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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "markdown",
  5. "metadata": {},
  6. "source": [
  7. "# FNN: Feed Forward Neural Networks"
  8. ]
  9. },
  10. {
  11. "cell_type": "code",
  12. "execution_count": 1,
  13. "metadata": {
  14. "collapsed": true
  15. },
  16. "outputs": [],
  17. "source": [
  18. "# 오늘도 만나서 반가워, 판다스♡\n",
  19. "import pandas as pd"
  20. ]
  21. },
  22. {
  23. "cell_type": "code",
  24. "execution_count": 4,
  25. "metadata": {
  26. "scrolled": true
  27. },
  28. "outputs": [
  29. {
  30. "data": {
  31. "text/html": [
  32. "<div>\n",
  33. "<style>\n",
  34. " .dataframe thead tr:only-child th {\n",
  35. " text-align: right;\n",
  36. " }\n",
  37. "\n",
  38. " .dataframe thead th {\n",
  39. " text-align: left;\n",
  40. " }\n",
  41. "\n",
  42. " .dataframe tbody tr th {\n",
  43. " vertical-align: top;\n",
  44. " }\n",
  45. "</style>\n",
  46. "<table border=\"1\" class=\"dataframe\">\n",
  47. " <thead>\n",
  48. " <tr style=\"text-align: right;\">\n",
  49. " <th></th>\n",
  50. " <th>age</th>\n",
  51. " <th>sex</th>\n",
  52. " <th>education</th>\n",
  53. " <th>memory</th>\n",
  54. " <th>judgment ability</th>\n",
  55. " <th>problem-solving ability</th>\n",
  56. " <th>vitality</th>\n",
  57. " <th>attitude</th>\n",
  58. " <th>responsibility</th>\n",
  59. " <th>depression degree</th>\n",
  60. " <th>...</th>\n",
  61. " <th>J6_Z</th>\n",
  62. " <th>J7_Z</th>\n",
  63. " <th>J8_Z</th>\n",
  64. " <th>J9A_Z</th>\n",
  65. " <th>J9B_Z</th>\n",
  66. " <th>K3_Z</th>\n",
  67. " <th>K4_Z</th>\n",
  68. " <th>K5_1_Z</th>\n",
  69. " <th>K5_2_Z</th>\n",
  70. " <th>class</th>\n",
  71. " </tr>\n",
  72. " </thead>\n",
  73. " <tbody>\n",
  74. " <tr>\n",
  75. " <th>0</th>\n",
  76. " <td>18</td>\n",
  77. " <td>1</td>\n",
  78. " <td>9</td>\n",
  79. " <td>1.0</td>\n",
  80. " <td>1.0</td>\n",
  81. " <td>0.5</td>\n",
  82. " <td>0.5</td>\n",
  83. " <td>0.5</td>\n",
  84. " <td>0</td>\n",
  85. " <td>4</td>\n",
  86. " <td>...</td>\n",
  87. " <td>-1.05</td>\n",
  88. " <td>-0.71</td>\n",
  89. " <td>-2.27</td>\n",
  90. " <td>-2.05</td>\n",
  91. " <td>-1.62</td>\n",
  92. " <td>8</td>\n",
  93. " <td>0.16</td>\n",
  94. " <td>-5.01</td>\n",
  95. " <td>-3.14</td>\n",
  96. " <td>1</td>\n",
  97. " </tr>\n",
  98. " <tr>\n",
  99. " <th>1</th>\n",
  100. " <td>18</td>\n",
  101. " <td>0</td>\n",
  102. " <td>9</td>\n",
  103. " <td>1.0</td>\n",
  104. " <td>1.0</td>\n",
  105. " <td>0.5</td>\n",
  106. " <td>0.5</td>\n",
  107. " <td>0.5</td>\n",
  108. " <td>0</td>\n",
  109. " <td>3</td>\n",
  110. " <td>...</td>\n",
  111. " <td>-3.00</td>\n",
  112. " <td>-1.92</td>\n",
  113. " <td>-2.77</td>\n",
  114. " <td>-2.67</td>\n",
  115. " <td>-10.00</td>\n",
  116. " <td>10</td>\n",
  117. " <td>-3.86</td>\n",
  118. " <td>-1.87</td>\n",
  119. " <td>-4.26</td>\n",
  120. " <td>1</td>\n",
  121. " </tr>\n",
  122. " <tr>\n",
  123. " <th>2</th>\n",
  124. " <td>18</td>\n",
  125. " <td>0</td>\n",
  126. " <td>6</td>\n",
  127. " <td>0.5</td>\n",
  128. " <td>0.5</td>\n",
  129. " <td>1.0</td>\n",
  130. " <td>0.5</td>\n",
  131. " <td>0.5</td>\n",
  132. " <td>0</td>\n",
  133. " <td>17</td>\n",
  134. " <td>...</td>\n",
  135. " <td>-2.11</td>\n",
  136. " <td>-2.56</td>\n",
  137. " <td>-1.42</td>\n",
  138. " <td>1.32</td>\n",
  139. " <td>1.98</td>\n",
  140. " <td>13</td>\n",
  141. " <td>-0.91</td>\n",
  142. " <td>-0.45</td>\n",
  143. " <td>-1.06</td>\n",
  144. " <td>1</td>\n",
  145. " </tr>\n",
  146. " <tr>\n",
  147. " <th>3</th>\n",
  148. " <td>19</td>\n",
  149. " <td>0</td>\n",
  150. " <td>16</td>\n",
  151. " <td>0.5</td>\n",
  152. " <td>0.0</td>\n",
  153. " <td>0.0</td>\n",
  154. " <td>0.0</td>\n",
  155. " <td>0.0</td>\n",
  156. " <td>0</td>\n",
  157. " <td>12</td>\n",
  158. " <td>...</td>\n",
  159. " <td>-0.22</td>\n",
  160. " <td>0.58</td>\n",
  161. " <td>-0.08</td>\n",
  162. " <td>1.08</td>\n",
  163. " <td>1.55</td>\n",
  164. " <td>14</td>\n",
  165. " <td>0.56</td>\n",
  166. " <td>-0.30</td>\n",
  167. " <td>0.33</td>\n",
  168. " <td>1</td>\n",
  169. " </tr>\n",
  170. " <tr>\n",
  171. " <th>4</th>\n",
  172. " <td>19</td>\n",
  173. " <td>1</td>\n",
  174. " <td>21</td>\n",
  175. " <td>1.0</td>\n",
  176. " <td>0.5</td>\n",
  177. " <td>0.5</td>\n",
  178. " <td>1.0</td>\n",
  179. " <td>1.0</td>\n",
  180. " <td>2</td>\n",
  181. " <td>3</td>\n",
  182. " <td>...</td>\n",
  183. " <td>0.00</td>\n",
  184. " <td>0.00</td>\n",
  185. " <td>0.42</td>\n",
  186. " <td>-1.49</td>\n",
  187. " <td>-2.54</td>\n",
  188. " <td>15</td>\n",
  189. " <td>-1.11</td>\n",
  190. " <td>-2.82</td>\n",
  191. " <td>-3.97</td>\n",
  192. " <td>1</td>\n",
  193. " </tr>\n",
  194. " <tr>\n",
  195. " <th>5</th>\n",
  196. " <td>19</td>\n",
  197. " <td>0</td>\n",
  198. " <td>6</td>\n",
  199. " <td>0.0</td>\n",
  200. " <td>0.0</td>\n",
  201. " <td>0.0</td>\n",
  202. " <td>0.0</td>\n",
  203. " <td>0.0</td>\n",
  204. " <td>0</td>\n",
  205. " <td>6</td>\n",
  206. " <td>...</td>\n",
  207. " <td>0.00</td>\n",
  208. " <td>0.56</td>\n",
  209. " <td>0.25</td>\n",
  210. " <td>0.49</td>\n",
  211. " <td>-10.00</td>\n",
  212. " <td>15</td>\n",
  213. " <td>-1.29</td>\n",
  214. " <td>-0.92</td>\n",
  215. " <td>-0.26</td>\n",
  216. " <td>1</td>\n",
  217. " </tr>\n",
  218. " <tr>\n",
  219. " <th>6</th>\n",
  220. " <td>19</td>\n",
  221. " <td>1</td>\n",
  222. " <td>12</td>\n",
  223. " <td>0.0</td>\n",
  224. " <td>0.0</td>\n",
  225. " <td>0.0</td>\n",
  226. " <td>0.0</td>\n",
  227. " <td>0.0</td>\n",
  228. " <td>0</td>\n",
  229. " <td>19</td>\n",
  230. " <td>...</td>\n",
  231. " <td>0.00</td>\n",
  232. " <td>0.00</td>\n",
  233. " <td>-0.73</td>\n",
  234. " <td>0.35</td>\n",
  235. " <td>0.12</td>\n",
  236. " <td>12</td>\n",
  237. " <td>0.60</td>\n",
  238. " <td>0.78</td>\n",
  239. " <td>0.38</td>\n",
  240. " <td>1</td>\n",
  241. " </tr>\n",
  242. " <tr>\n",
  243. " <th>7</th>\n",
  244. " <td>19</td>\n",
  245. " <td>1</td>\n",
  246. " <td>16</td>\n",
  247. " <td>0.0</td>\n",
  248. " <td>0.0</td>\n",
  249. " <td>0.0</td>\n",
  250. " <td>0.0</td>\n",
  251. " <td>0.0</td>\n",
  252. " <td>0</td>\n",
  253. " <td>2</td>\n",
  254. " <td>...</td>\n",
  255. " <td>1.05</td>\n",
  256. " <td>0.71</td>\n",
  257. " <td>-0.73</td>\n",
  258. " <td>1.29</td>\n",
  259. " <td>1.25</td>\n",
  260. " <td>23</td>\n",
  261. " <td>1.12</td>\n",
  262. " <td>0.78</td>\n",
  263. " <td>0.78</td>\n",
  264. " <td>0</td>\n",
  265. " </tr>\n",
  266. " <tr>\n",
  267. " <th>8</th>\n",
  268. " <td>19</td>\n",
  269. " <td>0</td>\n",
  270. " <td>12</td>\n",
  271. " <td>0.5</td>\n",
  272. " <td>0.0</td>\n",
  273. " <td>0.0</td>\n",
  274. " <td>0.0</td>\n",
  275. " <td>0.0</td>\n",
  276. " <td>0</td>\n",
  277. " <td>21</td>\n",
  278. " <td>...</td>\n",
  279. " <td>0.89</td>\n",
  280. " <td>0.58</td>\n",
  281. " <td>-0.46</td>\n",
  282. " <td>1.12</td>\n",
  283. " <td>-0.06</td>\n",
  284. " <td>23</td>\n",
  285. " <td>0.16</td>\n",
  286. " <td>-2.22</td>\n",
  287. " <td>0.33</td>\n",
  288. " <td>0</td>\n",
  289. " </tr>\n",
  290. " <tr>\n",
  291. " <th>9</th>\n",
  292. " <td>19</td>\n",
  293. " <td>0</td>\n",
  294. " <td>12</td>\n",
  295. " <td>0.0</td>\n",
  296. " <td>0.0</td>\n",
  297. " <td>0.0</td>\n",
  298. " <td>0.0</td>\n",
  299. " <td>0.0</td>\n",
  300. " <td>0</td>\n",
  301. " <td>3</td>\n",
  302. " <td>...</td>\n",
  303. " <td>-0.78</td>\n",
  304. " <td>0.58</td>\n",
  305. " <td>-0.46</td>\n",
  306. " <td>0.54</td>\n",
  307. " <td>1.39</td>\n",
  308. " <td>15</td>\n",
  309. " <td>1.05</td>\n",
  310. " <td>0.66</td>\n",
  311. " <td>0.33</td>\n",
  312. " <td>0</td>\n",
  313. " </tr>\n",
  314. " <tr>\n",
  315. " <th>10</th>\n",
  316. " <td>19</td>\n",
  317. " <td>1</td>\n",
  318. " <td>16</td>\n",
  319. " <td>0.0</td>\n",
  320. " <td>0.0</td>\n",
  321. " <td>0.0</td>\n",
  322. " <td>0.0</td>\n",
  323. " <td>0.0</td>\n",
  324. " <td>0</td>\n",
  325. " <td>21</td>\n",
  326. " <td>...</td>\n",
  327. " <td>0.00</td>\n",
  328. " <td>0.71</td>\n",
  329. " <td>-0.73</td>\n",
  330. " <td>1.16</td>\n",
  331. " <td>1.49</td>\n",
  332. " <td>18</td>\n",
  333. " <td>0.01</td>\n",
  334. " <td>-3.42</td>\n",
  335. " <td>0.38</td>\n",
  336. " <td>0</td>\n",
  337. " </tr>\n",
  338. " <tr>\n",
  339. " <th>11</th>\n",
  340. " <td>19</td>\n",
  341. " <td>0</td>\n",
  342. " <td>16</td>\n",
  343. " <td>0.0</td>\n",
  344. " <td>0.0</td>\n",
  345. " <td>0.0</td>\n",
  346. " <td>0.0</td>\n",
  347. " <td>0.0</td>\n",
  348. " <td>0</td>\n",
  349. " <td>23</td>\n",
  350. " <td>...</td>\n",
  351. " <td>1.44</td>\n",
  352. " <td>0.58</td>\n",
  353. " <td>-0.46</td>\n",
  354. " <td>1.04</td>\n",
  355. " <td>1.93</td>\n",
  356. " <td>18</td>\n",
  357. " <td>0.56</td>\n",
  358. " <td>0.66</td>\n",
  359. " <td>0.33</td>\n",
  360. " <td>0</td>\n",
  361. " </tr>\n",
  362. " <tr>\n",
  363. " <th>12</th>\n",
  364. " <td>19</td>\n",
  365. " <td>0</td>\n",
  366. " <td>12</td>\n",
  367. " <td>0.5</td>\n",
  368. " <td>0.0</td>\n",
  369. " <td>0.0</td>\n",
  370. " <td>0.0</td>\n",
  371. " <td>0.0</td>\n",
  372. " <td>0</td>\n",
  373. " <td>17</td>\n",
  374. " <td>...</td>\n",
  375. " <td>1.44</td>\n",
  376. " <td>0.58</td>\n",
  377. " <td>0.31</td>\n",
  378. " <td>1.71</td>\n",
  379. " <td>1.37</td>\n",
  380. " <td>13</td>\n",
  381. " <td>0.60</td>\n",
  382. " <td>0.66</td>\n",
  383. " <td>0.33</td>\n",
  384. " <td>0</td>\n",
  385. " </tr>\n",
  386. " <tr>\n",
  387. " <th>13</th>\n",
  388. " <td>19</td>\n",
  389. " <td>1</td>\n",
  390. " <td>6</td>\n",
  391. " <td>0.0</td>\n",
  392. " <td>0.0</td>\n",
  393. " <td>0.0</td>\n",
  394. " <td>0.0</td>\n",
  395. " <td>0.0</td>\n",
  396. " <td>0</td>\n",
  397. " <td>6</td>\n",
  398. " <td>...</td>\n",
  399. " <td>-1.40</td>\n",
  400. " <td>0.00</td>\n",
  401. " <td>0.74</td>\n",
  402. " <td>1.04</td>\n",
  403. " <td>0.23</td>\n",
  404. " <td>10</td>\n",
  405. " <td>-0.91</td>\n",
  406. " <td>-0.18</td>\n",
  407. " <td>-0.64</td>\n",
  408. " <td>0</td>\n",
  409. " </tr>\n",
  410. " <tr>\n",
  411. " <th>14</th>\n",
  412. " <td>19</td>\n",
  413. " <td>0</td>\n",
  414. " <td>12</td>\n",
  415. " <td>0.0</td>\n",
  416. " <td>0.0</td>\n",
  417. " <td>0.0</td>\n",
  418. " <td>0.0</td>\n",
  419. " <td>0.0</td>\n",
  420. " <td>0</td>\n",
  421. " <td>6</td>\n",
  422. " <td>...</td>\n",
  423. " <td>0.33</td>\n",
  424. " <td>0.58</td>\n",
  425. " <td>-0.08</td>\n",
  426. " <td>0.54</td>\n",
  427. " <td>1.35</td>\n",
  428. " <td>17</td>\n",
  429. " <td>0.60</td>\n",
  430. " <td>0.66</td>\n",
  431. " <td>0.66</td>\n",
  432. " <td>0</td>\n",
  433. " </tr>\n",
  434. " <tr>\n",
  435. " <th>15</th>\n",
  436. " <td>19</td>\n",
  437. " <td>1</td>\n",
  438. " <td>16</td>\n",
  439. " <td>0.0</td>\n",
  440. " <td>0.0</td>\n",
  441. " <td>0.0</td>\n",
  442. " <td>0.0</td>\n",
  443. " <td>0.0</td>\n",
  444. " <td>0</td>\n",
  445. " <td>1</td>\n",
  446. " <td>...</td>\n",
  447. " <td>0.53</td>\n",
  448. " <td>0.71</td>\n",
  449. " <td>1.19</td>\n",
  450. " <td>1.02</td>\n",
  451. " <td>1.13</td>\n",
  452. " <td>12</td>\n",
  453. " <td>0.56</td>\n",
  454. " <td>0.18</td>\n",
  455. " <td>0.38</td>\n",
  456. " <td>0</td>\n",
  457. " </tr>\n",
  458. " <tr>\n",
  459. " <th>16</th>\n",
  460. " <td>19</td>\n",
  461. " <td>0</td>\n",
  462. " <td>12</td>\n",
  463. " <td>0.0</td>\n",
  464. " <td>0.0</td>\n",
  465. " <td>0.0</td>\n",
  466. " <td>0.0</td>\n",
  467. " <td>0.0</td>\n",
  468. " <td>0</td>\n",
  469. " <td>7</td>\n",
  470. " <td>...</td>\n",
  471. " <td>-1.33</td>\n",
  472. " <td>0.58</td>\n",
  473. " <td>-0.46</td>\n",
  474. " <td>1.42</td>\n",
  475. " <td>1.81</td>\n",
  476. " <td>14</td>\n",
  477. " <td>0.60</td>\n",
  478. " <td>0.66</td>\n",
  479. " <td>0.66</td>\n",
  480. " <td>0</td>\n",
  481. " </tr>\n",
  482. " <tr>\n",
  483. " <th>17</th>\n",
  484. " <td>19</td>\n",
  485. " <td>1</td>\n",
  486. " <td>14</td>\n",
  487. " <td>0.0</td>\n",
  488. " <td>0.0</td>\n",
  489. " <td>0.0</td>\n",
  490. " <td>0.0</td>\n",
  491. " <td>0.0</td>\n",
  492. " <td>0</td>\n",
  493. " <td>28</td>\n",
  494. " <td>...</td>\n",
  495. " <td>-1.05</td>\n",
  496. " <td>-2.14</td>\n",
  497. " <td>0.04</td>\n",
  498. " <td>1.51</td>\n",
  499. " <td>1.93</td>\n",
  500. " <td>15</td>\n",
  501. " <td>0.01</td>\n",
  502. " <td>0.78</td>\n",
  503. " <td>0.78</td>\n",
  504. " <td>0</td>\n",
  505. " </tr>\n",
  506. " <tr>\n",
  507. " <th>18</th>\n",
  508. " <td>19</td>\n",
  509. " <td>0</td>\n",
  510. " <td>12</td>\n",
  511. " <td>0.5</td>\n",
  512. " <td>0.0</td>\n",
  513. " <td>0.0</td>\n",
  514. " <td>0.0</td>\n",
  515. " <td>0.0</td>\n",
  516. " <td>0</td>\n",
  517. " <td>23</td>\n",
  518. " <td>...</td>\n",
  519. " <td>0.33</td>\n",
  520. " <td>0.58</td>\n",
  521. " <td>0.69</td>\n",
  522. " <td>0.08</td>\n",
  523. " <td>-0.20</td>\n",
  524. " <td>13</td>\n",
  525. " <td>0.60</td>\n",
  526. " <td>-0.30</td>\n",
  527. " <td>-2.19</td>\n",
