ7Uzfr5VpcIzLUxn2QXJaE19lV3B+an8ogr5dL7GUNcY73vkKeZqhhpTb5l8/fwMlYbKwyWnwhG3jeKFLyFdB4SgMrCXAedFglGl1G5WSqSsItOl2cVCCdeqUba7mC6qhuei6dBfh7aWz8dSjjrcrtKhvsb6TNPf1GcY7OpOEo11UnM8OqJ+YvNnGoMhG8yeh93PQ9f+hoZe55JTvgVnJwstUXBlfpKjY58iUFZFG6YnCXS/jbGjP0eich3XDHLdHGKkPU5/MkTFdumI+ImH/OzrjTObVz1XXQEH6/KXVD8aqPcopXIulWxjHTSxctLyWkj0w0MfUOoghqWKfNYr96V5U7AlqoBCiAHg+4Hf2Yrjbxntu1dMRKXzNlp80U6lIL6AlGrNqTklUi9BMNk6JmP23OKIcYB5Yly+dI4QNZLOHDFKWAZUbUky7KcjEsBvKr21FkHJ9p0qalvA8qsLqdu0PpEcwop108csO4xZIpShksH2xylZCaq+uLIxN868v5sZfx/haJyhjtY1hVp0kGR02XpL5/4WhYwpowfPDBCLRkhEwviDIaZ8Q/gCEUZSUXoSIW5kyso5leagMEHYdLl87iQiEKdqxbGtKGYlTSW3lFIL+CzitSlCkaVUYcXfjj8YxTQEhiGo46PU8zg1T6oLqxVQ0aovuDQGoZSGniOt4rmmD6N9hLDfIuQ3CMg6TJ9ufZ92SUk6xftUFHYr51TOQmGSWrXC2clWJ9+eP0Npbmzpz2UIouPfBs/mBPs56e6g5JgMtofpSYQYSUWJN+ZdRfwWO1IR+tpCWPkbS86p8R6oZJRDiqRUmtP03fmspwVtwOSgdk6am7JVZ8Z/AP4X4Kb1qUKIjwIfBRgaGtocqzaa5ADseqca3e7aytG077r1a4SA4afVelVxWq1JpPaoVFvmqkrj+aNLqhILuLUWbb6aNEmGPGpn/5JCtYxlWYzseJhw3yMYhoXtevQmW0csAGo42p53Ka0wt6aaZqPdaiRHRo2gZ/AJdZHOXFZpm0CSYiHL/OtfxC7MYFpBorueoOAb5ns3YngS4iGL40NttIV9TOfV+I9dnd2EZYc6lqMKDpanfuaJEm/vwjfxIsKuEGzbyUSwm5rjLTYeVysVGH1Brc15LtbAHuarDj4zQq5SQBgm7YkAMa9pWJvnEPcL+kYeITs9hhUII8NtpKWf0XIN6iWMRB+0ddGZ/xYURpXjTO6AnW9XPT12taEenoCOnWq90BfGadvJiVmDSzOTeBKiRp0nzATdzLR+1vayGV/L8VwYe0XdfEgXV4Tplvu5wdK8LrNWxPFaqx0SfpfdCUm9HiJgGYx0hm9f+eZUVm6L9SrR3lpWVS127FbbNJoNYtMdlBDi/cCMlPIVIcRzN3uelPITwCcAjh8/vrIp4n4lOaB+1oM/pCr3Wmhfiqzsmlq7qDc5qGCb6k9pKKdHQ37E5EtUa+ri5TgO85deYu/ICMO79t/6+PE+9dPM/vet8jx1saoVMuSv/jfsgroAu06V9Jmv4+t8bLGpMl9xODme450HujnQ25zW673lRW/Am+Ta1A0MswfDEjhlSUfuJPHgksBNpz3G5dnz6iIaCFMsFkkm2yhXy4hQQk2pFyFS/pqKDoUBvhBWso+UUSHV3wNunSuzk7ziHOKN2hCGEETKksTlFzEHIhBq6PGVZlU0EWqHsKE+b38I+h9ZTPPdmC1yYXpp6m7RtXgpG+C9qRCW2+QIYl23/jvMX4eZpcgrJMt0Zl9jru05yo6KzCuxITqs1q+1kRiks383b1tPNWC0GzjZui2YUOehtUqqWqPZALYignoa+IAQ4vuAIBAXQvx3KeWHtsCWBwNfQGnmjb6gCgqsAOx9n4pC5i6A9Ki7Bh0RP7a0KdXdRbUAs5K+/f7XSTk7RVH6CQSiuLUihunDi3STL2SXRpED+YrNy9cyZCt1