|
9 | 9 | }, |
10 | 10 | { |
11 | 11 | "cell_type": "code", |
12 | | - "execution_count": 203, |
| 12 | + "execution_count": 9, |
13 | 13 | "metadata": { |
14 | 14 | "collapsed": true |
15 | 15 | }, |
|
20 | 20 | }, |
21 | 21 | { |
22 | 22 | "cell_type": "code", |
23 | | - "execution_count": 204, |
| 23 | + "execution_count": 10, |
24 | 24 | "metadata": {}, |
25 | 25 | "outputs": [ |
26 | 26 | { |
|
149 | 149 | "12 robinsville 3600 695000" |
150 | 150 | ] |
151 | 151 | }, |
152 | | - "execution_count": 204, |
| 152 | + "execution_count": 10, |
153 | 153 | "metadata": {}, |
154 | 154 | "output_type": "execute_result" |
155 | 155 | } |
|
168 | 168 | }, |
169 | 169 | { |
170 | 170 | "cell_type": "code", |
171 | | - "execution_count": 205, |
| 171 | + "execution_count": 11, |
172 | 172 | "metadata": {}, |
173 | 173 | "outputs": [ |
174 | 174 | { |
|
297 | 297 | "12 0 1 0" |
298 | 298 | ] |
299 | 299 | }, |
300 | | - "execution_count": 205, |
| 300 | + "execution_count": 11, |
301 | 301 | "metadata": {}, |
302 | 302 | "output_type": "execute_result" |
303 | 303 | } |
|
309 | 309 | }, |
310 | 310 | { |
311 | 311 | "cell_type": "code", |
312 | | - "execution_count": 211, |
| 312 | + "execution_count": 12, |
313 | 313 | "metadata": { |
314 | 314 | "scrolled": true |
315 | 315 | }, |
|
482 | 482 | "12 robinsville 3600 695000 0 1 0" |
483 | 483 | ] |
484 | 484 | }, |
485 | | - "execution_count": 211, |
| 485 | + "execution_count": 12, |
486 | 486 | "metadata": {}, |
487 | 487 | "output_type": "execute_result" |
488 | 488 | } |
|
494 | 494 | }, |
495 | 495 | { |
496 | 496 | "cell_type": "code", |
497 | | - "execution_count": 212, |
| 497 | + "execution_count": 13, |
498 | 498 | "metadata": {}, |
499 | 499 | "outputs": [ |
500 | 500 | { |
|
651 | 651 | "12 3600 695000 0 1 0" |
652 | 652 | ] |
653 | 653 | }, |
654 | | - "execution_count": 212, |
| 654 | + "execution_count": 13, |
655 | 655 | "metadata": {}, |
656 | 656 | "output_type": "execute_result" |
657 | 657 | } |
|
689 | 689 | }, |
690 | 690 | { |
691 | 691 | "cell_type": "code", |
692 | | - "execution_count": 213, |
| 692 | + "execution_count": 14, |
693 | 693 | "metadata": {}, |
694 | 694 | "outputs": [ |
695 | 695 | { |
|
832 | 832 | "12 3600 695000 0 1" |
833 | 833 | ] |
834 | 834 | }, |
835 | | - "execution_count": 213, |
| 835 | + "execution_count": 14, |
836 | 836 | "metadata": {}, |
837 | 837 | "output_type": "execute_result" |
838 | 838 | } |
|
844 | 844 | }, |
845 | 845 | { |
846 | 846 | "cell_type": "code", |
847 | | - "execution_count": 214, |
| 847 | + "execution_count": 15, |
848 | 848 | "metadata": {}, |
849 | 849 | "outputs": [ |
850 | 850 | { |
|
853 | 853 | "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" |
854 | 854 | ] |
855 | 855 | }, |
856 | | - "execution_count": 214, |
| 856 | + "execution_count": 15, |
857 | 857 | "metadata": {}, |
858 | 858 | "output_type": "execute_result" |
859 | 859 | } |
860 | 860 | ], |
861 | 861 | "source": [ |
862 | 862 | "X = df_dummies.drop('price',axis='columns')\n", |
863 | 863 | "y = df_dummies.price\n", |
| 864 | + "\n", |
| 865 | + "from sklearn.linear_model import LinearRegression\n", |
| 866 | + "model = LinearRegression()\n", |
864 | 867 | "model.fit(X,y)" |
865 | 868 | ] |
866 | 869 | }, |
867 | 870 | { |
868 | 871 | "cell_type": "code", |
869 | | - "execution_count": 215, |
| 872 | + "execution_count": 16, |
870 | 873 | "metadata": {}, |
871 | 874 | "outputs": [ |
872 | 875 | { |
|
995 | 998 | "12 3600 0 1" |
996 | 999 | ] |
997 | 1000 | }, |
998 | | - "execution_count": 215, |