  528. " <td>0</td>\n",
  529. " </tr>\n",
  530. " <tr>\n",
  531. " <th>19</th>\n",
  532. " <td>19</td>\n",
  533. " <td>0</td>\n",
  534. " <td>16</td>\n",
  535. " <td>0.0</td>\n",
  536. " <td>0.0</td>\n",
  537. " <td>0.0</td>\n",
  538. " <td>0.0</td>\n",
  539. " <td>0.0</td>\n",
  540. " <td>0</td>\n",
  541. " <td>17</td>\n",
  542. " <td>...</td>\n",
  543. " <td>-1.33</td>\n",
  544. " <td>-1.92</td>\n",
  545. " <td>1.08</td>\n",
  546. " <td>1.33</td>\n",
  547. " <td>1.25</td>\n",
  548. " <td>9</td>\n",
  549. " <td>1.12</td>\n",
  550. " <td>0.66</td>\n",
  551. " <td>0.33</td>\n",
  552. " <td>1</td>\n",
  553. " </tr>\n",
  554. " <tr>\n",
  555. " <th>20</th>\n",
  556. " <td>19</td>\n",
  557. " <td>0</td>\n",
  558. " <td>9</td>\n",
  559. " <td>0.0</td>\n",
  560. " <td>0.0</td>\n",
  561. " <td>0.0</td>\n",
  562. " <td>0.0</td>\n",
  563. " <td>0.0</td>\n",
  564. " <td>0</td>\n",
  565. " <td>14</td>\n",
  566. " <td>...</td>\n",
  567. " <td>-0.22</td>\n",
  568. " <td>0.58</td>\n",
  569. " <td>-0.85</td>\n",
  570. " <td>1.22</td>\n",
  571. " <td>-10.00</td>\n",
  572. " <td>7</td>\n",
  573. " <td>0.16</td>\n",
  574. " <td>0.02</td>\n",
  575. " <td>0.54</td>\n",
  576. " <td>1</td>\n",
  577. " </tr>\n",
  578. " <tr>\n",
  579. " <th>21</th>\n",
  580. " <td>19</td>\n",
  581. " <td>0</td>\n",
  582. " <td>6</td>\n",
  583. " <td>0.0</td>\n",
  584. " <td>0.0</td>\n",
  585. " <td>0.0</td>\n",
  586. " <td>0.0</td>\n",
  587. " <td>0.0</td>\n",
  588. " <td>0</td>\n",
  589. " <td>18</td>\n",
  590. " <td>...</td>\n",
  591. " <td>-1.33</td>\n",
  592. " <td>-1.08</td>\n",
  593. " <td>-1.62</td>\n",
  594. " <td>-0.04</td>\n",
  595. " <td>-0.91</td>\n",
  596. " <td>10</td>\n",
  597. " <td>-0.29</td>\n",
  598. " <td>0.02</td>\n",
  599. " <td>0.54</td>\n",
  600. " <td>1</td>\n",
  601. " </tr>\n",
  602. " <tr>\n",
  603. " <th>22</th>\n",
  604. " <td>20</td>\n",
  605. " <td>0</td>\n",
  606. " <td>22</td>\n",
  607. " <td>0.0</td>\n",
  608. " <td>0.0</td>\n",
  609. " <td>0.0</td>\n",
  610. " <td>0.0</td>\n",
  611. " <td>0.0</td>\n",
  612. " <td>0</td>\n",
  613. " <td>11</td>\n",
  614. " <td>...</td>\n",
  615. " <td>2.00</td>\n",
  616. " <td>0.58</td>\n",
  617. " <td>1.08</td>\n",
  618. " <td>1.62</td>\n",
  619. " <td>1.59</td>\n",
  620. " <td>14</td>\n",
  621. " <td>0.56</td>\n",
  622. " <td>-4.15</td>\n",
  623. " <td>-2.19</td>\n",
  624. " <td>0</td>\n",
  625. " </tr>\n",
  626. " <tr>\n",
  627. " <th>23</th>\n",
  628. " <td>20</td>\n",
  629. " <td>0</td>\n",
  630. " <td>16</td>\n",
  631. " <td>0.5</td>\n",
  632. " <td>0.0</td>\n",
  633. " <td>0.0</td>\n",
  634. " <td>0.0</td>\n",
  635. " <td>0.0</td>\n",
  636. " <td>0</td>\n",
  637. " <td>18</td>\n",
  638. " <td>...</td>\n",
  639. " <td>-1.33</td>\n",
  640. " <td>0.58</td>\n",
  641. " <td>1.08</td>\n",
  642. " <td>1.66</td>\n",
  643. " <td>2.07</td>\n",
  644. " <td>16</td>\n",
  645. " <td>0.56</td>\n",
  646. " <td>0.66</td>\n",
  647. " <td>0.33</td>\n",
  648. " <td>1</td>\n",
  649. " </tr>\n",
  650. " <tr>\n",
  651. " <th>24</th>\n",
  652. " <td>20</td>\n",
  653. " <td>0</td>\n",
  654. " <td>14</td>\n",
  655. " <td>1.0</td>\n",
  656. " <td>0.0</td>\n",
  657. " <td>0.5</td>\n",
  658. " <td>0.0</td>\n",
  659. " <td>0.0</td>\n",
  660. " <td>0</td>\n",
  661. " <td>1</td>\n",
  662. " <td>...</td>\n",
  663. " <td>-3.56</td>\n",
  664. " <td>-6.08</td>\n",
  665. " <td>-1.23</td>\n",
  666. " <td>0.12</td>\n",
  667. " <td>-2.38</td>\n",
  668. " <td>14</td>\n",
  669. " <td>-2.77</td>\n",
  670. " <td>-1.26</td>\n",
  671. " <td>0.33</td>\n",
  672. " <td>1</td>\n",
  673. " </tr>\n",
  674. " <tr>\n",
  675. " <th>25</th>\n",
  676. " <td>20</td>\n",
  677. " <td>0</td>\n",
  678. " <td>9</td>\n",
  679. " <td>0.5</td>\n",
  680. " <td>0.0</td>\n",
  681. " <td>0.0</td>\n",
  682. " <td>0.0</td>\n",
  683. " <td>0.0</td>\n",
  684. " <td>0</td>\n",
  685. " <td>14</td>\n",
  686. " <td>...</td>\n",
  687. " <td>-1.33</td>\n",
  688. " <td>-0.25</td>\n",
  689. " <td>-2.00</td>\n",
  690. " <td>1.37</td>\n",
  691. " <td>0.75</td>\n",
  692. " <td>9</td>\n",
  693. " <td>-0.74</td>\n",
  694. " <td>0.02</td>\n",
  695. " <td>0.54</td>\n",
  696. " <td>1</td>\n",
  697. " </tr>\n",
  698. " <tr>\n",
  699. " <th>26</th>\n",
  700. " <td>20</td>\n",
  701. " <td>1</td>\n",
  702. " <td>16</td>\n",
  703. " <td>0.5</td>\n",
  704. " <td>0.0</td>\n",
  705. " <td>0.0</td>\n",
  706. " <td>0.0</td>\n",
  707. " <td>0.0</td>\n",
  708. " <td>0</td>\n",
  709. " <td>10</td>\n",
  710. " <td>...</td>\n",
  711. " <td>-1.58</td>\n",
  712. " <td>-5.00</td>\n",
  713. " <td>-1.12</td>\n",
  714. " <td>1.47</td>\n",
  715. " <td>1.33</td>\n",
  716. " <td>10</td>\n",
  717. " <td>-1.11</td>\n",
  718. " <td>-2.22</td>\n",
  719. " <td>0.38</td>\n",
  720. " <td>1</td>\n",
  721. " </tr>\n",
  722. " <tr>\n",
  723. " <th>27</th>\n",
  724. " <td>20</td>\n",
  725. " <td>0</td>\n",
  726. " <td>12</td>\n",
  727. " <td>0.5</td>\n",
  728. " <td>0.0</td>\n",
  729. " <td>0.0</td>\n",
  730. " <td>0.0</td>\n",
  731. " <td>0.0</td>\n",
  732. " <td>0</td>\n",
  733. " <td>15</td>\n",
  734. " <td>...</td>\n",
  735. " <td>-2.44</td>\n",
  736. " <td>-3.58</td>\n",
  737. " <td>-0.85</td>\n",
  738. " <td>1.04</td>\n",
  739. " <td>0.26</td>\n",
  740. " <td>14</td>\n",
  741. " <td>-0.29</td>\n",
  742. " <td>-0.30</td>\n",
  743. " <td>0.33</td>\n",
  744. " <td>1</td>\n",
  745. " </tr>\n",
  746. " <tr>\n",
  747. " <th>28</th>\n",
  748. " <td>20</td>\n",
  749. " <td>0</td>\n",
  750. " <td>6</td>\n",
  751. " <td>1.0</td>\n",
  752. " <td>0.5</td>\n",
  753. " <td>0.5</td>\n",
  754. " <td>1.0</td>\n",
  755. " <td>1.0</td>\n",
  756. " <td>0</td>\n",
  757. " <td>14</td>\n",
  758. " <td>...</td>\n",
  759. " <td>-3.16</td>\n",
  760. " <td>-1.31</td>\n",
  761. " <td>-2.25</td>\n",
  762. " <td>1.07</td>\n",
  763. " <td>-10.00</td>\n",
  764. " <td>4</td>\n",
  765. " <td>-1.29</td>\n",
  766. " <td>-3.28</td>\n",
  767. " <td>-0.26</td>\n",
  768. " <td>1</td>\n",
  769. " </tr>\n",
  770. " <tr>\n",
  771. " <th>29</th>\n",
  772. " <td>20</td>\n",
  773. " <td>0</td>\n",
  774. " <td>12</td>\n",
  775. " <td>0.0</td>\n",
  776. " <td>0.0</td>\n",
  777. " <td>0.0</td>\n",
  778. " <td>0.0</td>\n",
  779. " <td>0.0</td>\n",
  780. " <td>0</td>\n",
  781. " <td>7</td>\n",
  782. " <td>...</td>\n",
  783. " <td>-0.22</td>\n",
  784. " <td>0.58</td>\n",
  785. " <td>-1.62</td>\n",
  786. " <td>1.66</td>\n",
  787. " <td>1.23</td>\n",
  788. " <td>10</td>\n",
  789. " <td>0.16</td>\n",
  790. " <td>-1.26</td>\n",
  791. " <td>-2.19</td>\n",
  792. " <td>1</td>\n",
  793. " </tr>\n",
  794. " <tr>\n",
  795. " <th>...</th>\n",
  796. " <td>...</td>\n",
  797. " <td>...</td>\n",
  798. " <td>...</td>\n",
  799. " <td>...</td>\n",
  800. " <td>...</td>\n",
  801. " <td>...</td>\n",
  802. " <td>...</td>\n",
  803. " <td>...</td>\n",
  804. " <td>...</td>\n",
  805. " <td>...</td>\n",
  806. " <td>...</td>\n",
  807. " <td>...</td>\n",
  808. " <td>...</td>\n",
  809. " <td>...</td>\n",
  810. " <td>...</td>\n",
  811. " <td>...</td>\n",
  812. " <td>...</td>\n",
  813. " <td>...</td>\n",
  814. " <td>...</td>\n",
  815. " <td>...</td>\n",
  816. " <td>...</td>\n",
  817. " </tr>\n",
  818. " <tr>\n",
  819. " <th>2820</th>\n",
  820. " <td>48</td>\n",
  821. " <td>1</td>\n",
  822. " <td>0</td>\n",
  823. " <td>0.5</td>\n",
  824. " <td>0.0</td>\n",
  825. " <td>0.0</td>\n",
  826. " <td>0.0</td>\n",
  827. " <td>0.0</td>\n",
  828. " <td>0</td>\n",
  829. " <td>9</td>\n",
  830. " <td>...</td>\n",
  831. " <td>-1.55</td>\n",
  832. " <td>-1.46</td>\n",
  833. " <td>-0.04</td>\n",
  834. " <td>0.93</td>\n",
  835. " <td>-10.00</td>\n",
  836. " <td>9</td>\n",
  837. " <td>-1.37</td>\n",
  838. " <td>0.00</td>\n",
  839. " <td>0.81</td>\n",
  840. " <td>1</td>\n",
  841. " </tr>\n",
  842. " <tr>\n",
  843. " <th>2821</th>\n",
  844. " <td>48</td>\n",
  845. " <td>1</td>\n",
  846. " <td>16</td>\n",
  847. " <td>0.0</td>\n",
  848. " <td>0.0</td>\n",
  849. " <td>0.0</td>\n",
  850. " <td>0.0</td>\n",
  851. " <td>0.0</td>\n",
  852. " <td>0</td>\n",
  853. " <td>5</td>\n",
  854. " <td>...</td>\n",
  855. " <td>-0.95</td>\n",
  856. " <td>0.22</td>\n",
  857. " <td>-1.07</td>\n",
  858. " <td>0.74</td>\n",
  859. " <td>0.49</td>\n",
  860. " <td>11</td>\n",
  861. " <td>0.01</td>\n",
  862. " <td>-0.38</td>\n",
  863. " <td>0.52</td>\n",
  864. " <td>0</td>\n",
  865. " </tr>\n",
  866. " <tr>\n",
  867. " <th>2822</th>\n",
  868. " <td>48</td>\n",
  869. " <td>0</td>\n",
  870. " <td>9</td>\n",
  871. " <td>0.0</td>\n",
  872. " <td>0.0</td>\n",
  873. " <td>0.0</td>\n",
  874. " <td>0.0</td>\n",
  875. " <td>0.0</td>\n",
  876. " <td>0</td>\n",
  877. " <td>12</td>\n",
  878. " <td>...</td>\n",
  879. " <td>-0.40</td>\n",
  880. " <td>-0.65</td>\n",
  881. " <td>-0.24</td>\n",
  882. " <td>1.47</td>\n",
  883. " <td>-10.00</td>\n",
  884. " <td>9</td>\n",
  885. " <td>0.07</td>\n",
  886. " <td>-0.45</td>\n",
  887. " <td>0.24</td>\n",
  888. " <td>0</td>\n",
  889. " </tr>\n",
  890. " <tr>\n",
  891. " <th>2823</th>\n",
  892. " <td>48</td>\n",
  893. " <td>1</td>\n",
  894. " <td>17</td>\n",
  895. " <td>0.0</td>\n",
  896. " <td>0.0</td>\n",
  897. " <td>0.0</td>\n",
  898. " <td>0.0</td>\n",
  899. " <td>0.0</td>\n",
  900. " <td>0</td>\n",
  901. " <td>7</td>\n",
  902. " <td>...</td>\n",
  903. " <td>-0.95</td>\n",
  904. " <td>-0.89</td>\n",
  905. " <td>-1.07</td>\n",
  906. " <td>0.91</td>\n",
  907. " <td>0.42</td>\n",
  908. " <td>9</td>\n",
  909. " <td>-0.38</td>\n",
  910. " <td>0.95</td>\n",
  911. " <td>0.52</td>\n",
  912. " <td>0</td>\n",
  913. " </tr>\n",
  914. " <tr>\n",
  915. " <th>2824</th>\n",
  916. " <td>48</td>\n",
  917. " <td>1</td>\n",
  918. " <td>6</td>\n",
  919. " <td>0.0</td>\n",
  920. " <td>0.5</td>\n",
  921. " <td>0.0</td>\n",
  922. " <td>0.0</td>\n",
  923. " <td>0.0</td>\n",
  924. " <td>0</td>\n",
  925. " <td>12</td>\n",
  926. " <td>...</td>\n",
  927. " <td>-0.33</td>\n",
  928. " <td>-2.00</td>\n",
  929. " <td>0.59</td>\n",
  930. " <td>-2.92</td>\n",
  931. " <td>-10.00</td>\n",
  932. " <td>10</td>\n",
  933. " <td>1.30</td>\n",
  934. " <td>-0.71</td>\n",
  935. " <td>0.67</td>\n",
  936. " <td>0</td>\n",
  937. " </tr>\n",
  938. " <tr>\n",
  939. " <th>2825</th>\n",
  940. " <td>48</td>\n",
  941. " <td>0</td>\n",
  942. " <td>0</td>\n",
  943. " <td>0.5</td>\n",
  944. " <td>0.0</td>\n",
  945. " <td>0.0</td>\n",
  946. " <td>0.0</td>\n",
  947. " <td>0.0</td>\n",
  948. " <td>0</td>\n",
  949. " <td>12</td>\n",
  950. " <td>...</td>\n",
  951. " <td>-0.26</td>\n",
  952. " <td>-0.22</td>\n",
  953. " <td>-0.10</td>\n",
  954. " <td>-10.00</td>\n",
  955. " <td>-10.00</td>\n",
  956. " <td>8</td>\n",
  957. " <td>-0.15</td>\n",
  958. " <td>0.34</td>\n",
  959. " <td>-1.75</td>\n",
  960. " <td>0</td>\n",
  961. " </tr>\n",
  962. " <tr>\n",
  963. " <th>2826</th>\n",
  964. " <td>48</td>\n",
  965. " <td>0</td>\n",
  966. " <td>0</td>\n",
  967. " <td>0.5</td>\n",
  968. " <td>0.5</td>\n",
  969. " <td>0.0</td>\n",
  970. " <td>0.0</td>\n",
  971. " <td>0.0</td>\n",
  972. " <td>0</td>\n",
  973. " <td>21</td>\n",
  974. " <td>...</td>\n",
  975. " <td>-2.37</td>\n",
  976. " <td>-1.89</td>\n",
  977. " <td>-1.10</td>\n",
  978. " <td>-1.46</td>\n",
  979. " <td>-10.00</td>\n",
  980. " <td>0</td>\n",
  981. " <td>-0.46</td>\n",
  982. " <td>-0.72</td>\n",
  983. " <td>-0.12</td>\n",
  984. " <td>1</td>\n",
  985. " </tr>\n",
  986. " <tr>\n",
  987. " <th>2827</th>\n",
  988. " <td>49</td>\n",
  989. " <td>1</td>\n",
  990. " <td>16</td>\n",
  991. " <td>0.5</td>\n",
  992. " <td>0.0</td>\n",
  993. " <td>0.0</td>\n",
  994. " <td>0.5</td>\n",
  995. " <td>0.0</td>\n",
  996. " <td>0</td>\n",
  997. " <td>5</td>\n",
  998. " <td>...</td>\n",
  999. " <td>-2.45</td>\n",
  1000. " <td>-2.00</td>\n",
  1001. " <td>-1.41</td>\n",
  1002. " <td>0.36</td>\n",
  1003. " <td>-10.00</td>\n",
  1004. " <td>14</td>\n",
  1005. " <td>-0.76</td>\n",
  1006. " <td>-0.38</td>\n",
  1007. " <td>-2.75</td>\n",
  1008. " <td>1</td>\n",
  1009. " </tr>\n",
  1010. " <tr>\n",
  1011. " <th>2828</th>\n",
  1012. " <td>49</td>\n",
  1013. " <td>0</td>\n",
  1014. " <td>0</td>\n",
  1015. " <td>1.0</td>\n",
  1016. " <td>0.5</td>\n",
  1017. " <td>0.5</td>\n",
  1018. " <td>0.5</td>\n",
  1019. " <td>0.5</td>\n",
  1020. " <td>1</td>\n",
  1021. " <td>9</td>\n",
  1022. " <td>...</td>\n",
  1023. " <td>-0.79</td>\n",
  1024. " <td>0.89</td>\n",
  1025. " <td>-1.10</td>\n",
  1026. " <td>-10.00</td>\n",
  1027. " <td>-10.00</td>\n",
  1028. " <td>7</td>\n",
  1029. " <td>-1.06</td>\n",
  1030. " <td>-0.46</td>\n",
  1031. " <td>-1.10</td>\n",
  1032. " <td>1</td>\n",
  1033. " </tr>\n",
  1034. " <tr>\n",
  1035. " <th>2829</th>\n",
  1036. " <td>49</td>\n",
  1037. " <td>0</td>\n",
  1038. " <td>12</td>\n",
  1039. " <td>2.0</td>\n",
  1040. " <td>2.0</td>\n",
  1041. " <td>2.0</td>\n",
  1042. " <td>1.0</td>\n",
  1043. " <td>1.0</td>\n",
  1044. " <td>2</td>\n",
  1045. " <td>7</td>\n",
