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" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", + "0 28.0 5.0 26 21.5 12 NaN E10 0 \n", + "1 12.0 4.2 30 21.5 13 NaN E10 0 \n", + "2 11.2 5.5 38 21.5 15 NaN E10 0 \n", + "3 12.9 3.9 36 21.5 14 NaN E10 0 \n", + "4 18.5 4.5 46 21.5 15 NaN E10 0 \n", + "\n", + " rain sun refill_liters refill_gas \n", + "0 0 0 45.0 E10 \n", + "1 0 0 NaN NaN \n", + "2 0 0 NaN NaN \n", + "3 0 0 NaN NaN \n", + "4 0 0 NaN NaN " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure2 = measure2.rename(columns = lambda x:x.replace(\" \", \"_\"))\n", + "measure2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "#elimino la columna \"refill_gas\" ya que tiene la misma información que \"gas_type\" en los valores no nulos\n", + "measure2 = measure2.drop(columns = \"refill_gas\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "#en la columna \"temp_inside\" relleno los valores nulos con la media del resto\n", + "measure2[\"temp_inside\"] = measure2[\"temp_inside\"].fillna(measure2[\"temp_inside\"].mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(388, 11)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "rain 32\n", + "sun 27\n", + "AC rain 9\n", + "ac 8\n", + "AC 6\n", + "snow 3\n", + "sun ac 3\n", + "AC snow 1\n", + "ac rain 1\n", + "half rain half sun 1\n", + "AC sun 1\n", + "AC Sun 1\n", + "Name: specials, dtype: int64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure2.specials.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "37.7 2\n", + "39.0 2\n", + "45.0 2\n", + "37.2 1\n", + "38.3 1\n", + "37.6 1\n", + "37.0 1\n", + "41.0 1\n", + "10.0 1\n", + "38.0 1\n", + "Name: refill_liters, dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure2.refill_liters.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['distance', 'consume', 'speed', 'temp_inside', 'temp_outside',\n", + " 'gas_type', 'AC', 'rain', 'sun'],\n", + " dtype='object')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "col = [\"refill_liters\", \"specials\"]\n", + "measure2 = measure2.drop(columns=col)\n", + "measure2.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 388 entries, 0 to 387\n", + "Data columns (total 9 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", + "dtypes: float64(3), int64(5), object(1)\n", + "memory usage: 27.4+ KB\n" + ] + } + ], + "source": [ + "measure2.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['E10', 'SP98'], dtype=object)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure2.gas_type.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distance consume speed temp_inside temp_outside AC rain sun
distance1.000000-0.1289670.5622990.0751780.088175-0.025738-0.0197910.081120
consume-0.1289671.000000-0.227866-0.160623-0.3208110.0965910.248118-0.170667
speed0.562299-0.2278661.0000000.0592930.015411-0.0354080.0094890.081618
temp_inside0.075178-0.1606230.0592931.0000000.3595000.297376-0.0369370.242248
temp_outside0.088175-0.3208110.0154110.3595001.0000000.167562-0.1863150.346903
AC-0.0257380.096591-0.0354080.2973760.1675621.0000000.2429150.088598
rain-0.0197910.2481180.009489-0.036937-0.1863150.2429151.000000-0.112650
sun0.081120-0.1706670.0816180.2422480.3469030.088598-0.1126501.000000
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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=measure2.distance, y = measure2.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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l88G7h33rJYQQdtR9m3rKcmHZww1BH2Dfcsjebr86CSHEWaD7Bv6acig+2ry8oqDz6yKEEGeR7hv4vXpA/4ublikFgdH2qY8QQpwlum/gd3GHKU9C9FRj2zMIrnoHeg62b72EEMLOunfnbnAszHwXSjLBxRN8woxyrY27fyGEcEDdO/CDEfCDYoy/C4/CnmWw+yuImgKDLocgafoRQjiW7h/4T6gqhW8fNUb2AKSth9TP4cbPZGy/EMKhdN82/pMVHGwI+ifk7ITcffapjxBC2InjBH7VyluVtn4hhINxnMAfEAlxlzct65UEQbH2qY8QQthJm9r4lVIewMNAb6317UqpGKC/1npZh9auPbl6wflzIXIC7FsJ/cZC7HTwCrZ3zYQQolO1tXP3HSAZOMe2nQ4sBbpO4Afwi4Ckm42HEEI4qLY29URprf8B1AJorSsBaRwXQoguqK2Bv0Yp5Q5oAKVUFFDdYbUSQgjRYdra1PMXYDkQoZT6ABgDzOmoSgkhhOg4bQr8WuvvlFJbgdEYTTwPaK3zOrRmQgghOsSpDOfsBZgBF2C8UuqKjqmSEEKIjtTW4ZxvAwnALsBqK9bApx1ULyGEEB2krW38o7XWcR1akw6QVVRJalYJlbV1xIR4ExHgzp6sUo4VVtDTx42BoT74uDvbu5pCCNGp2hr41yul4rTWqR1am3Z0rKCcu97byq6sEgDcnE28eM1Q7n4/Gas29rl7YhT3TY7Gw8VxctUJIURb2/jfxQj+e5VS25VSO5RSp714rVLqQaXULqXUTqXUh0opt9M9VmuSjxbVB32Aqlorb/10mDHRQfVlr609yIHjZe19aiGEOKu19Vb3beBGYAcNbfynRSnVC7gfiNNaVyqlPgKuARaeyXFPlllU2awsLb+CcbFBTcqKK2vb87RCCHHWa2vgT9Naf9nO53VXStUCHkBmOx4bgMQIv2ZlkwYE88vB/Pptb1cnIvw92vvUQghxVmtrU88epdR/lVLXKqWuOPE4nRNqrTOAeUAakAUUa61Xns6x/pfECD/+3+Xx+Lg5YVJwVbwvswZ54eNqBiAq2JO35iTRN8izvU8thBBntbbe8btjpGg4v1HZaQ3nVEr5A5cC/YAiYKlS6gat9fsn7XcHcAdA7969T/U0eLk6cV2sYmLxPmpMLoQeehHXJcm8P/w+8q++Dz8fLwI8XU/5uEII0dW1deZue6azPA84rLXOBVBKfQqcCzQJ/FrrBcACgKSkJH1aZ8rfT9gv/9ekyHfzC/gmXgKew0/rkEII0dW1dQLXO9gStDWmtb7lNM6ZBoy25fivBKYAW07jOL/Nzad5mdnZyM0vhBAOqq1t/MuAr22PVYAPcFrjILXWG4GPga0Yo4RM2O7s211Qfxh+0nfT5CchIKpDTieEEF2B0vrUW1GUUibge6315PavUnNJSUl6y5bT/FFQngfZ26EkC/z7Qs/BLf8SEEKIbkYplay1Tjq5/HSnrMYAp97jag+eQRDVKd9PQgjRJbS1jb+Upm382cAfO6RGQgghOlRbR/V4d3RFhBBCdI42de4qpcYopTxtf9+glPqXUqpPx1ZNCCFER2jrqJ7XgAqlVCLwKHAUWNRhtWpvlhqjk7fOQmVNHQXlslywEMJxtbVz16K11kqpS4EXtdZvKaVmd2TF2k32DvjxX3BsI5aYaWzrMYs/rK7g6qRwrhoeTi/J1SOEcDBtDfylSqnHgRswll00A2f/CiZF6fDBVVCaDYBT8tsMC93O+N5P8cL3+ympquXx6QNxMp/KCpRCCNG1tTXizcLI1XOr1jobY/3d5zusVu0lf3990D/BJWsLk0LKAXhvfRrZJVX2qJkQQthNW0f1ZAP/arSdRldo43d2b16mTFTjDNTh7eaEs9ztCyEcTFtH9VyhlNqvlCpWSpUopUqVUiW//Uo7C+oP/S9sUlSQcDsL9xhv+4kLB9LDp90X/xJCiLNaW9v4/wFcorXe3ZGVaXce/nDRPEiYCbl7qQ4ezCEVywQfePACf4a0sFiLEEJ0d20N/DldLuif4NMLBl0OgCuQBCTF/fbLckqqSMuvwMvNichgT1ydzB1aTSGE6CxtDfxblFJLgM8xOnkB0Fqf8kIsXcGujGJuX7SFzOIqTArumRTNbeP64evuYu+qCSHEGWtr4PcBKmiHFbjOduVVFv72TSqZxcZoH6uGl1YfYHRkIGOig37j1UIIcfazxwpcZ7XCyho2HS5sVp5ZVGmH2gghRPtr66iecKXUZ0qp40qpHKXUJ0qp8I6uXIfQGuosrT7t5+7M8N7+zcrD/GT0jxCie2jrIPZ3gC+BMIzJW1/ZyrqWzBRY9iAsnA5b34PSnGa7eLk58+eLBxLs1bAQ++3j+jEozLcTKyqEEB2nTStwKaVStNZDfquso5zRClwn5O6Ft6ZCVXFD2cQnYMKjoFSz3TOLKjmaX4G3mxNRwZ64u5zumjVCCGEfra3A1dY7/jxbOmaz7XEDkN++VexgOTubBn2An/8Nxekt7h7m5845UYHE9/KVoC+E6FbaGvhvAWZirLyVBVwFdK0OX9XCOHyTEyhJ2SCEcCxtjXpzgdla62CtdQjGF8FTHVarjtBzMHiFNC2b9Dj49rJPfYQQwk7a2oaRoLWuH+OotS5QSg3toDp1jMAouPEL2PM15O2FgTOg7zh710oIITpdWwO/SSnlfyL4K6UCTuG1Z48eccbjdFiqofCw8bd/P3By/d/7CyHEWaqtwfufwC9KqY8xZuzOBJ7psFqdbYoz4cd5kGwbwTpsNox/RJqJhBBdUpva+LXWi4ArgRwgF7hCa/1eR1asw9SUQ1muMZHrN+SXVVNRY4ED38OWt0BbjUfyO3Dgu06orBBCtL82N9dorVOB1A6sS8fSGtLWw5r/BwWHYOiNMPR68OvdbNfMoko+Tk7nw01pTB4Qwtyyz5t/Q+78FIbP6YyaCyFEu3KcsYw5u+C9yyB9M7h6wfqX4ZdXmqVvqLNqFv5yhH99t4+s4iq+S80h17+Ffuze53ZOvYUQop11vQ7a03U8FQbPBO8ekLsPYqeD1UJN+lbeOexPVkkNF8T3pJefG4vWH2l4WWk1m9zHcZH/p5gKDxmF/v0g/nL7vA8hhDhDDhP4a92Cca4shF8bdU2EJ+ESEMVwcy+u+sXCwl+O8PFdo/F1d6aqtn7ZAR5cVUHcrUuI0scADcEDwLdr5qgTQgiHCfw1Jlec3Xxh8p+pcfahyCuKPSUu9HZ3Jjr9U/oGTudIfgVvrDvEvMtjMefsIsSSSYlTAKsKe+DiHw4BsfZ+G0IIccYcJvA7mU2Qvx9SPsAFCFEmiqf8h9nf+PPqlEtwPmwFQFs155avwbz2/vrXJibeiNl9kH0qLoQQ7ax7B/6aMsg7AJZKXMoy4dimhue0lajNf+XCqFdYftyP4kojRfOTYz0xf/QEOLsbI3/cfDGbzMaXRnizJHdCCNHldN/AX3bcGLppm3Slpv292S6mkmP08YLV2dVMjA1m8sAQQt2PQ20FTHsGfp4PpVlG2ubqcgiMBne/Tn4jQgjRvrrvcM70LQ0zbQG8Q5vl3S+LvoQvDlmZMTSMv10RzwXxoTh7+MPYh8i0+JIx+G6s/lHGHID1L0HW9k5+E0II0f66b+A/ftJcs5T34ZKXwScMlKIi+mJ+CLudCXHhnBsViIvZSNtcVFXHm+aZnP9dEFN+jGV+n/kcj7/DOEbRkc59D0II0QG6b1NPyEAA6kKHYXXzw/nIT9B7DNy0DKulknLnXgwxuXKhnzuq0S+BDbnOPLO84Uvj3xuKCZ10MbNcPwQ3v7afv64GrFYjmVsLK3wJIYS92CXwK6X8gP8A8RhJ327RWq9vz3PoXiNIvnQN72wrJ6dccdN5zzC+9mf8Prsd09CbCO4fDN7NF1X/dtfxZmVLDjpx8aS5eJY1X6O3mbJcyNgKR3+GIz9C+HAYfsvpZwUVQoh2Zq87/heB5Vrrq5RSLoBHe59gR7EL132cQ02dMUxzS1ox/5gygJn5B2HZA1CSARMfB1PT1q7oEK9mx4oKcueQ31gGl/742yc+sAr2fAV7lhnbmVthzzdwy/IW8wIJIURn6/Q2fqWUDzAeeAtAa12jtS5q7/MkHy2sD/onvJpioSj6MmNj/UtQ0ny93WnxoYR4N+Ta93FzYvLAUJxUHZkBIygor272mnolWVByDPZ+fVJ5Bhzfc7pvRQgh2pU97vgjMVI7v6OUSgSSgQe01uWNd1JK3QHcAdC796nfKTubmn+nuZjBZK0xNkzOLa63G2s9zJLza9mo48kqNoL8ox9vJ8THlUn9QzDvO8RDU2NxdWppDV8ToIz1fbXlpOda2F8IIezAHqN6nIBhwGta66FAOfDYyTtprRdorZO01knBwcGnfJLhff3xcm36vfb7YU747P/c2Jj4eNN8OxUFcGwz1h1L8So7yr++28+Lq4xHabWFg7nleLs78+a6QxzJK6ei2kJKWhHfpWazJ7sES50VvHpAUCwkzGxameCB4B5gLPuYvQMsNaf8foQQor3Y444/HUjXWm+0bX9MC4H/TA0M9WHxHaNZsSub3NJqLhzoz/CKXyBuBgy4GPqMbdi5NBu++QPk7cMUMZr0qLspXrWt2TFdTGDVUGOx8sa6Q7y4aj8AZpPi5WuHMn1wKPSbaIz+CRlkzCXoNdSY+PWfycYiLsoEl74KCbOa9S8IIURnULoNK1G1+0mV+hG4TWu9Vyn1FOCptX6ktf2TkpL0li1bOq5CB1Zx7MB2SpyC8O8/lr+tzcXTzYXKWiv9gjyx1Gm+3ZnJcxf3ozY/jQHhgdz7bRGDIgJwdzGTW1rNmj05fHL3GCICTuqnzt4Fb4xpuuKXszvc9ZPxhSCEEB1EKZWstW6Wa8Zeo3ruAz6wjeg5BNxsp3pQW2dlRUE4T2ywUFJl4Y9OFlbszuPFa4bw+tqDLNuehbuzmYemxhBX/APe3z8AZmfeHvUgf88fx1vbSokIcOfuidEUV9UScfIJyrKbL/NYW2k0LQV21rsUQogGdmlr0Fqn2NrvE7TWl2mtCzvjvAVl1RzJL8dqtUJFIRQcJTs3n99/foCSKqMzdt2+fG4Z04f/bkxjZ2YJAJW1dTzzzR72uA8zDlRXi8cv/+DOyDzcnE0cK6jkrZ8O42Zu4XL6Rhh3+I15BoNPywu111k1uaVVVNbUtdv7FkKIxhyikdlqtbJm73Fue28LM19fz9Ztv2JZ+yy8PZWw5bfw8cXOBHi6ALD+UD4j+gay4VB+s+McKW56594rbz3LLrYyINiN9MJKcspaGOoZFAMz3zOCPRgdyjMXgW/zwH8kr5xnvk7lwvk/cceiLfya1infh0IIB9N9UzY0suVoEXcuSqamzsqYvl4MSJ2Pk210j7kshyEZW3j63P9y73fGaJu1e4/Tv4c3u7NLmxwnxLPp96Ty8Cd65WyenvAet61xIsDDpfnJlYKYqXDHWqjIN0b+ePdstltlTR1//2Y3K1KN2cG5pdVsTSvkq/vGEhncfFKZEEKcLoe449+fU1o/meuKKI3XgS+a7lBbQSTGZC5ns2JytA9/nRqKu3PD2PvLBvkxyDmr4TXhSUYgr6slonwnf5sRz8BQn6bHzd1HzboXqV56OzmpP7K30odyl6AW65heVFEf9E8or6ljf07Zab5rIc4iNRVwcA18+QCsmguZKfaukUNziDt+t0YBvKTGBC5eUN30br5Pz2BeujYBJ7Pi50N5PJYEy2YFcLjMCR9XRWzhOvxyS+Cif0F5LhQchM3/AcDdJwiLbjpLmKJj6A+uxsWW0bPHro8wJf2BjdW3M3lg8zt+F7MJDxczFSe17Xu4yMQv0Q0cWgOLr2vY3vga3LwcQhPsVycH5hB3/PG9fIiyNZcs2F5LRtJJ0wbChuEZkUh1bR2PfbKdKf2Dqcs9QNTHUzlv+SRGfjERv3VPwoZXSPMdzheWUewJmAyewVg9e7Kmoi9//Wo32cVVDcfM2Yk6KY1zcMrLVOQcoqii+QSu3gEe/OH8/k3Kkvr4MyDUuz0ugRD2U10Ka59tWlZTbiQxFHbhEHf8rk5mHjwvhtyyavLLakgLj8Z/Vn88sjeDf1/oOw58QrFY0zArE5aaCo7mVzDw5ANZLfxyuITH1lTg6uTHe9d8Q0ZWJo/9UInZpLA2HrZpbWFUjtWCwtp0PxulFFcPDye2hzc7MoqJCHBnaIQ/wd5u7XkphOh8WkNdCwMf6mo7vy4CcJDAv+lwAY9+sh03JxPebk68vKaGCbFBvDH9Stys5ca4+sM/Mr2HD/HX9ae8MIvoEG+4eiEc3ws//RPqaqgYchufHDRy61dbrLy8Pg9M7lRbynn4/FhcnUxsOVKAk7WGSK8ofDwCjX4Am8JBszEH9CbA07XFenq7OzM2JoixMS33AwCUVVs4lFtGVW0dfQM9CfGRLwZxlnPzgbEPwWd3NpSZnKDv2NZf4+i0hvyDUJoJXj0hMKpd8305RODPKKoAoMpiparMaGY5lFdO5YZPcAvtBz88B5WF+Lr74XPJS6hV90JVMZic0GN+j7rsdY5lZbCsaigXJoazLWMPNXVWDhVUMWt4OBclhDK4ly83v7OZ7RnFAEyN9uKp6QsJO7gYlbub45FXUBA+lVERzdv32+p4aRXzVuzjoy3HAIgM8uC1G5Lo31Oag8RZLvYC40Zq4wJjaPPouyFsmL1rdXbSGvZ+A5/cZqz/7eQKM16B+CvaLfg7ROAf0TcQOMDESG8u7AdHSxU+bs64hJ2LXvsXVKVtvHz8VahvHzWCPhhNMz/Ow3rxi8xNH8aGtHJuOqeGuZcN4tOtGYzt582dE6Ow1FmZv+oAoR5WbpjizYFixfvby/k5wo2Z2TvQF/0Lv7BhhJhP7z9adkklNbWaXZnF9UEf4FBeBQvWHeTZKxJwdnKI7ppOUVVbR05JFR4uZmlqay/ufjDochhwkZG9VrLVtq7gMHx6hxH0ASzV8MXvoOdgCBnQLqdwiMA/tLcfP94aTuCG/4fHLyvApxcVU55la3kwYxt3wHoEQmlWs9ebSrO4e2QSw6JCWfjzEXJKq5jcP5jJsYEcza/gq20ZTA4sZHD2P3H/eS1Wv75cOW0un2T7gaUSdXwXLhEjTrnelTUWlu/MZu7Xu1HA5cOaT/r66UAexVW1BHm13HwkTs3B3DKeX76XFanZ9PRxY+6l8UzoH4xzS7OyxakztzDXRTRVlgM1Jw3jrqsxYlM7BX6H+DR7qhoiNj+Lx8Hlxs+o4nQ8PruJUNcarH59G3YszzMWY29MKSxeYbi5e/HdrmwuiO/BxNhgfj6Yzys/ZbB6dxbhrlUM2/FX3NPWAmAqOkL/1bdyU2wNFKdj9QnndOzIKObBj7ZRUF5DYUUN3m7OzfYZFx2Ebwvlp6K6tg6rtfOT9Z1tqmrreH7FXpbvykZryCqu4o73trAnq8TeVROOxLsnuJ7UfGt2AZ/QdjuFQwR+SrNg3zdNy7QVXXSEXSOfA48Ao2znp1gumt+wqLrZGT3uD6S6xJFd7caskREcza+guLKWP5zfn9viTdyW9zwz3TfhlL6h6fHraggp34M18XpM+5ZTsfIZKrL2nVK1d2U2BByrhoPHy7hocEMfQVSwF3dMiDztZp6c4kreX3+Uq99Yz+OfbmenrX/CUeWUVLFiV3aTMquGg7nlrbxCiA4Q0A8uXwAunsa2kxtc9hoExrTbKRyiqQcXL+NbtLTR/9SewVS7BnPfz67cMeR9BnoUExfZm3KTL3smf0SsUzZWZy+WZ3lRVRSASVXwxo8HqayxUlZtYWtaEf88P4Bhh1ZB3MXg7g+VTXPrOHsGoHamQE4qHm6+1GZsxDJzEU6efm2qdvBJzTdfbsvkhlF9+Px351Jr1fQN9DjtNug6q+a/m9OYv+oAWsP29GK+3ZnNZ78bQ1QL6w47Ag8XMz193MhqPB8D8PM4s19UQpyy/tPhznVGzPIMMVK4t+P6HXbJx3+q2iMfvzX1K0xLb4TgOJjwKDpvHzi5Q+hgarP3oOtqKQkexkHVl6raOm79706cTIrfT41halAxESXJmCvzqQuMYW9VIA//aMWqnPhscgE+lkKoyIM1zzScMOZ8iJ3Obt2b/eYo9uVWEubryjne+QSU7SfLZzAW3z7E9/Jttc7phRXc9X4yOzOMO38Xs4n3bh3JqMim+Zy11uzMKGbL0ULMJkVSH3/iwlo/bk5xJRsOF5B8pJAgb1d2ZRazYpeRLuKV64ZyUUJYq6/t7r5LzeHO97ZwouVrYmww/7gqQYbNii7pbMvH3+lW1iTiPn4JY8PAvPRGlKUapjwJH83GpaoIgGCTE34zP2RtaQC/Py+GfkGeuBUdJPrbW6DsOABOSpEwdS4vn9uXR5P9MO35CkJjYPcymPxnsFSC2RWKj3HcK5bvs3rwz5Wp9fWICvLg3UHZRG56kfej5mGxJjAkwq/FOof7e7DgxiRSM0uoqLEQ08ObAS0M3fw1rYhrFmyoz0fk4WJmyR2jGRze/LhFlTU8tSyVb3c0/Pq5eng4g3v5siOjGCcH78Sc2D+Yz+8Zw6Hccvw8nIkL9ZGgL7odhwj8WUWV/PGLPYyJDmJ83kvG8CiPAONnlC3oA2C1YN6ygM+sf+D7vQe4a2IUV6md9UEfMDqHd3xMdO8xPD3+Sry++hp63Gf0I6ye23CoC//JpqreLNt2hBfP86Av2VSaPPkkXbHTczQXFDzN6MEZfJjsz5BePpC7BwoOgWcQhMQZk16AMD93wvxOyuffiNaa9zYcrQ/6ABU1dXyzI7vFwH8wp6xJ0Af4ZGs6902OoaC8unmiOQfjbDaREO5HQgvXTjSSfxDy9htrTfSIa0g7LroEhwj8NXVGu3yIlxMU5hmFLSRqA1Dlubh4WHE2K2rrrLjQfB8qCzErGJj7LViqYP0rMO4h4wuipgICozBlbqUydAovjC4nbvXNxuxgYGD0ZRzxvteogrWKoopaOLgKFl/bMIV95B0w6f/AvfXmmhOsGrJLqpqV55Q2LwNjUZmWjhEd4sW7t4yi98lLRwpxsoxkeO+KhpumyElw6SstrjEhzk4O8bs+1NeNq4eHszQ5m9r4WcZi64nXQOTE5jvHX8nQUDfKa+rwdXMm3TPByKnfWNwMtGcILrm7jO3aCljz/ygOHsbOyFvZ63MOdelbGe5TSP+tc+uDPoDvgc+J5Qg4uXJI9eb3o33gy/ua5i3ZtABydtZv5pZWsSOjmPyCfMjeCbl7wWLsbzYpbhjVB4C+gR78bmIU902O5poRzRaBBCAy2IsQ76adxokRvoyLCSI6xAuqSiB7h3E3V2chq7iSHenFZBVXtni8ruJYQQU7MorJK20hZ4xou5pKWPP3pr+UD62B9M12q5I4dQ5xx+/iZOaeSdEEermQ5eZL74r3UT/8A3olwSXzYeMbRvCOvwJVdJTzEi7haKUra/bm0O+cQdRdtgDzhlegssCYfRgQhcrahvXc+zGV50JJJgfOe4tH19WyNT0LVycTD0z4D9fUHsWcl9qsPq5lxyi6ail1NTH0di9ucdJYWUEmnn00KceKuH/xr9ybaCYm6wU4ssbIc3Lu/XDOPeAZxNiYQN64YRgp6cW89dNhqi1WftiXy7yrE4nt0bRPIMzPnYU3j+DlNQfYcqSQKQNDuHVsP/w8XCBvH3z1ezj6M5hdqB77KPMzz+HDHcUEe7nywqxExsZ0rZ/0tXVWVu7K5vFPd1BSZSEiwJ2Xrh3KkAh/e1eta6ougayU5uWFRzq7JuIMOMQdP0BEgAd/mBJFxKEPUWm2MfcZW2D5H2Hs7yFiBGx5G2tANFm5BShLJbePiySzpIYi7QV+vWHEbcbd++q5UFuB9dA6CBlI9dBbmP+rha3pRrNQtcXKP1YdZVddH+qipjary2H3eDbV9Wd6QhjOfqHok3OWKMXWUj8OHi/j/g9/xaw0UyqW43ZkjfG81QI//QuObQKrFV9LIZG+kJObyx3DvOgd4M729GLmrdxLVQtNO3FhvrwwawjfPDCOpy+NNxLSWWrh5/lG0Aeoq8H1h79xTS+jfyO3rJq739/K0fyuNab9wPEy7l+cUr+m8rGCSh5ckkJ+S8tkAuVVFo6XVMmEttZ4BELcpc3Lew7u/LqI0+Ywgb+6to6DaWmY9n7d9InaSqPNcs83MPVp1PFdJH1/NY8Vz6VH6S5W7cljc20/6vwjjeGamxYYna++vXBKeQ9L+DkUVMOqg80D4q/5LlSO/zN1vWyjqVy8yJ7wHPtMUfx341GoLoPCI5RNmktdcJyxj5sfRRe8ynsHPUkrqOBYYSVjw10JOra8+ZuqKYfvnoTXzyV65RzmxR3i4exH+bT/Gp4Y48Xq3cfJKW65rd/VyUyQl2tDKoLKfDj52gDBlYfqVyIrrbZ0uSafYwUV1J0UxA/nVZBzUr+I1ppNh/OZ/c4mpr/4I3//djdpBRWdWdWuwewEo+6GqCnGtpMbnPdX6DXcvvUSp8QhmnoAUo4V8fqqDF4NHoJ7+XdNnwweCJe/AZsWoA7/AIDzkbUMztrKdecu5lC5E+leg+kz8QljFMP+72DdPCpjLyU//HwIKiHucBabjxY1Pa5SXLq0gBcvextVnIHFyZ3lGa58tfEod47whaydHDmUylW/hHPzsBcZOKiUtHIn1u/z4OKhofx8MB8/D2dS8+soDR6Kd8GhhmNHjIR938LOT4xTleehslJg7IMErf07VydUsm3gTHJLq+kT5PnbF8jVG0KHGh3NjZS4hVFlMX41OJsVga2klD5bBXs3r2+Ap4vRtNXI3uxSbnxrE9UWY3TUmz8epriylrmXxePqJAnFmgiKhpmLoOiokTnSP7JdJxeJjucw/7XWH8pn7aFSdsTcbcyytdH9JkJmsjHE0xb061WXMNV1N5d47MHDNxhdlGY0hfQbB9FTqBh5H0H+/rj6h3HdqD74uDV8j46PCeJwXjkHc8spKK/lobXVzPwom8GuOXyWsIHr8l+CvD2okAEsGl/KTSVvMrh4LZHeFtYfLMDZbOLzXzO4a3wU2zPL2dNvNniF1B/fOugq2PVZ0/paqkAbQdo/dRH3jPDik63HaBMXT5j8f02uTW30NL4uCENro3/7rzMG0a8tXyJnkdge3tw3Obp+29mseO7KhGZDZPcfL6sP+id8sjWj6apqdqa1JiWtkKeXpfL7xb/ycfIxth0rtE+zlKsX9BjU7jNKHUruHvjxBfjkVuP/5fK8Tju1w9zxB3i6oDXcstLCE+e8ywDnbNzcvYj2U7h8Ogf6TTTu5mubNmU4V+cToYrg+38ZTSsAqV9QfNECZnxcwpuzy3ExKzYeLuDl64baZs+aSM0s4bNfMwBw01UsilmHjj6fHt/cjDrRmXtwFb0n/xm1+hEAvIFg14X8c+IinF2dyC+v4f2NR7lvcjTH3b1ZNOgt4l1yqFXOWE09OcfNt1maCJTt7tQjiFX7iwjxaX1Rl2Z6DYPb10D+fnD2hMBYLihxIXFgFaG+bkSHeHW5CV6erk7cNSGKyQNCyC+rISLAwxi9dJKW1jb2cXPC5SxKd70zo5hZCzbUf0F9npLJE9MHYLXC0D7SWd2lFB4xhsSWGDGCHR8bE0rHPtR8FGEHcJjAf06EO0FeLuSV1fDE2jLMJm/ev8gDl9wNMHwO/Po++tz7jNE+J/QZayzNWJjWEPRtvDe/yDnhz/Hjvly8XJ0I9/fg0+QMaq2ar3cYgf0vk4KYEZKLc0UydX1GoaxlDUE/ZCCccy+qJAPOewp8wiF/H5icGB9URU6QJ+H+7qQXVvLltiziQsv4anspYIyzD/YuY/n4PxO46qGGSvWIN1K6AoeH/4nF6ytZcFOPU7tQAf2MB+AMDPKGQf8jrURX4OnqxNDe/zswxoX61M9ePuFPFw0k1Lf1yXOd7Yd9uc1+lXy7MxtXJ5ME/q4me2dD0D9h3TyIvwr8+3T46R0m8Md4VLL43ExS6vpSXmsi0bOAwZsfgPEPg19f6DeRuh6DKQ9OwpSzEy93F1T+Afj6YaxjHmzWJmay1uDmZEzymr9qP7ll1Tx+4UB2Z5Xw0NRYhgTUMHrnX3FZv6L+NXnnv0JJ/Gx8Dn4Jg2fCl/caM4EB+pwLvhGwfQkuwXH0vm4x7906kl/TijApWLu36c/A3NJqFpYM5eHZyyBrO3gGoT0Dqc3eQ9GVn3FAR/L2nAD693TsmbhtFernzqs3DCMlrZCckmoGhfmQ2EoqDXuprWvepFNrtdJCsTjbaWvzMqul5fIO4DCBHyc3oks3E739YaM5xFIFHgFYA6L4VQ0gyMuNPv6evLWpjMnulQz57mbjP4J7ACooBszOTSZZ6RG3E1PhzcAwN9IHhLB48zHeW3+Ukf0CeOH7fSRfa8bloC3oD7oCgmMJsmRTMvQG8HCBDa82BH2Ao7/ApCcAULmpkLGFgMhL6BvoSZ3WXDm8F5+nNL1DGNQnlG3O7kQNG42XmzMKcIk+jxCg+SDSrqfWYuVgXhkF5TWE+brTt4P7FyL8PYjwP3tnLk/oH8zLaw40GaV0waBQBveSL/cup0eckTamoqChbPTdxrDxTuA4gb+23Oj4HPMQHF4Dfn2g52BMH8/B85x5XLfOi2X3j+FoQSVuISUN37x+vdHH96IuegH2rzSycEZNRh39heuGD6RCWTgnqieLNx8jq7iSuFAf4i6Kw1xjm8l4zj2QvgV2fQqAd68kmPg4bHqzeR0bfbFYSo/zh6Xb+G63MY7+ovievDNnBB9sPEptnZVJ/UN4afUBdmWWcMXQXvxx+gB6dKNkYlW1dSzZnMbTy3ZTZ9V4uTrx+o3DGRt9Cn0W3UxiuB8f3DaKhT8fpqiylunxPYkL9T3rfpmINgiMhpu+gORFkL0NEq+H2GmdtiTl2dNz1dG8Q6GiCFw8wNkDKouMb9uEaxiw69/cMMiZl77by7iYYJyCY2D8IxA9BbK3oXsNM2bL1pRB3GXGMmiFR3D+/k94uWj8TVX4ujtz+SA/gt3qeHn1AUzBMUbCNRQc21hfDZWxxWiHj53eUDeTk/GroEc8DL4KzC4UeA+oD/oAX+/MJiWtkFeuG8aIvgHM/Xp3/UItn/6awdajJ3Xynqwk00gCZ+nYlAXFlbUcziunsLzmjI6zL6eUv3yZWn93W1Zt4aElKWR3sXkE7clsUoyODOTV64fz7s0juGF0X0b0CzirOqDFKeiZABfNgznfQNKcdl1h67c4zifGxQPOf9oIst49jSUWN74Gm/8DESO5vL8rkT28mOS0nehVt8G659G11XDVQky7vzA6d8OGGZO4fvwXBEZB73Mw7/uWcTsfZ90NftzTYxfBqpRHLuiPS2g81Vf/F527p3ldfl0E58810j+4eMGF8yD/ACydbeTJmfkeH2c1T42wZl8uxZU1fLAxrdmkpL05LSSTAyNpXMqH8PoYeGk4fPWAsZhzB9iRXsRNb21i0ry1zFqwni1HCn77Ra1oaRjl8dJq8s/wC6U7MJkUrs5OmE0dP/pDdAJz5y/04ziBHyAoBvqOA+8w2PqucfdbWwEbX8ez9DADVAaBX94ExekAqMLD6GMbUVvfNca5/zgPqoqNTpidn4AGyvNR+1bgs3k+vZxKyLN6EuHvjquLM659R6FjpjWvR+x0oy6XvQ63rYJ1/4Ds7cZzuXvh87uY2kKOtSkDQvD3dGXmiAgmDwhpsjJUq+mUM3+Fz+8yft1oK2z7EDYuAGvzVA5n4nhpFXe9v5Vt6UUA7Msp45aFm087xUOon1uzUW09fdxkUXkh2oFjBX6AoFg4+lOzYjdLCUPVXiOon9DnHNTeb40mm8ytzY+1b7mRt8SnF2rfN+jIiSRn1RIX1hCETf0vgNgLGl7TdzzEzTD+dnYzshyWZDY9bmUhvU25XDCoYShmUh9/Lh3aiz1ZJRzLN1IOXD08glkjIrhuZATDWmvnbZTls96OxVCe2/L+pym9oJKMoqbNMCVVltNOexAb4s0zl8XjYps34OfhzL9nDelW/RhC2IvjdO6e4OIOPRONBGdgLKzeMwHzsfWYQgY03bckyxhTm7YeXFu4o/bvBz//Gyb8Ef3zv7GY3PndxCgCGqc18OsNV7wJBQeNUTwBkeDu1/C8m6/R/NT4C0cpXL0DeP7qOO6eVI7VqukX5El+WQ3X/2djfcKxXZkl3DK2Hw+dF4OXWys/FxvN9q0XEN2wkHM78XZ3sq1h0LQJytf99H7GujqbmZkUwYh+ARSU19DLz53ws3jEjRBdiWPd8VtqIG2DkYc/YrSRXCphJiTNwZT6mTGpIvq8hv3T1lM78nfG8E9rrdETf4KzhzFiJ2sH1JSjpz2L04HlBG9/DdKTm5638AikbTS+QAoPNxnGqQOiqJn4f033H/cHCIrF282ZxHA/hvb2x8/Dhb1ZhfVB/4T31x+loOJ/tHv3Gm70TZzg5GpMGHNtvoTjmegX6MkfL2j6xXn3hMgWZ8m2lZPZREyIN6P6BUrQF6IdOdYd/6G18OFMcA80gt+XxkpYuPoYd927vzQ6XCf9CeqqsYSNQBemcXzWMoJK92GaPhHSNxnDQpUZVv4JLvon2mTCtOQ6TCfu2l284KYvIXw4ZGyFhRcZfQkAZheY87WRZA3YmlHGq3uGcNuEDwiqO06xczDB0Un0cT5pxqilFnNl885SZ7PC/L+mePv1hlnvG53GNeUQ3N/IsdLOnMwmrh3ZmyERfqQXVtLT1424UG88XBzrIyZEV2C3/yuVUmZgC5Chtb64w09YVQqr/2bcbUdOgF/mNzy39xsYcj0kLzSSJe36DIJicQrqD2ueYtvFPzPF2RVWP210ljZWko41PRlz46aamjLqdi8jVfdj0M6PMNU2auf2CDRWtyo6inb2IDUzlFWHKlh1SAFGm/7dE4r4o3OJkcLBMxi8ekDOTuI8/Qj3cyO9qGHEy+8n9aXXb90N+/bqlGXxPF2dSOobQFLfDj+VEOIM2PN27AFgN9A50w7rqo0VtMBo5qhqyMnC8VSj0/fif1OVloxLUD9MNaVGsjKTGbO1BuUV1DwhGqBryjE1PtaJ8rLjzF99iJdcc6jvjnTxhHPvg2W/h7oaFHD5gJmkxl/PhzsbRr/kFpfDJw8YHbPjHzG+iPIPEGF25t0JL7O2ZiAHj5cwsWcNI/s67rh2IcTpsUvgV0qFAxcBzwAP/cbu7cLqHsiRae9QnrmPiNrD+A26zFhy8YQ9X8GI29jhdwHW7F2M+vlqGHARBMUSbi6BYxtg4IymvxSUgrBhKGWCQ6ubnK82ejq7lhVzeMzFDNxjzNpl0OXGQi51DW3yXns+4uoJF4IKYmKPCiq0C+H+dfD1LuPXgasPxF+BMRFsE1Gr7yRqxG1Qux+27oWhKzvuogkhuiWltf7tvdr7pEp9DPwdIxPxH1pq6lFK3QHcAdC7d+/hR48ePe3zVdRY+CQ5nWe+2U1VrZX+Ie68N92NkLz1sHWR0ZQy/Gb44Tkqwsewpc+dRFiPEbFtPk5xF2HpNQLzD39HeQaBbzikfmnkrR82m8Ieo/DY9g6unn7G2H4nVxh8Nez/nqP9rmZBVjQPR2fit/kFTInXGCtmnaTu4hexbn0f58zNYHbGOuJOTLm7ITQBijNg51KjiSpmqtHBnJEMkZONL6bQhNO+LkKI7k0play1TmpW3tmBXyl1MXCh1vp3SqmJtBL4G0tKStJbtmw57XMmHy3gytfWNyk7JyqAt24cgYe1BDJS4MOrjSGVTm4w9iFKc45gCo3Ds3AfePbE6u6D6ad/wtAbIWIUFB8Dk5kFeQmM8MhmaOVGKoITqKutxnvDPON5pVg9fin7TZEcPJbJzcN8GbjpCTjyY9MKXjIfvrq/admUJ421AdY937R89N0QNACGXGt8yQghRCtaC/z2GM45BpihlDoCLAYmK6Xe78gTHs1vPolo/cEC8sqrjQx5qZ82jKO3VEHBAbxdTXiufQpS3qcycjLK3d8YZrnrM1j+GFQVo938KK9z4gihLPO/nulrenLemnDe6f86+QNvAK2Jcy9gZWoOH+0s4fmNVeiRd0JoonEuN1+Y9v9g2+Lmla6tgLy9zcuPbTKSOUnQF0Kcpk4P/Frrx7XW4VrrvsA1wGqt9Q0dec6Qk9ZdjQhw5/y4HnifmFzUa1jTF2z/iIqgBNKu/4ndV3xPijUaq9ViDN8sPmY81v4dVXSUGf6H8AgM597Pj3I0v4Kckmr+uq6YVQGzwNWbdIsvybYEagNDfVCWamPi1/hHjF8P6cmgWvjP0DMBeo1oXt5nbKcmcxJCdD8OMch6UJgv143szcrUbF6eAP3zluNtLcYpa5bRbBM5CXolQcYW4y584hO4FqfTM2s1mJwwZ3+JKWdX8wOnbaBPcCm7vM9t9tS7uxWTJ/6DV3e4AJX0DXDjsp55xrDKquKGJhyvHnDlW/DRjQ2jhgZeAuGjjGydOz+BrBSj3D8ShlzXIddICOE47NK5e6rOtI0foKSqFp2Rgu+HFxvNOSdc81+jk7TsuJEgTVthyQ3G0og+YUbTTmCUcae99d2mBx0+hxqvcD52n8kTnzfNiTNtQAB/j89ij2s8dcf3EVO1nZ7J/zQmf928wmhaslQZw0j9IozZvXkHjCyiwQPBw7aUXulxyN1t1Cu4v1EnIYRog9ba+B3ijh/Ax80Zsn5uGvQB1v3TSOHgFWJk69z7DVSXGJO8TtyVO7lD79Gw8+OGtXddPCF8JLXBiQy3uuDn4UxRhbGQiovZxO0x5QTsfp9zIyeDcyVQZyzAcnidsfrW1QubLqrs39d4nMw7xHgIIUQ7cZjAD7ScithaawyVLEyDpTdB1GTbE6ohp47JDAdWwdgHodb2xeHshk77hX1eYxm6cgZL53zOtuN1VFdXkeBXQ7w6Ahe/AD/8A1Ia9V2PvB205FEXQtiPYwX+yAmw9qRMmGMfBFcvOPCdkY5hwMXg7G4kVIu9wEi9nL3dGJu/8v+MRRO0No5x2Wu4F+yB3H3EHHiXmMlPNDpZvDHePuWkAUtb3oYbPqVZsnkhhOgkjhX4w4YZCdI2/wfK82HkbcbCLAAVto7Vja8ZSdrSt0DYUAgfAftXomsqUFcsgO1LjP0iJ6HTNtG/1JZLv6Whl1UtrIplrTPmCgghhJ04VuA3mYy2+t6jwWo1tk84kbGyPM+4sw+JMzp0R9wKYx9E7VsBS65vGPr53ZOYJjwK2/9rbMdf2fx8AZHGPIGKRlk1/fsao3OEEMJOHCsff2Omk9566BCY+R749DJSJ/cZA7HnG/uZzEYa5alzjcyaefthwh+Nf53c4YLnGn45NObfG65bavxqUAr6TTBSJEtnrRDCjhxmOGcTtVVGIG5p9mvZcWN0j3fPlhdBLs4AFPiGGX8r9dtDLKtKoLLIuPt3Pf2FSYQQ4lQ4/HBOAKrL4fBaI8OmcoIxD0C/cUZn7gktLVXYWOO89m3Nce/mYzyEEOIs4FiB/+hPsPi6pts3fgFRE+1WJSGE6GyO08avNWx+q3n5tv92fl2EEMKOHCfwK2UsanIyV9/Or4sQQtiR4wR+MIZmmswN22ZnSJhpv/oIIYQdOFYbf8RIuHm5MRtXmY289mHDfvt1QgjRjThW4D8xHj9ipL1rIoQQduNYTT1CCCEk8AshhKORwC+EEA5GAr8QQjgYCfxCCOFgJPALIYSD6RLZOZVSucDRU3xZEJDXAdXpDuTatE6uTevk2rTubL02fbTWwScXdonAfzqUUltaSkcq5Nr8L3JtWifXpnVd7dpIU48QQjgYCfxCCOFgunPgX2DvCpzF5Nq0Tq5N6+TatK5LXZtu28YvhBCiZd35jl8IIUQLJPALIYSD6ZaBXyl1gVJqr1LqgFLqMXvXx96UUkeUUjuUUilKqS22sgCl1HdKqf22f/3tXc/OoJR6Wyl1XCm1s1FZq9dCKfW47XO0Vyk1zT617nitXJenlFIZts9NilLqwkbPOcR1AVBKRSil1iildiuldimlHrCVd9nPTbcL/EopM/AKMB2IA65VSsXZt1ZnhUla6yGNxho/BqzSWscAq2zbjmAhcMFJZS1eC9vn5hpgkO01r9o+X93RQppfF4AXbJ+bIVrrb8DhrguABXhYaz0QGA3cY7sGXfZz0+0CPzASOKC1PqS1rgEWA5fauU5no0uBd21/vwtcZr+qdB6t9Tqg4KTi1q7FpcBirXW11vowcADj89XttHJdWuMw1wVAa52ltd5q+7sU2A30ogt/brpj4O8FHGu0nW4rc2QaWKmUSlZK3WEr66G1zgLjgw2E2K129tfatZDPEtyrlNpuawo60ZThsNdFKdUXGApspAt/brpj4FctlDn6mNUxWuthGM1f9yilxtu7Ql2Eo3+WXgOigCFAFvBPW7lDXhellBfwCfB7rXXJ/9q1hbKz6vp0x8CfDkQ02g4HMu1Ul7OC1jrT9u9x4DOMn505SqlQANu/x+1XQ7tr7Vo49GdJa52jta7TWluBN2lornC466KUcsYI+h9orT+1FXfZz013DPybgRilVD+llAtGJ8uXdq6T3SilPJVS3if+Bs4HdmJck9m23WYDX9inhmeF1q7Fl8A1SilXpVQ/IAbYZIf62cWJoGZzOcbnBhzsuiilFPAWsFtr/a9GT3XZz42TvSvQ3rTWFqXUvcAKwAy8rbXeZedq2VMP4DPjs4sT8F+t9XKl1GbgI6XUrUAacLUd69hplFIfAhOBIKVUOvAX4FlauBZa611KqY+AVIyRHfdorevsUvEO1sp1maiUGoLRTHEEuBMc67rYjAFuBHYopVJsZU/QhT83krJBCCEcTHds6hFCCPE/SOAXQggHI4FfCCEcjAR+IYRwMBL4hRDCwXS74ZxCnAql1FNAGeADrNNaf9/KfpcB+7TWqZ1XOyE6htzxCwForZ9sLejbXIaR7VWILk8Cv3A4Sqk/2fKkfw/0t5UtVEpdZfv7WaVUqi052Tyl1LnADOB5W176KKXU7UqpzUqpbUqpT5RSHo2OM18p9YtS6tCJY9qee9S2LsI2pdSztrIopdRyWwK9H5VSAzr9ggiHI009wqEopYZjpPEYivH53wokN3o+ACM9wQCttVZK+Wmti5RSXwLLtNYf2/Yr0lq/afv7b8CtwEu2w4QCY4EBGNP3P1ZKTcf41TBKa11hOw8Yi3TfpbXer5QaBbwKTO64KyCEBH7heMYBn2mtKwBsAb2xEqAK+I9S6mtgWSvHibcFfD/ACyNFyAmf2xKbpSqletjKzgPeOXFerXWBLdvjucBSW0oNANczeXNCtIUEfuGIWs1TYsv1NBKYgvHL4F5avgNfCFymtd6mlJqDkefmhOpGf6tG/558XhNQpLUecgp1F+KMSRu/cDTrgMuVUu62rKWXNH7Sdhfua1tm8PcYuegBSgHvRrt6A1m2dL3Xt+G8K4FbGvUFBNhyuh9WSl1tK1NKqcTTfmdCtJEEfuFQbEvoLQFSMPKr/3jSLt7AMqXUduAH4EFb+WLgEaXUr0qpKODPGKswfQfsacN5l2O092+xZXj8g+2p64FblVLbgF3IMqGiE0h2TiGEcDByxy+EEA5GAr8QQjgYCfxCCOFgJPALIYSDkcAvhBAORgK/EEI4GAn8QgjhYP4/hg6KIax1TusAAAAASUVORK5CYII=\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=measure2.speed, y = measure2.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% max\n", + "distance 228.0 18.639912 24.179598 1.3 11.8 14.15 18.150 216.1\n", + "consume 228.0 4.899123 1.118408 3.3 4.2 4.70 5.225 12.2\n", + "speed 228.0 40.820175 13.170122 16.0 32.0 39.50 48.000 90.0\n", + "temp_inside 228.0 21.938007 1.177840 19.0 21.5 22.00 22.000 25.5\n", + "temp_outside 228.0 12.228070 7.271373 -3.0 7.0 11.00 17.000 31.0\n", + "AC 228.0 0.100877 0.301829 0.0 0.0 0.00 0.000 1.0\n", + "rain 228.0 0.140351 0.348115 0.0 0.0 0.00 0.000 1.0\n", + "sun 228.0 0.087719 0.283509 0.0 0.0 0.00 0.000 1.0" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gas_sp.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=gas_e.speed, y = gas_e.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=gas_sp.speed, y = gas_sp.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_e.temp_inside, y = gas_e.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_sp.temp_inside, y = gas_sp.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Lb3vykNLFmDa4/KwFZfu6/KwFjEn4XTR1QjtXnbuwLK6rzl3I1M6xo3xnZaOVoPIwpz5mKVHSRyP+jGprM845YRZ3LDulbCbLyCQVulzitAnjuODtR2Gll+9aufGQm7ubd1W/8TlvRnJTDDe90sftv3qeay9cwmv9Axwxrp1/eOR3HDNjAm+eHj+uNM+pjzXbKPSGf1qfx5DDU+LPqELB+fnarUGX2KPN/+6e0sF/OvXNh0xhHFkqGX7jc1AaShyzJnfwr9v2ctntTw691ui40jinPmbZJXYpUdJFpZ6MinmJfaDAUNIf3Nf1Dz7HgRErIaa1xJHWuJot5nsiZilR0kcj/oyKeYm9bU/lfW3f28exMw/uK4kSR0jpIs2llxCxHj6L+Z4IPadZP/d5pcSfUTEvsWvZVzNLHLWULtJYegkR8+Gz2GWX0HOa1XOfZy1b6ok5tziN85RjXmKn9XI99oyR/v4D9G54iftXbWLlhpfo7z9Qd2yx3hMxHz5L6+9R0qclR/wxb3KldZ5yzEvstF6uxyxd9Pcf4J5Vm/jivQdH1tect4jzT5zDuHFjatpXzPdEzG6gaf09Svq05Ig/5kgxzfOUY7U8iL2vWEJbSYRYtWnXUNKH4u/xi/euZtWm2kfWMd8Tgw+fDfdG1h5O4+9R0qclR/wxR4pJzVMOuamZRIfIZh6zlg6ko9lS5fe4dXftbRZivicG1x4eWeOvd+3hmL+f0H2pU2n2tGTiT+rGZywhpYQkSlBJHDOkA2mI7iq/x1l1tHWI+Z5ob2/j/CVHsmDmRLbs6mP2lA4Wdte39nASJc60lkLl8Fqy1JP1G58hpYQkSlDNPmbM4y2eM4VrzltU9nu85rxFnDin9pF17PdEe3sbS46exnsWdbPk6Gl1r+2bRIkzzaVQqa4lR/xZv/EZUkqopdwQq2xUS9/+ZrYNCDnmuHFjOP/EOcyf0Tm0zYlzptR8Yxdqe080swwS83ypZUO5VitntWTih7hzi5s9TzmklBBabohZNgo5ZhJtA0KPOW7cGHrmvammGKoJeU80uwwS83ypZcNBrVjOaslST9aFlBJCyw0xy0ahnT6b3TYgreWGZscV83ypZcNBaX1/vRGJjPjNbAOwBzgADLi71t8dJqSUEFpuCC0bhXTnDO30GXrpP1qrgrY2493HzeT7l/wRW3b30T25g8VzplT8GUPiD22NELOFwltnTuRPzjiW1/YPMGF8O99+5HcNK4PEfE+oZcNBrVjOSrLU88fuviPB46daSCkhZJuQS/HQ7pwhxwy99A9pVTAwUOC+ZzaN2s4gJP7Q1ggxWyh0T+ngoj96M5/70dND+7rq3IV1LRATKtZ7InRftWyXVa1YzlKpp8WFXIqHdueMdTwIa1UQ2s4gJP7QfcVsobBzbz9f+smasn196Sdr2Lm3v+Z9xZSH8kxMrXi+khrxO/BzM3Pg7919+cgNzGwZsAxg7ty5TQ4vebHKDSGX4qHdOWMdD4qtCiqVZ4a3KghtZxASf+i+YrZQ2FylRLCljofGYspDeSamVjxfSSX+d7r7JjObCfzCzJ5190eGb1D6z2A5QE9PT/Jd0ZooZrkB4pVnYh0P4KhpR1Qszxw57YihbaqupTuinUHIWsCh+wrdLkTMh8Zia/XyTGytdr4SKfW4+6bSn9uAu4F3JBFHWoWWG2J1iIx9KTswUODpF19mxerNPP3iKwwMHFoz6mgfU7E809F+cF79wu7J/OUHF5fF9ZcfXHxIO4MxbXDF2W8t2+6Ks99athbwYGuE4dtUao0Qul2ImA+NpVnI71tq18iuwE0f8ZtZJ9Dm7ntKn58DXNPsONKs2iyCrbv3D30dc25xzEvZ0KuV7Xv3V/wZd+zbz1uYNLSv9jZj2RnzKTi0GbS3WfH1EfsaP6atbLvxY9rYsXf/0FrAbW1G16RxfPPCJezrH6BzXDuTjhhTcZbK1Aljy/Y1dcLYus5FzIfG0ir21akUNfrZgSRKPbOAu61Y2G0HbnP3FQnEkVrTO8dXLBG8qXPc0NfV5hYff9npdV2OxrqUrXa1smDmRJYcPW1ou5Dy0jObd/G5u1Ydsk33xe/gD4+ZPvTauDFt/NWKZw/Z7o5lpwx9vWHnPv70e08css3/GXG+Nuzcx6W3PTnqdqFiPjSWRqG/b6lN7H/fIzX9v2R3X+/uS0ofC939q82OIe0KOJeduaCsRHDZmQtwDl7qHW5ucV3HDLysHG27w90cHS6kvLRld+WrguFXPgCv9h+ouN2rwxZaCT1fodvFOl+1SOOCQKG/7ySk8XyFiv3ve6SWbdmQZdM7x3NH7wtcctp8zMAd7uh9gaWLZg9tE3JDM1TMToy13Bwd115exhnXXn4JO3ty5SufWZPHl21X7VzU0+IiZluKPCwINGdq5d93d53rCcSS1vMVqtHPDqgIl0Lzpndy5dITuOnR9dz40DpuenQ9Vy49oWw0PKYNLj+r/Krg8rMWlN3QDBWzE2PozdHBksoND67jxofWccOD67j0tifL9rW4ewrXfGDEzdEPLGJxhZu7o52LmC0Ikuhcmda2AZPGt1c895M6xiYaV1rPV6hGPzugEX8KtbUZ55wwizuWnVKax1/s0T58pLJ5Vx+3PvZ82VXBrY89z8lzpw7d0BzUzE6Mof3lQ/bV0dHOuYtmM2/GBLbu3s+syeNZPHsyHR3lb9vNu/r46TObufbCJbzWP8CEccXWCMPPRS0tCEY796EtIkK3C5HWtgFbdld/Hx7ToLhidpJNIrYQjX52QIk/hQoF5+drt47aPfHlV/v51sPrhr4vLZ0YB/vLH+6Bp5BSVaHgPLxux6iX691TOnjv4u6y1giVWk6EdtQc7dyHtriopRXGaNLaNiD0fRhLzE6yScUWqpHPDqjUk0IxuyemtRNjSHkm9HI9ZsuJkGOGHi+JVhjN1uy4YnaSTSq2NNCIP4Vidk9MayfGkFJV6OV6aMuJ0BLBaOWZ0ONt21N5X/W2wgjpVNrsBUOa3c4g9D0RO640l5fqocSfQjG7J6a1E2NIiSCJmTizJ1cuz8yqI66YpZ6QTqVJzWRpZjuDWko4seJKc3mpXir1pFDW1wyOFVcSM3H29L1esTyzp+/1muOKWeoJaeORpVJDvdJcwknrv7VKNOJPodhrBo82SwWSKRGUx1XsQFrPYjMhZZDQy/BNVR5I2ryrjxOPrhZ75XMaswQV0jU06zNZQqR1DeykYquXEn9KxbxMHW2WShIlgpC4IOw8hJRBwsszoz+AFhp76MylkHMfElcrzGQJkcY1sJOKrV4q9bS4mGvuNjsugP7+A/RueIn7V21i5YaX6B/WhmFQSBkk9DI85AG00NhjzlwKiauWUkNIO4OQbTbs3MfXV6zlktPmc+mZb+FPTp/P11esVXkp5TTib3Gha+42u0QQcsz+/gPcs2oTX7z34Ej+mvMWcf6Jc8o6XIaUQWopG43WxTP0fMWcuRTyYFzozxgySg8dye/ct5+P9MzlhocO3sC+7MwFvLRvf+pHvaGyVMIJpcTf4kIuU5MoEYQcc9WmXUNJH4oJ8Yv3rmb+jM6yjpeh/YFCLsNDunjWMtso1swlCHswLvRnHK3zY2h3yHFj2oaS/uB2Nzz0XFln1FaQlRJOKJV6WlzM2TPNjmtL1XUJyjsUhvYHCildhHRFjDnbKPa5j/UzhnaHDOmMGlsSXTeT6MbaSBrxt7iQy9QkLmVDjhm6dGFIGSTmXOzYD7yN1qU0VMyf8Y0+Q9Go5SWTmojQ7G6sjWbu6fwfabienh7v7e1NOgxpstAaf4j12/fyvhv++bAlHGj+P97QuGLuK2aNP8vnK/Yxk4htNGa20t17Rr6uEb+kVsylC2uZiz3a8wUxxbyxHvNnTKKNR8yfMfYxQ7uxJvEcRT2U+CXVYi1dGLpwTegc/Vhi3lgP3VfMZyhq2S6GJCYihLbeUMuGAGY2xsyeNLP7k4pB8iN04ZpmP9OQRHuOLLd2SGIiQmjrjSzN909yxH85sBaYnGAMknKh7QBG2y504ZqYi6eEaGx7jsplqmb/jDGFtsuIKbT1Rpbm+yeS+M3sKODfA18FrkgiBkm/mDcYQxcMidlRM1Qz23NAMj9jLM0uxYFaNsT0t8DngDr6FEpexFzbNomOmrENDBR4+sWXWbF6M0+/+AoDA+VB1bJwzQ8ff6GszcIPH3/hkJ8xjXPXkyhTZamEE6rpI34zez+wzd1Xmtm7DrPdMmAZwNy5c5sTnKRKzLWAQy/DQy/rm21goMA9T//+sI3oqp2HrbvLz9dLr1Zus/Dyq/uB4nZpnc6ZxMyZLJVwQiUx4n8n8AEz2wD8EDjTzL4/ciN3X+7uPe7e09XV1ewYJQUGL7GHO9xDRKNtN3gZfsr8GczvmljxH27ovpotpBHdhHHtFWOfMGL6a7U2C2OH3emOebUVU1K/n5D3TpY0fcTv7l8AvgBQGvH/N3f/eLPjkPQbvMQeOZqs1Brhxo+dzKqNuyg4jDFYfNSUNzQzZrRjhorVqz6kEV3/gQNcduaCQ0byr4+o4YS0WUjr3PWYv+taNHu9ikbTPH5JrVousfsHnOWPrC9L1o0+5mhilkFCGtFN7xzPHb0vlM1cuqP3BZYuml22r2rPNAwfNad57nqs33WoLLViCJVokzZ3/0d3f3+SMUi6hVxixy43xLqsjxlXaD/+K5eewE2PrufGh9Zx06PruXLpCYeMhkOeaUjr3PU0rx2RJRrxS+al9VH5mHHF7Mcf8kxDWueup3XtiKxR4pfMS+uj8rHjitWPP+SZhpkTx1eMfUbn+LqOGUta147IGvXjl8xL6zzrLMf12sCBiuWgvoHG9dkPkda1I7JGbZmlJQzOukjbPOusxrVi9Wa+9JPfDM3qcYcfP7GRq899G+9Z1J1g5Mmc07T+HkejtszS0tL6qHxW4+qeckTFctDI5SyTkMQ5TevvsV4q9YjIIUKXs5Rs0ohfRA4RMotIskuJX0QqCplFJNmk/75FRHJGiV9EJGeU+EVEckaJX0QkZ5T4RURyJhNP7prZduD5Or99BrAjYjjNluX4sxw7ZDv+LMcOij