| 1001 | + "execution_count": 16, |
999 | 1002 | "metadata": {}, |
1000 | 1003 | "output_type": "execute_result" |
1001 | 1004 | } |
|
1006 | 1009 | }, |
1007 | 1010 | { |
1008 | 1011 | "cell_type": "code", |
1009 | | - "execution_count": 216, |
| 1012 | + "execution_count": 17, |
1010 | 1013 | "metadata": { |
1011 | 1014 | "scrolled": true |
1012 | 1015 | }, |
|
1021 | 1024 | " 692293.59277574])" |
1022 | 1025 | ] |
1023 | 1026 | }, |
1024 | | - "execution_count": 216, |
| 1027 | + "execution_count": 17, |
1025 | 1028 | "metadata": {}, |
1026 | 1029 | "output_type": "execute_result" |
1027 | 1030 | } |
|
1032 | 1035 | }, |
1033 | 1036 | { |
1034 | 1037 | "cell_type": "code", |
1035 | | - "execution_count": 217, |
| 1038 | + "execution_count": 18, |
1036 | 1039 | "metadata": {}, |
1037 | 1040 | "outputs": [ |
1038 | 1041 | { |
|
1041 | 1044 | "0.95739290372218733" |
1042 | 1045 | ] |
1043 | 1046 | }, |
1044 | | - "execution_count": 217, |
| 1047 | + "execution_count": 18, |
1045 | 1048 | "metadata": {}, |
1046 | 1049 | "output_type": "execute_result" |
1047 | 1050 | } |
|
1052 | 1055 | }, |
1053 | 1056 | { |
1054 | 1057 | "cell_type": "code", |
1055 | | - "execution_count": 221, |
| 1058 | + "execution_count": 19, |
1056 | 1059 | "metadata": {}, |
1057 | 1060 | "outputs": [ |
1058 | 1061 | { |
|
1061 | 1064 | "array([ 681241.66845839])" |
1062 | 1065 | ] |
1063 | 1066 | }, |
1064 | | - "execution_count": 221, |
| 1067 | + "execution_count": 19, |
1065 | 1068 | "metadata": {}, |
1066 | 1069 | "output_type": "execute_result" |
1067 | 1070 | } |
|
1072 | 1075 | }, |
1073 | 1076 | { |
1074 | 1077 | "cell_type": "code", |
1075 | | - "execution_count": 222, |
| 1078 | + "execution_count": 20, |
1076 | 1079 | "metadata": {}, |
1077 | 1080 | "outputs": [ |
1078 | 1081 | { |
|
1081 | 1084 | "array([ 590775.63964739])" |
1082 | 1085 | ] |
1083 | 1086 | }, |
1084 | | - "execution_count": 222, |
| 1087 | + "execution_count": 20, |
1085 | 1088 | "metadata": {}, |
1086 | 1089 | "output_type": "execute_result" |
1087 | 1090 | } |
|
1106 | 1109 | }, |
1107 | 1110 | { |
1108 | 1111 | "cell_type": "code", |
1109 | | - "execution_count": 223, |
1110 | | - "metadata": {}, |
| 1112 | + "execution_count": 21, |
| 1113 | + "metadata": { |
| 1114 | + "collapsed": true |
| 1115 | + }, |
1111 | 1116 | "outputs": [], |
1112 | 1117 | "source": [ |
1113 | 1118 | "from sklearn.preprocessing import LabelEncoder\n", |
|
1116 | 1121 | }, |
1117 | 1122 | { |
1118 | 1123 | "cell_type": "code", |
1119 | | - "execution_count": 224, |
| 1124 | + "execution_count": 22, |
1120 | 1125 | "metadata": {}, |
1121 | 1126 | "outputs": [ |
1122 | 1127 | { |
|
1245 | 1250 | "12 1 3600 695000" |
1246 | 1251 | ] |
1247 | 1252 | }, |
1248 | | - "execution_count": 224, |
| 1253 | + "execution_count": 22, |
1249 | 1254 | "metadata": {}, |
1250 | 1255 | "output_type": "execute_result" |
1251 | 1256 | } |
|
1258 | 1263 | }, |
1259 | 1264 | { |
1260 | 1265 | "cell_type": "code", |
1261 | | - "execution_count": 235, |
| 1266 | + "execution_count": 23, |
1262 | 1267 | "metadata": { |
1263 | 1268 | "collapsed": true |
1264 | 1269 | }, |
|
1269 | 1274 | }, |
1270 | 1275 | { |
1271 | 1276 | "cell_type": "code", |
1272 | | - "execution_count": 236, |
| 1277 | + "execution_count": 24, |
1273 | 1278 | "metadata": {}, |
1274 | 1279 | "outputs": [ |
1275 | 1280 | { |
|
1290 | 1295 | " [ 1, 3600]], dtype=int64)" |
1291 | 1296 | ] |
1292 | 1297 | }, |
1293 | | - "execution_count": 236, |
| 1298 | + "execution_count": 24, |
1294 | 1299 | "metadata": {}, |