  1046. " <td>...</td>\n",
  1047. " <td>-1.90</td>\n",
  1048. " <td>-3.65</td>\n",
  1049. " <td>-1.97</td>\n",
  1050. " <td>-1.86</td>\n",
  1051. " <td>-10.00</td>\n",
  1052. " <td>14</td>\n",
  1053. " <td>-2.66</td>\n",
  1054. " <td>-2.46</td>\n",
  1055. " <td>-0.74</td>\n",
  1056. " <td>1</td>\n",
  1057. " </tr>\n",
  1058. " <tr>\n",
  1059. " <th>2830</th>\n",
  1060. " <td>49</td>\n",
  1061. " <td>0</td>\n",
  1062. " <td>0</td>\n",
  1063. " <td>0.0</td>\n",
  1064. " <td>0.0</td>\n",
  1065. " <td>0.0</td>\n",
  1066. " <td>0.0</td>\n",
  1067. " <td>0.0</td>\n",
  1068. " <td>0</td>\n",
  1069. " <td>4</td>\n",
  1070. " <td>...</td>\n",
  1071. " <td>-2.37</td>\n",
  1072. " <td>-1.33</td>\n",
  1073. " <td>-1.10</td>\n",
  1074. " <td>-10.00</td>\n",
  1075. " <td>-10.00</td>\n",
  1076. " <td>8</td>\n",
  1077. " <td>-0.76</td>\n",
  1078. " <td>-1.25</td>\n",
  1079. " <td>-0.12</td>\n",
  1080. " <td>0</td>\n",
  1081. " </tr>\n",
  1082. " <tr>\n",
  1083. " <th>2831</th>\n",
  1084. " <td>50</td>\n",
  1085. " <td>1</td>\n",
  1086. " <td>3</td>\n",
  1087. " <td>0.5</td>\n",
  1088. " <td>0.0</td>\n",
  1089. " <td>0.0</td>\n",
  1090. " <td>0.0</td>\n",
  1091. " <td>0.0</td>\n",
  1092. " <td>0</td>\n",
  1093. " <td>3</td>\n",
  1094. " <td>...</td>\n",
  1095. " <td>-1.55</td>\n",
  1096. " <td>-2.71</td>\n",
  1097. " <td>-1.19</td>\n",
  1098. " <td>-0.10</td>\n",
  1099. " <td>-10.00</td>\n",
  1100. " <td>7</td>\n",
  1101. " <td>-0.76</td>\n",
  1102. " <td>-0.34</td>\n",
  1103. " <td>0.47</td>\n",
  1104. " <td>1</td>\n",
  1105. " </tr>\n",
  1106. " <tr>\n",
  1107. " <th>2832</th>\n",
  1108. " <td>50</td>\n",
  1109. " <td>0</td>\n",
  1110. " <td>4</td>\n",
  1111. " <td>1.0</td>\n",
  1112. " <td>1.0</td>\n",
  1113. " <td>1.0</td>\n",
  1114. " <td>1.0</td>\n",
  1115. " <td>1.0</td>\n",
  1116. " <td>1</td>\n",
  1117. " <td>23</td>\n",
  1118. " <td>...</td>\n",
  1119. " <td>-1.48</td>\n",
  1120. " <td>-1.06</td>\n",
  1121. " <td>-2.00</td>\n",
  1122. " <td>-2.40</td>\n",
  1123. " <td>-10.00</td>\n",
  1124. " <td>2</td>\n",
  1125. " <td>-1.84</td>\n",
  1126. " <td>-2.69</td>\n",
  1127. " <td>-1.52</td>\n",
  1128. " <td>1</td>\n",
  1129. " </tr>\n",
  1130. " <tr>\n",
  1131. " <th>2833</th>\n",
  1132. " <td>50</td>\n",
  1133. " <td>1</td>\n",
  1134. " <td>1</td>\n",
  1135. " <td>0.5</td>\n",
  1136. " <td>0.0</td>\n",
  1137. " <td>0.0</td>\n",
  1138. " <td>0.0</td>\n",
  1139. " <td>0.0</td>\n",
  1140. " <td>0</td>\n",
  1141. " <td>4</td>\n",
  1142. " <td>...</td>\n",
  1143. " <td>-2.00</td>\n",
  1144. " <td>-0.21</td>\n",
  1145. " <td>-0.42</td>\n",
  1146. " <td>1.03</td>\n",
  1147. " <td>-10.00</td>\n",
  1148. " <td>7</td>\n",
  1149. " <td>0.75</td>\n",
  1150. " <td>0.00</td>\n",
  1151. " <td>0.81</td>\n",
  1152. " <td>1</td>\n",
  1153. " </tr>\n",
  1154. " <tr>\n",
  1155. " <th>2834</th>\n",
  1156. " <td>50</td>\n",
  1157. " <td>1</td>\n",
  1158. " <td>0</td>\n",
  1159. " <td>0.0</td>\n",
  1160. " <td>0.0</td>\n",
  1161. " <td>0.0</td>\n",
  1162. " <td>0.0</td>\n",
  1163. " <td>0.0</td>\n",
  1164. " <td>0</td>\n",
  1165. " <td>14</td>\n",
  1166. " <td>...</td>\n",
  1167. " <td>-0.64</td>\n",
  1168. " <td>-3.12</td>\n",
  1169. " <td>-1.19</td>\n",
  1170. " <td>-10.00</td>\n",
  1171. " <td>-10.00</td>\n",
  1172. " <td>9</td>\n",
  1173. " <td>-0.46</td>\n",
  1174. " <td>-2.06</td>\n",
  1175. " <td>-0.88</td>\n",
  1176. " <td>0</td>\n",
  1177. " </tr>\n",
  1178. " <tr>\n",
  1179. " <th>2835</th>\n",
  1180. " <td>51</td>\n",
  1181. " <td>0</td>\n",
  1182. " <td>0</td>\n",
  1183. " <td>1.0</td>\n",
  1184. " <td>0.5</td>\n",
  1185. " <td>0.5</td>\n",
  1186. " <td>0.5</td>\n",
  1187. " <td>0.0</td>\n",
  1188. " <td>0</td>\n",
  1189. " <td>20</td>\n",
  1190. " <td>...</td>\n",
  1191. " <td>-1.32</td>\n",
  1192. " <td>-2.44</td>\n",
  1193. " <td>-1.10</td>\n",
  1194. " <td>-10.00</td>\n",
  1195. " <td>-10.00</td>\n",
  1196. " <td>2</td>\n",
  1197. " <td>-1.06</td>\n",
  1198. " <td>-1.79</td>\n",
  1199. " <td>-1.75</td>\n",
  1200. " <td>1</td>\n",
  1201. " </tr>\n",
  1202. " <tr>\n",
  1203. " <th>2836</th>\n",
  1204. " <td>51</td>\n",
  1205. " <td>1</td>\n",
  1206. " <td>0</td>\n",
  1207. " <td>0.5</td>\n",
  1208. " <td>0.0</td>\n",
  1209. " <td>0.0</td>\n",
  1210. " <td>0.0</td>\n",
  1211. " <td>0.0</td>\n",
  1212. " <td>0</td>\n",
  1213. " <td>14</td>\n",
  1214. " <td>...</td>\n",
  1215. " <td>-1.55</td>\n",
  1216. " <td>-0.21</td>\n",
  1217. " <td>-1.19</td>\n",
  1218. " <td>-0.90</td>\n",
  1219. " <td>-10.00</td>\n",
  1220. " <td>4</td>\n",
  1221. " <td>-0.76</td>\n",
  1222. " <td>-1.03</td>\n",
  1223. " <td>-1.56</td>\n",
  1224. " <td>1</td>\n",
  1225. " </tr>\n",
  1226. " <tr>\n",
  1227. " <th>2837</th>\n",
  1228. " <td>51</td>\n",
  1229. " <td>1</td>\n",
  1230. " <td>16</td>\n",
  1231. " <td>1.0</td>\n",
  1232. " <td>2.0</td>\n",
  1233. " <td>2.0</td>\n",
  1234. " <td>2.0</td>\n",
  1235. " <td>2.0</td>\n",
  1236. " <td>1</td>\n",
  1237. " <td>7</td>\n",
  1238. " <td>...</td>\n",
  1239. " <td>-2.45</td>\n",
  1240. " <td>-4.22</td>\n",
  1241. " <td>-1.41</td>\n",
  1242. " <td>-1.40</td>\n",
  1243. " <td>-10.00</td>\n",
  1244. " <td>12</td>\n",
  1245. " <td>0.39</td>\n",
  1246. " <td>-4.38</td>\n",
  1247. " <td>-2.75</td>\n",
  1248. " <td>1</td>\n",
  1249. " </tr>\n",
  1250. " <tr>\n",
  1251. " <th>2838</th>\n",
  1252. " <td>51</td>\n",
  1253. " <td>1</td>\n",
  1254. " <td>0</td>\n",
  1255. " <td>0.0</td>\n",
  1256. " <td>0.0</td>\n",
  1257. " <td>0.0</td>\n",
  1258. " <td>0.0</td>\n",
  1259. " <td>0.0</td>\n",
  1260. " <td>0</td>\n",
  1261. " <td>19</td>\n",
  1262. " <td>...</td>\n",
  1263. " <td>-1.09</td>\n",
  1264. " <td>0.62</td>\n",
  1265. " <td>0.73</td>\n",
  1266. " <td>-1.39</td>\n",
  1267. " <td>-10.00</td>\n",
  1268. " <td>0</td>\n",
  1269. " <td>-0.46</td>\n",
  1270. " <td>0.00</td>\n",
  1271. " <td>-0.88</td>\n",
  1272. " <td>0</td>\n",
  1273. " </tr>\n",
  1274. " <tr>\n",
  1275. " <th>2839</th>\n",
  1276. " <td>51</td>\n",
  1277. " <td>1</td>\n",
  1278. " <td>6</td>\n",
  1279. " <td>0.0</td>\n",
  1280. " <td>0.0</td>\n",
  1281. " <td>0.0</td>\n",
  1282. " <td>0.0</td>\n",
  1283. " <td>0.0</td>\n",
  1284. " <td>0</td>\n",
  1285. " <td>10</td>\n",
  1286. " <td>...</td>\n",
  1287. " <td>-1.58</td>\n",
  1288. " <td>1.13</td>\n",
  1289. " <td>0.24</td>\n",
  1290. " <td>0.55</td>\n",
  1291. " <td>-10.00</td>\n",
  1292. " <td>6</td>\n",
  1293. " <td>-1.84</td>\n",
  1294. " <td>-0.08</td>\n",
  1295. " <td>-0.17</td>\n",
  1296. " <td>0</td>\n",
  1297. " </tr>\n",
  1298. " <tr>\n",
  1299. " <th>2840</th>\n",
  1300. " <td>51</td>\n",
  1301. " <td>1</td>\n",
  1302. " <td>18</td>\n",
  1303. " <td>0.0</td>\n",
  1304. " <td>0.0</td>\n",
  1305. " <td>0.0</td>\n",
  1306. " <td>0.0</td>\n",
  1307. " <td>0.0</td>\n",
  1308. " <td>0</td>\n",
  1309. " <td>7</td>\n",
  1310. " <td>...</td>\n",
  1311. " <td>-0.95</td>\n",
  1312. " <td>-0.33</td>\n",
  1313. " <td>1.34</td>\n",
  1314. " <td>0.72</td>\n",
  1315. " <td>-0.02</td>\n",
  1316. " <td>9</td>\n",
  1317. " <td>1.55</td>\n",
  1318. " <td>-0.38</td>\n",
  1319. " <td>-2.75</td>\n",
  1320. " <td>0</td>\n",
  1321. " </tr>\n",
  1322. " <tr>\n",
  1323. " <th>2841</th>\n",
  1324. " <td>52</td>\n",
  1325. " <td>0</td>\n",
  1326. " <td>10</td>\n",
  1327. " <td>1.0</td>\n",
  1328. " <td>0.5</td>\n",
  1329. " <td>0.0</td>\n",
  1330. " <td>0.5</td>\n",
  1331. " <td>0.5</td>\n",
  1332. " <td>0</td>\n",
  1333. " <td>11</td>\n",
  1334. " <td>...</td>\n",
  1335. " <td>-2.90</td>\n",
  1336. " <td>-0.15</td>\n",
  1337. " <td>-0.93</td>\n",
  1338. " <td>-0.01</td>\n",
  1339. " <td>-10.00</td>\n",
  1340. " <td>12</td>\n",
  1341. " <td>-1.10</td>\n",
  1342. " <td>0.93</td>\n",
  1343. " <td>0.66</td>\n",
  1344. " <td>1</td>\n",
  1345. " </tr>\n",
  1346. " <tr>\n",
  1347. " <th>2842</th>\n",
  1348. " <td>52</td>\n",
  1349. " <td>1</td>\n",
  1350. " <td>16</td>\n",
  1351. " <td>0.0</td>\n",
  1352. " <td>0.0</td>\n",
  1353. " <td>0.0</td>\n",
  1354. " <td>0.0</td>\n",
  1355. " <td>0.0</td>\n",
  1356. " <td>0</td>\n",
  1357. " <td>4</td>\n",
  1358. " <td>...</td>\n",
  1359. " <td>-1.45</td>\n",
  1360. " <td>0.78</td>\n",
  1361. " <td>0.31</td>\n",
  1362. " <td>1.15</td>\n",
  1363. " <td>2.15</td>\n",
  1364. " <td>12</td>\n",
  1365. " <td>-1.15</td>\n",
  1366. " <td>0.29</td>\n",
  1367. " <td>0.52</td>\n",
  1368. " <td>0</td>\n",
  1369. " </tr>\n",
  1370. " <tr>\n",
  1371. " <th>2843</th>\n",
  1372. " <td>53</td>\n",
  1373. " <td>1</td>\n",
  1374. " <td>0</td>\n",
  1375. " <td>1.0</td>\n",
  1376. " <td>1.0</td>\n",
  1377. " <td>1.0</td>\n",
  1378. " <td>1.0</td>\n",
  1379. " <td>1.0</td>\n",
  1380. " <td>2</td>\n",
  1381. " <td>12</td>\n",
  1382. " <td>...</td>\n",
  1383. " <td>-2.00</td>\n",
  1384. " <td>-3.54</td>\n",
  1385. " <td>-0.42</td>\n",
  1386. " <td>-10.00</td>\n",
  1387. " <td>-10.00</td>\n",
  1388. " <td>0</td>\n",
  1389. " <td>-2.88</td>\n",
  1390. " <td>-3.10</td>\n",
  1391. " <td>-2.58</td>\n",
  1392. " <td>1</td>\n",
  1393. " </tr>\n",
  1394. " <tr>\n",
  1395. " <th>2844</th>\n",
  1396. " <td>53</td>\n",
  1397. " <td>1</td>\n",
  1398. " <td>6</td>\n",
  1399. " <td>0.5</td>\n",
  1400. " <td>0.0</td>\n",
  1401. " <td>0.0</td>\n",
  1402. " <td>0.0</td>\n",
  1403. " <td>0.0</td>\n",
  1404. " <td>0</td>\n",
  1405. " <td>16</td>\n",
  1406. " <td>...</td>\n",
  1407. " <td>-1.58</td>\n",
  1408. " <td>-0.75</td>\n",
  1409. " <td>-1.48</td>\n",
  1410. " <td>0.25</td>\n",
  1411. " <td>-10.00</td>\n",
  1412. " <td>4</td>\n",
  1413. " <td>-0.45</td>\n",
  1414. " <td>-3.86</td>\n",
  1415. " <td>-1.01</td>\n",
  1416. " <td>1</td>\n",
  1417. " </tr>\n",
  1418. " <tr>\n",
  1419. " <th>2845</th>\n",
  1420. " <td>53</td>\n",
  1421. " <td>1</td>\n",
  1422. " <td>5</td>\n",
  1423. " <td>0.5</td>\n",
  1424. " <td>0.0</td>\n",
  1425. " <td>0.0</td>\n",
  1426. " <td>0.0</td>\n",
  1427. " <td>0.0</td>\n",
  1428. " <td>0</td>\n",
  1429. " <td>7</td>\n",
  1430. " <td>...</td>\n",
  1431. " <td>0.08</td>\n",
  1432. " <td>1.13</td>\n",
  1433. " <td>1.62</td>\n",
  1434. " <td>-0.39</td>\n",
  1435. " <td>-10.00</td>\n",
  1436. " <td>6</td>\n",
  1437. " <td>-0.10</td>\n",
  1438. " <td>1.18</td>\n",
  1439. " <td>0.67</td>\n",
  1440. " <td>1</td>\n",
  1441. " </tr>\n",
  1442. " <tr>\n",
  1443. " <th>2846</th>\n",
  1444. " <td>53</td>\n",
  1445. " <td>0</td>\n",
  1446. " <td>6</td>\n",
  1447. " <td>0.0</td>\n",
  1448. " <td>0.0</td>\n",
  1449. " <td>0.0</td>\n",
  1450. " <td>0.0</td>\n",
  1451. " <td>0.0</td>\n",
  1452. " <td>0</td>\n",
  1453. " <td>5</td>\n",
  1454. " <td>...</td>\n",
  1455. " <td>-1.48</td>\n",
  1456. " <td>-3.41</td>\n",
  1457. " <td>-2.00</td>\n",
  1458. " <td>0.99</td>\n",
  1459. " <td>-10.00</td>\n",
  1460. " <td>8</td>\n",
  1461. " <td>-1.14</td>\n",
  1462. " <td>-0.90</td>\n",
  1463. " <td>-2.10</td>\n",
  1464. " <td>0</td>\n",
  1465. " </tr>\n",
  1466. " <tr>\n",
  1467. " <th>2847</th>\n",
  1468. " <td>54</td>\n",
  1469. " <td>1</td>\n",
  1470. " <td>16</td>\n",
  1471. " <td>0.5</td>\n",
  1472. " <td>0.0</td>\n",
  1473. " <td>0.0</td>\n",
  1474. " <td>0.0</td>\n",
  1475. " <td>0.0</td>\n",
  1476. " <td>0</td>\n",
  1477. " <td>4</td>\n",
  1478. " <td>...</td>\n",
  1479. " <td>-1.45</td>\n",
  1480. " <td>-2.00</td>\n",
  1481. " <td>-0.03</td>\n",
  1482. " <td>1.07</td>\n",
  1483. " <td>0.81</td>\n",
  1484. " <td>15</td>\n",
  1485. " <td>0.01</td>\n",
  1486. " <td>0.29</td>\n",
  1487. " <td>0.52</td>\n",
  1488. " <td>1</td>\n",
  1489. " </tr>\n",
  1490. " <tr>\n",
  1491. " <th>2848</th>\n",
  1492. " <td>54</td>\n",
  1493. " <td>1</td>\n",
  1494. " <td>7</td>\n",
  1495. " <td>0.0</td>\n",
  1496. " <td>0.0</td>\n",
  1497. " <td>0.0</td>\n",
  1498. " <td>0.0</td>\n",
  1499. " <td>0.0</td>\n",
  1500. " <td>0</td>\n",
  1501. " <td>3</td>\n",
  1502. " <td>...</td>\n",
  1503. " <td>-0.45</td>\n",
  1504. " <td>0.78</td>\n",
  1505. " <td>-1.41</td>\n",
  1506. " <td>0.06</td>\n",
  1507. " <td>-10.00</td>\n",
  1508. " <td>7</td>\n",
  1509. " <td>-0.71</td>\n",
  1510. " <td>1.18</td>\n",
  1511. " <td>0.67</td>\n",
  1512. " <td>0</td>\n",
  1513. " </tr>\n",
  1514. " <tr>\n",
  1515. " <th>2849</th>\n",
  1516. " <td>56</td>\n",
  1517. " <td>0</td>\n",
  1518. " <td>0</td>\n",
  1519. " <td>0.0</td>\n",
  1520. " <td>0.0</td>\n",
  1521. " <td>0.5</td>\n",
  1522. " <td>0.0</td>\n",
  1523. " <td>0.0</td>\n",
  1524. " <td>0</td>\n",
  1525. " <td>16</td>\n",
  1526. " <td>...</td>\n",
  1527. " <td>-1.32</td>\n",
  1528. " <td>-3.56</td>\n",
  1529. " <td>-1.10</td>\n",
  1530. " <td>-0.86</td>\n",
  1531. " <td>-10.00</td>\n",
  1532. " <td>3</td>\n",
  1533. " <td>-0.46</td>\n",
  1534. " <td>-0.46</td>\n",
  1535. " <td>0.21</td>\n",
  1536. " <td>0</td>\n",
  1537. " </tr>\n",
  1538. " </tbody>\n",
  1539. "</table>\n",
  1540. "<p>2850 rows × 25 columns</p>\n",
  1541. "</div>"
  1542. ],
  1543. "text/plain": [