+WN7v7IStZZSLxvxFm1lvpkeWsyHL8WY4dsh1/lmMHxd9oKvWIiOSMEr+ISM7kIfEvTzqANyjL8Wc5dsh2/FmOHRR/Q7V8jV9ERMrlYcQvIiLDKPGLiORMLhK/mV1tZr83s6dKH+9LOqbRmNlSM/utma0zs88nHU+tzGyDmT1TOt+pXz7NzG42s21mtnrYa28ys1+Y2XOlP6clGWM1VWLPxHvezI42s4fNbK2ZrTGzy0uvZ+XcV4s/1ec/FzV+M7sa2Ovu30w6lhBmNgb4V+BsYCPwOHCRu/8m0cBqYGYbgB53T8NDLKMyszOAvcCt7r6o9Nq1wEvu/rXSf77T3P3KJOOspErsV5OB97yZdQPd7v6EmU0CVgLnA58kG+e+WvwfJsXnPxcj/gx6B7DO3de7ez/wQ+C8hGNqae7+CPDSiJfPA75b+vy7FP9Bp06V2DPB3Te7+xOlz/cAa4Ejyc65rxZ/quUp8V9qZqtKl8WpvGwc5kjgxWFfbyQDb6YRHPi5ma00s2VJB1OnWe6+GYr/wIGZCcdTqyy95zGzecDJwK/I4LkfET+k+Py3TOI3s1+a2eoKH+cBfwccC5wEbAb+OslYA1iF17JWk3unu78deC/w6VI5QponU+95M5sI3AV81t13Jx1PrSrEn+rz3zJLL7r7u0O2M7NvA/c3OJw3aiMwfMG7o4BNCcVSF3ffVPpzm5ndTbF89UiyUdVsq5l1u/vmUi13W9IBhXL3rYOfp/09b2ZjKSbNH7j7j0svZ+bcV4o/7ee/ZUb8h1N64wz6ILC62rYp8TiwwMyOMbNxwEeB+xKOKZiZdZZudGFmncA5pP+cV3If8InS558A7k0wlppk5T1vZgbcBKx19+uG/VUmzn21+NN+/vMyq+d7FC+5HNgA/Olg/TCtStO//hYYA9zs7l9NNqJwZjYfuLv0ZTtwW9rjN7PbgXdRbKe7FbgKuAe4E5gLvAB8yN1TdxO1SuzvIgPveTM7Dfhn4BmgUHr5f1Csk2fh3FeL/yJSfP5zkfhFROSgXJR6RETkICV+EZGcUeIXEckZJX4RkZxR4hcRyRklfhGRnFHil8wys6lm9l+SjiOEmX3WzCaMss01ZnbIE+hm9i4zS9WTn5JtSvySZVOBTCR+4LPAYRO/u3/R3X/ZnHAkz5T4Jcu+BhxbWujiG2b2383s8VJHxC9BsWOimT1rZv9Qatr3AzN7t5n939IiH+8obXe1mX3PzB4qvf6page1om+U9veMmX2k9HrZyNzMbjSzT5rZZcAc4OHSoh1jzOw7w77/z0rbf8fMLix9vrQU96PABcP22Vnq9vi4mT1ZakIoUpOWadImufR5YJG7n2Rm5wAXUmwGZ8B9pY6gLwBvAT4ELKPYB+ljwGnAByg+Xn9+aX8nAqcAncCTZvbAYLO5ES6g+Dj+EoptEh43s6oN6Nz9BjO7Avhjd99hZn8AHDls0ZSpw7c3sw7g28CZwDrgjmF//T+Bh9z94tL3/drMfunu+0Y5VyJDNOKXVnFO6eNJ4AngeGBB6e/+zd2fcfcCsAZ40Iu9Sp4B5g3bx73u/lpp1bCHKf4nUslpwO3ufqDUhfGfgD+sIdb1wHwz+19mthQY2Yb4+FLMz5Xi/P6In/PzZvYU8I9AB8V+NiLBNOKXVmHAX7n735e9WFwcY/+wlwrDvi5Q/m9gZOOqao2sKq2XADBA+WCqo9JG7v6ymS0B3gN8muIyfRfXcOz/4O6/rfL3IqPSiF+ybA8wqfT5z4CLSwtiYGZHmlmtqzadZ2YdZjadYnfLx6ts9wjwkVKtvgs4A/g18DzwNjMbb2ZTgLMqxWpmM4A2d78L+Avg7SP2/yxwjJkdW/r6omF/9zPgM6V2wJjZyTX+jCIa8Ut2ufvO0k3a1cBPgduAx0o5cS/wceBADbv8NfAAxdLJl6vU96HYcvpU4GmKI/PPufsWADO7E1gFPEex7DRoOfBTM9tMcYbPLWY2OPD6woifq8+Ky1U+YGY7gEeBRaW//jLFdt2rSsl/A/D+Gn5GEbVlFoHirB5gr7t/M+lYRBpNpR4RkZzRiF+kCjNbDHxvxMv73f2PkohHJBYlfhGRnFGpR0QkZ5T4RURyRolfRCRnlPhFRHLm/wNmh2gAe5x3FAAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_e.temp_outside, y = gas_e.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_sp.temp_outside, y = gas_sp.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_e.distance, y = gas_e.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_sp.distance, y = gas_sp.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_e.speed, y = gas_e.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NuElXQT2nl+iIJ955ivVzp77nbJxt5RYZ7+MHABHZCOCrSqn3RORfAZQopb4V7fF29fGHSrRP1ejxdVVFWHn1DPSdHgobM3Byiy1VZs6b08chMiHeecrGPv1sjDnXROvjt2se/y0AfiUihQD2AbjBpjhMS7RlanSF0NbVh77TQ5jVMDJ4n9NaqWYuzfWPiTXobeZKKR2tdau7FKw+frzzlI1rMrIxZrewJfErpbYCiPhfyMkS7UdOR991ppm5NDfqwtJXGQ19TibOg9VdCpnosoh3nrLx+5SNMbuFLV09iXJCV4+RWK1An09h454OnOgbQu+pQZR481HmzcPsCaMc241h5tJ8X2cPbnj8reA+AhNryvCtZ7dFfU4ySTPR1rXVXQqZ6LJIpY/fqd+nbIw51zitqyfrmflF7TwxEDGY6/Mpx37pzVya60sFLJs3IeZzEr1SSiZZWN2lkIkui3jnKRtnLmVjzG7B9d1JilcmYOfh7oh6+99/fgd2Hu62NK5Uyh+YKfGgLxXgU4j7nETmpydTfsHq0hTpOn68zybeeXL6mgwj6Yg52wrwZQMm/iTFW3h0uNv450e6rSsjkGr5AzOLgvSlAp7bfBDL5jambSFRMgu6rF7MlI7jp6M0hRvxvFnDtV09qc7SiDdwVVtRZPjzqtJhwT11033Zm+p+t9Eqhoaep1Fl4e/7cHc/1rQewJM3XYCjPadQW+HFlNqKpN9XMgOCVncpJHv88AV8edyLOAncw9karkz86Rh0ije9c3JNGe5a2IQ7XgjZU/fSJvzHH99Ba1u3JQNd6eiLDp1aaXSeVl07I+J93zK3Ed94Zmtwr+BU3leyC7qsXsCV6PH15y7eWAgZ45RQa7gy8aejFRGvFXiwuw9P/7UN914xDX0Dgxhd4cWDr76P1rbusNccu2QWTg4MmZ4zn+oU0kTm4Budp6W/3oK1y2cHSwUUFeQFN4hP9lwmcl4TPSfpksh5AyLPXWAshFMbE+PmKaFWfs9dmfjT1YqI1QpsP96P1rZutLZtAQAsnTshmPRDX/PVdzuibrWX6JVJvNZyonPwo52nI8f7g4N1m/YeDSb9VM6l2fNqxxTBRM8bEPkdC4yFhG6ckoslOtItXSU9so3V33NXJv5MtCKivYb+9pB206ilnOiVSbzWsv54C5rHRsw8Cj2+mfOU6RaZHX2+iZ43IPK8BMZC1iyZFSzZwamN8bl1SqjV33NXzuqxahZI6LQzpYBV184IvsZL2w7h7kVNYa+5bG4jfvv2weDz9bNXkpnhEmv6nP54Ioh5fDPnKdPlgTO16UroZ9l54hQqiwuDP4t33gD/efm/X56JVdfMwD2XTcWqa2fgroVTMHXs8OBnA4DTFE3IxmmsqbL6e+7KFr8VrYhol2Zrl8/GkeORe+oG+sZD91i1ujVt9iokcHwz5ynTLTK7SkAsn9eIJza1BT8vM2MpsRbwcVUrxWL195wlG9Ik0WX9Pp/C+vfasf1gN3wKyBNg6rgKzJ1YE7OP/ydXTkddVREOHutDbUURJteU4WB3X9QBoMFBH3Ye7sbh7n6MqyzC4e5+/O2Q/zXLh+WhqsyL7/3ub45KPvFKYViRMPVTL6965I2Iz3LJnAasfHWPqT7+bR8cMzzGkzddgNNDPhQX5mPZU2+HjY+wciUFpOt7zpINFktmwHhgUOGRDfvCPthQ+tb0yJJh2HXkOK54eFNwkPFrFzWGTRkN/XIMDvrw/LZDwQRVV1WEpRc1hr3mfVc0Y/m8RvQODMEjQGG+va3NeF/4TFytRZt6OeOs4XhqyQUYXe7Fns4eLJnTAJ+C4XmLtoBvw+7O4GD+srmN+OUbZ64iOE2RAqy+kmbiT4GZHbZCL81CW9/VpcNwz9pdcQdvQme4bPvgGL717PawQcaHXtuNmy5sCG7heM/aXZg0ugwN1aXYebgbD64/8/OJNWW4f927YY+/f9172nH8+/621FVgeFGhthirCFNqy5Gfn7mhoP1dvbhn7a6o7ylUIhersa4izEy9rKsqwoiSQpwcGEJ33yB+9PI7MVvr0RbwhQ7mr9Q+m9A9l1O5lHfCNFc3DLxmipVrU5j4k2Rmh63QQU596zuZFp++FVnmzQsrmBY45ke9p9BQXRpRUO27n59o+HiPltebx5bj8pnjcd2jb4b1Sy+aNjZjyV8fs/49JVvtM9Zz4k29DHTtBLpuzHx2U2rLI74PgecE9J/2IU87rakOijthmqtTugopPib+JOlbiW1dfXhw/e6w6Xqh5Q4K8jwRUwBXrt+Ne6+YhvfbTwDwz/yJ1eLTtyLHDi8OK4kcOOaaJbMAAOXewrCCarVRHn/vFdMAAF+dcw6+rfv595/fgcZRpZh2VmVaz180+iJw+veUzDS3eM+pKfeirqooWGoaANa/eyT4WRYVhPf5m/ns8vM9uHTqGNRXleDI8X7UlPmv8PSD+fMmjcKnzqlK+VI+2nuMt0BQL5EWfC6XU8j1Kxkm/iTF22FL3xq6/8pmwz7fPR0nsGr9nmDrenxlcdTX1Lci27p6DY95cmAIADAw6Av7+d+PGj/+gFb5sm9g0PDnR7r7Me0skycmRb2nhmK+p2TGUuI9Z3xlccRg7d2LmjCltgL5+R5s2ns04c/O51P403sdYa3huxc1obNnd1hpi6ljh6cloUR7j7EWCOol2oLP1XIKbriSYeJPUrzpVvrW0KiyYXH7fL///A7MHF8Z9ZcmP9+DRdPGonFUKY5092NkqfExa8r9MYyuCI9xYMhn+PjZjSPRUl+JAo/H8OejKzK3PL5kmPFYSXFhHoDkprnFe86BYycNS2gHPotoz4/12Rm1hr///A7LFnCZiTHVKyOzr5nt5RRy+UomwJULuNIh3sIlfWtod3tPRPli/QKuyuJCdJ44FXNBT36+B9POqsQ/NtVixvjKmDHoYzRaRBZodc5qGIlp44ZH/PzuRU0o9xZYusgodLHU4JAPt3723IjzdFrLYMksGEv0swLiL2RLdvFd4Iow3QuRjGK8ff4kFBV4sHTuBCydOwGVxYUxFwAlumgo04v3MqX9eD8qiwvxtYsmmD532YYt/iTFm26lbw0d6zuNl7YdiphhE+jzra3w4iufrMP1j71l+vIymV2bQheR6R+vv6KorfCio+cUPq+tT7Diktfosvq7n5+EpRdNQP+gD0oBa1oPYH7TaFPvOR2fFRB7IZsdi+/i0cdYOiwff9nbhVWv7Qme1+XzGjG6PPkro3ivmSvlFAK/iw+8utv0ucs2XMBlEaNZP1/7TCPueHGH4e1l8yYE59cHJLOgJ96gVCKDVpnYazbaawQWSwUWrU0ZU4bD3ckPtKVzUViyi+9WLJ6O82rPvI94FT5TsbejB194MPK8/v6W2ThnlPFn54a+bTOSOXdOxQVcGWbUGhpT5kVDdUnwF71pdDla6v2tb/3OVkDiA2Xp3rD7SJRFSO3H0zd4F617YfyIYiydOwElhXnwKR/mP5D8VYcVi8ISXXxXXerF37t6wt7H3Yua8OD63WnZx0Cv44Txee3s6Y+avHK1BZ+oZM5dtmHiT0G81rPRAoyW+hFhx2jw+n++r7Mn5a6BeINSiSyOAoBh+caDvQV54UNDAwND2P5hN44c70dtuRdTx1SgUBuMNRJ63grzPBFTKd/Y24nqsmHY33US4yqLcf+6d1MaaDMzWJfIYhmzUycDlAJ6TvkXfekHewMLuNIxgKhfUFhXVRSxyCze98nqDW2cIN7vba4OWodi4k9Sui+L01F3PN70uniLo/S6+wciasgvm9uIE/0DwccMDAzh+e0fhu80trAJi5rHGCZ//Xm7e+F5uHnOBPzw5Z3B5//w0im444UdwZZwqqUN0j3t0OzUycJ8wdJfbwk7d/r3IRJ+jGRjMvo+Gl1RZPvAa6rM/N66YQ8AJv4kpWPKl77lcfHkmuDOVslcZhu1VFrqKpDv8WDtjsOoKinEmtYDYTGHLo7SqyrxYk3rO8ErhMBA64NXz8C+zh60H+9HvkeCST9wzIde2436qmK0Hz+F0eXDMLW2Al5vfvC8rf7zXv/OZKcGMb6qGDc8/tew59/54s6wlnCiC93MnBd9Cy6RsZForWn91MklcxoizrW+REPoEFtdVRGKCvKS2pM509NHs5XZq79c7/Ji4k9Sqq3IWC2PZC+z9S2VlroKLP6HurASDEatzsDiKL0pteWGC5s6ek5hsbaSdeU108POQ22FF1e1jMdXVp+ZnXTXpU24dGotvN58dPcN4PKZ44MrhL958bmG53FYSImI/tOJLXSLd170Lbhkxkb0rWmjcgz6ma/9p8NLNASOAcCwLEQiV5Dxpo+Sn9nf21zv8mLiT1Kq/YBWLBLRt1TyPZ5g0g+8hlGrszhKf7x+eufoCi/KvQX4p8ffCl4F1JSFn4fLZo7DmtYDYeMID72+G/Uji/FR7wBGlBTi4Q17go+vqyoxPI/1I0vCbsdb6BarxZ7ozmRGYyOxWtPRpnfq87W+RIN+fwZ9WYhEvg9u6JdOB54nPy7gSlKqi1eitTzaj6e2SCR0t6KjPacMXyO01XnngimINaU3dMHYtLMqcVQbJ3j0z/uwav0e7G4/EbYwrUIrHBf4+c837sNVLeOx9cAx3Pzk2/jK6rdwVct41GqrgQ99fNJwYduRj0+G3Y61WCrQIr9k5UZc87M3ccnKjVi780jYYrNEdibTv0a81vTUscPxnfmTI74LzeMqoi6Wa6guRX6+JxhTtFldZr8PubqYKt14nvzY4k9Sqv2A0co4R2t9JyNaaeBP1FVi6dwJUAp4eMMerLx6hulj6ouoHTlxKmxh2tRxwyP67EMLwemvOnpODYU9PzCOcNfCJiydOyFioVvgPYS20FK9eorXCkx0gVfguwDA9JhNqt8HN/RLpwPPkx8TfwpS6QccGBoynDETKE2QDkalgX/8xanYrQ2Sivjno0fr4wciu1AGhsILvz23+SBunTcBxcMK0HtqEKcGfagsLgxL1P2nfdh/tDfsduCq46Vth8IWsgVmBT346vtobetGXVURvnnxROzu6AlbLBXaQms/3o9zR5Xiq3POQd+pQRQPy8fPNuw1Pd4SbQzAI8CmvUdRW+GNO8sj2nfB7PcjHd+HXO+XTheeJyZ+21SVDAvrC9eXJkgHfR99TbkXmw8cw/3r3g8ml+XzGoPdLnpGg5r3XN4cNqOlurQQQxB8UxusDRxTvz9taIPKW+DB7AkjMaW2HKMrvJhYXYaJo8+MI0yuKUdLnb/vu6bMi7c/+DhssVTo3rWAf0D5mgvqggPG3gIP7vyfU0wvsTez2GrVtTPw+1tmo7PHmlZiJr4PRAEs2WATO5bHm1mKbmbv2f9cPB23anGvumZGMOmHPia05MLyeY3IE+Df//heMCl/6pwRqKuKXjogdB+D0AHqwPHXLJkV3CNg8/6P8CWDx/zqpgvwCW3BXKqlKuqqirDy6hkJ1baPR78fcltXH77xjPnvQzpqxud63Xm3Y8kGh7GjrzHeUnT9f0bRplq2fXQy2DId9CnDx4ytKAqOIzyxqQ3fvWQy7rl8KooK8/HzDXtx9shiw8Rvdv/b0D0CDkcZfD2iDYymWmc+MEU12amWRox2ZLvvima8vPRCHO09Fff7kI6GA2vzuBcTfwoSbS3pHx+Yi27lRZfRwqPQ8ggvbTsUXDRUXJgXNkgabarluOFFWPqbLQCAB6+ZYfiYA8f6whcqAfjgmL97qLv/dNTpc/qyEo2jyiIWS9VVFaGqdFhwodNZw40HsUeVDQu+L32pitV/3ouxw72GLXj9YO5lM8dF7AqW6tTbnYe7I/YA+Naz27FmySxT8+4TLb8R7Ri5XneejDHxJymZio76ap36xVFWlzxuqauIHEi9tAkPvfY+1r1zNKJ1HZhqqR9wLCw4U8PnpW0f4K5LmyKP+bp/YVJgsPYn694NLnaKtQDLqKzEnQum4OENe9DW1eevanpRY9iitJ9cOQ33Xt6Mbz+3PSyGn23cg3XvHI3Ya7iuqgg3z5kQtQWvH+zN88DUop9E6PdPDhzT7G5niZbfMJKrO2hRfLYlfhHJA9AK4JBSaoFdcSQr0daS/vELmsdGtPiiFfpKtg9W/5oXNFQHE3TgNe94cQfuvWIa1r1zFD6FsCuCscP9BdL0A46rrz8/OE2xqCAPP3p5p78Ew8Agigrz8fK2D7Dy6hlhi5sCLfZoC7ACCvM8EQvAnnv7AO67Yho6TpxCTdmwsDGF/tM+fOOZbVg+rzEszode340FzWOx7p2jEXsNL2geG6wNZPTZeTyCiyfXYM2SWTjc3Y/q0mGGJbMTXfQT2qdfVVKIlroKtLZ1hx0z1m5n+uJ2iZTfMMLFTO5lZ4t/OYBdAMptjCFpibaW9I8XMW5Fxiv0lcoy/miv2TcwCADY8F5HWMG0QOs6tADbisXTcfbIkuCUuE17j6K1rRutbVvCjnvjhedgVsNIbNp7NKybJt55GhjyGbbOQ0tAGJWd6B0YCnYthb5fADh0rM/UeQjE5PMprNvVHnZ1pp8Wm+iiH6M+/bsubQLQhta27uCV0JTaCsPnG11hJlJ+w4gbipGRMVsSv4iMA/AFAP8G4DY7YkhVoq2laI/X345X6CsdC5P0t4sK/V+D2eeOCmsJt3X14aHXdscs9JXq4ic9/QIxo9a5UdkJo/IIgbGTsZXGYwDRYtJfKbV19eHB9bHPQzxGffp3vLgDv7zxfHzUO4DRFd7g5u5GjK4wjc5DjckprAAXM7mZXSUb/gvAtwFEXZ0iIktEpFVEWjs7OzMWmFmJLv02s/+tUWkCfaEvM/vyxnrNuxaGv+ZdC5vwxF/2AQDyPIjYa3RgUMXcJzbeeaivKsGqa2dg2Tz/8ZbPm4BV184IO0+Dgz5s++AY1u44jM4Tp0y1zkPLTtz62XMxsaYsLIb7rmhG6bA8LJ07AQV5gtvnTwo7D3cumBI1ZqOrubauvpjnIXTfYKPPJVqf/ke9A8FyGNGSfrSY9OchmdZ6rFIWlLsy3uIXkQUAOpRSm0XkM9Eep5R6BMAjgH8ef2aiMy/R1lK8/W/NFPpKdF9eo9ccV1GEiTXGi6XKvPkoKsiL2Gu0Jkafr5nzEGu3Kn0XyPJ5E0y1zieMKgtOF/31W234xQ1nxh1Gl3ux88MTYe/jts+di+XzGtE7MASl/OMG0VrwiV6lmBnoj1Y+I1affqhoMYUWfWNrnczK+AIuEfkxgC8DGATghb+P/7dKqeuiPScXF3DpRUseoX386dqXN5rtHxwLllsOPf7TS2ahWVsslah4+/Zu++AYlj21JTigXDosDx4RrHjl/WD/ur5kw3ljyrGvsxe9A0OG+92a2cc3kRlY8R5vZm9ioz7+uxc1YdG0sTFb+snGRAQ4aAGXUup2ALdrQX0GwDdjJX23MFPoKx378sbyYZTuiMPd/Wg2McXQSKwqpA3VpTh2MnJa4u3zJ2H19S3weCTYeg/8h1dXVYRxlcVhrXn9frfRXnPGWcPx1JILkro6i/V4MwP9RiWuY/XppxoTUSycx+8g8Qp9pWNf3lj746baHRGgn7ZotFtVoOpkSWFBxOKoH699F7+88Xz8w9lV2NfZEyxjAPgHe3/wQuQ02NAB72jdInVVJab/g0ykkJfZrqFAiWsz8/RTjYkoFlvr8SulXs/GOfx2SbWWeGB/3OsefRNLf70FX3r0TTy//UMMaFMAA9U8Q48fa4qhkUCXxlWPvIGbn3wbX179Fm6eMwF1VUXBY4ZWnTx2csCwtXzs5GkA5qekhtbnz3TNddZ4p2zDFr+DxCsBkerl/vYPuyP2x73jhR1oGFmClvoRht0Rk2vKceDYSdMLyIymLf5QW+D1fvuJiKqTNeWRVxl1VUUYUVKITXuPojDPY9iajtW6znS3CLthKNsw8TuE2cG7VC73j5jY9Su0OyKZAcVo0xZD98wNbQ1PrinDXQubgv8h1VUV4WufOVOSoa6qCHcumBKcyx+Yihm4Ha11neluEXbDUDZh4neITBTMqo3SFx1t0U8yMUUbJ5jTWG047fBgdx+e/mtbsOTD6Aov/vmXm8MWTz28YU/YFUOsqZhEFB8Tv0NkomDW1DEVYa3rwAKu5jHGffjJxGS069fdi5owfdxwwxks7cf7w0o+LJ0bWYa5rasv4oph6tjhTPZESWLid4hMFMwqLMzDouYxaBhZEuyzbw6Z1ZOOmBKdtmi2rAQXKhGlj62zeuiMTM0MKSzMQ0v9CHyheQxa6kdETfqpxBQYJzBTisBMKYtAC59lBYjSg1svOkhgVo+TZoZkIib9a4yvLMaBYycddR6IslG0lbtM/DmOe6oSuZdjSjZQ5rC+CxEZYR9/Dos2HXN/V6/NkRGRnZj4c1is6ZhE5F5M/DksMFUyFPdUJSIm/hzG4mFEZISDuzmMxcOIyAgTf45j8TAi0mNXDxGRyzDxExG5DBM/EZHLMPETEbkMEz8RkctkRZE2EekE0GZjCCMBHLXx9c1gjOnBGNODMaZPKnHWKaWq9XdmReK3m4i0GlW4cxLGmB6MMT0YY/pYESe7eoiIXIaJn4jIZZj4zXnE7gBMYIzpwRjTgzGmT9rjZB8/EZHLsMVPROQyTPxERC7DxB9CRM4SkddEZJeI7BSR5dr9I0TkFRHZrf1daWOMXhF5S0S2aTH+0GkxhsSaJyJbRORlJ8YoIvtF5G8islVEWp0YoxbTcBF5VkTe1b6bn3RSnCIyUTuHgT/HReTrTopRi/NW7Xdmh4j8RvtdclqMy7X4dorI17X70h4jE3+4QQDfUEpNBjALwNdE5DwA/wLgVaVUI4BXtdt2OQVgrlJqGoDpAOaLyCw4K8aA5QB2hdx2YowXKaWmh8yTdmKMDwBYq5SaBGAa/OfUMXEqpd7TzuF0AJ8AcBLA75wUo4iMBbAMQItSqglAHoCrHRZjE4D/BeB8+D/nBSLSaEmMSin+ifIHwAsAPgfgPQC12n21AN6zOzYtlmIAbwO4wGkxAhinfUnnAnhZu89pMe4HMFJ3n9NiLAfwd2gTMZwaZ0hcFwP4f06LEcBYAB8AGAH/PiQva7E6KcYrAfw85PYPAHzbihjZ4o9CROoBzADwJoAapdRhAND+HmVjaIEulK0AOgC8opRyXIwA/gv+L23obu9Oi1EBWCcim0VkiXaf02JsANAJ4DGt2+znIlIC58UZcDWA32j/dkyMSqlDAO4HcADAYQDdSql1TooRwA4Ac0SkSkSKAVwC4CwrYmTiNyAipQCeA/B1pdRxu+PRU0oNKf9l9TgA52uXiI4hIgsAdCilNtsdSxyfVkrNBPB5+Lv15tgdkIF8ADMB/FQpNQNAL5zR/RRBRAoBXArgGbtj0dP6xRcCOBvAGAAlInKdvVGFU0rtAnAPgFcArAWwDf7u57Rj4tcRkQL4k/6vlFK/1e5uF5Fa7ee18Le0baeU+hjA6wDmw1kxfhrApSKyH8BTAOaKyJNwVoxQSn2o/d0Bf5/0+XBYjAAOAjioXdUBwLPw/0fgtDgB/3+gbyul2rXbTorxswD+rpTqVEqdBvBbAJ9yWIxQSj2qlJqplJoD4CMAu62IkYk/hIgIgEcB7FJKrQj50YsArtf+fT38ff+2EJFqERmu/bsI/i/0u3BQjEqp25VS45RS9fBf+q9XSl0HB8UoIiUiUhb4N/z9vTvgoBgBQCl1BMAHIjJRu2segHfgsDg11+BMNw/grBgPAJglIsXa7/k8+AfJnRQjRGSU9vd4AJfBfz7TH6NdAxlO/APgQvj7fbcD2Kr9uQRAFfwDlbu1v0fYGGMzgC1ajDsA3KHd75gYdfF+BmcGdx0TI/x959u0PzsBfM9pMYbEOh1Aq/aZPw+g0mlxwj/RoAtARch9Tovxh/A3knYA+CWAYQ6McSP8/7FvAzDPqvPIkg1ERC7Drh4iIpdh4icichkmfiIil2HiJyJyGSZ+IiKXYeInyjAReV1EHL/JN+UuJn4iIpdh4idCcCXv77V9DnaIyFVavf57xL//wVsiMkF7bLWIPCcif9X+fDrkGKu1+7aIyELt/iIReUpEtovIGgBFNr5VIuTbHQCRQ8wH8KFS6gsAICIV8BfMOq6UOl9EvgJ/xdEF8NfH/0+l1J+1pfX/DWAygO/BX57iRq2sxlsi8icA/wzgpFKqWUSa4S+lTWQbrtwlAiAi58KfwJ+Gv8TERq3I3Fyl1D6teN8RpVSViHQA+DDk6dUAJgF4DYAXZyoqjgDwjwB+DGClUmq99lpvA1iilGrNwFsjisAWPxEApdT7IvIJ+Gsz/VhE1gV+FPow7W8PgE8qpfpCj6EV/7pcKfWe7n79cYhsxT5+IgAiMgb+7pgn4d+wY6b2o6tC/t6k/XsdgKUhz52u/fO/Adyi/QcAEZmh3b8BwJe0+5rgL7RHZBu2+In8pgK4T0R8AE4D+N/w174fJiJvwt9IukZ77DIAD4nIdvh/hzYAuBnAj+AfB9iuJf/98I8J/BT+HbQCVV/fysxbIjLGPn6iKLQ+/hal1FG7YyFKJ3b1EBG5DFv8REQuwxY/EZHLMPETEbkMEz8Rkcsw8RMRuQwTPxGRy/x/p0l9Fe4MVmYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_sp.speed, y = gas_sp.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "measure2.to_excel(\"measure.xlsx\")\n", + "gas_e.to_excel(\"gas_e.xlsx\")\n", + "gas_sp.to_excel(\"gas_sp.xlsx\")" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "graf = sns.barplot(y = gas_e.consume, x = gas_e.rain)\n", + "graf.axhline(y=gas_e.consume.mean(), c=\"red\", label=\"mean\");" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "graf = sns.barplot(y = gas_e.consume, x = gas_e.AC)\n", + "graf.axhline(y=gas_e.consume.mean(), c=\"red\", label=\"mean\");" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "graf = sns.barplot(y = gas_e.consume, x = gas_e.sun)\n", + "graf.axhline(y=gas_e.consume.mean(), c=\"red\", label=\"mean\");" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sp_graf = sns.barplot(y = gas_sp.consume, x = gas_sp.rain)\n", + "sp_graf.axhline(y=gas_sp.consume.mean(), c=\"red\", label=\"mean\");" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", + "0 28.0 5.0 26 21.5 12 NaN E10 0 \n", + "1 12.0 4.2 30 21.5 13 NaN E10 0 \n", + "2 11.2 5.5 38 21.5 15 NaN E10 0 \n", + "3 12.9 3.9 36 21.5 14 NaN E10 0 \n", + "4 18.5 4.5 46 21.5 15 NaN E10 0 \n", + "\n", + " rain sun refill_liters refill_gas \n", + "0 0 0 45.0 E10 \n", + "1 0 0 NaN NaN \n", + "2 0 0 NaN NaN \n", + "3 0 0 NaN NaN \n", + "4 0 0 NaN NaN " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure2 = measure2.rename(columns = lambda x:x.replace(\" \", \"_\"))\n", + "measure2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "#elimino la columna \"refill_gas\" ya que tiene la misma información que \"gas_type\" en los valores no nulos\n", + "measure2 = measure2.drop(columns = \"refill_gas\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "#en la columna \"temp_inside\" relleno los valores nulos con la media del resto\n", + "measure2[\"temp_inside\"] = measure2[\"temp_inside\"].fillna(measure2[\"temp_inside\"].mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(388, 11)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "rain 32\n", + "sun 27\n", + "AC rain 9\n", + "ac 8\n", + "AC 6\n", + "snow 3\n", + "sun ac 3\n", + "AC snow 1\n", + "ac rain 1\n", + "half rain half sun 1\n", + "AC sun 1\n", + "AC Sun 1\n", + "Name: specials, dtype: int64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure2.specials.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "37.7 2\n", + "39.0 2\n", + "45.0 2\n", + "37.2 1\n", + "38.3 1\n", + "37.6 1\n", + "37.0 1\n", + "41.0 1\n", + "10.0 1\n", + "38.0 1\n", + "Name: refill_liters, dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure2.refill_liters.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['distance', 'consume', 'speed', 'temp_inside', 'temp_outside',\n", + " 'gas_type', 'AC', 'rain', 'sun'],\n", + " dtype='object')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "col = [\"refill_liters\", \"specials\"]\n", + "measure2 = measure2.drop(columns=col)\n", + "measure2.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 388 entries, 0 to 387\n", + "Data columns (total 9 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", + "dtypes: float64(3), int64(5), object(1)\n", + "memory usage: 27.4+ KB\n" + ] + } + ], + "source": [ + "measure2.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['E10', 'SP98'], dtype=object)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure2.gas_type.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distance consume speed temp_inside temp_outside AC rain sun
distance1.000000-0.1289670.5622990.0751780.088175-0.025738-0.0197910.081120
consume-0.1289671.000000-0.227866-0.160623-0.3208110.0965910.248118-0.170667
speed0.562299-0.2278661.0000000.0592930.015411-0.0354080.0094890.081618
temp_inside0.075178-0.1606230.0592931.0000000.3595000.297376-0.0369370.242248
temp_outside0.088175-0.3208110.0154110.3595001.0000000.167562-0.1863150.346903
AC-0.0257380.096591-0.0354080.2973760.1675621.0000000.2429150.088598
rain-0.0197910.2481180.009489-0.036937-0.1863150.2429151.000000-0.112650
sun0.081120-0.1706670.0816180.2422480.3469030.088598-0.1126501.000000
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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=measure2.distance, y = measure2.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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l88G7h33rJYQQdtR9m3rKcmHZww1BH2Dfcsjebr86CSHEWaD7Bv6acig+2ry8oqDz6yKEEGeR7hv4vXpA/4ublikFgdH2qY8QQpwlum/gd3GHKU9C9FRj2zMIrnoHeg62b72EEMLOunfnbnAszHwXSjLBxRN8woxyrY27fyGEcEDdO/CDEfCDYoy/C4/CnmWw+yuImgKDLocgafoRQjiW7h/4T6gqhW8fNUb2AKSth9TP4cbPZGy/EMKhdN82/pMVHGwI+ifk7ITcffapjxBC2InjBH7VyluVtn4hhINxnMAfEAlxlzct65UEQbH2qY8QQthJm9r4lVIewMNAb6317UqpGKC/1npZh9auPbl6wflzIXIC7FsJ/cZC7HTwCrZ3zYQQolO1tXP3HSAZOMe2nQ4sBbpO4Afwi4Ckm42HEEI4qLY29URprf8B1AJorSsBaRwXQoguqK2Bv0Yp5Q5oAKVUFFDdYbUSQgjRYdra1PMXYDkQoZT6ABgDzOmoSgkhhOg4bQr8WuvvlFJbgdEYTTwPaK3zOrRmQgghOsSpDOfsBZgBF2C8UuqKjqmSEEKIjtTW4ZxvAwnALsBqK9bApx1ULyGEEB2krW38o7XWcR1akw6QVVRJalYJlbV1xIR4ExHgzp6sUo4VVtDTx42BoT74uDvbu5pCCNGp2hr41yul4rTWqR1am3Z0rKCcu97byq6sEgDcnE28eM1Q7n4/Gas29rl7YhT3TY7Gw8VxctUJIURb2/jfxQj+e5VS25VSO5RSp714rVLqQaXULqXUTqXUh0opt9M9VmuSjxbVB32Aqlorb/10mDHRQfVlr609yIHjZe19aiGEOKu19Vb3beBGYAcNbfynRSnVC7gfiNNaVyqlPgKuARaeyXFPlllU2awsLb+CcbFBTcqKK2vb87RCCHHWa2vgT9Naf9nO53VXStUCHkBmOx4bgMQIv2ZlkwYE88vB/Pptb1cnIvw92vvUQghxVmtrU88epdR/lVLXKqWuOPE4nRNqrTOAeUAakAUUa61Xns6x/pfECD/+3+Xx+Lg5YVJwVbwvswZ54eNqBiAq2JO35iTRN8izvU8thBBntbbe8btjpGg4v1HZaQ3nVEr5A5cC/YAiYKlS6gat9fsn7XcHcAdA7969T/U0eLk6cV2sYmLxPmpMLoQeehHXJcm8P/w+8q++Dz8fLwI8XU/5uEII0dW1deZue6azPA84rLXOBVBKfQqcCzQJ/FrrBcACgKSkJH1aZ8rfT9gv/9ekyHfzC/gmXgKew0/rkEII0dW1dQLXO9gStDWmtb7lNM6ZBoy25fivBKYAW07jOL/Nzad5mdnZyM0vhBAOqq1t/MuAr22PVYAPcFrjILXWG4GPga0Yo4RM2O7s211Qfxh+0nfT5CchIKpDTieEEF2B0vrUW1GUUibge6315PavUnNJSUl6y5bT/FFQngfZ26EkC/z7Qs/BLf8SEEKIbkYplay1Tjq5/HSnrMYAp97jag+eQRDVKd9PQgjRJbS1jb+Upm382cAfO6RGQgghOlRbR/V4d3RFhBBCdI42de4qpcYopTxtf9+glPqXUqpPx1ZNCCFER2jrqJ7XgAqlVCLwKHAUWNRhtWpvlhqjk7fOQmVNHQXlslywEMJxtbVz16K11kqpS4EXtdZvKaVmd2TF2k32DvjxX3BsI5aYaWzrMYs/rK7g6qRwrhoeTi/J1SOEcDBtDfylSqnHgRswll00A2f/CiZF6fDBVVCaDYBT8tsMC93O+N5P8cL3+ympquXx6QNxMp/KCpRCCNG1tTXizcLI1XOr1jobY/3d5zusVu0lf3990D/BJWsLk0LKAXhvfRrZJVX2qJkQQthNW0f1ZAP/arSdRldo43d2b16mTFTjDNTh7eaEs9ztCyEcTFtH9VyhlNqvlCpWSpUopUqVUiW//Uo7C+oP/S9sUlSQcDsL9xhv+4kLB9LDp90X