IgEfe7qjt72zT5FDRG2qmQmkW8eMdhC3olwem+RKwSQS8HGoOkbn3sf4zqU0pXyNkeQQg0O7yI6eZnJ6mmgoiDnwKCJiQ/YNlX7s2AX7PgDjL8HsWQhECfceJTfdA6UajicZDDv453OMzoco11WVYlcsTiIYa/SJOY2I8smWNaj0srHaCIN8oJe836K9clWlCzv3q1EVt/xgW6v8BDAQsskHa1wsqt41u+sokXABLn+5MWByUElVrbdUPTGgyvynTqkim2BSidRq56TZRDbdQUkpfxH4RYBGBPU/a+d0D0g0Um+VrEo9LSxedx0Az8Ffc+HiaXoTltKVE2qkgxW899Iw/lCSghugFBggGJY4UpAu1kk2KQ5YhmCmUKVku1iGwVzRZiJb4V0PddMWvvlF0MSlq3IV2+/gSfDJGTK5AOfmbPK2x1zRxu/GufL6VxnwhzGCAWqTGb7tHYfoW+jv9MhKH2fyFXrLr0J0YQ3JVc7JsyHSAYYPmb7K4fY+4pEEjuvRFwGv4GcyV20UkrhkKzb7B44T69ur1gBDbSuKXsKr6Of5wnGCu/aAe0jdUKxFjcG3siAhEgry6K4+drl+fKbRUFL4AAw/CbXincsRCQF9x1RTsl1VDkqvFWk2me0zOlFz95g+VVTRXFkVSkCkg2h7F127j+F4EteT2K4kluol2XebNbCbMXkKTn0WLn9DXQibiKT66Dr0duqOS77mUa67dPTvopZYWk8yBNRdidU098Z2lWbdCjJX4fJXYfw1MIIQiOMzDAKmge1JSr52zKbJoddzDtW6Qzk9TnH6CuValbMTaQp1eHHW5MycR8KewHPrqp+sXgIPGH2BcrXKTM0iUxfEg4KUM0nAUpFZjQC1joMtVY4iGGdcdCsHE0ktOqdc2ebSjFLj7k8GiQVbndRDvXHCQf/SxNu10Daseoia6TmMEYzRHgm0yvxEu9Q62J1q5S3gjyobtXPSbAFbetZJKb8OfH0rbXgzMXDwGcJtvVSy0/hCcZJ9uwmG7yCCOvlZeOl3wG0s6u98Ozz1MxBOLj6l/+H3Emrvo5IewwpGadtxFDuQID5fpu54hHzWYql4Mys02K58A974tCoGAdXf1fsw2HlVrm5GmZssI5o09Mo2VILdhH0h8Dy8UAqjUGSoLUimpoRGdwRMYtOXoNh4D7UilUKG616RvKu+FvGQxc79YfzRJDXbJRKweO36XqxoilBtFtcIkPb3Aq3ViFdnS7x4LbOoHNEVD/D0rhQzxRo12yUVC9KXuAPHEYjB7ner9Ua7opxQYp3rmRrNfYS+LXrQqFdUymiViZyGaZIa3AeD++58//M34MSnlpwTKLHUvofhwFK/teHzkdr9KOxeGsQWBA50RcBz8Uw/1zMlZgtL6zOGoHU+VSkDZ/9qyTmBujhbQdV3ZAYIArGuQS55jf4joL0txYQwKXiqyVVUihzbu4+2eIwebGxMwk6AgFdRBwWccpZabAhbLn0lClWPrK+L/T1LJd+jmQrjuXbwqaZk4cGxJptrjsvrY/MtskYz+RozxVrLfu6YQAS6H7r7/Wg09wHaQT0olNJKhLM43dDrO6r6TO41+cmW/qpFCpO3fp2USs9v5oyad5Qc4on+w5yctZjKVQn7TQ70xVuLJMpzquijBaGcUzAJTgWRHKav/SBzMw6Tjf0c3LWfvrDDa6dOUi6V2b1zJw/v76c8/RqFmRv4g2F6ulKEd74V0ufBruJG+5h1UgQCUez5WYQ/TLXjAFNeO80xyvEdbZwazzORrRDym+zridHX5KBKNZdyfeUY+FzZXrFNo9HcGu2gHgRcW+n1VRqOozIPV7+lHFW089avXS/JQbUmsVxLLX6bVFPmqqoyXCB9ibjn8PTut1N3PHymWKm3FumEYDtUl0q0kZ5qHt7xjCpsMH1EgbfEoe54WIbAyN1gSJ7lyOP92IafUG0exv4HBOM43SEMAcb8KYj1q8nEwsCoV6mkXa53PIYXEThSUHPh+LL5WLGgj6d2dWC7HqZQDbzNRAMWUb9Jsd4qAZS82ZwtjUZzU3SRxINAaW7JOS0gXdU8eq9J9MGxDy2Jo2LAnnerZuJbsVzTD5Q2Ya2A3zJWFwMNt8HBH1ApSwCE0i3sP65SmGbrRd9vGcph5McBiVWaIlS4oRqMZ9R4c8sQKqsX6gCkSh86VXyWRe9Dz1BxTUqOck59ySBDN1HQ9pnGCue0YMPRoSRW0+96E0GG1zloUKPR6AjqwUCokRYsH/cnNujP+9AH1KiFuQuq72fg+O37Y5aPkoBGk+xtbNzxVtUflLmi5H+6Dt6+omy5tqEQ6vjNMlOmD7oPqtJ8pwbRTjqDCd7bVSddrBOwTLoTwTsSKx3uiNAe9jNXrBGwTLriASxT3wtqNOtFO6gHgWinEuDMLWmw4QurdNxG0bVP/ayV9h1qKJ1sSn2l9q6tgTTRr37WSnJEia8uKG17jmpkbi62MH3K8UVaxzzEQ/5Fbbq7IRbyEQvptJ5GczdoB/UgIAQMvxXmzqtRHMGEuvivQQ1704j1KjXz9CUVsSQGlI0bcqwuJWibvthQUxhQmnmZKyr9F4gqjb9lzkmj0WwvtIN6UPCHVOf/dma9kdDdEO9d1AZcpPew+tFoNPcF2kFpbk92TEUjTk0psKf2amUBjUaz4eirjObW5MaVzNDC2lFhUqXNBh699es0Go3mLtGlRZpbM3+ttbAB1FrX7WYXaTQazV2iHZTm1jQPQVzc5q50WhqNRnOP0Q5Kc2tWEyNNDrcqpms0Gs0GoNegNLemfacqjpg5o4bytQ1D77Gttkqj0bwJ0A5Kc2uEUOrZnftUum9Rdkij0Wg2Fu2gNGvDMFdKCGk0Gs0GotegNBqNRrMt0Q5Ko9FoNNsS7aA0Go1Gsy3RDkqj0Wg02xLtoDQajUazLdEOSqPRaDTbEiGlvP2zthghxCxwfavtWAcpYG6rjVgn2ubNQdu8OWibN4d7ZfOwlLJz+cb7wkHdbwghXpZSHt9qO9aDtnlz0DZvDtrmzWGjbdYpPo1Go9FsS7SD0mg0Gs22RDuojeETW23AHaBt3hy0zZuDtnlz2FCb9RqURqPRaLYlOoLSaDQazbZEOyiNRqPRbEu0g7oLhBCDQoivCSHOCiFOCyF+rrG9XQjxJSHExca/bVttazNCiKAQ4kUhxOsNu/+PxvbtbrcphHhNCPG5xuNtbS+AEOKaEOKkEOKEEOLlxrZtbbcQIimE+IwQ4lzj3H5qO9sshNjX+HwXfvJCiH+xnW0GEEL8fOP7d0oI8UeN7+V2t/nnGvaeFkL8i8a2DbNZO6i7wwH+pZTyAPAk8P8SQjwE/ALwFSnlHuArjcfbiRrwDinlUeAY8F4hxJNsf7t/Djjb9Hi727vA26WUx5r6Rba73b8B/K2Ucj9wFPWZb1ubpZTnG5/vMeBRoAz8OdvYZiFEP/CzwHEp5SHABP4h29vmQ8A/BR5HnRfvF0LsYSNtllLqn3v0A/wl8DxwHuhtbOsFzm+1bbewOQy8Cjyxne0GBhon/zuAzzW2bVt7m+y+BqSWbdu2dgNx4CqNAqr7weZldr4b+M52txnoB0aBdtTg2M81bN/ONv8D4HeaHv9r4H/ZSJt1BHWPEELsAB4GXgC6pZSTAI1/u7bQtFVppMtOADPAl6SU293u/4D6MnhN27azvQtI4ItCiFeEEB9tbNvOdu8EZoFPNtKpvyOEiLC9bW7mHwJ/1Pj/trVZSjkO/DpwA5gEclLKL7KNbQZOAc8KITqEEGHg+4BBNtBm7aDuAUKIKPBnwL+QUua32p61IKV0pUqJDACPN8L3bYkQ4v3AjJTyla225Q54Wkr5CPA+VAr42a026DZYwCPAb0opHwZKbKM0060QQviBDwB/utW23I