  1544. " age sex education memory judgment ability problem-solving ability \\\n",
  1545. "0 18 1 9 1.0 1.0 0.5 \n",
  1546. "1 18 0 9 1.0 1.0 0.5 \n",
  1547. "2 18 0 6 0.5 0.5 1.0 \n",
  1548. "3 19 0 16 0.5 0.0 0.0 \n",
  1549. "4 19 1 21 1.0 0.5 0.5 \n",
  1550. "5 19 0 6 0.0 0.0 0.0 \n",
  1551. "6 19 1 12 0.0 0.0 0.0 \n",
  1552. "7 19 1 16 0.0 0.0 0.0 \n",
  1553. "8 19 0 12 0.5 0.0 0.0 \n",
  1554. "9 19 0 12 0.0 0.0 0.0 \n",
  1555. "10 19 1 16 0.0 0.0 0.0 \n",
  1556. "11 19 0 16 0.0 0.0 0.0 \n",
  1557. "12 19 0 12 0.5 0.0 0.0 \n",
  1558. "13 19 1 6 0.0 0.0 0.0 \n",
  1559. "14 19 0 12 0.0 0.0 0.0 \n",
  1560. "15 19 1 16 0.0 0.0 0.0 \n",
  1561. "16 19 0 12 0.0 0.0 0.0 \n",
  1562. "17 19 1 14 0.0 0.0 0.0 \n",
  1563. "18 19 0 12 0.5 0.0 0.0 \n",
  1564. "19 19 0 16 0.0 0.0 0.0 \n",
  1565. "20 19 0 9 0.0 0.0 0.0 \n",
  1566. "21 19 0 6 0.0 0.0 0.0 \n",
  1567. "22 20 0 22 0.0 0.0 0.0 \n",
  1568. "23 20 0 16 0.5 0.0 0.0 \n",
  1569. "24 20 0 14 1.0 0.0 0.5 \n",
  1570. "25 20 0 9 0.5 0.0 0.0 \n",
  1571. "26 20 1 16 0.5 0.0 0.0 \n",
  1572. "27 20 0 12 0.5 0.0 0.0 \n",
  1573. "28 20 0 6 1.0 0.5 0.5 \n",
  1574. "29 20 0 12 0.0 0.0 0.0 \n",
  1575. "... ... ... ... ... ... ... \n",
  1576. "2820 48 1 0 0.5 0.0 0.0 \n",
  1577. "2821 48 1 16 0.0 0.0 0.0 \n",
  1578. "2822 48 0 9 0.0 0.0 0.0 \n",
  1579. "2823 48 1 17 0.0 0.0 0.0 \n",
  1580. "2824 48 1 6 0.0 0.5 0.0 \n",
  1581. "2825 48 0 0 0.5 0.0 0.0 \n",
  1582. "2826 48 0 0 0.5 0.5 0.0 \n",
  1583. "2827 49 1 16 0.5 0.0 0.0 \n",
  1584. "2828 49 0 0 1.0 0.5 0.5 \n",
  1585. "2829 49 0 12 2.0 2.0 2.0 \n",
  1586. "2830 49 0 0 0.0 0.0 0.0 \n",
  1587. "2831 50 1 3 0.5 0.0 0.0 \n",
  1588. "2832 50 0 4 1.0 1.0 1.0 \n",
  1589. "2833 50 1 1 0.5 0.0 0.0 \n",
  1590. "2834 50 1 0 0.0 0.0 0.0 \n",
  1591. "2835 51 0 0 1.0 0.5 0.5 \n",
  1592. "2836 51 1 0 0.5 0.0 0.0 \n",
  1593. "2837 51 1 16 1.0 2.0 2.0 \n",
  1594. "2838 51 1 0 0.0 0.0 0.0 \n",
  1595. "2839 51 1 6 0.0 0.0 0.0 \n",
  1596. "2840 51 1 18 0.0 0.0 0.0 \n",
  1597. "2841 52 0 10 1.0 0.5 0.0 \n",
  1598. "2842 52 1 16 0.0 0.0 0.0 \n",
  1599. "2843 53 1 0 1.0 1.0 1.0 \n",
  1600. "2844 53 1 6 0.5 0.0 0.0 \n",
  1601. "2845 53 1 5 0.5 0.0 0.0 \n",
  1602. "2846 53 0 6 0.0 0.0 0.0 \n",
  1603. "2847 54 1 16 0.5 0.0 0.0 \n",
  1604. "2848 54 1 7 0.0 0.0 0.0 \n",
  1605. "2849 56 0 0 0.0 0.0 0.5 \n",
  1606. "\n",
  1607. " vitality attitude responsibility depression degree ... J6_Z \\\n",
  1608. "0 0.5 0.5 0 4 ... -1.05 \n",
  1609. "1 0.5 0.5 0 3 ... -3.00 \n",
  1610. "2 0.5 0.5 0 17 ... -2.11 \n",
  1611. "3 0.0 0.0 0 12 ... -0.22 \n",
  1612. "4 1.0 1.0 2 3 ... 0.00 \n",
  1613. "5 0.0 0.0 0 6 ... 0.00 \n",
  1614. "6 0.0 0.0 0 19 ... 0.00 \n",
  1615. "7 0.0 0.0 0 2 ... 1.05 \n",
  1616. "8 0.0 0.0 0 21 ... 0.89 \n",
  1617. "9 0.0 0.0 0 3 ... -0.78 \n",
  1618. "10 0.0 0.0 0 21 ... 0.00 \n",
  1619. "11 0.0 0.0 0 23 ... 1.44 \n",
  1620. "12 0.0 0.0 0 17 ... 1.44 \n",
  1621. "13 0.0 0.0 0 6 ... -1.40 \n",
  1622. "14 0.0 0.0 0 6 ... 0.33 \n",
  1623. "15 0.0 0.0 0 1 ... 0.53 \n",
  1624. "16 0.0 0.0 0 7 ... -1.33 \n",
  1625. "17 0.0 0.0 0 28 ... -1.05 \n",
  1626. "18 0.0 0.0 0 23 ... 0.33 \n",
  1627. "19 0.0 0.0 0 17 ... -1.33 \n",
  1628. "20 0.0 0.0 0 14 ... -0.22 \n",
  1629. "21 0.0 0.0 0 18 ... -1.33 \n",
  1630. "22 0.0 0.0 0 11 ... 2.00 \n",
  1631. "23 0.0 0.0 0 18 ... -1.33 \n",
  1632. "24 0.0 0.0 0 1 ... -3.56 \n",
  1633. "25 0.0 0.0 0 14 ... -1.33 \n",
  1634. "26 0.0 0.0 0 10 ... -1.58 \n",
  1635. "27 0.0 0.0 0 15 ... -2.44 \n",
  1636. "28 1.0 1.0 0 14 ... -3.16 \n",
  1637. "29 0.0 0.0 0 7 ... -0.22 \n",
  1638. "... ... ... ... ... ... ... \n",
  1639. "2820 0.0 0.0 0 9 ... -1.55 \n",
  1640. "2821 0.0 0.0 0 5 ... -0.95 \n",
  1641. "2822 0.0 0.0 0 12 ... -0.40 \n",
  1642. "2823 0.0 0.0 0 7 ... -0.95 \n",
  1643. "2824 0.0 0.0 0 12 ... -0.33 \n",
  1644. "2825 0.0 0.0 0 12 ... -0.26 \n",
  1645. "2826 0.0 0.0 0 21 ... -2.37 \n",
  1646. "2827 0.5 0.0 0 5 ... -2.45 \n",
  1647. "2828 0.5 0.5 1 9 ... -0.79 \n",
  1648. "2829 1.0 1.0 2 7 ... -1.90 \n",
  1649. "2830 0.0 0.0 0 4 ... -2.37 \n",
  1650. "2831 0.0 0.0 0 3 ... -1.55 \n",
  1651. "2832 1.0 1.0 1 23 ... -1.48 \n",
  1652. "2833 0.0 0.0 0 4 ... -2.00 \n",
  1653. "2834 0.0 0.0 0 14 ... -0.64 \n",
  1654. "2835 0.5 0.0 0 20 ... -1.32 \n",
  1655. "2836 0.0 0.0 0 14 ... -1.55 \n",
  1656. "2837 2.0 2.0 1 7 ... -2.45 \n",
  1657. "2838 0.0 0.0 0 19 ... -1.09 \n",
  1658. "2839 0.0 0.0 0 10 ... -1.58 \n",
  1659. "2840 0.0 0.0 0 7 ... -0.95 \n",
  1660. "2841 0.5 0.5 0 11 ... -2.90 \n",
  1661. "2842 0.0 0.0 0 4 ... -1.45 \n",
  1662. "2843 1.0 1.0 2 12 ... -2.00 \n",
  1663. "2844 0.0 0.0 0 16 ... -1.58 \n",
  1664. "2845 0.0 0.0 0 7 ... 0.08 \n",
  1665. "2846 0.0 0.0 0 5 ... -1.48 \n",
  1666. "2847 0.0 0.0 0 4 ... -1.45 \n",
  1667. "2848 0.0 0.0 0 3 ... -0.45 \n",
  1668. "2849 0.0 0.0 0 16 ... -1.32 \n",
  1669. "\n",
  1670. " J7_Z J8_Z J9A_Z J9B_Z K3_Z K4_Z K5_1_Z K5_2_Z class \n",
  1671. "0 -0.71 -2.27 -2.05 -1.62 8 0.16 -5.01 -3.14 1 \n",
  1672. "1 -1.92 -2.77 -2.67 -10.00 10 -3.86 -1.87 -4.26 1 \n",
  1673. "2 -2.56 -1.42 1.32 1.98 13 -0.91 -0.45 -1.06 1 \n",
  1674. "3 0.58 -0.08 1.08 1.55 14 0.56 -0.30 0.33 1 \n",
  1675. "4 0.00 0.42 -1.49 -2.54 15 -1.11 -2.82 -3.97 1 \n",
  1676. "5 0.56 0.25 0.49 -10.00 15 -1.29 -0.92 -0.26 1 \n",
  1677. "6 0.00 -0.73 0.35 0.12 12 0.60 0.78 0.38 1 \n",
  1678. "7 0.71 -0.73 1.29 1.25 23 1.12 0.78 0.78 0 \n",
  1679. "8 0.58 -0.46 1.12 -0.06 23 0.16 -2.22 0.33 0 \n",
  1680. "9 0.58 -0.46 0.54 1.39 15 1.05 0.66 0.33 0 \n",
  1681. "10 0.71 -0.73 1.16 1.49 18 0.01 -3.42 0.38 0 \n",
  1682. "11 0.58 -0.46 1.04 1.93 18 0.56 0.66 0.33 0 \n",
  1683. "12 0.58 0.31 1.71 1.37 13 0.60 0.66 0.33 0 \n",
  1684. "13 0.00 0.74 1.04 0.23 10 -0.91 -0.18 -0.64 0 \n",
  1685. "14 0.58 -0.08 0.54 1.35 17 0.60 0.66 0.66 0 \n",
  1686. "15 0.71 1.19 1.02 1.13 12 0.56 0.18 0.38 0 \n",
  1687. "16 0.58 -0.46 1.42 1.81 14 0.60 0.66 0.66 0 \n",
  1688. "17 -2.14 0.04 1.51 1.93 15 0.01 0.78 0.78 0 \n",
  1689. "18 0.58 0.69 0.08 -0.20 13 0.60 -0.30 -2.19 0 \n",
  1690. "19 -1.92 1.08 1.33 1.25 9 1.12 0.66 0.33 1 \n",
  1691. "20 0.58 -0.85 1.22 -10.00 7 0.16 0.02 0.54 1 \n",
  1692. "21 -1.08 -1.62 -0.04 -0.91 10 -0.29 0.02 0.54 1 \n",
  1693. "22 0.58 1.08 1.62 1.59 14 0.56 -4.15 -2.19 0 \n",
  1694. "23 0.58 1.08 1.66 2.07 16 0.56 0.66 0.33 1 \n",
  1695. "24 -6.08 -1.23 0.12 -2.38 14 -2.77 -1.26 0.33 1 \n",
  1696. "25 -0.25 -2.00 1.37 0.75 9 -0.74 0.02 0.54 1 \n",
  1697. "26 -5.00 -1.12 1.47 1.33 10 -1.11 -2.22 0.38 1 \n",
  1698. "27 -3.58 -0.85 1.04 0.26 14 -0.29 -0.30 0.33 1 \n",
  1699. "28 -1.31 -2.25 1.07 -10.00 4 -1.29 -3.28 -0.26 1 \n",
  1700. "29 0.58 -1.62 1.66 1.23 10 0.16 -1.26 -2.19 1 \n",
  1701. "... ... ... ... ... ... ... ... ... ... \n",
  1702. "2820 -1.46 -0.04 0.93 -10.00 9 -1.37 0.00 0.81 1 \n",
  1703. "2821 0.22 -1.07 0.74 0.49 11 0.01 -0.38 0.52 0 \n",
  1704. "2822 -0.65 -0.24 1.47 -10.00 9 0.07 -0.45 0.24 0 \n",
  1705. "2823 -0.89 -1.07 0.91 0.42 9 -0.38 0.95 0.52 0 \n",
  1706. "2824 -2.00 0.59 -2.92 -10.00 10 1.30 -0.71 0.67 0 \n",
  1707. "2825 -0.22 -0.10 -10.00 -10.00 8 -0.15 0.34 -1.75 0 \n",
  1708. "2826 -1.89 -1.10 -1.46 -10.00 0 -0.46 -0.72 -0.12 1 \n",
  1709. "2827 -2.00 -1.41 0.36 -10.00 14 -0.76 -0.38 -2.75 1 \n",
  1710. "2828 0.89 -1.10 -10.00 -10.00 7 -1.06 -0.46 -1.10 1 \n",
  1711. "2829 -3.65 -1.97 -1.86 -10.00 14 -2.66 -2.46 -0.74 1 \n",
  1712. "2830 -1.33 -1.10 -10.00 -10.00 8 -0.76 -1.25 -0.12 0 \n",
  1713. "2831 -2.71 -1.19 -0.10 -10.00 7 -0.76 -0.34 0.47 1 \n",
  1714. "2832 -1.06 -2.00 -2.40 -10.00 2 -1.84 -2.69 -1.52 1 \n",
  1715. "2833 -0.21 -0.42 1.03 -10.00 7 0.75 0.00 0.81 1 \n",
  1716. "2834 -3.12 -1.19 -10.00 -10.00 9 -0.46 -2.06 -0.88 0 \n",
  1717. "2835 -2.44 -1.10 -10.00 -10.00 2 -1.06 -1.79 -1.75 1 \n",
  1718. "2836 -0.21 -1.19 -0.90 -10.00 4 -0.76 -1.03 -1.56 1 \n",
  1719. "2837 -4.22 -1.41 -1.40 -10.00 12 0.39 -4.38 -2.75 1 \n",
  1720. "2838 0.62 0.73 -1.39 -10.00 0 -0.46 0.00 -0.88 0 \n",
  1721. "2839 1.13 0.24 0.55 -10.00 6 -1.84 -0.08 -0.17 0 \n",
  1722. "2840 -0.33 1.34 0.72 -0.02 9 1.55 -0.38 -2.75 0 \n",
  1723. "2841 -0.15 -0.93 -0.01 -10.00 12 -1.10 0.93 0.66 1 \n",
  1724. "2842 0.78 0.31 1.15 2.15 12 -1.15 0.29 0.52 0 \n",
  1725. "2843 -3.54 -0.42 -10.00 -10.00 0 -2.88 -3.10 -2.58 1 \n",
  1726. "2844 -0.75 -1.48 0.25 -10.00 4 -0.45 -3.86 -1.01 1 \n",
  1727. "2845 1.13 1.62 -0.39 -10.00 6 -0.10 1.18 0.67 1 \n",
  1728. "2846 -3.41 -2.00 0.99 -10.00 8 -1.14 -0.90 -2.10 0 \n",
  1729. "2847 -2.00 -0.03 1.07 0.81 15 0.01 0.29 0.52 1 \n",
  1730. "2848 0.78 -1.41 0.06 -10.00 7 -0.71 1.18 0.67 0 \n",
  1731. "2849 -3.56 -1.10 -0.86 -10.00 3 -0.46 -0.46 0.21 0 \n",
  1732. "\n",
  1733. "[2850 rows x 25 columns]"
  1734. ]
  1735. },
  1736. "execution_count": 4,
  1737. "metadata": {},
  1738. "output_type": "execute_result"
  1739. }
  1740. ],
  1741. "source": [
  1742. "# 데이터프레임 정의 (파일 불러오기)\n",
  1743. "df = pd.read_csv('Train.csv')\n",
  1744. "df"
  1745. ]
  1746. },
  1747. {
  1748. "cell_type": "code",
  1749. "execution_count": 26,
  1750. "metadata": {},
  1751. "outputs": [],
  1752. "source": [
  1753. "# 일단 무엇을 해야할까? X, y를 정의해준다\n",
  1754. "X, y = df.iloc[:, :-1], df.iloc[:, -1]"
  1755. ]
  1756. },
  1757. {
  1758. "cell_type": "code",
  1759. "execution_count": 27,
  1760. "metadata": {
  1761. "collapsed": true
  1762. },
  1763. "outputs": [],
  1764. "source": [
  1765. "# 긴~ 아이들을 불러올 때는 tap키를 적극 활용하자\n",
  1766. "from sklearn.model_selection import train_test_split"
  1767. ]
  1768. },
  1769. {
  1770. "cell_type": "code",
  1771. "execution_count": 28,
  1772. "metadata": {
  1773. "collapsed": true
  1774. },
  1775. "outputs": [],
  1776. "source": [
  1777. "train_X, test_X, train_y, test_y = train_test_split(X, y, test_size=0.3, random_state=37)"
  1778. ]
  1779. },
  1780. {
  1781. "cell_type": "code",
  1782. "execution_count": 29,
  1783. "metadata": {
  1784. "scrolled": true
  1785. },
  1786. "outputs": [
  1787. {
  1788. "data": {
  1789. "text/html": [
  1790. "<div>\n",
  1791. "<style>\n",
  1792. " .dataframe thead tr:only-child th {\n",
  1793. " text-align: right;\n",
  1794. " }\n",
  1795. "\n",
  1796. " .dataframe thead th {\n",
  1797. " text-align: left;\n",
  1798. " }\n",
  1799. "\n",
  1800. " .dataframe tbody tr th {\n",
  1801. " vertical-align: top;\n",
  1802. " }\n",
  1803. "</style>\n",
  1804. "<table border=\"1\" class=\"dataframe\">\n",
  1805. " <thead>\n",
  1806. " <tr style=\"text-align: right;\">\n",
  1807. " <th></th>\n",
  1808. " <th>age</th>\n",
  1809. " <th>sex</th>\n",
  1810. " <th>education</th>\n",
  1811. " <th>memory</th>\n",
  1812. " <th>judgment ability</th>\n",
  1813. " <th>problem-solving ability</th>\n",
  1814. " <th>vitality</th>\n",
  1815. " <th>attitude</th>\n",
  1816. " <th>responsibility</th>\n",
  1817. " <th>depression degree</th>\n",
  1818. " <th>...</th>\n",
  1819. " <th>J5_Z</th>\n",
  1820. " <th>J6_Z</th>\n",
  1821. " <th>J7_Z</th>\n",
  1822. " <th>J8_Z</th>\n",
  1823. " <th>J9A_Z</th>\n",
  1824. " <th>J9B_Z</th>\n",
  1825. " <th>K3_Z</th>\n",
  1826. " <th>K4_Z</th>\n",
  1827. " <th>K5_1_Z</th>\n",
  1828. " <th>K5_2_Z</th>\n",
  1829. " </tr>\n",
  1830. " </thead>\n",
  1831. " <tbody>\n",
  1832. " <tr>\n",
  1833. " <th>1772</th>\n",
  1834. " <td>32</td>\n",
  1835. " <td>1</td>\n",
  1836. " <td>0</td>\n",
  1837. " <td>0.0</td>\n",
  1838. " <td>0.0</td>\n",
  1839. " <td>0.0</td>\n",
  1840. " <td>0.0</td>\n",
  1841. " <td>0.0</td>\n",
  1842. " <td>0</td>\n",
  1843. " <td>13</td>\n",
  1844. " <td>...</td>\n",
  1845. " <td>1.47</td>\n",
  1846. " <td>0.53</td>\n",
  1847. " <td>0.60</td>\n",
  1848. " <td>1.57</td>\n",
  1849. " <td>0.89</td>\n",
  1850. " <td>-10.00</td>\n",
  1851. " <td>8</td>\n",
  1852. " <td>1.55</td>\n",
  1853. " <td>-3.03</td>\n",
  1854. " <td>0.29</td>\n",
  1855. " </tr>\n",
  1856. " <tr>\n",
  1857. " <th>1422</th>\n",
  1858. " <td>30</td>\n",
  1859. " <td>1</td>\n",
  1860. " <td>16</td>\n",
  1861. " <td>0.0</td>\n",
  1862. " <td>0.0</td>\n",
  1863. " <td>0.0</td>\n",
  1864. " <td>0.0</td>\n",
  1865. " <td>0.0</td>\n",
  1866. " <td>0</td>\n",
  1867. " <td>9</td>\n",
  1868. " <td>...</td>\n",
  1869. " <td>0.64</td>\n",
  1870. " <td>0.10</td>\n",
  1871. " <td>0.07</td>\n",
  1872. " <td>-1.42</td>\n",
  1873. " <td>0.85</td>\n",
  1874. " <td>0.93</td>\n",
  1875. " <td>11</td>\n",
  1876. " <td>-3.52</td>\n",
  1877. " <td>-1.02</td>\n",
  1878. " <td>0.38</td>\n",
  1879. " </tr>\n",
  1880. " <tr>\n",
  1881. " <th>475</th>\n",
  1882. " <td>23</td>\n",
  1883. " <td>1</td>\n",
  1884. " <td>9</td>\n",
  1885. " <td>0.0</td>\n",
  1886. " <td>0.0</td>\n",
  1887. " <td>0.0</td>\n",
  1888. " <td>0.0</td>\n",
  1889. " <td>0.0</td>\n",
  1890. " <td>0</td>\n",
  1891. " <td>2</td>\n",
  1892. " <td>...</td>\n",
  1893. " <td>0.60</td>\n",
  1894. " <td>1.58</td>\n",
  1895. " <td>0.71</td>\n",
  1896. " <td>0.04</td>\n",
  1897. " <td>0.73</td>\n",
  1898. " <td>1.49</td>\n",
  1899. " <td>19</td>\n",
  1900. " <td>1.50</td>\n",
  1901. " <td>0.42</td>\n",
  1902. " <td>0.61</td>\n",
  1903. " </tr>\n",
  1904. " <tr>\n",