/xJCiLNaW9v4/wFcorXe3ZGVaXce/nDRPEiYCbl7qQ4ezCEVywQfePACf4a0sFiLEEJ0d20N/DldLuif4NMLBl0OgCuQBCTF/fbLckqqSMuvwMvNichgT1ydzB1aTSGE6CxtDfxblFJLgM8xOnkB0Fqf8kIsXcGujGJuX7SFzOIqTArumRTNbeP64evuYu+qCSHEGWtr4PcBKmiHFbjOduVVFv72TSqZxcZoH6uGl1YfYHRkIGOig37j1UIIcfazxwpcZ7XCyho2HS5sVp5ZVGmH2gghRPtr66iecKXUZ0qp40qpHKXUJ0qp8I6uXIfQGuosrT7t5+7M8N7+zcrD/GT0jxCie2jrIPZ3gC+BMIzJW1/ZyrqWzBRY9iAsnA5b34PSnGa7eLk58+eLBxLs1bAQ++3j+jEozLcTKyqEEB2nTStwKaVStNZDfquso5zRClwn5O6Ft6ZCVXFD2cQnYMKjoFSz3TOLKjmaX4G3mxNRwZ64u5zumjVCCGEfra3A1dY7/jxbOmaz7XEDkN++VexgOTubBn2An/8Nxekt7h7m5845UYHE9/KVoC+E6FbaGvhvAWZirLyVBVwFdK0OX9XCOHyTEyhJ2SCEcCxtjXpzgdla62CtdQjGF8FTHVarjtBzMHiFNC2b9Dj49rJPfYQQwk7a2oaRoLWuH+OotS5QSg3toDp1jMAouPEL2PM15O2FgTOg7zh710oIITpdWwO/SSnlfyL4K6UCTuG1Z48eccbjdFiqofCw8bd/P3By/d/7CyHEWaqtwfufwC9KqY8xZuzOBJ7psFqdbYoz4cd5kGwbwTpsNox/RJqJhBBdUpva+LXWi4ArgRwgF7hCa/1eR1asw9SUQ1muMZHrN+SXVVNRY4ED38OWt0BbjUfyO3Dgu06orBBCtL82N9dorVOB1A6sS8fSGtLWw5r/BwWHYOiNMPR68OvdbNfMoko+Tk7nw01pTB4Qwtyyz5t/Q+78FIbP6YyaCyFEu3KcsYw5u+C9yyB9M7h6wfqX4ZdXmqVvqLNqFv5yhH99t4+s4iq+S80h17+Ffuze53ZOvYUQop11vQ7a03U8FQbPBO8ekLsPYqeD1UJN+lbeOexPVkkNF8T3pJefG4vWH2l4WWk1m9zHcZH/p5gKDxmF/v0g/nL7vA8hhDhDDhP4a92Cca4shF8bdU2EJ+ESEMVwcy+u+sXCwl+O8PFdo/F1d6aqtn7ZAR5cVUHcrUuI0scADcEDwLdr5qgTQgiHCfw1Jlec3Xxh8p+pcfahyCuKPSUu9HZ3Jjr9U/oGTudIfgVvrDvEvMtjMefsIsSSSYlTAKsKe+DiHw4BsfZ+G0IIccYcJvA7mU2Qvx9SPsAFCFEmiqf8h9nf+PPqlEtwPmwFQFs155avwbz2/vrXJibeiNl9kH0qLoQQ7ax7B/6aMsg7AJZKXMoy4dimhue0lajNf+XCqFdYftyP4kojRfOTYz0xf/QEOLsbI3/cfDGbzMaXRnizJHdCCNHldN/AX3bcGLppm3Slpv292S6mkmP08YLV2dVMjA1m8sAQQt2PQ20FTHsGfp4PpVlG2ubqcgiMBne/Tn4jQgjRvrrvcM70LQ0zbQG8Q5vl3S+LvoQvDlmZMTSMv10RzwXxoTh7+MPYh8i0+JIx+G6s/lHGHID1L0HW9k5+E0II0f66b+A/ftJcs5T34ZKXwScMlKIi+mJ+CLudCXHhnBsViIvZSNtcVFXHm+aZnP9dEFN+jGV+n/kcj7/DOEbRkc59D0II0QG6b1NPyEAA6kKHYXXzw/nIT9B7DNy0DKulknLnXgwxuXKhnzuq0S+BDbnOPLO84Uvj3xuKCZ10MbNcPwQ3v7afv64GrFYjmVsLK3wJIYS92CXwK6X8gP8A8RhJ327RWq9vz3PoXiNIvnQN72wrJ6dccdN5zzC+9mf8Prsd09CbCO4fDN7NF1X/dtfxZmVLDjpx8aS5eJY1X6O3mbJcyNgKR3+GIz9C+HAYfsvpZwUVQoh2Zq87/heB5Vrrq5RSLoBHe59gR7EL132cQ02dMUxzS1ox/5gygJn5B2HZA1CSARMfB1PT1q7oEK9mx4oKcueQ31gGl/742yc+sAr2fAV7lhnbmVthzzdwy/IW8wIJIURn6/Q2fqWUDzAeeAtAa12jtS5q7/MkHy2sD/onvJpioSj6MmNj/UtQ0ny93WnxoYR4N+Ta93FzYvLAUJxUHZkBIygor272mnolWVByDPZ+fVJ5Bhzfc7pvRQgh2pU97vgjMVI7v6OUSgSSgQe01uWNd1JK3QHcAdC796nfKTubmn+nuZjBZK0xNkzOLa63G2s9zJLza9mo48kqNoL8ox9vJ8THlUn9QzDvO8RDU2NxdWppDV8ToIz1fbXlpOda2F8IIezAHqN6nIBhwGta66FAOfDYyTtprRdorZO01knBwcGnfJLhff3xcm36vfb7YU747P/c2Jj4eNN8OxUFcGwz1h1L8So7yr++28+Lq4xHabWFg7nleLs78+a6QxzJK6ei2kJKWhHfpWazJ7sES50VvHpAUCwkzGxameCB4B5gLPuYvQMsNaf8foQQor3Y444/HUjXWm+0bX9MC4H/TA0M9WHxHaNZsSub3NJqLhzoz/CKXyBuBgy4GPqMbdi5NBu++QPk7cMUMZr0qLspXrWt2TFdTGDVUGOx8sa6Q7y4aj8AZpPi5WuHMn1wKPSbaIz+CRlkzCXoNdSY+PWfycYiLsoEl74KCbOa9S8IIURnULoNK1G1+0mV+hG4TWu9Vyn1FOCptX6ktf2TkpL0li1bOq5CB1Zx7MB2SpyC8O8/lr+tzcXTzYXKWiv9gjyx1Gm+3ZnJcxf3ozY/jQHhgdz7bRGDIgJwdzGTW1rNmj05fHL3GCICTuqnzt4Fb4xpuuKXszvc9ZPxhSCEEB1EKZWstW6Wa8Zeo3ruAz6wjeg5BNxsp3pQW2dlRUE4T2ywUFJl4Y9OFlbszuPFa4bw+tqDLNuehbuzmYemxhBX/APe3z8AZmfeHvUgf88fx1vbSokIcOfuidEUV9UScfIJyrKbL/NYW2k0LQV21rsUQogGdmlr0Fqn2NrvE7TWl2mtCzvjvAVl1RzJL8dqtUJFIRQcJTs3n99/foCSKqMzdt2+fG4Z04f/bkxjZ2YJAJW1dTzzzR72uA8zDlRXi8cv/+DOyDzcnE0cK6jkrZ8O42Zu4XL6Rhh3+I15BoNPywu111k1uaVVVNbUtdv7FkKIxhyikdlqtbJm73Fue28LM19fz9Ztv2JZ+yy8PZWw5bfw8cXOBHi6ALD+UD4j+gay4VB+s+McKW56594rbz3LLrYyINiN9MJKcspaGOoZFAMz3zOCPRgdyjMXgW/zwH8kr5xnvk7lwvk/cceiLfya1infh0IIB9N9UzY0suVoEXcuSqamzsqYvl4MSJ2Pk210j7kshyEZW3j63P9y73fGaJu1e4/Tv4c3u7NLmxwnxLPp96Ty8Cd65WyenvAet61xIsDDpfnJlYKYqXDHWqjIN0b+ePdstltlTR1//2Y3K1KN2cG5pdVsTSvkq/vGEhncfFKZEEKcLoe449+fU1o/meuKKI3XgS+a7lBbQSTGZC5ns2JytA9/nRqKu3PD2PvLBvkxyDmr4TXhSUYgr6slonwnf5sRz8BQn6bHzd1HzboXqV56OzmpP7K30odyl6AW65heVFEf9E8or6ljf07Zab5rIc4iNRVwcA18+QCsmguZKfaukUNziDt+t0YBvKTGBC5eUN30br5Pz2BeujYBJ7Pi50N5PJYEy2YFcLjMCR9XRWzhOvxyS+Cif0F5LhQchM3/AcDdJwiLbjpLmKJj6A+uxsWW0bPHro8wJf2BjdW3M3lg8zt+F7MJDxczFSe17Xu4yMQv0Q0cWgOLr2vY3vga3LwcQhPsVycH5hB3/PG9fIiyNZcs2F5LRtJJ0wbChuEZkUh1bR2PfbKdKf2Dqcs9QNTHUzlv+SRGfjERv3VPwoZXSPMdzheWUewJmAyewVg9e7Kmoi9//Wo32cVVDcfM2Yk6KY1zcMrLVOQcoqii+QSu3gEe/OH8/k3Kkvr4MyDUuz0ugRD2U10Ka59tWlZTbiQxFHbhEHf8rk5mHjwvhtyyavLLakgLj8Z/Vn88sjeDf1/oOw58QrFY0zArE5aaCo7mVzDw5ANZLfxyuITH1lTg6uTHe9d8Q0ZWJo/9UInZpLA2HrZpbWFUjtWCwtp0PxulFFcPDye2hzc7MoqJCHBnaIQ/wd5u7XkphOh8WkNdCwMf6mo7vy4CcJDAv+lwAY9+sh03JxPebk68vKaGCbFBvDH9Stys5ca4+sM/Mr2HD/HX9ae8MIvoEG+4eiEc3ws//RPqaqgYchufHDRy61dbrLy8Pg9M7lRbynn4/FhcnUxsOVKAk7WGSK8ofDwCjX4Am8JBszEH9CbA07XFenq7OzM2JoixMS33AwCUVVs4lFtGVW0dfQM9CfGRLwZxlnPzgbEPwWd3NpSZnKDv2NZf4+i0hvyDUJoJXj0hMKpd8305RODPKKoAoMpiparMaGY5lFdO5YZPcAvtBz88B5WF+Lr74XPJS6hV90JVMZic0GN+j7rsdY5lZbCsaigXJoazLWMPNXVWDhVUMWt4OBclhDK4ly83v7OZ7RnFAEyN9uKp6QsJO7gYlbub45FXUBA+lVERzdv32+p4aRXzVuzjoy3HAIgM8uC1G5Lo31Oag8RZLvYC40Zq4wJjaPPouyFsmL1rdXbSGvZ+A5/cZqz/7eQKM16B+CvaLfg7ROAf0TcQOMDESG8u7AdHSxU+bs64hJ2LXvsXVKVtvHz8VahvHzWCPhhNMz/Ow3rxi8xNH8aGtHJuOqeGuZcN4tOtGYzt582dE6Ow1FmZv+oAoR5WbpjizYFixfvby/k5wo2Z2TvQF/0Lv7BhhJhP7z9adkklNbWaXZnF9UEf4FBeBQvWHeTZKxJwdnKI7ppOUVVbR05JFR4uZmlqay/ufjDochhwkZG9VrLVtq7gMHx6hxH0ASzV8MXvoOdgCBnQLqdwiMA/tLcfP94aTuCG/4fHLyvApxcVU55la3kwYxt3wHoEQmlWs9ebSrO4e2QSw6JCWfjzEXJKq5jcP5jJsYEcza/gq20ZTA4sZHD2P3H/eS1Wv75cOW0un2T7gaUSdXwXLhEjTrnelTUWlu/MZu7Xu1HA5cOaT/r66UAexVW1BHm13HwkTs3B3DKeX76XFanZ9PRxY+6l8UzoH4xzS7OyxakztzDXRTRVlgM1Jw3jrqsxYlM7BX6H+DR7qhoiNj+Lx8Hlxs+o4nQ8PruJUNcarH59G3YszzMWY29MKSxeYbi5e/HdrmwuiO/BxNhgfj6Yzys/ZbB6dxbhrlUM2/FX3NPWAmAqOkL/1bdyU2wNFKdj9QnndOzIKObBj7ZRUF5DYUUN3m7OzfYZFx2Ebwvlp6K6tg6rtfOT9Z1tqmrreH7FXpbvykZryCqu4o73trAnq8TeVROOxLsnuJ7UfGt2AZ/QdjuFQwR+SrNg3zdNy7QVXXSEXSOfA48Ao2znp1gumt+wqLrZGT3uD6S6xJFd7caskREcza+guLKWP5zfn9viTdyW9zwz3TfhlL6h6fHraggp34M18XpM+5ZTsfIZKrL2nVK1d2U2BByrhoPHy7hocEMfQVSwF3dMiDztZp6c4kreX3+Uq99Yz+OfbmenrX/CUeWUVLFiV3aTMquGg7nlrbxCiA4Q0A8uXwAunsa2kxtc9hoExrTbKRyiqQcXL+NbtLTR/9SewVS7BnPfz67cMeR9BnoUExfZm3KTL3smf0SsUzZWZy+WZ3lRVRSASVXwxo8HqayxUlZtYWtaEf88P4Bhh1ZB3MXg7g+VTXPrOHsGoHamQE4qHm6+1GZsxDJzEU6efm2qdvBJzTdfbsvkhlF9+Px351Jr1fQN9DjtNug6q+a/m9OYv+oAWsP29GK+3ZnNZ78bQ1QL6w47Ag8XMz193MhqPB8D8PM4s19UQpyy/tPhznVGzPIMMVK4t+P6HXbJx3+q2iMfvzX1K0xLb4TgOJjwKDpvHzi5Q+hgarP3oOtqKQkexkHVl6raOm79706cTIrfT41halAxESXJmCvzqQuMYW9VIA//aMWqnPhscgE+lkKoyIM1zzScMOZ8iJ3Obt2b/eYo9uVWEubryjne+QSU7SfLZzAW3z7E9/Jttc7phRXc9X4yOzOMO38Xs4n3bh3JqMim+Zy11uzMKGbL0ULMJkVSH3/iwlo/bk5xJRsOF5B8pJAgb1d2ZRazYpeRLuKV64ZyUUJYq6/t7r5LzeHO97ZwouVrYmww/7gqQYbNii7pbMvH3+lW1iTiPn4JY8PAvPRGlKUapjwJH83GpaoIgGCTE34zP2RtaQC/Py+GfkGeuBUdJPrbW6DsOABOSpEwdS4vn9uXR5P9MO35CkJjYPcymPxnsFSC2RWKj3HcK5bvs3rwz5Wp9fWICvLg3UHZRG56kfej5mGxJjAkwq/FOof7e7DgxiRSM0uoqLEQ08ObAS0M3fw1rYhrFmyoz0fk4WJmyR2jGRze/LhFlTU8tSyVb3c0/Pq5eng4g3v5siOjGCcH78Sc2D+Yz+8Zw6Hccvw8nIkL9ZGgL7odhwj8WUWV/PGLPYyJDmJ83kvG8CiPAONnlC3oA2C1YN6ygM+sf+D7vQe4a2IUV6md9UEfMDqHd3xMdO8xPD3+Sry++hp63Gf0I6ye23CoC//JpqreLNt2hBfP86Av2VSaPPkkXbHTczQXFDzN6MEZfJjsz5BePpC7BwoOgWcQhMQZk16AMD93wvxOyuffiNaa9zYcrQ/6ABU1dXyzI7vFwH8wp6xJ0Af4ZGs6902OoaC8unmiOQfjbDaREO5HQgvXTjSSfxDy9htrTfSIa0g7LroEhwj8NXVGu3yIlxMU5hmFLSRqA1Dlubh4WHE2K2rrrLjQfB8qCzErGJj7LViqYP0rMO4h4wuipgICozBlbqUydAovjC4nbvXNxuxgYGD0ZRzxvteogrWKoopaOLgKFl/bMIV95B0w6f/AvfXmmhOsGrJLqpqV55Q2LwNjUZmWjhEd4sW7t4yi98lLRwpxsoxkeO+KhpumyElw6SstrjEhzk4O8bs+1NeNq4eHszQ5m9r4WcZi64nXQOTE5jvHX8nQUDfKa+rwdXMm3TPByKnfWNwMtGcILrm7jO3aCljz/ygOHsbOyFvZ63MOdelbGe5TSP+tc+uDPoDvgc+J5Qg4uXJI9eb3o33gy/ua5i3ZtABydtZv5pZWsSOjmPyCfMjeCbl7wWLsbzYpbhjVB4C+gR78bmIU902O5poRzRaBBCAy2IsQ76adxokRvoyLCSI6xAuqSiB7h3E3V2chq7iSHenFZBVXtni8ruJYQQU7MorJK20hZ4xou5pKWPP3pr+UD62B9M12q5I4dQ5xx+/iZOaeSdEEermQ5eZL74r3UT/8A3olwSXzYeMbRvCOvwJVdJTzEi7haKUra/bm0O+cQdRdtgDzhlegssCYfRgQhcrahvXc+zGV50JJJgfOe4tH19WyNT0LVycTD0z4D9fUHsWcl9qsPq5lxyi6ail1NTH0di9ucdJYWUEmnn00KceKuH/xr9ybaCYm6wU4ssbIc3Lu/XDOPeAZxNiYQN64YRgp6cW89dNhqi1WftiXy7yrE4nt0bRPIMzPnYU3j+DlNQfYcqSQKQNDuHVsP/w8XCBvH3z1ezj6M5hdqB77KPMzz+HDHcUEe7nywqxExsZ0rZ/0tXVWVu7K5vFPd1BSZSEiwJ2Xrh3KkAh/e1eta6ougayU5uWFRzq7JuIMOMQdP0BEgAd/mBJFxKEPUWm2MfcZW2D5H2Hs7yFiBGx5G2tANFm5BShLJbePiySzpIYi7QV+vWHEbcbd++q5UFuB9dA6CBlI9dBbmP+rha3pRrNQtcXKP1YdZVddH+qipjary2H3eDbV9Wd6QhjOfqHok3OWKMXWUj8OHi/j/g9/xaw0UyqW43ZkjfG81QI//QuObQKrFV9LIZG+kJObyx3DvOgd4M729GLmrdxLVQtNO3FhvrwwawjfPDCOpy+NNxLSWWrh5/lG0Aeoq8H1h79xTS+jfyO3rJq739/K0fyuNab9wPEy7l+cUr+m8rGCSh5ckkJ+S8tkAuVVFo6XVMmEttZ4BELcpc3Lew7u/LqI0+Ywgb+6to6DaWmY9n7d9InaSqPNcs83MPVp1PFdJH1/NY8Vz6VH6S5W7cljc20/6vwjjeGamxYYna++vXBKeQ9L+DkUVMOqg80D4q/5LlSO/zN1vWyjqVy8yJ7wHPtMUfx341GoLoPCI5RNmktdcJyxj5sfRRe8ynsHPUkrqOBYYSVjw10JOra8+ZuqKYfvnoTXzyV65RzmxR3i4exH+bT/Gp4Y48Xq3cfJKW65rd/VyUyQl2tDKoLKfDj52gDBlYfqVyIrrbZ0uSafYwUV1J0UxA/nVZBzUr+I1ppNh/OZ/c4mpr/4I3//djdpBRWdWdWuwewEo+6GqCnGtpMbnPdX6DXcvvUSp8QhmnoAUo4V8fqqDF4NHoJ7+XdNnwweCJe/AZsWoA7/AIDzkbUMztrKdecu5lC5E+leg+kz8QljFMP+72DdPCpjLyU//HwIKiHucBabjxY1Pa5SXLq0gBcvextVnIHFyZ3lGa58tfEod47whaydHDmUylW/hHPzsBcZOKiUtHIn1u/z4OKhofx8MB8/D2dS8+soDR6Kd8GhhmNHjIR938LOT4xTleehslJg7IMErf07VydUsm3gTHJLq+kT5PnbF8jVG0KHGh3NjZS4hVFlMX41OJsVga2klD5bBXs3r2+Ap4vRtNXI3uxSbnxrE9UWY3TUmz8epriylrmXxePqJAnFmgiKhpmLoOiokTnSP7JdJxeJjucw/7XWH8pn7aFSdsTcbcyytdH9JkJmsjHE0xb061WXMNV1N5d47MHDNxhdlGY0hfQbB9FTqBh5H0H+/rj6h3HdqD74uDV8j46PCeJwXjkHc8spKK/lobXVzPwom8GuOXyWsIHr8l+CvD2okAEsGl/KTSVvMrh4LZHeFtYfLMDZbOLzXzO4a3wU2zPL2dNvNniF1B/fOugq2PVZ0/paqkAbQdo/dRH3jPDik63HaBMXT5j8f02uTW30NL4uCENro3/7rzMG0a8tXyJnkdge3tw3Obp+29mseO7KhGZDZPcfL6sP+id8sjWj6apqdqa1JiWtkKeXpfL7xb/ycfIxth0rtE+zlKsX9BjU7jNKHUruHvjxBfjkVuP/5fK8Tju1w9zxB3i6oDXcstLCE+e8ywDnbNzcvYj2U7h8Ogf6TTTu5mubNmU4V+cToYrg+38ZTSsAqV9QfNECZnxcwpuzy3ExKzYeLuDl64baZs+aSM0s4bNfMwBw01UsilmHjj6fHt/cjDrRmXtwFb0n/xm1+hEAvIFg14X8c+IinF2dyC+v4f2NR7lvcjTH3b1ZNOgt4l1yqFXOWE09OcfNt1maCJTt7tQjiFX7iwjxaX1Rl2Z6DYPb10D+fnD2hMBYLihxIXFgFaG+bkSHeHW5CV6erk7cNSGKyQNCyC+rISLAwxi9dJKW1jb2cXPC5SxKd70zo5hZCzbUf0F9npLJE9MHYLXC0D7SWd2lFB4xhsSWGDGCHR8bE0rHPtR8FGEHcJjAf06EO0FeLuSV1fDE2jLMJm/ev8gDl9wNMHwO/Po++tz7jNE+J/QZayzNWJjWEPRtvDe/yDnhz/Hjvly8XJ0I9/fg0+QMaq