7GOs0PAiNAHxARQnxoa626NVLKs8CvAl8C/hZ4HbXMsWFoB3WXCCF8KOf0KSnlZxubp4UQvY3f96KilG2JlDILfB14L9vX7qeBDwghrgF/DLxDCPHf2b72LiKlnGj8O4NaF3mc7W33GDDWiKgBPoNyWNvZ5gXeB7wqpZxuPN7ONr8LuCqlnJVS2sBngbewvW1GSvm7UspHpJTPAhngIhtos3ZQd4EQQgC/C5yVUv67pl/9FfDhxv8/jFqb2jYIITqFEMnG/0OoL8s5tqndUspflFIOSCl3oFI4X5VSfohtau8CQoiIECK28H/UGsMptrHdUsopYFQIsa+x6Z3AGbaxzU38GEvpPdjeNt8AnhRChBvXkXeiilG2s80IIboa/w4BP4T6vDfMZq0kcRcIId4KfAs4ydLayP8HtQ71aWAIdSL+AyllZkuMXAUhxBHgD1CVQwbwaSnlLwkhOtjGdgMIIZ4D/mcp5fu3u71CiJ2oqAlU6uz/kVL+2/vA7mPA7wB+4Arw4zTOE7avzWFU0cFOKWWusW27f87/B/BBVJrsNeAngSjb2+ZvAR2ADfy/pZRf2cjPWTsojUaj0WxLdIpPo9FoNNsS7aA0Go1Gsy3RDkqj0Wg02xLtoDQajUazLdEOSqPRaDTbEu2gNJoHACHE14UQx2//TI3m/kE7KI1Go9FsS7SD0mg2iIaSxOeFmrt1SgjxwcZ8qF8Vah7Xi0KI3Y3ndgoh/kwI8VLj5+mmffxeY9trQogfbGwPCSH+WAjxhhDiT4DQFr5VjWZDsLbaAI3mAea9wISU8vsBhBAJlNhmXkr5uBDin6BU2t+PmsH076WU327IyHwBOAD8ryhpp59oyFO9KIT4MvDPgLKU8khDGeTVTX5vGs2Go5UkNJoNQgixF+VoPo2aYfWthuDtO6SUVxpCw1NSyg4hxAww0fTyTmA/8DUgyJJqdDvwHuD/BP6jlPKrjWO9CnxUSvnyJrw1jWZT0BGURrNBSCkvCCEeRc3N+T+FEF9c+FXz0xr/GsBTUspK8z4aQqI/LKU8v2z78v1oNA8ceg1Ko9kghBB9qDTcf0cNp3uk8asPNv373cb/vwj8dNNrjzX++wXgZxqOCiHEw43t3wT+UWPbIeDIxrwLjWbr0BGURrNxHAZ+TQjhodSffwo1XykghHgBdYP4Y43n/izwX4QQb6C+l98EPgb8Mmqd6o2Gk7qGWrP6TdTU2zeAE8CLm/OWNJrNQ69BaTSbSGMN6riUcm6rbdFotjs6xafRaDSabYmOoDQajUazLdERlEaj0Wi2JdpBaTQajWZboh2URqPRaLYl2kFpNBqNZluiHZRGo9FotiX/f1FIQGoyWS+sAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "two = sns.scatterplot(data=df, x='speed', y='consume', hue='gas_type', alpha=0.4)\n", + "fig = two.get_figure()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "three = sns.scatterplot(data=df, x='speed', y='distance', hue='gas_type', alpha=0.4)\n", + "fig = three.get_figure()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "df['time'] = df.distance/df.speed" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "five = sns.barplot(data=df.groupby('AC').agg({'consume':'mean'}).reset_index(), x='AC', y='consume')\n", + "fig = five.get_figure()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "six = sns.barplot(data=df.groupby('rain').agg({'consume':'mean'}).reset_index(), x='rain', y='consume')\n", + "fig = six.get_figure()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAMXElEQVR4nO3de4yld13H8c+XbU0r1qjphEi3sIYQTAOt0AliGklsCBZEiWC4JEUiTTYxGmtiRDFRvMYItZE/jMkqLSD3WDEFYqVemoZYq7MVbMuCElKwKWVnRaENBlj69Y+ZlbGddp9195nz6zmvVzLpnLPnnN93k2ne+1zmeaq7AwCjecKiBwCA3QgUAEMSKACGJFAADEmgABjSWYseYKfzzz+/Dxw4sOgxANhDhw8fPtbdaw9/fqhAHThwIBsbG4seA4A9VFWf3e15u/gAGJJAATAkgQJgSAIFwJAECoAhzXoWX1Xdk+SBJN9Icry71+dcD4DlsRenmf9Qdx/bg3UAWCJ28QEwpLkD1Uk+UlWHq+rgbi+oqoNVtVFVG5ubmzOPA8DjxdyBuqy7n5PkRUl+pqqe//AXdPeh7l7v7vW1tUdc6QKAFTXrMajuvm/7v0er6gNJnpvk1jnXPOHSX3zHXizDCjv85p9c9Aiw1GbbgqqqJ1bVeSe+T/LCJHfNtR4Ay2XOLagnJflAVZ1Y593dfdOM6wGwRGYLVHd/Jsklc30+AMvNaeYADEmgABiSQAEwJIECYEgCBcCQBAqAIQkUAEMSKACGJFAADEmgABiSQAEwJIECYEgCBcCQBAqAIQkUAEMSKACGJFAADEmgABiSQAEwJIECYEgCBcCQBAqAIQkUAEMSKACGJFAADOmsRQ8AnFmf+81nLXoEltxTfu3OPVnHFhQAQxIoAIYkUAAMSaAAGJJAATAkgQJgSAIFwJAECoAhCRQAQxIoAIY0e6Cqal9V/XNVfWjutQBYHnuxBXV1kiN7sA4AS2TWQFXV/iQ/kuRP5lwHgOUz9xbUHyR5fZKHHu0FVXWwqjaqamNzc3PmcQB4vJgtUFX1kiRHu/vwY72uuw9193p3r6+trc01DgCPM3NuQV2W5Meq6p4k701yeVW9c8b1AFgiswWqu9/Q3fu7+0CSVyX52+6+cq71AFgufg8KgCHtyS3fu/uWJLfsxVoALAdbUAAMSaAAGJJAATAkgQJgSAIFwJAECoAhCRQAQxIoAIYkUAAMSaAAGJJAATAkgQJgSAIFwJAECoAhCRQAQxIoAIYkUAAMSaAAGJJAATAkgQJgSAIFwJAECoAhCRQAQxIoAIYkUAAMSaAAGJJAATAkgQJgSAIFwJAECoAhCRQAQxIoAIYkUAAMSaAAGJJAATAkgQJgSLMFqqrOqap/rKqPV9XdVfUbc60FwPI5a8bP/mqSy7v7wao6O8lHq+ovu/sfZlwTgCUxaQuqqr61qn61qv54+/HTq+olj/We3vLg9sOzt7/6tKYFYGVM3cV3fba2iH5g+/G9SX77ZG+qqn1V9bEkR5Pc3N237/Kag1W1UVUbm5ubE8cBYNlNDdTTuvtNSb6eJN3930nqZG/q7m909/cl2Z/kuVX1zF1ec6i717t7fW1tbfrkACy1qYH6WlWdm+1ddFX1tGxtUU3S3f+V5JYkV5zifACsqKmBemOSm5JcWFXvSvI3SV7/WG+oqrWq+o7t789N8oIkn/z/jwrAKpl0Fl9331xVdyR5XrZ27V3d3cdO8rbvTvL2qtqXrRC+v7s/dFrTArAyTuU08wuS7Nt+z/OrKt3954/24u7+lyTPPs35AFhRkwJVVdcluTjJ3Uke2n66kzxqoADgdEzdgnped1806