  1905. " <th>838</th>\n",
  1906. " <td>26</td>\n",
  1907. " <td>1</td>\n",
  1908. " <td>12</td>\n",
  1909. " <td>0.5</td>\n",
  1910. " <td>0.0</td>\n",
  1911. " <td>0.0</td>\n",
  1912. " <td>0.0</td>\n",
  1913. " <td>0.0</td>\n",
  1914. " <td>0</td>\n",
  1915. " <td>18</td>\n",
  1916. " <td>...</td>\n",
  1917. " <td>-1.40</td>\n",
  1918. " <td>0.00</td>\n",
  1919. " <td>-0.71</td>\n",
  1920. " <td>-0.73</td>\n",
  1921. " <td>0.35</td>\n",
  1922. " <td>-0.58</td>\n",
  1923. " <td>12</td>\n",
  1924. " <td>1.05</td>\n",
  1925. " <td>-1.02</td>\n",
  1926. " <td>0.38</td>\n",
  1927. " </tr>\n",
  1928. " <tr>\n",
  1929. " <th>1319</th>\n",
  1930. " <td>29</td>\n",
  1931. " <td>1</td>\n",
  1932. " <td>6</td>\n",
  1933. " <td>0.0</td>\n",
  1934. " <td>0.0</td>\n",
  1935. " <td>0.0</td>\n",
  1936. " <td>0.0</td>\n",
  1937. " <td>0.0</td>\n",
  1938. " <td>0</td>\n",
  1939. " <td>5</td>\n",
  1940. " <td>...</td>\n",
  1941. " <td>-1.50</td>\n",
  1942. " <td>-1.18</td>\n",
  1943. " <td>-1.06</td>\n",
  1944. " <td>-0.75</td>\n",
  1945. " <td>-0.17</td>\n",
  1946. " <td>-10.00</td>\n",
  1947. " <td>10</td>\n",
  1948. " <td>0.73</td>\n",
  1949. " <td>-6.22</td>\n",
  1950. " <td>-1.89</td>\n",
  1951. " </tr>\n",
  1952. " <tr>\n",
  1953. " <th>1839</th>\n",
  1954. " <td>33</td>\n",
  1955. " <td>1</td>\n",
  1956. " <td>6</td>\n",
  1957. " <td>0.5</td>\n",
  1958. " <td>0.0</td>\n",
  1959. " <td>0.0</td>\n",
  1960. " <td>0.0</td>\n",
  1961. " <td>0.0</td>\n",
  1962. " <td>0</td>\n",
  1963. " <td>9</td>\n",
  1964. " <td>...</td>\n",
  1965. " <td>-0.25</td>\n",
  1966. " <td>-2.55</td>\n",
  1967. " <td>-4.00</td>\n",
  1968. " <td>-0.75</td>\n",
  1969. " <td>-0.07</td>\n",
  1970. " <td>-10.00</td>\n",
  1971. " <td>11</td>\n",
  1972. " <td>-0.45</td>\n",
  1973. " <td>-1.39</td>\n",
  1974. " <td>0.61</td>\n",
  1975. " </tr>\n",
  1976. " <tr>\n",
  1977. " <th>528</th>\n",
  1978. " <td>24</td>\n",
  1979. " <td>0</td>\n",
  1980. " <td>16</td>\n",
  1981. " <td>0.0</td>\n",
  1982. " <td>0.0</td>\n",
  1983. " <td>0.0</td>\n",
  1984. " <td>0.0</td>\n",
  1985. " <td>0.0</td>\n",
  1986. " <td>0</td>\n",
  1987. " <td>8</td>\n",
  1988. " <td>...</td>\n",
  1989. " <td>0.60</td>\n",
  1990. " <td>0.33</td>\n",
  1991. " <td>0.58</td>\n",
  1992. " <td>1.08</td>\n",
  1993. " <td>0.87</td>\n",
  1994. " <td>1.17</td>\n",
  1995. " <td>13</td>\n",
  1996. " <td>1.12</td>\n",
  1997. " <td>0.66</td>\n",
  1998. " <td>0.66</td>\n",
  1999. " </tr>\n",
  2000. " <tr>\n",
  2001. " <th>405</th>\n",
  2002. " <td>23</td>\n",
  2003. " <td>1</td>\n",
  2004. " <td>9</td>\n",
  2005. " <td>0.0</td>\n",
  2006. " <td>0.0</td>\n",
  2007. " <td>0.0</td>\n",
  2008. " <td>0.0</td>\n",
  2009. " <td>0.0</td>\n",
  2010. " <td>0</td>\n",
  2011. " <td>8</td>\n",
  2012. " <td>...</td>\n",
  2013. " <td>0.31</td>\n",
  2014. " <td>-0.40</td>\n",
  2015. " <td>-0.67</td>\n",
  2016. " <td>-0.37</td>\n",
  2017. " <td>0.99</td>\n",
  2018. " <td>-0.33</td>\n",
  2019. " <td>10</td>\n",
  2020. " <td>-0.52</td>\n",
  2021. " <td>0.42</td>\n",
  2022. " <td>0.61</td>\n",
  2023. " </tr>\n",
  2024. " <tr>\n",
  2025. " <th>392</th>\n",
  2026. " <td>23</td>\n",
  2027. " <td>0</td>\n",
  2028. " <td>16</td>\n",
  2029. " <td>0.0</td>\n",
  2030. " <td>0.0</td>\n",
  2031. " <td>0.0</td>\n",
  2032. " <td>0.0</td>\n",
  2033. " <td>0.0</td>\n",
  2034. " <td>0</td>\n",
  2035. " <td>4</td>\n",
  2036. " <td>...</td>\n",
  2037. " <td>0.60</td>\n",
  2038. " <td>0.33</td>\n",
  2039. " <td>0.58</td>\n",
  2040. " <td>0.69</td>\n",
  2041. " <td>0.17</td>\n",
  2042. " <td>1.59</td>\n",
  2043. " <td>16</td>\n",
  2044. " <td>0.01</td>\n",
  2045. " <td>-1.26</td>\n",
  2046. " <td>0.33</td>\n",
  2047. " </tr>\n",
  2048. " <tr>\n",
  2049. " <th>1178</th>\n",
  2050. " <td>28</td>\n",
  2051. " <td>1</td>\n",
  2052. " <td>6</td>\n",
  2053. " <td>0.0</td>\n",
  2054. " <td>0.0</td>\n",
  2055. " <td>0.0</td>\n",
  2056. " <td>0.0</td>\n",
  2057. " <td>0.0</td>\n",
  2058. " <td>0</td>\n",
  2059. " <td>8</td>\n",
  2060. " <td>...</td>\n",
  2061. " <td>0.94</td>\n",
  2062. " <td>-0.90</td>\n",
  2063. " <td>-1.33</td>\n",
  2064. " <td>-1.11</td>\n",
  2065. " <td>0.56</td>\n",
  2066. " <td>-0.18</td>\n",
  2067. " <td>13</td>\n",
  2068. " <td>0.64</td>\n",
  2069. " <td>0.42</td>\n",
  2070. " <td>0.61</td>\n",
  2071. " </tr>\n",
  2072. " <tr>\n",
  2073. " <th>248</th>\n",
  2074. " <td>22</td>\n",
  2075. " <td>1</td>\n",
  2076. " <td>19</td>\n",
  2077. " <td>0.5</td>\n",
  2078. " <td>0.0</td>\n",
  2079. " <td>0.0</td>\n",
  2080. " <td>0.0</td>\n",
  2081. " <td>0.0</td>\n",
  2082. " <td>0</td>\n",
  2083. " <td>11</td>\n",
  2084. " <td>...</td>\n",
  2085. " <td>0.60</td>\n",
  2086. " <td>0.00</td>\n",
  2087. " <td>-0.71</td>\n",
  2088. " <td>0.04</td>\n",
  2089. " <td>1.38</td>\n",
  2090. " <td>1.87</td>\n",
  2091. " <td>18</td>\n",
  2092. " <td>0.01</td>\n",
  2093. " <td>-0.42</td>\n",
  2094. " <td>0.38</td>\n",
  2095. " </tr>\n",
  2096. " <tr>\n",
  2097. " <th>2706</th>\n",
  2098. " <td>43</td>\n",
  2099. " <td>0</td>\n",
  2100. " <td>0</td>\n",
  2101. " <td>1.0</td>\n",
  2102. " <td>1.0</td>\n",
  2103. " <td>1.0</td>\n",
  2104. " <td>0.5</td>\n",
  2105. " <td>1.0</td>\n",
  2106. " <td>0</td>\n",
  2107. " <td>26</td>\n",
  2108. " <td>...</td>\n",
  2109. " <td>-1.12</td>\n",
  2110. " <td>-2.37</td>\n",
  2111. " <td>-4.67</td>\n",
  2112. " <td>-1.10</td>\n",
  2113. " <td>-10.00</td>\n",
  2114. " <td>-10.00</td>\n",
  2115. " <td>2</td>\n",
  2116. " <td>-2.88</td>\n",
  2117. " <td>-2.05</td>\n",
  2118. " <td>-3.39</td>\n",
  2119. " </tr>\n",
  2120. " <tr>\n",
  2121. " <th>1212</th>\n",
  2122. " <td>28</td>\n",
  2123. " <td>0</td>\n",
  2124. " <td>6</td>\n",
  2125. " <td>0.0</td>\n",
  2126. " <td>0.0</td>\n",
  2127. " <td>0.0</td>\n",
  2128. " <td>0.0</td>\n",
  2129. " <td>0.0</td>\n",
  2130. " <td>0</td>\n",
  2131. " <td>13</td>\n",
  2132. " <td>...</td>\n",
  2133. " <td>0.19</td>\n",
  2134. " <td>-1.05</td>\n",
  2135. " <td>-1.31</td>\n",
  2136. " <td>1.92</td>\n",
  2137. " <td>0.77</td>\n",
  2138. " <td>-10.00</td>\n",
  2139. " <td>6</td>\n",
  2140. " <td>-0.91</td>\n",
  2141. " <td>0.02</td>\n",
  2142. " <td>0.54</td>\n",
  2143. " </tr>\n",
  2144. " <tr>\n",
  2145. " <th>1541</th>\n",
  2146. " <td>31</td>\n",
  2147. " <td>0</td>\n",
  2148. " <td>6</td>\n",
  2149. " <td>0.5</td>\n",
  2150. " <td>0.0</td>\n",
  2151. " <td>0.0</td>\n",
  2152. " <td>0.0</td>\n",
  2153. " <td>0.0</td>\n",
  2154. " <td>0</td>\n",
  2155. " <td>7</td>\n",
  2156. " <td>...</td>\n",
  2157. " <td>0.35</td>\n",
  2158. " <td>-0.95</td>\n",
  2159. " <td>-0.06</td>\n",
  2160. " <td>-0.52</td>\n",
  2161. " <td>0.89</td>\n",
  2162. " <td>0.91</td>\n",
  2163. " <td>6</td>\n",
  2164. " <td>0.34</td>\n",
  2165. " <td>0.49</td>\n",
  2166. " <td>0.54</td>\n",
  2167. " </tr>\n",
  2168. " <tr>\n",
  2169. " <th>2126</th>\n",
  2170. " <td>35</td>\n",
  2171. " <td>1</td>\n",
  2172. " <td>0</td>\n",
  2173. " <td>0.5</td>\n",
  2174. " <td>0.0</td>\n",
  2175. " <td>0.0</td>\n",
  2176. " <td>0.0</td>\n",
  2177. " <td>0.0</td>\n",
  2178. " <td>0</td>\n",
  2179. " <td>14</td>\n",
  2180. " <td>...</td>\n",
  2181. " <td>1.76</td>\n",
  2182. " <td>0.67</td>\n",
  2183. " <td>0.18</td>\n",
  2184. " <td>1.46</td>\n",
  2185. " <td>0.86</td>\n",
  2186. " <td>0.87</td>\n",
  2187. " <td>12</td>\n",
  2188. " <td>0.39</td>\n",
  2189. " <td>0.69</td>\n",
  2190. " <td>0.81</td>\n",
  2191. " </tr>\n",
  2192. " <tr>\n",
  2193. " <th>2637</th>\n",
  2194. " <td>41</td>\n",
  2195. " <td>1</td>\n",
  2196. " <td>14</td>\n",
  2197. " <td>0.0</td>\n",
  2198. " <td>0.0</td>\n",
  2199. " <td>0.0</td>\n",
  2200. " <td>0.0</td>\n",
  2201. " <td>0.0</td>\n",
  2202. " <td>0</td>\n",
  2203. " <td>3</td>\n",
  2204. " <td>...</td>\n",
  2205. " <td>0.85</td>\n",
  2206. " <td>-0.95</td>\n",
  2207. " <td>-0.33</td>\n",
  2208. " <td>-1.07</td>\n",
  2209. " <td>1.40</td>\n",
  2210. " <td>3.18</td>\n",
  2211. " <td>15</td>\n",
  2212. " <td>0.78</td>\n",
  2213. " <td>0.95</td>\n",
  2214. " <td>0.52</td>\n",
  2215. " </tr>\n",
  2216. " <tr>\n",
  2217. " <th>394</th>\n",
  2218. " <td>23</td>\n",
  2219. " <td>1</td>\n",
  2220. " <td>18</td>\n",
  2221. " <td>0.0</td>\n",
  2222. " <td>0.0</td>\n",
  2223. " <td>0.0</td>\n",
  2224. " <td>0.0</td>\n",
  2225. " <td>0.0</td>\n",
  2226. " <td>0</td>\n",
  2227. " <td>14</td>\n",
  2228. " <td>...</td>\n",
  2229. " <td>-0.40</td>\n",
  2230. " <td>1.58</td>\n",
  2231. " <td>0.71</td>\n",
  2232. " <td>1.19</td>\n",
  2233. " <td>0.84</td>\n",
  2234. " <td>1.33</td>\n",
  2235. " <td>22</td>\n",
  2236. " <td>0.56</td>\n",
  2237. " <td>-0.42</td>\n",
  2238. " <td>-0.71</td>\n",
  2239. " </tr>\n",
  2240. " <tr>\n",
  2241. " <th>2746</th>\n",
  2242. " <td>44</td>\n",
  2243. " <td>1</td>\n",
  2244. " <td>0</td>\n",
  2245. " <td>0.0</td>\n",
  2246. " <td>0.0</td>\n",
  2247. " <td>0.0</td>\n",
  2248. " <td>0.0</td>\n",
  2249. " <td>0.0</td>\n",
  2250. " <td>0</td>\n",
  2251. " <td>7</td>\n",
  2252. " <td>...</td>\n",
  2253. " <td>-0.56</td>\n",
  2254. " <td>-0.18</td>\n",
  2255. " <td>0.21</td>\n",
  2256. " <td>-1.19</td>\n",
  2257. " <td>-0.02</td>\n",
  2258. " <td>-10.00</td>\n",
  2259. " <td>10</td>\n",
  2260. " <td>0.15</td>\n",
  2261. " <td>-0.69</td>\n",
  2262. " <td>0.47</td>\n",
  2263. " </tr>\n",
  2264. " <tr>\n",
  2265. " <th>2087</th>\n",
  2266. " <td>35</td>\n",
  2267. " <td>1</td>\n",
  2268. " <td>16</td>\n",
  2269. " <td>0.5</td>\n",
  2270. " <td>0.0</td>\n",
  2271. " <td>0.0</td>\n",
  2272. " <td>0.0</td>\n",
  2273. " <td>0.0</td>\n",
  2274. " <td>0</td>\n",
  2275. " <td>6</td>\n",
  2276. " <td>...</td>\n",
  2277. " <td>0.73</td>\n",
  2278. " <td>-1.20</td>\n",
  2279. " <td>0.18</td>\n",
  2280. " <td>1.04</td>\n",
  2281. " <td>0.33</td>\n",
  2282. " <td>0.96</td>\n",
  2283. " <td>21</td>\n",
  2284. " <td>-1.95</td>\n",
  2285. " <td>0.95</td>\n",
  2286. " <td>0.52</td>\n",
  2287. " </tr>\n",
  2288. " <tr>\n",
  2289. " <th>2313</th>\n",
  2290. " <td>37</td>\n",
  2291. " <td>0</td>\n",
  2292. " <td>0</td>\n",
  2293. " <td>0.5</td>\n",
  2294. " <td>0.0</td>\n",
  2295. " <td>0.0</td>\n",
  2296. " <td>0.0</td>\n",
  2297. " <td>0.0</td>\n",
  2298. " <td>0</td>\n",
  2299. " <td>26</td>\n",
  2300. " <td>...</td>\n",
  2301. " <td>0.67</td>\n",
  2302. " <td>-2.47</td>\n",
  2303. " <td>-1.06</td>\n",
  2304. " <td>-0.38</td>\n",
  2305. " <td>-0.99</td>\n",
  2306. " <td>-10.00</td>\n",
  2307. " <td>6</td>\n",
  2308. " <td>-1.24</td>\n",
  2309. " <td>-2.05</td>\n",
  2310. " <td>-3.39</td>\n",
  2311. " </tr>\n",
  2312. " <tr>\n",
  2313. " <th>681</th>\n",
  2314. " <td>25</td>\n",
  2315. " <td>1</td>\n",
  2316. " <td>5</td>\n",
  2317. " <td>0.5</td>\n",
  2318. " <td>0.0</td>\n",
  2319. " <td>0.0</td>\n",
  2320. " <td>0.0</td>\n",
  2321. " <td>0.0</td>\n",
  2322. " <td>0</td>\n",
  2323. " <td>6</td>\n",
  2324. " <td>...</td>\n",
  2325. " <td>0.94</td>\n",
  2326. " <td>-1.40</td>\n",
  2327. " <td>-6.00</td>\n",
  2328. " <td>-0.37</td>\n",
  2329. " <td>-10.00</td>\n",
  2330. " <td>-10.00</td>\n",
  2331. " <td>4</td>\n",
  2332. " <td>-3.62</td>\n",
  2333. " <td>0.42</td>\n",
  2334. " <td>0.61</td>\n",
  2335. " </tr>\n",
  2336. " <tr>\n",
  2337. " <th>1660</th>\n",
  2338. " <td>31</td>\n",
  2339. " <td>0</td>\n",
  2340. " <td>10</td>\n",
  2341. " <td>0.0</td>\n",
  2342. " <td>0.0</td>\n",
  2343. " <td>0.0</td>\n",
  2344. " <td>0.0</td>\n",
  2345. " <td>0.0</td>\n",
  2346. " <td>0</td>\n",
  2347. " <td>19</td>\n",
  2348. " <td>...</td>\n",
  2349. " <td>0.83</td>\n",
  2350. " <td>-0.48</td>\n",
  2351. " <td>-2.67</td>\n",
  2352. " <td>-1.30</td>\n",
  2353. " <td>0.83</td>\n",
  2354. " <td>-1.99</td>\n",
  2355. " <td>9</td>\n",
  2356. " <td>-0.68</td>\n",
  2357. " <td>-3.19</td>\n",
  2358. " <td>-12.27</td>\n",
  2359. " </tr>\n",
  2360. " <tr>\n",
  2361. " <th>1026</th>\n",
  2362. " <td>27</td>\n",
  2363. " <td>0</td>\n",
  2364. " <td>0</td>\n",
  2365. " <td>0.0</td>\n",
  2366. " <td>0.0</td>\n",
  2367. " <td>0.0</td>\n",
  2368. " <td>0.0</td>\n",
  2369. " <td>0.0</td>\n",
  2370. " <td>0</td>\n",
  2371. " <td>4</td>\n",
  2372. " <td>...</td>\n",
  2373. " <td>0.75</td>\n",
  2374. " <td>-0.72</td>\n",
  2375. " <td>-0.07</td>\n",
  2376. " <td>0.95</td>\n",
  2377. " <td>0.21</td>\n",
  2378. " <td>-1.60</td>\n",
  2379. " <td>8</td>\n",
  2380. " <td>0.40</td>\n",
  2381. " <td>1.08</td>\n",
  2382. " <td>-0.14</td>\n",
  2383. " </tr>\n",
  2384. " <tr>\n",
  2385. " <th>339</th>\n",
  2386. " <td>23</td>\n",
  2387. " <td>1</td>\n",
  2388. " <td>9</td>\n",
  2389. " <td>0.0</td>\n",
  2390. " <td>0.0</td>\n",
  2391. " <td>0.0</td>\n",
  2392. " <td>0.0</td>\n",
  2393. " <td>0.0</td>\n",
  2394. " <td>0</td>\n",
  2395. " <td>21</td>\n",
  2396. " <td>...</td>\n",
  2397. " <td>-0.40</td>\n",
  2398. " <td>-0.53</td>\n",
  2399. " <td>-0.71</td>\n",
  2400. " <td>-0.35</td>\n",
  2401. " <td>0.45</td>\n",
  2402. " <td>-10.00</td>\n",