2ar3cYgf0vk4KYEZKLc0UydX1GoaxlDUE/ZCCccy+qJAPOewp8wiF/H5icGB9URU6QJ+H+7qQXVvLltiziQsv4anspYIyzD/YuY/n4PxO46qGGSvWIN1K6AoeH/4nF6ytZcFOPU7tQAf2MB+AMDPKGQf8jrURX4OnqxNDe/zswxoX61M9ePuFPFw0k1Lf1yXOd7Yd9uc1+lXy7MxtXJ5ME/q4me2dD0D9h3TyIvwr8+3T46R0m8Md4VLL43ExS6vpSXmsi0bOAwZsfgPEPg19f6DeRuh6DKQ9OwpSzEy93F1T+Afj6YaxjHmzWJmay1uDmZEzymr9qP7ll1Tx+4UB2Z5Xw0NRYhgTUMHrnX3FZv6L+NXnnv0JJ/Gx8Dn4Jg2fCl/caM4EB+pwLvhGwfQkuwXH0vm4x7906kl/TijApWLu36c/A3NJqFpYM5eHZyyBrO3gGoT0Dqc3eQ9GVn3FAR/L2nAD693TsmbhtFernzqs3DCMlrZCckmoGhfmQ2EoqDXuprWvepFNrtdJCsTjbaWvzMqul5fIO4DCBHyc3oks3E739YaM5xFIFHgFYA6L4VQ0gyMuNPv6evLWpjMnulQz57mbjP4J7ACooBszOTSZZ6RG3E1PhzcAwN9IHhLB48zHeW3+Ukf0CeOH7fSRfa8bloC3oD7oCgmMJsmRTMvQG8HCBDa82BH2Ao7/ApCcAULmpkLGFgMhL6BvoSZ3WXDm8F5+nNL1DGNQnlG3O7kQNG42XmzMKcIk+jxCg+SDSrqfWYuVgXhkF5TWE+brTt4P7FyL8PYjwP3tnLk/oH8zLaw40GaV0waBQBveSL/cup0eckTamoqChbPTdxrDxTuA4gb+23Oj4HPMQHF4Dfn2g52BMH8/B85x5XLfOi2X3j+FoQSVuISUN37x+vdHH96IuegH2rzSycEZNRh39heuGD6RCWTgnqieLNx8jq7iSuFAf4i6Kw1xjm8l4zj2QvgV2fQqAd68kmPg4bHqzeR0bfbFYSo/zh6Xb+G63MY7+ovievDNnBB9sPEptnZVJ/UN4afUBdmWWcMXQXvxx+gB6dKNkYlW1dSzZnMbTy3ZTZ9V4uTrx+o3DGRt9Cn0W3UxiuB8f3DaKhT8fpqiylunxPYkL9T3rfpmINgiMhpu+gORFkL0NEq+H2GmdtiTl2dNz1dG8Q6GiCFw8wNkDKouMb9uEaxiw69/cMMiZl77by7iYYJyCY2D8IxA9BbK3oXsNM2bL1pRB3GXGMmiFR3D+/k94uWj8TVX4ujtz+SA/gt3qeHn1AUzBMUbCNRQc21hfDZWxxWiHj53eUDeTk/GroEc8DL4KzC4UeA+oD/oAX+/MJiWtkFeuG8aIvgHM/Xp3/UItn/6awdajJ3Xynqwk00gCZ+nYlAXFlbUcziunsLzmjI6zL6eUv3yZWn93W1Zt4aElKWR3sXkE7clsUoyODOTV64fz7s0juGF0X0b0CzirOqDFKeiZABfNgznfQNKcdl1h67c4zifGxQPOf9oIst49jSUWN74Gm/8DESO5vL8rkT28mOS0nehVt8G659G11XDVQky7vzA6d8OGGZO4fvwXBEZB73Mw7/uWcTsfZ90NftzTYxfBqpRHLuiPS2g81Vf/F527p3ldfl0E58810j+4eMGF8yD/ACydbeTJmfkeH2c1T42wZl8uxZU1fLAxrdmkpL05LSSTAyNpXMqH8PoYeGk4fPWAsZhzB9iRXsRNb21i0ry1zFqwni1HCn77Ra1oaRjl8dJq8s/wC6U7MJkUrs5OmE0dP/pDdAJz5y/04ziBHyAoBvqOA+8w2PqucfdbWwEbX8ez9DADVAaBX94ExekAqMLD6GMbUVvfNca5/zgPqoqNTpidn4AGyvNR+1bgs3k+vZxKyLN6EuHvjquLM659R6FjpjWvR+x0oy6XvQ63rYJ1/4Ds7cZzuXvh87uY2kKOtSkDQvD3dGXmiAgmDwhpsjJUq+mUM3+Fz+8yft1oK2z7EDYuAGvzVA5n4nhpFXe9v5Vt6UUA7Msp45aFm087xUOon1uzUW09fdxkUXkh2oFjBX6AoFg4+lOzYjdLCUPVXiOon9DnHNTeb40mm8ytzY+1b7mRt8SnF2rfN+jIiSRn1RIX1hCETf0vgNgLGl7TdzzEzTD+dnYzshyWZDY9bmUhvU25XDCoYShmUh9/Lh3aiz1ZJRzLN1IOXD08glkjIrhuZATDWmvnbZTls96OxVCe2/L+pym9oJKMoqbNMCVVltNOexAb4s0zl8XjYps34OfhzL9nDelW/RhC2IvjdO6e4OIOPRONBGdgLKzeMwHzsfWYQgY03bckyxhTm7YeXFu4o/bvBz//Gyb8Ef3zv7GY3PndxCgCGqc18OsNV7wJBQeNUTwBkeDu1/C8m6/R/NT4C0cpXL0DeP7qOO6eVI7VqukX5El+WQ3X/2djfcKxXZkl3DK2Hw+dF4OXWys/FxvN9q0XEN2wkHM78XZ3sq1h0LQJytf99H7GujqbmZkUwYh+ARSU19DLz53ws3jEjRBdiWPd8VtqIG2DkYc/YrSRXCphJiTNwZT6mTGpIvq8hv3T1lM78nfG8E9rrdETf4KzhzFiJ2sH1JSjpz2L04HlBG9/DdKTm5638AikbTS+QAoPNxnGqQOiqJn4f033H/cHCIrF282ZxHA/hvb2x8/Dhb1ZhfVB/4T31x+loOJ/tHv3Gm70TZzg5GpMGHNtvoTjmegX6MkfL2j6xXn3hMgWZ8m2lZPZREyIN6P6BUrQF6IdOdYd/6G18OFMcA80gt+XxkpYuPoYd927vzQ6XCf9CeqqsYSNQBemcXzWMoJK92GaPhHSNxnDQpUZVv4JLvon2mTCtOQ6TCfu2l284KYvIXw4ZGyFhRcZfQkAZheY87WRZA3YmlHGq3uGcNuEDwiqO06xczDB0Un0cT5pxqilFnNl885SZ7PC/L+mePv1hlnvG53GNeUQ3N/IsdLOnMwmrh3ZmyERfqQXVtLT1424UG88XBzrIyZEV2C3/yuVUmZgC5Chtb64w09YVQqr/2bcbUdOgF/mNzy39xsYcj0kLzSSJe36DIJicQrqD2ueYtvFPzPF2RVWP210ljZWko41PRlz46aamjLqdi8jVfdj0M6PMNU2auf2CDRWtyo6inb2IDUzlFWHKlh1SAFGm/7dE4r4o3OJkcLBMxi8ekDOTuI8/Qj3cyO9qGHEy+8n9aXXb90N+/bqlGXxPF2dSOobQFLfDj+VEOIM2PN27AFgN9A50w7rqo0VtMBo5qhqyMnC8VSj0/fif1OVloxLUD9MNaVGsjKTGbO1BuUV1DwhGqBryjE1PtaJ8rLjzF99iJdcc6jvjnTxhHPvg2W/h7oaFHD5gJmkxl/PhzsbRr/kFpfDJw8YHbPjHzG+iPIPEGF25t0JL7O2ZiAHj5cwsWcNI/s67rh2IcTpsUvgV0qFAxcBzwAP/cbu7cLqHsiRae9QnrmPiNrD+A26zFhy8YQ9X8GI29jhdwHW7F2M+vlqGHARBMUSbi6BYxtg4IymvxSUgrBhKGWCQ6ubnK82ejq7lhVzeMzFDNxjzNpl0OXGQi51DW3yXns+4uoJF4IKYmKPCiq0C+H+dfD1LuPXgasPxF+BMRFsE1Gr7yRqxG1Qux+27oWhKzvuogkhuiWltf7tvdr7pEp9DPwdIxPxH1pq6lFK3QHcAdC7d+/hR48ePe3zVdRY+CQ5nWe+2U1VrZX+Ie68N92NkLz1sHWR0ZQy/Gb44Tkqwsewpc+dRFiPEbFtPk5xF2HpNQLzD39HeQaBbzikfmnkrR82m8Ieo/DY9g6unn7G2H4nVxh8Nez/nqP9rmZBVjQPR2fit/kFTInXGCtmnaTu4hexbn0f58zNYHbGOuJOTLm7ITQBijNg51KjiSpmqtHBnJEMkZONL6bQhNO+LkKI7k0play1TmpW3tmBXyl1MXCh1vp3SqmJtBL4G0tKStJbtmw57XMmHy3gytfWNyk7JyqAt24cgYe1BDJS4MOrjSGVTm4w9iFKc45gCo3Ds3AfePbE6u6D6ad/wtAbIWIUFB8Dk5kFeQmM8MhmaOVGKoITqKutxnvDPON5pVg9fin7TZEcPJbJzcN8GbjpCTjyY9MKXjIfvrq/admUJ421AdY937R89N0QNACGXGt8yQghRCtaC/z2GM45BpihlDoCLAYmK6Xe78gTHs1vPolo/cEC8sqrjQx5qZ82jKO3VEHBAbxdTXiufQpS3qcycjLK3d8YZrnrM1j+GFQVo938KK9z4gihLPO/nulrenLemnDe6f86+QNvAK2Jcy9gZWoOH+0s4fmNVeiRd0JoonEuN1+Y9v9g2+Lmla6tgLy9zcuPbTKSOUnQF0Kcpk4P/Frrx7XW4VrrvsA1wGqt9Q0dec6Qk9ZdjQhw5/y4HnifmFzUa1jTF2z/iIqgBNKu/4ndV3xPijUaq9ViDN8sPmY81v4dVXSUGf6H8AgM597Pj3I0v4Kckmr+uq6YVQGzwNWbdIsvybYEagNDfVCWamPi1/hHjF8P6cmgWvjP0DMBeo1oXt5nbKcmcxJCdD8OMch6UJgv143szcrUbF6eAP3zluNtLcYpa5bRbBM5CXolQcYW4y584hO4FqfTM2s1mJwwZ3+JKWdX8wOnbaBPcCm7vM9t9tS7uxWTJ/6DV3e4AJX0DXDjsp55xrDKquKGJhyvHnDlW/DRjQ2jhgZeAuGjjGydOz+BrBSj3D8ShlzXIddICOE47NK5e6rOtI0foKSqFp2Rgu+HFxvNOSdc81+jk7TsuJEgTVthyQ3G0og+YUbTTmCUcae99d2mBx0+hxqvcD52n8kTnzfNiTNtQAB/j89ij2s8dcf3EVO1nZ7J/zQmf928wmhaslQZw0j9IozZvXkHjCyiwQPBw7aUXulxyN1t1Cu4v1EnIYRog9ba+B3ijh/Ax80Zsn5uGvQB1v3TSOHgFWJk69z7DVSXGJO8TtyVO7lD79Gw8+OGtXddPCF8JLXBiQy3uuDn4UxRhbGQiovZxO0x5QTsfp9zIyeDcyVQZyzAcnidsfrW1QubLqrs39d4nMw7xHgIIUQ7cZjAD7ScithaawyVLEyDpTdB1GTbE6ohp47JDAdWwdgHodb2xeHshk77hX1eYxm6cgZL53zOtuN1VFdXkeBXQ7w6Ahe/AD/8A1Ia9V2PvB205FEXQtiPYwX+yAmw9qRMmGMfBFcvOPCdkY5hwMXg7G4kVIu9wEi9nL3dGJu/8v+MRRO0No5x2Wu4F+yB3H3EHHiXmMlPNDpZvDHePuWkAUtb3oYbPqVZsnkhhOgkjhX4w4YZCdI2/wfK82HkbcbCLAAVto7Vja8ZSdrSt0DYUAgfAftXomsqUFcsgO1LjP0iJ6HTNtG/1JZLv6Whl1UtrIplrTPmCgghhJ04VuA3mYy2+t6jwWo1tk84kbGyPM+4sw+JMzp0R9wKYx9E7VsBS65vGPr53ZOYJjwK2/9rbMdf2fx8AZHGPIGKRlk1/fsao3OEEMJOHCsff2Omk9566BCY+R749DJSJ/cZA7HnG/uZzEYa5alzjcyaefthwh+Nf53c4YLnGn45NObfG65bavxqUAr6TTBSJEtnrRDCjhxmOGcTtVVGIG5p9mvZcWN0j3fPlhdBLs4AFPiGGX8r9dtDLKtKoLLIuPt3Pf2FSYQQ4lQ4/HBOAKrL4fBaI8OmcoIxD0C/cUZn7gktLVXYWOO89m3Nce/mYzyEEOIs4FiB/+hPsPi6pts3fgFRE+1WJSGE6GyO08avNWx+q3n5tv92fl2EEMKOHCfwK2UsanIyV9/Or4sQQtiR4wR+MIZmmswN22ZnSJhpv/oIIYQdOFYbf8RIuHm5MRtXmY289mHDfvt1QgjRjThW4D8xHj9ipL1rIoQQduNYTT1CCCEk8AshhKORwC+EEA5GAr8QQjgYCfxCCOFgJPALIYSD6RLZOZVSucDRU3xZEJDXAdXpDuTatE6uTevk2rTubL02fbTWwScXdonAfzqUUltaSkcq5Nr8L3JtWifXpnVd7dpIU48QQjgYCfxCCOFgunPgX2DvCpzF5Nq0Tq5N6+TatK5LXZtu28YvhBCiZd35jl8IIUQLJPALIYSD6ZaBXyl1gVJqr1LqgFLqMXvXx96UUkeUUjuUUilKqS22sgCl1HdKqf22f/3tXc/OoJR6Wyl1XCm1s1FZq9dCKfW47XO0Vyk1zT617nitXJenlFIZts9NilLqwkbPOcR1AVBKRSil1iildiuldimlHrCVd9nPTbcL/EopM/AKMB2IA65VSsXZt1ZnhUla6yGNxho/BqzSWscAq2zbjmAhcMFJZS1eC9vn5hpgkO01r9o+X93RQppfF4AXbJ+bIVrrb8DhrguABXhYaz0QGA3cY7sGXfZz0+0CPzASOKC1PqS1rgEWA5fauU5no0uBd21/vwtcZr+qdB6t9Tqg4KTi1q7FpcBirXW11vowcADj89XttHJdWuMw1wVAa52ltd5q+7sU2A30ogt/brpj4O8FHGu0nW4rc2QaWKmUSlZK3WEr66G1zgLjgw2E2K129tfatZDPEtyrlNpuawo60ZThsNdFKdUXGApspAt/brpj4FctlDn6mNUxWuthGM1f9yilxtu7Ql2Eo3+WXgOigCFAFvBPW7lDXhellBfwCfB7rXXJ/9q1hbKz6vp0x8CfDkQ02g4HMu1Ul7OC1jrT9u9x4DOMn505SqlQANu/x+1XQ7tr7Vo49GdJa52jta7TWluBN2lornC466KUcsYI+h9orT+1FXfZz013DPybgRilVD+llAtGJ8uXdq6T3SilPJVS3if+Bs4HdmJck9m23WYDX9inhmeF1q7Fl8A1SilXpVQ/IAbYZIf62cWJoGZzOcbnBhzsuiilFPAWsFtr/a9GT3XZz42TvSvQ3rTWFqXUvcAKwAy8rbXeZedq2VMP4DPjs4sT8F+t9XKl1GbgI6XUrUAacLUd69hplFIfAhOBIKVUOvAX4FlauBZa611KqY+AVIyRHfdorevsUvEO1sp1maiUGoLRTHEEuBMc67rYjAFuBHYopVJsZU/QhT83krJBCCEcTHds6hFCCPE/SOAXQggHI4FfCCEcjAR+IYRwMBL4hRDCwXS74ZxCnAql1FNAGeADrNNaf9/KfpcB+7TWqZ1XOyE6htzxCwForZ9sLejbXIaR7VWILk8Cv3A4Sqk/2fKkfw/0t5UtVEpdZfv7WaVUqi052Tyl1LnADOB5W176KKXU7UqpzUqpbUqpT5RSHo2OM18p9YtS6tCJY9qee9S2LsI2pdSztrIopdRyWwK9H5VSAzr9ggiHI009wqEopYZjpPEYivH53wokN3o+ACM9wQCttVZK+Wmti5RSXwLLtNYf2/Yr0lq/afv7b8CtwEu2w4QCY4EBGNP3P1ZKTcf41TBKa11hOw8Yi3TfpbXer5QaBbwKTO64KyCEBH7heMYBn2mtKwBsAb2xEqAK+I9S6mtgWSvHibcFfD/ACyNFyAmf2xKbpSqletjKzgPeOXFerXWBLdvjucBSW0oNANczeXNCtIUEfuGIWs1TYsv1NBKYgvHL4F5avgNfCFymtd6mlJqDkefmhOpGf6tG/558XhNQpLUecgp1F+KMSRu/cDTrgMuVUu62rKWXNH7Sdhfua1tm8PcYuegBSgHvRrt6A1m2dL3Xt+G8K4FbGvUFBNhyuh9WSl1tK1NKqcTTfmdCtJEEfuFQbEvoLQFSMPKr/3jSLt7AMqXUduAH4EFb+WLgEaXUr0qpKODPGKswfQfsacN5l2O092+xZXj8g+2p64FblVLbgF3IMqGiE0h2TiGEcDByxy+EEA5GAr8QQjgYCfxCCOFgJPALIYSDkcAvhBAORgK/EEI4GAn8QgjhYP4/hg6KIax1TusAAAAASUVORK5CYII=\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=measure2.speed, y = measure2.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% max\n", + "distance 228.0 18.639912 24.179598 1.3 11.8 14.15 18.150 216.1\n", + "consume 228.0 4.899123 1.118408 3.3 4.2 4.70 5.225 12.2\n", + "speed 228.0 40.820175 13.170122 16.0 32.0 39.50 48.000 90.0\n", + "temp_inside 228.0 21.938007 1.177840 19.0 21.5 22.00 22.000 25.5\n", + "temp_outside 228.0 12.228070 7.271373 -3.0 7.0 11.00 17.000 31.0\n", + "AC 228.0 0.100877 0.301829 0.0 0.0 0.00 0.000 1.0\n", + "rain 228.0 0.140351 0.348115 0.0 0.0 0.00 0.000 1.0\n", + "sun 228.0 0.087719 0.283509 0.0 0.0 0.00 0.000 1.0" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gas_sp.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=gas_e.speed, y = gas_e.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=gas_sp.speed, y = gas_sp.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_e.temp_inside, y = gas_e.