yQAsMPUkyRuqyqBAmDPTN2Cenu2InV/tk4vr2xdLOLi2SYDYKVNDdR1SV6T5M588xgUAMxmaqA+1903zjoJAOwwNVCfrKp3J/lgdlxB4rFOMweA0zE1UOdmK0wv3PGc08wBmM3UK0n81NyDAMBOU39R9/rsci+n7n7dGZ8IADJ9F9/Oa+idk+THk9x35scBgC1Td/HdsPNxVb0nyV/PMhEAZPqVJB7u6UmeciYHAYCdph6DeiD/9xjU/Ul+aZaJACDTd/GdN/cgALDTpF18VXVZVT1x+/srq+raqnrqvKMBsMqmHoP6oyRfqapLsnWr988mecdsUwGw8qYG6nh3d5KXJnlLd78lid1+AMxm6u9BPVBVb0hyZbZu974vydnzjQXAqpu6BfXKbF2L76ruvj/JBUnePNtUAKy8qWfx3Z/k2h2PPxfHoACY0dSz+F5WVf9WVV+qqi9X1QNV9eW5hwNgdU09BvWmJD/a3UfmHAYATph6DOoL4gTAXpq6BbVRVe9L8hdxR10A9sDUQH17kq/EHXUB2CPuqAvAkKaexbe/qj5QVUer6gtVdUNV7Z97OABW19STJK5PcmOSJ2frl3Q/uP0cAMxiaqDWuvv67j6+/fW2JGszzgXAipsaqGPbt9nYt/11ZZL/mHMwAFbb1EC9LskrsnUn3c8n+YkkTpwAYDZTTzP/rSSv7e7/TJKq+q4k12QrXABwxk3dgrr4RJySpLu/mOTZ84wEANMD9YSq+s4TD7a3oKZufQHAKZsamd9P8vdV9WfZuoLEK5L8zmxTAbDyJm1Bdfc7krw8yReSbCZ5WXf/6WO9p6ourKq/q6ojVXV3VV19+uMCsCom76br7k8k+cQpfPbxJL/Q3XdU1XlJDlfVzdufAwCPaeoxqFPW3Z/v7ju2v38gyZFsXYUCAE5qtkDtVFUHsnXW3+27/NnBqtqoqo3Nzc29GAeAx4HZA1VV35bkhiQ/392PuE18dx/q7vXuXl9bc/UkALbMGqiqOjtbcXqXmxsCcCpmC1RVVZK3JjnS3dfOtQ4Ay2nOLajLkrwmyeVV9bHtrxfPuB4AS2S2q0F090eT1FyfD8By25Oz+ADgVAkUAEMSKACGJFAADEmgABiSQAEwJIECYEgCBcCQBAqAIQkUAEMSKACGJFAADEmgABiSQAEwJIECYEgCBcCQBAqAIQkUAEMSKACGJFAADEmgABiSQAEwJIECYEgCBcCQBAqAIQkUAEMSKACGJFAADEmgABiSQAEwJIECYEgCBcCQBAqAIQkUAEMSKACGJFAADGm2QFXVdVV1tKrummsNAJbXnFtQb0tyxYyfD8ASmy1Q3X1rki/O9fkALDfHoAAY0sIDVVUHq2qjqjY2NzcXPQ4Ag1h4oLr7UHevd/f62traoscBYBALDxQA7GbO08zfk+S2JM+oqnur6qq51gJg+Zw11wd396vn+mwAlp9dfAAMSaAAGJJAATAkgQJgSAIFwJAECoAhCRQAQxIoAIYkUAAMSaAAGJJAATAkgQJgSAIFwJAECoAhCRQAQxIoAIYkUAAMSaAAGJJAATAkgQJgSAIFwJAECoAhCRQAQxIoAIYkUAAMSaAAGJJAATAkgQJgSAIFwJAECoAhCRQAQxIoAIYkUAAMSaAAGJJAATAkgQJgSAIFwJBmDVRVXVFVn6qqT1fVL8+5FgDLZbZAVdW+JH+Y5EVJLkry6qq6aK71AFguc25BPTfJp7v7M939tSTvTfLSGdcDYImcNeNnX5Dk33c8vjfJ9z/8RVV1MMnB7YcPVtWnZpyJR3d+kmOLHuLxpK557aJH4Mzx838q3lhn+hOfutuTcwZqt79BP+KJ7kNJDs04BxNU1UZ3ry96DlgEP/9jmnMX371JLtzxeH+S+2ZcD4AlMmeg/inJ06vqe6rqW5K8KsmNM64HwBKZbRdfdx+vqp9N8ldJ9iW