  2403. " <td>6</td>\n",
  2404. " <td>0.16</td>\n",
  2405. " <td>-5.01</td>\n",
  2406. " <td>-5.64</td>\n",
  2407. " </tr>\n",
  2408. " <tr>\n",
  2409. " <th>1036</th>\n",
  2410. " <td>27</td>\n",
  2411. " <td>1</td>\n",
  2412. " <td>16</td>\n",
  2413. " <td>0.0</td>\n",
  2414. " <td>0.0</td>\n",
  2415. " <td>0.0</td>\n",
  2416. " <td>0.0</td>\n",
  2417. " <td>0.0</td>\n",
  2418. " <td>0</td>\n",
  2419. " <td>2</td>\n",
  2420. " <td>...</td>\n",
  2421. " <td>0.60</td>\n",
  2422. " <td>1.05</td>\n",
  2423. " <td>0.71</td>\n",
  2424. " <td>0.81</td>\n",
  2425. " <td>-0.05</td>\n",
  2426. " <td>-10.00</td>\n",
  2427. " <td>10</td>\n",
  2428. " <td>-0.55</td>\n",
  2429. " <td>0.18</td>\n",
  2430. " <td>0.38</td>\n",
  2431. " </tr>\n",
  2432. " <tr>\n",
  2433. " <th>2834</th>\n",
  2434. " <td>50</td>\n",
  2435. " <td>1</td>\n",
  2436. " <td>0</td>\n",
  2437. " <td>0.0</td>\n",
  2438. " <td>0.0</td>\n",
  2439. " <td>0.0</td>\n",
  2440. " <td>0.0</td>\n",
  2441. " <td>0.0</td>\n",
  2442. " <td>0</td>\n",
  2443. " <td>14</td>\n",
  2444. " <td>...</td>\n",
  2445. " <td>-1.11</td>\n",
  2446. " <td>-0.64</td>\n",
  2447. " <td>-3.12</td>\n",
  2448. " <td>-1.19</td>\n",
  2449. " <td>-10.00</td>\n",
  2450. " <td>-10.00</td>\n",
  2451. " <td>9</td>\n",
  2452. " <td>-0.46</td>\n",
  2453. " <td>-2.06</td>\n",
  2454. " <td>-0.88</td>\n",
  2455. " </tr>\n",
  2456. " <tr>\n",
  2457. " <th>486</th>\n",
  2458. " <td>24</td>\n",
  2459. " <td>1</td>\n",
  2460. " <td>16</td>\n",
  2461. " <td>0.5</td>\n",
  2462. " <td>0.0</td>\n",
  2463. " <td>0.0</td>\n",
  2464. " <td>0.0</td>\n",
  2465. " <td>0.0</td>\n",
  2466. " <td>0</td>\n",
  2467. " <td>7</td>\n",
  2468. " <td>...</td>\n",
  2469. " <td>-3.40</td>\n",
  2470. " <td>-1.58</td>\n",
  2471. " <td>-0.71</td>\n",
  2472. " <td>-1.12</td>\n",
  2473. " <td>0.08</td>\n",
  2474. " <td>1.09</td>\n",
  2475. " <td>14</td>\n",
  2476. " <td>0.56</td>\n",
  2477. " <td>-0.42</td>\n",
  2478. " <td>0.38</td>\n",
  2479. " </tr>\n",
  2480. " <tr>\n",
  2481. " <th>1316</th>\n",
  2482. " <td>29</td>\n",
  2483. " <td>0</td>\n",
  2484. " <td>0</td>\n",
  2485. " <td>0.5</td>\n",
  2486. " <td>0.0</td>\n",
  2487. " <td>0.0</td>\n",
  2488. " <td>0.0</td>\n",
  2489. " <td>0.0</td>\n",
  2490. " <td>0</td>\n",
  2491. " <td>2</td>\n",
  2492. " <td>...</td>\n",
  2493. " <td>0.00</td>\n",
  2494. " <td>-1.06</td>\n",
  2495. " <td>-0.64</td>\n",
  2496. " <td>-0.59</td>\n",
  2497. " <td>0.89</td>\n",
  2498. " <td>-10.00</td>\n",
  2499. " <td>5</td>\n",
  2500. " <td>0.50</td>\n",
  2501. " <td>0.28</td>\n",
  2502. " <td>0.28</td>\n",
  2503. " </tr>\n",
  2504. " <tr>\n",
  2505. " <th>655</th>\n",
  2506. " <td>24</td>\n",
  2507. " <td>1</td>\n",
  2508. " <td>12</td>\n",
  2509. " <td>0.0</td>\n",
  2510. " <td>0.0</td>\n",
  2511. " <td>0.0</td>\n",
  2512. " <td>0.0</td>\n",
  2513. " <td>0.0</td>\n",
  2514. " <td>0</td>\n",
  2515. " <td>10</td>\n",
  2516. " <td>...</td>\n",
  2517. " <td>-2.40</td>\n",
  2518. " <td>1.05</td>\n",
  2519. " <td>0.71</td>\n",
  2520. " <td>-0.35</td>\n",
  2521. " <td>0.66</td>\n",
  2522. " <td>-2.12</td>\n",
  2523. " <td>13</td>\n",
  2524. " <td>-0.74</td>\n",
  2525. " <td>-4.62</td>\n",
  2526. " <td>0.38</td>\n",
  2527. " </tr>\n",
  2528. " <tr>\n",
  2529. " <th>1566</th>\n",
  2530. " <td>31</td>\n",
  2531. " <td>0</td>\n",
  2532. " <td>6</td>\n",
  2533. " <td>0.5</td>\n",
  2534. " <td>0.0</td>\n",
  2535. " <td>0.0</td>\n",
  2536. " <td>0.0</td>\n",
  2537. " <td>0.0</td>\n",
  2538. " <td>0</td>\n",
  2539. " <td>12</td>\n",
  2540. " <td>...</td>\n",
  2541. " <td>-0.82</td>\n",
  2542. " <td>-1.47</td>\n",
  2543. " <td>-2.56</td>\n",
  2544. " <td>-1.83</td>\n",
  2545. " <td>1.11</td>\n",
  2546. " <td>0.21</td>\n",
  2547. " <td>9</td>\n",
  2548. " <td>-0.45</td>\n",
  2549. " <td>0.49</td>\n",
  2550. " <td>-1.06</td>\n",
  2551. " </tr>\n",
  2552. " <tr>\n",
  2553. " <th>...</th>\n",
  2554. " <td>...</td>\n",
  2555. " <td>...</td>\n",
  2556. " <td>...</td>\n",
  2557. " <td>...</td>\n",
  2558. " <td>...</td>\n",
  2559. " <td>...</td>\n",
  2560. " <td>...</td>\n",
  2561. " <td>...</td>\n",
  2562. " <td>...</td>\n",
  2563. " <td>...</td>\n",
  2564. " <td>...</td>\n",
  2565. " <td>...</td>\n",
  2566. " <td>...</td>\n",
  2567. " <td>...</td>\n",
  2568. " <td>...</td>\n",
  2569. " <td>...</td>\n",
  2570. " <td>...</td>\n",
  2571. " <td>...</td>\n",
  2572. " <td>...</td>\n",
  2573. " <td>...</td>\n",
  2574. " <td>...</td>\n",
  2575. " </tr>\n",
  2576. " <tr>\n",
  2577. " <th>2841</th>\n",
  2578. " <td>52</td>\n",
  2579. " <td>0</td>\n",
  2580. " <td>10</td>\n",
  2581. " <td>1.0</td>\n",
  2582. " <td>0.5</td>\n",
  2583. " <td>0.0</td>\n",
  2584. " <td>0.5</td>\n",
  2585. " <td>0.5</td>\n",
  2586. " <td>0</td>\n",
  2587. " <td>11</td>\n",
  2588. " <td>...</td>\n",
  2589. " <td>0.27</td>\n",
  2590. " <td>-2.90</td>\n",
  2591. " <td>-0.15</td>\n",
  2592. " <td>-0.93</td>\n",
  2593. " <td>-0.01</td>\n",
  2594. " <td>-10.00</td>\n",
  2595. " <td>12</td>\n",
  2596. " <td>-1.10</td>\n",
  2597. " <td>0.93</td>\n",
  2598. " <td>0.66</td>\n",
  2599. " </tr>\n",
  2600. " <tr>\n",
  2601. " <th>1506</th>\n",
  2602. " <td>30</td>\n",
  2603. " <td>1</td>\n",
  2604. " <td>5</td>\n",
  2605. " <td>0.5</td>\n",
  2606. " <td>0.0</td>\n",
  2607. " <td>0.0</td>\n",
  2608. " <td>0.0</td>\n",
  2609. " <td>0.0</td>\n",
  2610. " <td>0</td>\n",
  2611. " <td>12</td>\n",
  2612. " <td>...</td>\n",
  2613. " <td>1.00</td>\n",
  2614. " <td>-1.64</td>\n",
  2615. " <td>-1.06</td>\n",
  2616. " <td>-0.44</td>\n",
  2617. " <td>0.73</td>\n",
  2618. " <td>-0.97</td>\n",
  2619. " <td>7</td>\n",
  2620. " <td>0.34</td>\n",
  2621. " <td>-0.18</td>\n",
  2622. " <td>0.61</td>\n",
  2623. " </tr>\n",
  2624. " <tr>\n",
  2625. " <th>819</th>\n",
  2626. " <td>26</td>\n",
  2627. " <td>1</td>\n",
  2628. " <td>18</td>\n",
  2629. " <td>0.5</td>\n",
  2630. " <td>0.0</td>\n",
  2631. " <td>0.0</td>\n",
  2632. " <td>0.0</td>\n",
  2633. " <td>0.0</td>\n",
  2634. " <td>0</td>\n",
  2635. " <td>6</td>\n",
  2636. " <td>...</td>\n",
  2637. " <td>0.60</td>\n",
  2638. " <td>-1.05</td>\n",
  2639. " <td>0.71</td>\n",
  2640. " <td>0.04</td>\n",
  2641. " <td>-0.37</td>\n",
  2642. " <td>-0.66</td>\n",
  2643. " <td>17</td>\n",
  2644. " <td>-1.11</td>\n",
  2645. " <td>-0.42</td>\n",
  2646. " <td>-0.71</td>\n",
  2647. " </tr>\n",
  2648. " <tr>\n",
  2649. " <th>2659</th>\n",
  2650. " <td>42</td>\n",
  2651. " <td>1</td>\n",
  2652. " <td>16</td>\n",
  2653. " <td>1.0</td>\n",
  2654. " <td>1.0</td>\n",
  2655. " <td>1.0</td>\n",
  2656. " <td>0.5</td>\n",
  2657. " <td>0.5</td>\n",
  2658. " <td>0</td>\n",
  2659. " <td>13</td>\n",
  2660. " <td>...</td>\n",
  2661. " <td>-2.23</td>\n",
  2662. " <td>-2.45</td>\n",
  2663. " <td>-3.11</td>\n",
  2664. " <td>-2.45</td>\n",
  2665. " <td>0.01</td>\n",
  2666. " <td>-10.00</td>\n",
  2667. " <td>6</td>\n",
  2668. " <td>-1.92</td>\n",
  2669. " <td>0.29</td>\n",
  2670. " <td>-2.75</td>\n",
  2671. " </tr>\n",
  2672. " <tr>\n",
  2673. " <th>1226</th>\n",
  2674. " <td>29</td>\n",
  2675. " <td>0</td>\n",
  2676. " <td>6</td>\n",
  2677. " <td>1.0</td>\n",
  2678. " <td>0.0</td>\n",
  2679. " <td>0.0</td>\n",
  2680. " <td>0.0</td>\n",
  2681. " <td>0.0</td>\n",
  2682. " <td>0</td>\n",
  2683. " <td>23</td>\n",
  2684. " <td>...</td>\n",
  2685. " <td>-0.44</td>\n",
  2686. " <td>-2.11</td>\n",
  2687. " <td>-0.69</td>\n",
  2688. " <td>-0.58</td>\n",
  2689. " <td>1.27</td>\n",
  2690. " <td>-0.86</td>\n",
  2691. " <td>9</td>\n",
  2692. " <td>0.26</td>\n",
  2693. " <td>-0.45</td>\n",
  2694. " <td>-0.26</td>\n",
  2695. " </tr>\n",
  2696. " <tr>\n",
  2697. " <th>244</th>\n",
  2698. " <td>22</td>\n",
  2699. " <td>0</td>\n",
  2700. " <td>14</td>\n",
  2701. " <td>0.0</td>\n",
  2702. " <td>0.0</td>\n",
  2703. " <td>0.0</td>\n",
  2704. " <td>0.0</td>\n",
  2705. " <td>0.0</td>\n",
  2706. " <td>0</td>\n",
  2707. " <td>2</td>\n",
  2708. " <td>...</td>\n",
  2709. " <td>-0.40</td>\n",
  2710. " <td>-0.22</td>\n",
  2711. " <td>-0.25</td>\n",
  2712. " <td>-0.46</td>\n",
  2713. " <td>1.21</td>\n",
  2714. " <td>1.27</td>\n",
  2715. " <td>10</td>\n",
  2716. " <td>1.12</td>\n",
  2717. " <td>0.66</td>\n",
  2718. " <td>0.33</td>\n",
  2719. " </tr>\n",
  2720. " <tr>\n",
  2721. " <th>1043</th>\n",
  2722. " <td>27</td>\n",
  2723. " <td>0</td>\n",
  2724. " <td>6</td>\n",
  2725. " <td>0.0</td>\n",
  2726. " <td>0.0</td>\n",
  2727. " <td>0.0</td>\n",
  2728. " <td>0.0</td>\n",
  2729. " <td>0.0</td>\n",
  2730. " <td>0</td>\n",
  2731. " <td>3</td>\n",
  2732. " <td>...</td>\n",
  2733. " <td>0.81</td>\n",
  2734. " <td>-1.58</td>\n",
  2735. " <td>-0.06</td>\n",
  2736. " <td>1.50</td>\n",
  2737. " <td>0.79</td>\n",
  2738. " <td>0.47</td>\n",
  2739. " <td>13</td>\n",
  2740. " <td>-0.13</td>\n",
  2741. " <td>0.02</td>\n",
  2742. " <td>0.54</td>\n",
  2743. " </tr>\n",
  2744. " <tr>\n",
  2745. " <th>1880</th>\n",
  2746. " <td>33</td>\n",
  2747. " <td>1</td>\n",
  2748. " <td>11</td>\n",
  2749. " <td>0.5</td>\n",
  2750. " <td>0.0</td>\n",
  2751. " <td>0.0</td>\n",
  2752. " <td>0.0</td>\n",
  2753. " <td>0.0</td>\n",
  2754. " <td>0</td>\n",
  2755. " <td>5</td>\n",
  2756. " <td>...</td>\n",
  2757. " <td>0.64</td>\n",
  2758. " <td>-0.40</td>\n",
  2759. " <td>0.73</td>\n",
  2760. " <td>0.12</td>\n",
  2761. " <td>-0.10</td>\n",
  2762. " <td>1.25</td>\n",
  2763. " <td>11</td>\n",
  2764. " <td>0.67</td>\n",
  2765. " <td>-0.42</td>\n",
  2766. " <td>-0.71</td>\n",
  2767. " </tr>\n",
  2768. " <tr>\n",
  2769. " <th>2650</th>\n",
  2770. " <td>41</td>\n",
  2771. " <td>0</td>\n",
  2772. " <td>0</td>\n",
  2773. " <td>0.0</td>\n",
  2774. " <td>0.0</td>\n",
  2775. " <td>0.0</td>\n",
  2776. " <td>0.0</td>\n",
  2777. " <td>0.0</td>\n",
  2778. " <td>0</td>\n",
  2779. " <td>0</td>\n",
  2780. " <td>...</td>\n",
  2781. " <td>0.13</td>\n",
  2782. " <td>-1.84</td>\n",
  2783. " <td>-1.89</td>\n",
  2784. " <td>-0.10</td>\n",
  2785. " <td>-1.93</td>\n",
  2786. " <td>-10.00</td>\n",
  2787. " <td>6</td>\n",
  2788. " <td>-0.46</td>\n",
  2789. " <td>0.08</td>\n",
  2790. " <td>0.54</td>\n",
  2791. " </tr>\n",
  2792. " <tr>\n",
  2793. " <th>2700</th>\n",
  2794. " <td>43</td>\n",
  2795. " <td>1</td>\n",
  2796. " <td>9</td>\n",
  2797. " <td>4.0</td>\n",
  2798. " <td>4.0</td>\n",
  2799. " <td>4.0</td>\n",
  2800. " <td>4.0</td>\n",
  2801. " <td>3.0</td>\n",
  2802. " <td>3</td>\n",
  2803. " <td>13</td>\n",
  2804. " <td>...</td>\n",
  2805. " <td>-3.77</td>\n",
  2806. " <td>-2.45</td>\n",
  2807. " <td>-4.78</td>\n",
  2808. " <td>-2.45</td>\n",
  2809. " <td>-10.00</td>\n",
  2810. " <td>-10.00</td>\n",
  2811. " <td>0</td>\n",
  2812. " <td>-4.23</td>\n",
  2813. " <td>-8.27</td>\n",
  2814. " <td>-11.96</td>\n",
  2815. " </tr>\n",
  2816. " <tr>\n",
  2817. " <th>984</th>\n",
  2818. " <td>27</td>\n",
  2819. " <td>1</td>\n",
  2820. " <td>13</td>\n",
  2821. " <td>0.0</td>\n",
  2822. " <td>0.0</td>\n",
  2823. " <td>0.0</td>\n",
  2824. " <td>0.0</td>\n",
  2825. " <td>0.0</td>\n",
  2826. " <td>0</td>\n",
  2827. " <td>5</td>\n",
  2828. " <td>...</td>\n",
  2829. " <td>0.60</td>\n",
  2830. " <td>0.00</td>\n",
  2831. " <td>0.71</td>\n",
  2832. " <td>1.19</td>\n",
  2833. " <td>1.33</td>\n",
  2834. " <td>1.47</td>\n",
  2835. " <td>17</td>\n",
  2836. " <td>-0.55</td>\n",
  2837. " <td>0.18</td>\n",
  2838. " <td>0.38</td>\n",
  2839. " </tr>\n",
  2840. " <tr>\n",
  2841. " <th>2847</th>\n",
  2842. " <td>54</td>\n",
  2843. " <td>1</td>\n",
  2844. " <td>16</td>\n",
  2845. " <td>0.5</td>\n",
  2846. " <td>0.0</td>\n",
  2847. " <td>0.0</td>\n",
  2848. " <td>0.0</td>\n",
  2849. " <td>0.0</td>\n",
  2850. " <td>0</td>\n",
  2851. " <td>4</td>\n",
  2852. " <td>...</td>\n",
  2853. " <td>0.85</td>\n",
  2854. " <td>-1.45</td>\n",
  2855. " <td>-2.00</td>\n",
  2856. " <td>-0.03</td>\n",
  2857. " <td>1.07</td>\n",
  2858. " <td>0.81</td>\n",
  2859. " <td>15</td>\n",
  2860. " <td>0.01</td>\n",
  2861. " <td>0.29</td>\n",
  2862. " <td>0.52</td>\n",
  2863. " </tr>\n",
  2864. " <tr>\n",
  2865. " <th>2482</th>\n",
  2866. " <td>39</td>\n",
  2867. " <td>1</td>\n",
  2868. " <td>6</td>\n",
  2869. " <td>1.0</td>\n",
  2870. " <td>0.0</td>\n",
  2871. " <td>0.0</td>\n",
  2872. " <td>0.0</td>\n",
  2873. " <td>0.0</td>\n",
  2874. " <td>0</td>\n",
  2875. " <td>11</td>\n",
  2876. " <td>...</td>\n",
  2877. " <td>-1.11</td>\n",
  2878. " <td>-2.22</td>\n",
  2879. " <td>-3.06</td>\n",
  2880. " <td>-1.12</td>\n",
  2881. " <td>0.08</td>\n",
  2882. " <td>-10.00</td>\n",
  2883. " <td>9</td>\n",
  2884. " <td>-1.25</td>\n",
  2885. " <td>-0.71</td>\n",
  2886. " <td>0.67</td>\n",
  2887. " </tr>\n",
  2888. " <tr>\n",
  2889. " <th>387</th>\n",
  2890. " <td>23</td>\n",
  2891. " <td>1</td>\n",
  2892. " <td>16</td>\n",
  2893. " <td>0.0</td>\n",
  2894. " <td>0.0</td>\n",
  2895. " <td>0.0</td>\n",
  2896. " <td>0.0</td>\n",
  2897. " <td>0.0</td>\n",
  2898. " <td>0</td>\n",
  2899. " <td>5</td>\n",
  2900. " <td>...</td>\n",