1295 | 1300 | "output_type": "execute_result" |
1296 | 1301 | } |
|
1301 | 1306 | }, |
1302 | 1307 | { |
1303 | 1308 | "cell_type": "code", |
1304 | | - "execution_count": 228, |
| 1309 | + "execution_count": 25, |
1305 | 1310 | "metadata": {}, |
1306 | 1311 | "outputs": [ |
1307 | 1312 | { |
|
1311 | 1316 | " 710000, 575000, 600000, 620000, 695000], dtype=int64)" |
1312 | 1317 | ] |
1313 | 1318 | }, |
1314 | | - "execution_count": 228, |
| 1319 | + "execution_count": 25, |
1315 | 1320 | "metadata": {}, |
1316 | 1321 | "output_type": "execute_result" |
1317 | 1322 | } |
|
1330 | 1335 | }, |
1331 | 1336 | { |
1332 | 1337 | "cell_type": "code", |
1333 | | - "execution_count": 229, |
| 1338 | + "execution_count": 26, |
1334 | 1339 | "metadata": { |
1335 | 1340 | "collapsed": true |
1336 | 1341 | }, |
|
1342 | 1347 | }, |
1343 | 1348 | { |
1344 | 1349 | "cell_type": "code", |
1345 | | - "execution_count": 237, |
| 1350 | + "execution_count": 27, |
1346 | 1351 | "metadata": {}, |
1347 | 1352 | "outputs": [ |
1348 | 1353 | { |
|
1376 | 1381 | " 3.60000000e+03]])" |
1377 | 1382 | ] |
1378 | 1383 | }, |
1379 | | - "execution_count": 237, |
| 1384 | + "execution_count": 27, |
1380 | 1385 | "metadata": {}, |
1381 | 1386 | "output_type": "execute_result" |
1382 | 1387 | } |
|
1388 | 1393 | }, |
1389 | 1394 | { |
1390 | 1395 | "cell_type": "code", |
1391 | | - "execution_count": 238, |
| 1396 | + "execution_count": 28, |
1392 | 1397 | "metadata": { |
1393 | 1398 | "collapsed": true |
1394 | 1399 | }, |
|
1399 | 1404 | }, |
1400 | 1405 | { |
1401 | 1406 | "cell_type": "code", |
1402 | | - "execution_count": 239, |
| 1407 | + "execution_count": 29, |
1403 | 1408 | "metadata": {}, |
1404 | 1409 | "outputs": [ |
1405 | 1410 | { |
|
1420 | 1425 | " [ 1.00000000e+00, 0.00000000e+00, 3.60000000e+03]])" |
1421 | 1426 | ] |
1422 | 1427 | }, |
1423 | | - "execution_count": 239, |
| 1428 | + "execution_count": 29, |
1424 | 1429 | "metadata": {}, |
1425 | 1430 | "output_type": "execute_result" |
1426 | 1431 | } |
|
1431 | 1436 | }, |
1432 | 1437 | { |
1433 | 1438 | "cell_type": "code", |
1434 | | - "execution_count": 244, |
| 1439 | + "execution_count": 30, |
1435 | 1440 | "metadata": {}, |
1436 | 1441 | "outputs": [ |
1437 | 1442 | { |
|
1440 | 1445 | "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" |
1441 | 1446 | ] |
1442 | 1447 | }, |
1443 | | - "execution_count": 244, |
| 1448 | + "execution_count": 30, |
1444 | 1449 | "metadata": {}, |
1445 | 1450 | "output_type": "execute_result" |
1446 | 1451 | } |
|
1451 | 1456 | }, |
1452 | 1457 | { |
1453 | 1458 | "cell_type": "code", |
1454 | | - "execution_count": 249, |
| 1459 | + "execution_count": 31, |
1455 | 1460 | "metadata": {}, |
1456 | 1461 | "outputs": [ |
1457 | 1462 | { |
|
1460 | 1465 | "array([ 681241.6684584])" |
1461 | 1466 | ] |
1462 | 1467 | }, |
1463 | | - "execution_count": 249, |
| 1468 | + "execution_count": 31, |
1464 | 1469 | "metadata": {}, |
1465 | 1470 | "output_type": "execute_result" |
1466 | 1471 | } |
|
1471 | 1476 | }, |
1472 | 1477 | { |
1473 | 1478 | "cell_type": "code", |
1474 | | - "execution_count": 250, |
| 1479 | + "execution_count": 32, |
1475 | 1480 | "metadata": { |
1476 | 1481 | "scrolled": true |
1477 | 1482 | }, |
|
1482 | 1487 | "array([ 590775.63964739])" |
1483 | 1488 | ] |
1484 | 1489 | }, |
1485 | | - "execution_count": 250, |
| 1490 | + "execution_count": 32, |
1486 | 1491 | "metadata": {}, |
1487 | 1492 | "output_type": "execute_result" |
1488 | 1493 | } |
|
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