5rrvvnms9TpvdrKwyP/8Dqu5HHBYCgIVzJQkAhiRQAAxJoHBJKlZWVV1XVUer6q5Fz8IjCdSKc0kqVtzbklyx6CHYnUDhklSsrO6+NckXFz0HuxModrsk1QULmgXgfwkUky5JBbDXBAqXpAKGJFC4JBUwJIFacd19PMmJS1IdSfJ+l6RiVVTVe5LcluQZVXVvVV216Jn4Jpc6AmBItqAAGJJAATAkgQJgSAIFwJAECoAhCRQAQxIoAIYkULAHquqJVfXhqvp4Vd1VVa+sqnuq6vztP1+vqlu2v//17fsU3VJVn6mqn1vo8LAgAgV744ok93X3Jd39zCQ3neT135vkh7N1O5Q3VtXZcw8IoxEo2Bt3JnlBVf1eVf1gd3/pJK//cHd/tbuPJTma5EnzjwhjOWvRA8Aq6O5/rapLk7w4ye9W1UeSHM83/5F4zsPe8tUd338j/l9lBdmCgj1QVU9O8pXufmeSa5I8J8k9SS7dfsnLFzQaDMu/ymBvPCvJm6vqoSRfT/LTSc5N8taq+pUkty9yOBiRq5kDMCS7+AAYkkABMCSBAmBIAgXAkAQKgCEJFABDEigAhvQ/U/SGqoCbFDUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "seven = sns.barplot(data=df.groupby('sun').agg({'consume':'mean'}).reset_index(), x='sun', y='consume')\n", + "fig = seven.get_figure()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "El objetivo de esta parte del reto es recibir un dataset que contiene información sobre los venículos y sus consumos con el objetivo de determinar cuál es el combustible más rentable.\n", + "La conclusión a la qu ehe llegado se inclina por el SP98.\n", + "El E10 es más barato, pero se consume más rápido, por lo que a la larga se realizará un gasto mayor." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Entrando más en detalle, se puede observar que la mayoría de los viajes no han pasado de los 60km/h, por lo que es asumible que se han realizado en entorno urbano." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "También hay que tner en cuenta el impacto que tienen los sistemas de confort o las condiciones climáticas sobre el vehiculo.\n", + "Por ejemplo, cuando el aire acondicionado está puesto, el consumo aumenta. Igual que si está lloviendo o nevando.\n", + "Por el contrario, al tener un clima soleado, el motor no necesita \"calentar\" mucho (en este proceso se consume mucho), por lo que el consumo disminuye." + ] + } + ], + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}