  2901. " <td>0.60</td>\n",
  2902. " <td>-1.05</td>\n",
  2903. " <td>0.71</td>\n",
  2904. " <td>-0.35</td>\n",
  2905. " <td>0.98</td>\n",
  2906. " <td>1.93</td>\n",
  2907. " <td>15</td>\n",
  2908. " <td>0.56</td>\n",
  2909. " <td>-4.02</td>\n",
  2910. " <td>-0.71</td>\n",
  2911. " </tr>\n",
  2912. " <tr>\n",
  2913. " <th>1512</th>\n",
  2914. " <td>31</td>\n",
  2915. " <td>1</td>\n",
  2916. " <td>18</td>\n",
  2917. " <td>0.5</td>\n",
  2918. " <td>0.5</td>\n",
  2919. " <td>1.0</td>\n",
  2920. " <td>0.5</td>\n",
  2921. " <td>0.5</td>\n",
  2922. " <td>0</td>\n",
  2923. " <td>14</td>\n",
  2924. " <td>...</td>\n",
  2925. " <td>-0.27</td>\n",
  2926. " <td>-2.40</td>\n",
  2927. " <td>-2.60</td>\n",
  2928. " <td>-1.42</td>\n",
  2929. " <td>-0.80</td>\n",
  2930. " <td>-0.12</td>\n",
  2931. " <td>12</td>\n",
  2932. " <td>0.67</td>\n",
  2933. " <td>0.78</td>\n",
  2934. " <td>-0.71</td>\n",
  2935. " </tr>\n",
  2936. " <tr>\n",
  2937. " <th>62</th>\n",
  2938. " <td>20</td>\n",
  2939. " <td>0</td>\n",
  2940. " <td>6</td>\n",
  2941. " <td>0.0</td>\n",
  2942. " <td>0.0</td>\n",
  2943. " <td>0.0</td>\n",
  2944. " <td>0.0</td>\n",
  2945. " <td>0.0</td>\n",
  2946. " <td>0</td>\n",
  2947. " <td>17</td>\n",
  2948. " <td>...</td>\n",
  2949. " <td>-0.44</td>\n",
  2950. " <td>0.53</td>\n",
  2951. " <td>-0.06</td>\n",
  2952. " <td>-0.17</td>\n",
  2953. " <td>1.25</td>\n",
  2954. " <td>1.98</td>\n",
  2955. " <td>10</td>\n",
  2956. " <td>0.64</td>\n",
  2957. " <td>-1.87</td>\n",
  2958. " <td>-0.26</td>\n",
  2959. " </tr>\n",
  2960. " <tr>\n",
  2961. " <th>2015</th>\n",
  2962. " <td>34</td>\n",
  2963. " <td>1</td>\n",
  2964. " <td>12</td>\n",
  2965. " <td>0.0</td>\n",
  2966. " <td>0.0</td>\n",
  2967. " <td>0.0</td>\n",
  2968. " <td>0.0</td>\n",
  2969. " <td>0.0</td>\n",
  2970. " <td>0</td>\n",
  2971. " <td>2</td>\n",
  2972. " <td>...</td>\n",
  2973. " <td>0.64</td>\n",
  2974. " <td>1.10</td>\n",
  2975. " <td>0.73</td>\n",
  2976. " <td>0.88</td>\n",
  2977. " <td>0.07</td>\n",
  2978. " <td>0.38</td>\n",
  2979. " <td>12</td>\n",
  2980. " <td>-0.23</td>\n",
  2981. " <td>-0.42</td>\n",
  2982. " <td>-0.71</td>\n",
  2983. " </tr>\n",
  2984. " <tr>\n",
  2985. " <th>2775</th>\n",
  2986. " <td>46</td>\n",
  2987. " <td>1</td>\n",
  2988. " <td>12</td>\n",
  2989. " <td>0.5</td>\n",
  2990. " <td>0.5</td>\n",
  2991. " <td>0.0</td>\n",
  2992. " <td>0.5</td>\n",
  2993. " <td>0.0</td>\n",
  2994. " <td>0</td>\n",
  2995. " <td>7</td>\n",
  2996. " <td>...</td>\n",
  2997. " <td>-2.23</td>\n",
  2998. " <td>-2.45</td>\n",
  2999. " <td>-3.11</td>\n",
  3000. " <td>-2.45</td>\n",
  3001. " <td>-1.24</td>\n",
  3002. " <td>-10.00</td>\n",
  3003. " <td>6</td>\n",
  3004. " <td>-2.27</td>\n",
  3005. " <td>-1.05</td>\n",
  3006. " <td>-2.75</td>\n",
  3007. " </tr>\n",
  3008. " <tr>\n",
  3009. " <th>2392</th>\n",
  3010. " <td>38</td>\n",
  3011. " <td>1</td>\n",
  3012. " <td>14</td>\n",
  3013. " <td>0.5</td>\n",
  3014. " <td>0.0</td>\n",
  3015. " <td>0.0</td>\n",
  3016. " <td>0.0</td>\n",
  3017. " <td>0.0</td>\n",
  3018. " <td>0</td>\n",
  3019. " <td>8</td>\n",
  3020. " <td>...</td>\n",
  3021. " <td>0.73</td>\n",
  3022. " <td>-1.70</td>\n",
  3023. " <td>-3.35</td>\n",
  3024. " <td>0.24</td>\n",
  3025. " <td>1.04</td>\n",
  3026. " <td>1.43</td>\n",
  3027. " <td>12</td>\n",
  3028. " <td>-0.90</td>\n",
  3029. " <td>-0.38</td>\n",
  3030. " <td>-1.11</td>\n",
  3031. " </tr>\n",
  3032. " <tr>\n",
  3033. " <th>575</th>\n",
  3034. " <td>24</td>\n",
  3035. " <td>1</td>\n",
  3036. " <td>12</td>\n",
  3037. " <td>0.0</td>\n",
  3038. " <td>0.0</td>\n",
  3039. " <td>0.0</td>\n",
  3040. " <td>0.0</td>\n",
  3041. " <td>0.0</td>\n",
  3042. " <td>0</td>\n",
  3043. " <td>21</td>\n",
  3044. " <td>...</td>\n",
  3045. " <td>-0.40</td>\n",
  3046. " <td>0.00</td>\n",
  3047. " <td>-0.71</td>\n",
  3048. " <td>0.04</td>\n",
  3049. " <td>1.29</td>\n",
  3050. " <td>-0.32</td>\n",
  3051. " <td>18</td>\n",
  3052. " <td>0.16</td>\n",
  3053. " <td>0.18</td>\n",
  3054. " <td>0.38</td>\n",
  3055. " </tr>\n",
  3056. " <tr>\n",
  3057. " <th>853</th>\n",
  3058. " <td>26</td>\n",
  3059. " <td>0</td>\n",
  3060. " <td>2</td>\n",
  3061. " <td>0.0</td>\n",
  3062. " <td>0.0</td>\n",
  3063. " <td>0.0</td>\n",
  3064. " <td>0.0</td>\n",
  3065. " <td>0.0</td>\n",
  3066. " <td>0</td>\n",
  3067. " <td>3</td>\n",
  3068. " <td>...</td>\n",
  3069. " <td>1.25</td>\n",
  3070. " <td>-0.72</td>\n",
  3071. " <td>0.64</td>\n",
  3072. " <td>0.50</td>\n",
  3073. " <td>1.14</td>\n",
  3074. " <td>-10.00</td>\n",
  3075. " <td>9</td>\n",
  3076. " <td>0.04</td>\n",
  3077. " <td>0.81</td>\n",
  3078. " <td>1.11</td>\n",
  3079. " </tr>\n",
  3080. " <tr>\n",
  3081. " <th>2499</th>\n",
  3082. " <td>39</td>\n",
  3083. " <td>0</td>\n",
  3084. " <td>0</td>\n",
  3085. " <td>0.5</td>\n",
  3086. " <td>0.0</td>\n",
  3087. " <td>0.0</td>\n",
  3088. " <td>0.0</td>\n",
  3089. " <td>0.0</td>\n",
  3090. " <td>0</td>\n",
  3091. " <td>25</td>\n",
  3092. " <td>...</td>\n",
  3093. " <td>-0.17</td>\n",
  3094. " <td>-1.42</td>\n",
  3095. " <td>-1.06</td>\n",
  3096. " <td>-0.38</td>\n",
  3097. " <td>0.10</td>\n",
  3098. " <td>-10.00</td>\n",
  3099. " <td>4</td>\n",
  3100. " <td>-3.88</td>\n",
  3101. " <td>-2.05</td>\n",
  3102. " <td>-0.45</td>\n",
  3103. " </tr>\n",
  3104. " <tr>\n",
  3105. " <th>1699</th>\n",
  3106. " <td>32</td>\n",
  3107. " <td>0</td>\n",
  3108. " <td>6</td>\n",
  3109. " <td>0.5</td>\n",
  3110. " <td>0.0</td>\n",
  3111. " <td>0.0</td>\n",
  3112. " <td>0.0</td>\n",
  3113. " <td>0.0</td>\n",
  3114. " <td>0</td>\n",
  3115. " <td>9</td>\n",
  3116. " <td>...</td>\n",
  3117. " <td>-0.24</td>\n",
  3118. " <td>-0.95</td>\n",
  3119. " <td>-1.94</td>\n",
  3120. " <td>-1.83</td>\n",
  3121. " <td>-3.11</td>\n",
  3122. " <td>-10.00</td>\n",
  3123. " <td>9</td>\n",
  3124. " <td>-1.64</td>\n",
  3125. " <td>-3.28</td>\n",
  3126. " <td>-4.26</td>\n",
  3127. " </tr>\n",
  3128. " <tr>\n",
  3129. " <th>22</th>\n",
  3130. " <td>20</td>\n",
  3131. " <td>0</td>\n",
  3132. " <td>22</td>\n",
  3133. " <td>0.0</td>\n",
  3134. " <td>0.0</td>\n",
  3135. " <td>0.0</td>\n",
  3136. " <td>0.0</td>\n",
  3137. " <td>0.0</td>\n",
  3138. " <td>0</td>\n",
  3139. " <td>11</td>\n",
  3140. " <td>...</td>\n",
  3141. " <td>-0.40</td>\n",
  3142. " <td>2.00</td>\n",
  3143. " <td>0.58</td>\n",
  3144. " <td>1.08</td>\n",
  3145. " <td>1.62</td>\n",
  3146. " <td>1.59</td>\n",
  3147. " <td>14</td>\n",
  3148. " <td>0.56</td>\n",
  3149. " <td>-4.15</td>\n",
  3150. " <td>-2.19</td>\n",
  3151. " </tr>\n",
  3152. " <tr>\n",
  3153. " <th>437</th>\n",
  3154. " <td>23</td>\n",
  3155. " <td>1</td>\n",
  3156. " <td>6</td>\n",
  3157. " <td>0.0</td>\n",
  3158. " <td>0.0</td>\n",
  3159. " <td>0.0</td>\n",
  3160. " <td>0.0</td>\n",
  3161. " <td>0.0</td>\n",
  3162. " <td>0</td>\n",
  3163. " <td>15</td>\n",
  3164. " <td>...</td>\n",
  3165. " <td>0.31</td>\n",
  3166. " <td>0.60</td>\n",
  3167. " <td>0.00</td>\n",
  3168. " <td>0.00</td>\n",
  3169. " <td>0.71</td>\n",
  3170. " <td>-1.71</td>\n",
  3171. " <td>5</td>\n",
  3172. " <td>1.42</td>\n",
  3173. " <td>-0.18</td>\n",
  3174. " <td>0.61</td>\n",
  3175. " </tr>\n",
  3176. " <tr>\n",
  3177. " <th>988</th>\n",
  3178. " <td>27</td>\n",
  3179. " <td>0</td>\n",
  3180. " <td>12</td>\n",
  3181. " <td>0.5</td>\n",
  3182. " <td>0.0</td>\n",
  3183. " <td>0.0</td>\n",
  3184. " <td>0.0</td>\n",
  3185. " <td>0.0</td>\n",
  3186. " <td>0</td>\n",
  3187. " <td>7</td>\n",
  3188. " <td>...</td>\n",
  3189. " <td>0.60</td>\n",
  3190. " <td>0.33</td>\n",
  3191. " <td>-1.08</td>\n",
  3192. " <td>1.46</td>\n",
  3193. " <td>1.37</td>\n",
  3194. " <td>0.58</td>\n",
  3195. " <td>9</td>\n",
  3196. " <td>0.60</td>\n",
  3197. " <td>0.66</td>\n",
  3198. " <td>0.66</td>\n",
  3199. " </tr>\n",
  3200. " <tr>\n",
  3201. " <th>2299</th>\n",
  3202. " <td>37</td>\n",
  3203. " <td>0</td>\n",
  3204. " <td>12</td>\n",
  3205. " <td>0.5</td>\n",
  3206. " <td>0.0</td>\n",
  3207. " <td>0.0</td>\n",
  3208. " <td>0.0</td>\n",
  3209. " <td>0.0</td>\n",
  3210. " <td>0</td>\n",
  3211. " <td>3</td>\n",
  3212. " <td>...</td>\n",
  3213. " <td>0.85</td>\n",
  3214. " <td>-1.45</td>\n",
  3215. " <td>-0.39</td>\n",
  3216. " <td>0.27</td>\n",
  3217. " <td>-0.13</td>\n",
  3218. " <td>-1.82</td>\n",
  3219. " <td>12</td>\n",
  3220. " <td>-0.23</td>\n",
  3221. " <td>0.93</td>\n",
  3222. " <td>0.66</td>\n",
  3223. " </tr>\n",
  3224. " <tr>\n",
  3225. " <th>844</th>\n",
  3226. " <td>26</td>\n",
  3227. " <td>1</td>\n",
  3228. " <td>16</td>\n",
  3229. " <td>0.0</td>\n",
  3230. " <td>0.0</td>\n",
  3231. " <td>0.0</td>\n",
  3232. " <td>0.0</td>\n",
  3233. " <td>0.0</td>\n",
  3234. " <td>0</td>\n",
  3235. " <td>0</td>\n",
  3236. " <td>...</td>\n",
  3237. " <td>0.60</td>\n",
  3238. " <td>1.05</td>\n",
  3239. " <td>0.71</td>\n",
  3240. " <td>0.04</td>\n",
  3241. " <td>1.25</td>\n",
  3242. " <td>1.89</td>\n",
  3243. " <td>17</td>\n",
  3244. " <td>0.56</td>\n",
  3245. " <td>0.78</td>\n",
  3246. " <td>0.78</td>\n",
  3247. " </tr>\n",
  3248. " <tr>\n",
  3249. " <th>363</th>\n",
  3250. " <td>23</td>\n",
  3251. " <td>0</td>\n",
  3252. " <td>16</td>\n",
  3253. " <td>0.0</td>\n",
  3254. " <td>0.0</td>\n",
  3255. " <td>0.0</td>\n",
  3256. " <td>0.0</td>\n",
  3257. " <td>0.0</td>\n",
  3258. " <td>0</td>\n",
  3259. " <td>18</td>\n",
  3260. " <td>...</td>\n",
  3261. " <td>0.60</td>\n",
  3262. " <td>-0.78</td>\n",
  3263. " <td>0.58</td>\n",
  3264. " <td>-0.46</td>\n",
  3265. " <td>0.83</td>\n",
  3266. " <td>-10.00</td>\n",
  3267. " <td>9</td>\n",
  3268. " <td>-1.11</td>\n",
  3269. " <td>0.66</td>\n",
  3270. " <td>0.66</td>\n",
  3271. " </tr>\n",
  3272. " <tr>\n",
  3273. " <th>1935</th>\n",
  3274. " <td>34</td>\n",
  3275. " <td>0</td>\n",
  3276. " <td>9</td>\n",
  3277. " <td>2.0</td>\n",
  3278. " <td>1.0</td>\n",
  3279. " <td>0.5</td>\n",
  3280. " <td>1.0</td>\n",
  3281. " <td>1.0</td>\n",
  3282. " <td>1</td>\n",
  3283. " <td>11</td>\n",
  3284. " <td>...</td>\n",
  3285. " <td>-2.50</td>\n",
  3286. " <td>-2.86</td>\n",
  3287. " <td>-2.67</td>\n",
  3288. " <td>-1.67</td>\n",
  3289. " <td>-2.65</td>\n",
  3290. " <td>-10.00</td>\n",
  3291. " <td>5</td>\n",
  3292. " <td>-2.03</td>\n",
  3293. " <td>-0.92</td>\n",
  3294. " <td>-1.06</td>\n",
  3295. " </tr>\n",
  3296. " </tbody>\n",
  3297. "</table>\n",
  3298. "<p>1995 rows × 24 columns</p>\n",
  3299. "</div>"
  3300. ],
  3301. "text/plain": [
  3302. " age sex education memory judgment ability problem-solving ability \\\n",
  3303. "1772 32 1 0 0.0 0.0 0.0 \n",
  3304. "1422 30 1 16 0.0 0.0 0.0 \n",
  3305. "475 23 1 9 0.0 0.0 0.0 \n",
  3306. "838 26 1 12 0.5 0.0 0.0 \n",
  3307. "1319 29 1 6 0.0 0.0 0.0 \n",
  3308. "1839 33 1 6 0.5 0.0 0.0 \n",
  3309. "528 24 0 16 0.0 0.0 0.0 \n",
  3310. "405 23 1 9 0.0 0.0 0.0 \n",
  3311. "392 23 0 16 0.0 0.0 0.0 \n",
  3312. "1178 28 1 6 0.0 0.0 0.0 \n",
  3313. "248 22 1 19 0.5 0.0 0.0 \n",
  3314. "2706 43 0 0 1.0 1.0 1.0 \n",
  3315. "1212 28 0 6 0.0 0.0 0.0 \n",
  3316. "1541 31 0 6 0.5 0.0 0.0 \n",
  3317. "2126 35 1 0 0.5 0.0 0.0 \n",
  3318. "2637 41 1 14 0.0 0.0 0.0 \n",
  3319. "394 23 1 18 0.0 0.0 0.0 \n",
  3320. "2746 44 1 0 0.0 0.0 0.0 \n",
  3321. "2087 35 1 16 0.5 0.0 0.0 \n",
  3322. "2313 37 0 0 0.5 0.0 0.0 \n",
  3323. "681 25 1 5 0.5 0.0 0.0 \n",
  3324. "1660 31 0 10 0.0 0.0 0.0 \n",
  3325. "1026 27 0 0 0.0 0.0 0.0 \n",
  3326. "339 23 1 9 0.0 0.0 0.0 \n",
  3327. "1036 27 1 16 0.0 0.0 0.0 \n",
  3328. "2834 50 1 0 0.0 0.0 0.0 \n",
  3329. "486 24 1 16 0.5 0.0 0.0 \n",
  3330. "1316 29 0 0 0.5 0.0 0.0 \n",
  3331. "655 24 1 12 0.0 0.0 0.0 \n",
  3332. "1566 31 0 6 0.5 0.0 0.0 \n",
  3333. "... ... ... ... ... ... ... \n",
  3334. "2841 52 0 10 1.0 0.5 0.0 \n",
  3335. "1506 30 1 5 0.5 0.0 0.0 \n",
  3336. "819 26 1 18 0.5 0.0 0.0 \n",
  3337. "2659 42 1 16 1.0 1.0 1.0 \n",
  3338. "1226 29 0 6 1.0 0.0 0.0 \n",
  3339. "244 22 0 14 0.0 0.0 0.0 \n",
  3340. "1043 27 0 6 0.0 0.0 0.0 \n",
  3341. "1880 33 1 11 0.5 0.0 0.0 \n",
  3342. "2650 41 0 0 0.0 0.0 0.0 \n",
  3343. "2700 43 1 9 4.0 4.0 4.0 \n",
  3344. "984 27 1 13 0.0 0.0 0.0 \n",
  3345. "2847 54 1 16 0.5 0.0 0.0 \n",
  3346. "2482 39 1 6 1.0 0.0 0.0 \n",
  3347. "387 23 1 16 0.0 0.0 0.0 \n",
  3348. "1512 31 1 18 0.5 0.5 1.0 \n",
  3349. "62 20 0 6 0.0 0.0 0.0 \n",
  3350. "2015 34 1 12 0.0 0.0 0.0 \n",
  3351. "2775 46 1 12 0.5 0.5 0.0 \n",
  3352. "2392 38 1 14 0.5 0.0 0.0 \n",
  3353. "575 24 1 12 0.0 0.0 0.0 \n",
  3354. "853 26 0 2 0.0 0.0 0.0 \n",
  3355. "2499 39 0 0 0.5 0.0 0.0 \n",
  3356. "1699 32 0 6 0.5 0.0 0.0 \n",
  3357. "22 20 0 22 0.0 0.0 0.0 \n",
  3358. "437 23 1 6 0.0 0.0 0.0 \n",
  3359. "988 27 0 12 0.5 0.0 0.0 \n",
  3360. "2299 37 0 12 0.5 0.0 0.0 \n",
  3361. "844 26 1 16 0.0 0.0 0.0 \n",
  3362. "363 23 0 16 0.0 0.0 0.0 \n",
  3363. "1935 34 0 9 2.0 1.0 0.5 \n",
  3364. "\n",
  3365. " vitality attitude responsibility depression degree ... J5_Z \\\n",
  3366. "1772 0.0 0.0 0 13 ... 1.47 \n",
  3367. "1422 0.0 0.0 0 9 ... 0.64 \n",