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Ona2dNkdGTmbXOv5vAnhSRAoB7AHwNZvicJz+wUGsnF8/bL36wKDzyw+3dvZi7KhCXHzGFEi4g//0lv2WrFdv7ezFgY/7sKvl6FDbBz7uy6jtbFa1NPVcLF5H6bAl8avqVgB+O57b6SpLi7C2cd+wseyFM6vtDu24aiqK8dW/Ogn3v/jJh9b1C+pRXZ75eHN1eeK2q9Icy85mVUuTzxUpXhe/2snrxetoZNy56zB1laW4aeEMI6WNTRsMYigxA6Ge5/0v7sb5p2X+oXW0dwC/evOTD0QA+NWb+/C5kyvTai/RsNRdG3Zi8phi9PQPWtorNzlh31BTjnsumY3dB7sQVCBPgOkTR7umeB3Zg4nfgQrz44qR5btjDf/Bo4mHHdq6enHyxMwS3OGexCUbDvektwUkfhK9pqIYl/lrcdma1y3vlZsu2eATH9a8smco7h9eOtfz+z5oZCzS5jBN7d2447n3YoqR3fHce66or27yDNXSwsQlG0oL0+u7xMd68RlThrVv1cS0ydelqb0b//zr2LuJf/416/Fng6lS29nAxO8wkWJkD762Bz/e9AF+/uoeXOavxWEXFCMzWZrgSE9/wl7zkZ70NnDFx5rng7GNUCZfl5GW/5I5bi+VwaEehynM8yXs2a5dcbbNkR2fzyc475SJeGL5WWjp7EVNeTFmTaqwZNihqjzxJGZVeVHasUaXUSgpyB8aLolu34peucmSDZHlv/Fxu2H5r5u5faMle/wO0903mLAH19M/aFNEqQsEglj/7ke48sE38I1fvI0vP/gG1r/7EQKBzJeifnp8KW5fPDOm13z74pn4dAalqqPLKMyaXGG0OJ6pkg2R5b/xpSzcsPzXzdxeKoM9focpLXJvD25Hcwe+90zsZqLvPbMd9RNHY87UsZm13XoU6xpDG7iO9QdQUpiPx/64B9MmlMJfNy7j2N1a197Ny3/dzO0nnzHxO4zpDVwmNy2Z3EzU0tmLxr0daNz7dsz1TMayA4EgdjR3DFVB/fT4Uhzu7sehrn4U+HyYUlGCQos+cE297m5e/utmkXkbt77uTPwOY7IHZ3rTksnNRDVJelhVaW4OCwSCeGbbgaE7lPNPG4/zZkzCLetjawFdOHtSxsnf5Ovu1jsVt3P76y7qgmN7/H6/NjY22h1GVgSDik27WvHO/o6hDTmzplRg/ilVGb+p9rR14YLVrw5Lns9bNCEVn0yLC3z41wtn4sI5k5Gfn9l00r7DXXhjzxF8P6pI2x1LZuKsaWNRO+7EY9/24ZGhNfsA8Oiyz+KWZ7dj0ezJQxvEfrftAH546dyMh5L2tHXha4/8aVjbD199pismAsm9RGSLqg6rksAevwP1BzRmQ859S+da0q7JjUQAkJ/vw4VzJqN+4mi0dPSiuqIYDTUVGSd9AGjt7MPA4GDMxraBwUEc7OxLK/HHD0v19g8m3CD28bHMzwhKdl7w4e4+Jn6yBRO/wzS1d+OuDTtjShPctWEnTq0uyzhJZGNCyucTlBUXoKd/EGXFBZbd+hbm+fDyrlZ8+exP4Uj3AMaVFuCJ1/+ChknplSaIH5YaM6oQqzfFLs9bvWk3HrPgTN/CPB82vd8SmpiOqpn/uenplZuIFz9X0VBTbsmHLeUuJn6HMdk7ND0hZXQOQYEFM2pwzeNbhtq+bXFD2s011JTjXy+cOTQs1dxxLOHd0MdpbhCLFlTFl86ojamZv2pRA4IWDLOaHF6j3MXE7zCFeb6YyV0gNLlrRe/Q9ISUyU0tfYNBrFq/I6btVet3pN0jz8/3YfGsSairLEVLZy8mlhXhpMqSYePw40oLM4obCBWve/qtfcN6/Df/r9MybtvkEtpcYPJuyHRZb5PtM/E7TF8gmLDH32/Rcs7IRiITY8sm5xBaO/uStJ1eKYtgUPGHXQeHPqh+dMUcfH3e9KEPl8gdhRUF8o4NDCTs8R8byPxugvX4kzN5N2R6hZzp9nkv6DA+kYQlGwTWfNKbLCxlshhZVXmoR37dF6bjG/NDf06qLMHEsvRKNsTfnVSOLsZ/vvwBln9+Gr4xfzr+8Zxp+M+XP0DfQOYfuEX5+bjtudi7ldue24Gi/Mz7XZG5imisxx+S7G5oR3NHxm2bPG0uG+2zx+8wh7sT92wPd2e+usR0L8LkHEJRHhL2yIvSXGIff3fS3RdIeKd1tC/zXnnb0cS/07Y071aixc9VRHq1rMdv9m7I9Ao54yvwMm6BLFVZWpRw5Y0VY82mC0uZnEPoG4SlY/zxK5wqShKXfbZiVU+1xZvPoplcQut2JjcUml4hZ7p9vjscxucDVi1qiCm6tWpRA6z4/zgbhaVMFSM7aHGvOb5UctL2uzLvlc+aVIHbl8QVmFsyE7PTXIoaLz/fhzlTx+KLM2swZ+pYJv2wyN1Q9Otu1d2QyVLb2WifPX6HqSgp/GQFSFQxsrsvmZtx224uLFVdnvhOKN0x/vi7k4I8X+LeoQWvTX6+D1Xlhbj3kjno7g+gtDAfZSV5TNCGmbwbMr1CznT7TPwOU1dZimvnTY8p2XDtvOmWfNLXVZbix/9w+rByEFYWljK1BG1MSQGuX1A/7LD1saMKMm5bw69FovbzLTpz95rH3zJWKoOSi9wNmVjhZHKFnOn2mfgdyFTJBtNtm5w8PtjZj8c2740pXvfY5r2YM2UMpldlHuvqy+cmbL923CjMqc1sPfxIp2Qx8ZMdmPgdxuQErOnJXZPtF+RLzJp6CR9CX5CX3gdKfKxVFcU40tOPB176YOgxxQU+TEhzKCnaqML8hJvDrDpjob9/EO981BFz6plV5aQpOdMbuExi4ncYs5ug3LsErWcggGvPnT60Hj4y6d0zELAk1oHBAG5b3DBsuWhgMPOTz/LzgOvmTcctUW3fvrgh7Q+taP39g3jmnY9wy7PWl5Om5EwvjTYtZ2eXTG5UMqmqvDjJRiXrlqBFM7EEzUT7JQWJN0GVFKTXd4mPtdCXjy1Nh/DQ1Z/F6svn4uGrP4stTYeQn5d58uzpGxxK+pHYb1m/A919mX+ovPNRx1DSH2r72e1456PMNylRcqY3WJmWk4k/8ml8wepXccXP3sAFq1/Fhh0trkj+UypKcN0X6vHga3vw400f4Oev7sF1X6jHlIqSjNt28xK0rt6BhHcTXWlusIqPdSAYwOm147HskTex8ldb8bVH3sTpteMRGEzvjiJasqWi6ZabiNYywvwBmcMzdx3I9Fi2STtbOxP24E6pyrzolpuXoI0uLki43HJ0UXqreuJj9YngtufeGnZHYcUGroll1i5FjWb1yWSUGjcvjQZytMfv5k/jkbaZW8HUBivT7R/pGcDK+fUxdxMr59fjiAVlk1VHKALXmXmvPD9PEm/Ks2CM3/TmMLczNeRr+u7ZtJzs8bv509jkNnM3GzuqIOFZxPdcMiet9uIn59Zdc3bi90x55r3y0UUFCTfl/eDi9GKPVliYhwtnT8K08aVDq0tmc1UPAJ51PJKc7PG7+dO4oaYcd140Kyb2Oy+a5fmiWzOry3DdvE/mPh58bQ+um1ePmdVlabUXPxw4qtCXsOdcXpJ5Au3uC2DBjGrc+NQ23PT0u7jxqW1YMKMa3X2Zzx8AoeTvrxuHv5s9Cf66ca5K+iYXYZiegA0GFUd7B/BxzwCO9gZcMYcYkZM9frd/GhfmSczZsoUWDAm4XWFBPiaPLcLDV38Wh7r6MH50EYIaRGGaq3rihwP7BgKoKM6LKatQkAf09GeenPd/fCzp5rC5GW4OczPTSyJNLi92+8lnOZn4AfPbqU3Z0dyBezfuGtrsE1Tg3o27QjtIPXyi0o7mDix/dMuwoZi1K85O63WJHw4cDPpw/dptw9q3YnK3pjzx5jCvT8CaXoRhcsjX7SefOf+jyWMiZ+5GL+e8zF+Lw92ZTzK6WbJJ7+Y0J73jhwMPJTkH4ZALqnO6lelFGCaHfK1+P2Zbzvb43aq8uDBhXfgnlp9lc2T2qiwtTNh7q0zznAKfT3DeKRPxxPKz0NLZi/Gji+A/qQJf/etpMefijh+d+eRuYWEeFs+swacqR6Glsw/V5UWYVcMJWOM15w0O+U4YnXiJrhXvlwieuesh/YFgwp7EgEVn7rpVbyCAVYsahpVs6AukNwYfCASx/t2Phm7X115zJpb6Y8/FvX1xA4DMX/dgULFpd5trt/ebYvLEtghTQ76RczPi349WDe+bnv+wLfGLSB6ARgAHVHWRXXE4TXUFN+QkUl5chKff2j1sSeT3FzWk1V78GK3Al7CsghVj/E3t3XjotT+HYg/fTTz02p9xanWZ6+agrOTmRRgVJYV4aVczfvqVz+DjngGMGVWAJ1//C86alt77MZ7p+Q87e/zXA9gJoNzGGBxnSkUJbl8yc1jRLStKNrhZQ005Lj/zpJgeeSanKcWP0R5MtoHLgrIKHcf68aUzYu8mVi1qQOexzM9Rdju3LsKoHTsK5zdMwjWPb4l5P9aOHWVJ+zl55q6ITAHwdwDuBHCDHTE41c7WTjzw0u6YpX8PvLTbkpINbmb1aUrxG+UmWnzCV7TBIBIWmPP6vI2b7TvSk3BVzxm1Yx2/Igmwb1XPfwC4ESMMoIrIChFpFJHGtra2rAVmt+aOXuxtP4YHXvoAP970AR546QPsbT9mWckGN/P5BGXFBSgvKUBZcUFGQwLx57Ee6w/g1r+PLatw69834FiaZZ+jHeoyt2IIcG8lWjdz84okwIYev4gsAnBQVbeIyLxkj1PVNQDWAIDf7/fMO5klGxKzerIr/g6ioqQAHx45FrNxLhAMoiLNInDRkv1Oayz4nbq9LrxbuXlFEgCIanZzqoj8AMBXAAQAFCM0xv8bVb0y2c/4/X5tbGzMUoT2cvuOQFP2tHXhgtWvDvsfLZNza6OXyxXk+XDlg28Ma/+J5WfBXzcuo9hN/k5NvC65xNSSyGBQsWlX67Dzq+efUuWoD1wR2aKq/vjrWe/xq+p3AHwnHNQ8AN8eKel7jdVj2bnC6smu+J7yj66Ya2xDjsnfqelJQDczfTdk8vxq07iO34EiY9k9/YMZj2XnCqtvrYeduZu0rr01G3Ly832YM3Us5ky1pLkhbq5Ea1pTezeeeXsffvqVz+BI9wDGlRbgidf/YskyWjef+QHYXLJBVV/mGv5Ybj49zCSrJ7vie8qKIG5fHDu5e/viBhQ5vGvk5kq0pnX1DWDBjBpc8/gWfGvtVqx4fAsWzKhBd5qntkVLdqfllpPPHP629h639yRMsXqyK76n3Dug+MPO8Iac7gGMKQ1tyJk2od7K/wzLuXkTlGl9A0GsituUt2r9Djxuwaa8UYX5Ce+0RrmkDAcTv8O0JCn+1NrJMVsrN/vElwtoOdKDuVMrYzbkrJxfj2CWFz+kw62boExrTXLWcasFm/L6Bwexcn79UF2tyPvFLaVVmPgdpijfl7AnUZDn7cldq8X3lPNEsOqhP7E4Xg5Jdh5xtQXlTypLixKeCLdwZnXGbWcDs4nDdPT2Jzxb9mgvt/dbLfp84CM9/Ql7h4e7+bq7lcly2HWVpbhp4YyYE+FuWjjDNXMr7PE7TGVpMdY2vjesJ7H68tPtDi2nVZUn3mRl1aoeyj6T5xG7fW6Fid9hGmrK8c359cM2+3j9zF3TIiUc+Lrnlsh5xCa4eW6Fid9huIHLHnzdyUuY+B3I1GYftzN5IhHA1528g4mfXIHFyIisw/tYcoVkG9ua2rttjozIfZj4yRVM1z8n8hImfnKFSImFaCxGRpQeJn5yBRYjI7IOJ3fJFdy+YYbISZj4yTXcvGGGyEk41ENE5DFM/EREHsPET0TkMUz8REQew8RPROQxoi44Wk5E2gDsTfPHxwM4ZGE42cTY7eHW2N0aN8DYTTlJVSfEX3RF4s+EiDSqqt/uONLB2O3h1tjdGjfA2LONQz1ERB7DxE9E5DFeSPxr7A4gA4zdHm6N3a1xA4w9q3J+jJ+IiGJ5ocdPRERRmPiJiDwmpxK/iDwkIgdFZHvUtTkisllE3hWR34lIuZ0xJiIiU0XkJRHZKSI7ROT68PVxIvKCiOwO/z3W7ljjjRD7peHvgyLiyKVuI8R+j4i8LyLviMhvRWSMzaEOM0Lsd4Tj3ioiG0Vkkt2xxksWe9S/f1tEVETG2xVjIiO85reKyIHwa75VRC6wO9bjUtWc+QPgXABnANgede1NAH8T/noZgDvsjjNB3DUAzgh/XQbg/wE4DcDdAG4OX78ZwF12x3oCsc8AcAqAlwH47Y7zBGM/H0B++PpdLnvdy6MesxLAT+yONdXYw99PBfA/CG3YHG93rCm+5rcC+Lbd8Z3In5zq8avqKwAOx10+BcAr4a9fAPClrAaVAlVtVtW3wl8fBbATwGQASwA8Gn7YowAutCXAESSLXVV3quoue6Mb2Qixb1TVQPhhrwOYYleMyYwQe2fUw0oBOG71xgjvdwD4dwA3wn1xu0pOJf4ktgNYHP76UoR6FI4lInUATgfwBoAqVW0GQm86ABNtDO244mJ3lRFiXwbgv7Me0AmIj11E7hSRDwF8GcAtNoZ2XNGxi8hiAAdUdZu9UR1fgvfLN8JDbA85cUg2nhcS/zIA14nIFoRuz/ptjicpERkN4GkA34rruTleLsYuIt8FEADwpF2xHU+i2FX1u6o6FaG4v2FnfCOJjh2h1/m7cPgHFZDwNf8vACcDmAugGcAP7YsuNTmf+FX1fVU9X1U/A+CXAP5sd0yJiEgBQm+mJ1X1N+HLrSJSE/73GgAH7YpvJElid4VksYvIVQAWAfiyhgd1nSaF1/0XcODQJpAw9pMBfArANhFpQmh47S0RqbYvyuESveaq2qqqg6oaBPAzAGfaGWMqcj7xi8jE8N8+AN8D8BN7IxpORATAgwB2qup9Uf+0HsBV4a+vAvBstmM7nhFid7xksYvIQgA3AVisqj12xTeSEWKvj3rYYgDvZzu240kUu6q+q6oTVbVOVesA7EdoIrXFxlBjjPCa10Q97CKEhpcdLad27orILwHMQ6hMaiuAVQBGA7gu/JDfAPiO03pwIvJ5AK8CeBdAMHz5XxAaP1wHoBbAPgCXqmr85LWtRoi9CMCPAEwA8DGArar6RTtiTGaE2FcjFH97+Nrrqnpt9iNMboTYlyO0oCGI0MqYa1X1gC1BJpEsdlV9PuoxTQitBnNMueMRXvMrEBrmUQBNAK6JzM05VU4lfiIiOr6cH+ohIqJYTPxERB7DxE9E5DFM/EREHsPET0TkMUz8REQew8RPOUFExojI12143kki8lSaP3u7iJyX4Po8EXku8+iIEuM6fsoJ4aJZz6nqTLtjyZSIzEOozO8im0OhHMUeP+WKfwNwcvggjHtE5P+IyJvhiom3AaEPh/ABKz8Xke0i8qSInCci/1dCh92cGX7crSLyuIhsCl//38meNNzm9vDXV4vIb0RkQ/jn7g5fzxORR8LP+a6I/FP4+iMickn464Xh2F4DcHFU+6Xhio9visjbIrLE1AtI3pFvdwBEFrkZwExVnSsi5wO4BKFiWQJgvYici1DZi+kIledegdAhPf8A4PMI1bX5F3xy5sFsAGcjVNP+bRH5vap+lEIccxEq19sHYJeI/AihctqTI3cjEneil4gUI1Tcaz6ADwCsjfrn7wLYpKrLwj/3JxH5g6p2p/ayEA3HHj/lovPDf94G8BaAUwFEipf9JVwQLAhgB4AXw7Wb3gVQF9XGs6p6LFwr5iWkXnHxRVXtUNVeAO8BOAnAHgDTRORH4QJw8WWrTw3HtTscyxNx/y03i8hWhE4zK0aodhNR2tjjp1wkAH6gqj+NuRiaB+iLuhSM+j6I2P8f4ie/Up0Mi25/EKEjHI+IyBwAX0SoYOBShM6JSKV9AfAlp59mRu7CHj/liqMIHbQDhM5sXRY+MAMiMjlSnvsELBGRYhGpRKji65vpBiahQ8N9qvo0gO8jdC50tPcBfEpETg5/f0XUv/0PgG+GSwJDRE5PNw6iCPb4KSeoant4knY7Qkcl/gLA5nC+7AJwJUI98FT9CcDvERpWuSPF8f1kJgN4OHwmBAB8Jy72XhFZAeD3InIIwGsAIquT7gDwHwDeCSf/JoQOiCFKG5dzEsURkVsBdKnqvXbHQmQCh3qIiDyGPX6iFIjILACPx13uU9Wz7IiHKBNM/EREHsOhHiIij2HiJyLyGCZ+IiKPYeInIvKY/w/8S7VPWgFPVQAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_sp.temp_inside, y = gas_sp.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_e.temp_outside, y = gas_e.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_sp.temp_outside, y = gas_sp.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_e.distance, y = gas_e.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_sp.distance, y = gas_sp.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_e.speed, y = gas_e.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=gas_sp.speed, y = gas_sp.consume);" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "measure2.to_excel(\"measure.xlsx\")\n", + "gas_e.to_excel(\"gas_e.xlsx\")\n", + "gas_sp.to_excel(\"gas_sp.xlsx\")" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "graf = sns.barplot(y = gas_e.consume, x = gas_e.rain)\n", + "graf.axhline(y=gas_e.consume.mean(), c=\"red\", label=\"mean\");" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "graf = sns.barplot(y = gas_e.consume, x = gas_e.AC)\n", + "graf.axhline(y=gas_e.consume.mean(), c=\"red\", label=\"mean\");" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "graf = sns.barplot(y = gas_e.consume, x = gas_e.sun)\n", + "graf.axhline(y=gas_e.consume.mean(), c=\"red\", label=\"mean\");" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sp_graf = sns.barplot(y = gas_sp.consume, x = gas_sp.rain)\n", + "sp_graf.axhline(y=gas_sp.consume.mean(), c=\"red\", label=\"mean\");" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sp_graf = sns.barplot(y = gas_sp.consume, x = gas_sp.AC)\n", + "sp_graf.axhline(y=gas_sp.consume.mean(), c=\"red\", label=\"mean\");" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sp_graf = sns.barplot(y = gas_sp.consume, x = gas_sp.sun)\n", + "sp_graf.axhline(y=gas_sp.consume.mean(), c=\"red\", label=\"mean\");" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ironhack", + "language": "python", + "name": "ironhack" + }, + "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 +} diff --git a/gas_e.xlsx b/gas_e.xlsx new file mode 100644 index 0000000..13d5e2e Binary files /dev/null and b/gas_e.xlsx differ diff --git a/gas_sp.xlsx b/gas_sp.xlsx new file mode 100644 index 0000000..424fe22 Binary files /dev/null and b/gas_sp.xlsx differ diff --git a/measure.xlsx b/measure.xlsx new file mode 100644 index 0000000..09c18a3 Binary files /dev/null and b/measure.xlsx differ