  3368. "475 0.0 0.0 0 2 ... 0.60 \n",
  3369. "838 0.0 0.0 0 18 ... -1.40 \n",
  3370. "1319 0.0 0.0 0 5 ... -1.50 \n",
  3371. "1839 0.0 0.0 0 9 ... -0.25 \n",
  3372. "528 0.0 0.0 0 8 ... 0.60 \n",
  3373. "405 0.0 0.0 0 8 ... 0.31 \n",
  3374. "392 0.0 0.0 0 4 ... 0.60 \n",
  3375. "1178 0.0 0.0 0 8 ... 0.94 \n",
  3376. "248 0.0 0.0 0 11 ... 0.60 \n",
  3377. "2706 0.5 1.0 0 26 ... -1.12 \n",
  3378. "1212 0.0 0.0 0 13 ... 0.19 \n",
  3379. "1541 0.0 0.0 0 7 ... 0.35 \n",
  3380. "2126 0.0 0.0 0 14 ... 1.76 \n",
  3381. "2637 0.0 0.0 0 3 ... 0.85 \n",
  3382. "394 0.0 0.0 0 14 ... -0.40 \n",
  3383. "2746 0.0 0.0 0 7 ... -0.56 \n",
  3384. "2087 0.0 0.0 0 6 ... 0.73 \n",
  3385. "2313 0.0 0.0 0 26 ... 0.67 \n",
  3386. "681 0.0 0.0 0 6 ... 0.94 \n",
  3387. "1660 0.0 0.0 0 19 ... 0.83 \n",
  3388. "1026 0.0 0.0 0 4 ... 0.75 \n",
  3389. "339 0.0 0.0 0 21 ... -0.40 \n",
  3390. "1036 0.0 0.0 0 2 ... 0.60 \n",
  3391. "2834 0.0 0.0 0 14 ... -1.11 \n",
  3392. "486 0.0 0.0 0 7 ... -3.40 \n",
  3393. "1316 0.0 0.0 0 2 ... 0.00 \n",
  3394. "655 0.0 0.0 0 10 ... -2.40 \n",
  3395. "1566 0.0 0.0 0 12 ... -0.82 \n",
  3396. "... ... ... ... ... ... ... \n",
  3397. "2841 0.5 0.5 0 11 ... 0.27 \n",
  3398. "1506 0.0 0.0 0 12 ... 1.00 \n",
  3399. "819 0.0 0.0 0 6 ... 0.60 \n",
  3400. "2659 0.5 0.5 0 13 ... -2.23 \n",
  3401. "1226 0.0 0.0 0 23 ... -0.44 \n",
  3402. "244 0.0 0.0 0 2 ... -0.40 \n",
  3403. "1043 0.0 0.0 0 3 ... 0.81 \n",
  3404. "1880 0.0 0.0 0 5 ... 0.64 \n",
  3405. "2650 0.0 0.0 0 0 ... 0.13 \n",
  3406. "2700 4.0 3.0 3 13 ... -3.77 \n",
  3407. "984 0.0 0.0 0 5 ... 0.60 \n",
  3408. "2847 0.0 0.0 0 4 ... 0.85 \n",
  3409. "2482 0.0 0.0 0 11 ... -1.11 \n",
  3410. "387 0.0 0.0 0 5 ... 0.60 \n",
  3411. "1512 0.5 0.5 0 14 ... -0.27 \n",
  3412. "62 0.0 0.0 0 17 ... -0.44 \n",
  3413. "2015 0.0 0.0 0 2 ... 0.64 \n",
  3414. "2775 0.5 0.0 0 7 ... -2.23 \n",
  3415. "2392 0.0 0.0 0 8 ... 0.73 \n",
  3416. "575 0.0 0.0 0 21 ... -0.40 \n",
  3417. "853 0.0 0.0 0 3 ... 1.25 \n",
  3418. "2499 0.0 0.0 0 25 ... -0.17 \n",
  3419. "1699 0.0 0.0 0 9 ... -0.24 \n",
  3420. "22 0.0 0.0 0 11 ... -0.40 \n",
  3421. "437 0.0 0.0 0 15 ... 0.31 \n",
  3422. "988 0.0 0.0 0 7 ... 0.60 \n",
  3423. "2299 0.0 0.0 0 3 ... 0.85 \n",
  3424. "844 0.0 0.0 0 0 ... 0.60 \n",
  3425. "363 0.0 0.0 0 18 ... 0.60 \n",
  3426. "1935 1.0 1.0 1 11 ... -2.50 \n",
  3427. "\n",
  3428. " J6_Z J7_Z J8_Z J9A_Z J9B_Z K3_Z K4_Z K5_1_Z K5_2_Z \n",
  3429. "1772 0.53 0.60 1.57 0.89 -10.00 8 1.55 -3.03 0.29 \n",
  3430. "1422 0.10 0.07 -1.42 0.85 0.93 11 -3.52 -1.02 0.38 \n",
  3431. "475 1.58 0.71 0.04 0.73 1.49 19 1.50 0.42 0.61 \n",
  3432. "838 0.00 -0.71 -0.73 0.35 -0.58 12 1.05 -1.02 0.38 \n",
  3433. "1319 -1.18 -1.06 -0.75 -0.17 -10.00 10 0.73 -6.22 -1.89 \n",
  3434. "1839 -2.55 -4.00 -0.75 -0.07 -10.00 11 -0.45 -1.39 0.61 \n",
  3435. "528 0.33 0.58 1.08 0.87 1.17 13 1.12 0.66 0.66 \n",
  3436. "405 -0.40 -0.67 -0.37 0.99 -0.33 10 -0.52 0.42 0.61 \n",
  3437. "392 0.33 0.58 0.69 0.17 1.59 16 0.01 -1.26 0.33 \n",
  3438. "1178 -0.90 -1.33 -1.11 0.56 -0.18 13 0.64 0.42 0.61 \n",
  3439. "248 0.00 -0.71 0.04 1.38 1.87 18 0.01 -0.42 0.38 \n",
  3440. "2706 -2.37 -4.67 -1.10 -10.00 -10.00 2 -2.88 -2.05 -3.39 \n",
  3441. "1212 -1.05 -1.31 1.92 0.77 -10.00 6 -0.91 0.02 0.54 \n",
  3442. "1541 -0.95 -0.06 -0.52 0.89 0.91 6 0.34 0.49 0.54 \n",
  3443. "2126 0.67 0.18 1.46 0.86 0.87 12 0.39 0.69 0.81 \n",
  3444. "2637 -0.95 -0.33 -1.07 1.40 3.18 15 0.78 0.95 0.52 \n",
  3445. "394 1.58 0.71 1.19 0.84 1.33 22 0.56 -0.42 -0.71 \n",
  3446. "2746 -0.18 0.21 -1.19 -0.02 -10.00 10 0.15 -0.69 0.47 \n",
  3447. "2087 -1.20 0.18 1.04 0.33 0.96 21 -1.95 0.95 0.52 \n",
  3448. "2313 -2.47 -1.06 -0.38 -0.99 -10.00 6 -1.24 -2.05 -3.39 \n",
  3449. "681 -1.40 -6.00 -0.37 -10.00 -10.00 4 -3.62 0.42 0.61 \n",
  3450. "1660 -0.48 -2.67 -1.30 0.83 -1.99 9 -0.68 -3.19 -12.27 \n",
  3451. "1026 -0.72 -0.07 0.95 0.21 -1.60 8 0.40 1.08 -0.14 \n",
  3452. "339 -0.53 -0.71 -0.35 0.45 -10.00 6 0.16 -5.01 -5.64 \n",
  3453. "1036 1.05 0.71 0.81 -0.05 -10.00 10 -0.55 0.18 0.38 \n",
  3454. "2834 -0.64 -3.12 -1.19 -10.00 -10.00 9 -0.46 -2.06 -0.88 \n",
  3455. "486 -1.58 -0.71 -1.12 0.08 1.09 14 0.56 -0.42 0.38 \n",
  3456. "1316 -1.06 -0.64 -0.59 0.89 -10.00 5 0.50 0.28 0.28 \n",
  3457. "655 1.05 0.71 -0.35 0.66 -2.12 13 -0.74 -4.62 0.38 \n",
  3458. "1566 -1.47 -2.56 -1.83 1.11 0.21 9 -0.45 0.49 -1.06 \n",
  3459. "... ... ... ... ... ... ... ... ... ... \n",
  3460. "2841 -2.90 -0.15 -0.93 -0.01 -10.00 12 -1.10 0.93 0.66 \n",
  3461. "1506 -1.64 -1.06 -0.44 0.73 -0.97 7 0.34 -0.18 0.61 \n",
  3462. "819 -1.05 0.71 0.04 -0.37 -0.66 17 -1.11 -0.42 -0.71 \n",
  3463. "2659 -2.45 -3.11 -2.45 0.01 -10.00 6 -1.92 0.29 -2.75 \n",
  3464. "1226 -2.11 -0.69 -0.58 1.27 -0.86 9 0.26 -0.45 -0.26 \n",
  3465. "244 -0.22 -0.25 -0.46 1.21 1.27 10 1.12 0.66 0.33 \n",
  3466. "1043 -1.58 -0.06 1.50 0.79 0.47 13 -0.13 0.02 0.54 \n",
  3467. "1880 -0.40 0.73 0.12 -0.10 1.25 11 0.67 -0.42 -0.71 \n",
  3468. "2650 -1.84 -1.89 -0.10 -1.93 -10.00 6 -0.46 0.08 0.54 \n",
  3469. "2700 -2.45 -4.78 -2.45 -10.00 -10.00 0 -4.23 -8.27 -11.96 \n",
  3470. "984 0.00 0.71 1.19 1.33 1.47 17 -0.55 0.18 0.38 \n",
  3471. "2847 -1.45 -2.00 -0.03 1.07 0.81 15 0.01 0.29 0.52 \n",
  3472. "2482 -2.22 -3.06 -1.12 0.08 -10.00 9 -1.25 -0.71 0.67 \n",
  3473. "387 -1.05 0.71 -0.35 0.98 1.93 15 0.56 -4.02 -0.71 \n",
  3474. "1512 -2.40 -2.60 -1.42 -0.80 -0.12 12 0.67 0.78 -0.71 \n",
  3475. "62 0.53 -0.06 -0.17 1.25 1.98 10 0.64 -1.87 -0.26 \n",
  3476. "2015 1.10 0.73 0.88 0.07 0.38 12 -0.23 -0.42 -0.71 \n",
  3477. "2775 -2.45 -3.11 -2.45 -1.24 -10.00 6 -2.27 -1.05 -2.75 \n",
  3478. "2392 -1.70 -3.35 0.24 1.04 1.43 12 -0.90 -0.38 -1.11 \n",
  3479. "575 0.00 -0.71 0.04 1.29 -0.32 18 0.16 0.18 0.38 \n",
  3480. "853 -0.72 0.64 0.50 1.14 -10.00 9 0.04 0.81 1.11 \n",
  3481. "2499 -1.42 -1.06 -0.38 0.10 -10.00 4 -3.88 -2.05 -0.45 \n",
  3482. "1699 -0.95 -1.94 -1.83 -3.11 -10.00 9 -1.64 -3.28 -4.26 \n",
  3483. "22 2.00 0.58 1.08 1.62 1.59 14 0.56 -4.15 -2.19 \n",
  3484. "437 0.60 0.00 0.00 0.71 -1.71 5 1.42 -0.18 0.61 \n",
  3485. "988 0.33 -1.08 1.46 1.37 0.58 9 0.60 0.66 0.66 \n",
  3486. "2299 -1.45 -0.39 0.27 -0.13 -1.82 12 -0.23 0.93 0.66 \n",
  3487. "844 1.05 0.71 0.04 1.25 1.89 17 0.56 0.78 0.78 \n",
  3488. "363 -0.78 0.58 -0.46 0.83 -10.00 9 -1.11 0.66 0.66 \n",
  3489. "1935 -2.86 -2.67 -1.67 -2.65 -10.00 5 -2.03 -0.92 -1.06 \n",
  3490. "\n",
  3491. "[1995 rows x 24 columns]"
  3492. ]
  3493. },
  3494. "execution_count": 29,
  3495. "metadata": {},
  3496. "output_type": "execute_result"
  3497. }
  3498. ],
  3499. "source": [
  3500. "# 데이터 잘 나오는지 확인하기\n",
  3501. "train_X"
  3502. ]
  3503. },
  3504. {
  3505. "cell_type": "code",
  3506. "execution_count": 30,
  3507. "metadata": {
  3508. "collapsed": true
  3509. },
  3510. "outputs": [],
  3511. "source": [
  3512. "# 멀티레이어 P...?\n",
  3513. "from sklearn.neural_network import MLPClassifier"
  3514. ]
  3515. },
  3516. {
  3517. "cell_type": "code",
  3518. "execution_count": 73,
  3519. "metadata": {
  3520. "collapsed": true
  3521. },
  3522. "outputs": [],
  3523. "source": [
  3524. "# batch_size가 한 번에 학습시킬 때 어디까지 넣을거냐 바로 그것\n",
  3525. "model = MLPClassifier(activation='relu', solver=\"sgd\", hidden_layer_sizes=(3, 3))"
  3526. ]
  3527. },
  3528. {
  3529. "cell_type": "code",
  3530. "execution_count": 74,
  3531. "metadata": {
  3532. "scrolled": true
  3533. },
  3534. "outputs": [
  3535. {
  3536. "data": {
  3537. "text/plain": [
  3538. "MLPClassifier(activation='relu', alpha=0.0001, batch_size='auto', beta_1=0.9,\n",
  3539. " beta_2=0.999, early_stopping=False, epsilon=1e-08,\n",
  3540. " hidden_layer_sizes=(3, 3), learning_rate='constant',\n",
  3541. " learning_rate_init=0.001, max_iter=200, momentum=0.9,\n",
  3542. " nesterovs_momentum=True, power_t=0.5, random_state=None,\n",
  3543. " shuffle=True, solver='sgd', tol=0.0001, validation_fraction=0.1,\n",
  3544. " verbose=False, warm_start=False)"
  3545. ]
  3546. },
  3547. "execution_count": 74,
  3548. "metadata": {},
  3549. "output_type": "execute_result"
  3550. }
  3551. ],
  3552. "source": [
  3553. "model"
  3554. ]
  3555. },
  3556. {
  3557. "cell_type": "code",
  3558. "execution_count": 75,
  3559. "metadata": {},
  3560. "outputs": [
  3561. {
  3562. "data": {
  3563. "text/plain": [
  3564. "MLPClassifier(activation='relu', alpha=0.0001, batch_size='auto', beta_1=0.9,\n",
  3565. " beta_2=0.999, early_stopping=False, epsilon=1e-08,\n",
  3566. " hidden_layer_sizes=(3, 3), learning_rate='constant',\n",
  3567. " learning_rate_init=0.001, max_iter=200, momentum=0.9,\n",
  3568. " nesterovs_momentum=True, power_t=0.5, random_state=None,\n",
  3569. " shuffle=True, solver='sgd', tol=0.0001, validation_fraction=0.1,\n",
  3570. " verbose=False, warm_start=False)"
  3571. ]
  3572. },
  3573. "execution_count": 75,
  3574. "metadata": {},
  3575. "output_type": "execute_result"
  3576. }
  3577. ],
  3578. "source": [
  3579. "model.fit(X=train_X, y=train_y)"
  3580. ]
  3581. },
  3582. {
  3583. "cell_type": "code",
  3584. "execution_count": 76,
  3585. "metadata": {},
  3586. "outputs": [
  3587. {
  3588. "data": {
  3589. "text/plain": [
  3590. "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,\n",
  3591. " 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0,\n",
  3592. " 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0,\n",
  3593. " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0,\n",
  3594. " 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0,\n",
  3595. " 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1,\n",
  3596. " 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0,\n",
  3597. " 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0,\n",
  3598. " 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,\n",
  3599. " 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1,\n",
  3600. " 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,\n",
  3601. " 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0,\n",
  3602. " 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n",
  3603. " 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0,\n",
  3604. " 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0,\n",
  3605. " 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
  3606. " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0,\n",
  3607. " 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0,\n",
  3608. " 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0,\n",
  3609. " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0,\n",
  3610. " 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0,\n",
  3611. " 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1,\n",
  3612. " 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1,\n",
  3613. " 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0,\n",
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  3615. " 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1,\n",
  3616. " 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0,\n",
  3617. " 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1,\n",
  3618. " 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,\n",
  3619. " 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0,\n",
  3620. " 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0,\n",
  3621. " 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0,\n",
  3622. " 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0,\n",
  3623. " 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0,\n",
  3624. " 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0,\n",
  3625. " 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0,\n",
  3626. " 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0,\n",
  3627. " 1, 0, 0, 0], dtype=int64)"
  3628. ]
  3629. },
  3630. "execution_count": 76,
  3631. "metadata": {},
  3632. "output_type": "execute_result"
  3633. }
  3634. ],
  3635. "source": [
  3636. "# 모두 0으로 배정했을 때 0.6인데 이걸 수정해서 높여오기 (숙제)\n",
  3637. "# 숙제힌트: learning_rate, activation(relu?), solver 등 바꿔보기\n",
  3638. "model.predict(X=test_X)"
  3639. ]
  3640. },
  3641. {
  3642. "cell_type": "code",
  3643. "execution_count": 77,
  3644. "metadata": {},
  3645. "outputs": [
  3646. {
  3647. "data": {
  3648. "text/plain": [
  3649. "0.82923976608187133"
  3650. ]
  3651. },
  3652. "execution_count": 77,
  3653. "metadata": {},
  3654. "output_type": "execute_result"
  3655. }
  3656. ],
  3657. "source": [
  3658. "model.score(X=test_X, y=test_y)"
  3659. ]
  3660. }
  3661. ],
  3662. "metadata": {
  3663. "kernelspec": {
  3664. "display_name": "Python 3",
  3665. "language": "python",
  3666. "name": "python3"
  3667. },
  3668. "language_info": {
  3669. "codemirror_mode": {
  3670. "name": "ipython",
  3671. "version": 3
  3672. },
  3673. "file_extension": ".py",
  3674. "mimetype": "text/x-python",
  3675. "name": "python",
  3676. "nbconvert_exporter": "python",
  3677. "pygments_lexer": "ipython3",
  3678. "version": "3.6.1"
  3679. }
  3680. },
  3681. "nbformat": 4,
  3682. "nbformat_minor": 2
  3683. }
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