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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "code",
  5. "execution_count": 1,
  6. "metadata": {},
  7. "outputs": [],
  8. "source": [
  9. "import pandas as pd\n",
  10. "\n",
  11. "df = pd.read_csv('C:\\Users\\user\\Desktop\\workspace\\Dataset 10.21\\products_dns_sorted.csv').dropna()\n",
  12. "size = len(df)"
  13. ]
  14. },
  15. {
  16. "cell_type": "code",
  17. "execution_count": 2,
  18. "metadata": {},
  19. "outputs": [
  20. {
  21. "data": {
  22. "text/html": [
  23. "<div>\n",
  24. "<style scoped>\n",
  25. " .dataframe tbody tr th:only-of-type {\n",
  26. " vertical-align: middle;\n",
  27. " }\n",
  28. "\n",
  29. " .dataframe tbody tr th {\n",
  30. " vertical-align: top;\n",
  31. " }\n",
  32. "\n",
  33. " .dataframe thead th {\n",
  34. " text-align: right;\n",
  35. " }\n",
  36. "</style>\n",
  37. "<table border=\"1\" class=\"dataframe\">\n",
  38. " <thead>\n",
  39. " <tr style=\"text-align: right;\">\n",
  40. " <th></th>\n",
  41. " <th>product_id</th>\n",
  42. " <th>category_id</th>\n",
  43. " <th>description</th>\n",
  44. " </tr>\n",
  45. " </thead>\n",
  46. " <tbody>\n",
  47. " <tr>\n",
  48. " <th>0</th>\n",
  49. " <td>81F1005056A615EF11E309FFE937AB5C</td>\n",
  50. " <td>B24E00155D030B1F11E270E6F5145C0B</td>\n",
  51. " <td>Зеркало внутрисалонное ВЕГА-330 [330 мм; панор...</td>\n",
  52. " </tr>\n",
  53. " <tr>\n",
  54. " <th>1</th>\n",
  55. " <td>81F1005056A615EF11E309FFE937AB5D</td>\n",
  56. " <td>B24E00155D030B1F11E270E6F5145C0B</td>\n",
  57. " <td>Зеркало внутрисалонное ВЕГА-330 антиблик [330 ...</td>\n",
  58. " </tr>\n",
  59. " <tr>\n",
  60. " <th>2</th>\n",
  61. " <td>81F1005056A615EF11E309FFE937AB5E</td>\n",
  62. " <td>B24E00155D030B1F11E270E6F5145C0B</td>\n",
  63. " <td>Зеркало внутрисалонное СИРИУС-300 [300 мм; пан...</td>\n",
  64. " </tr>\n",
  65. " <tr>\n",
  66. " <th>3</th>\n",
  67. " <td>81F1005056A615EF11E309FFE937AB5F</td>\n",
  68. " <td>B24E00155D030B1F11E270E6F5145C0B</td>\n",
  69. " <td>Зеркало внутрисалонное СИРИУС-300 антиблик [30...</td>\n",
  70. " </tr>\n",
  71. " <tr>\n",
  72. " <th>4</th>\n",
  73. " <td>81F1005056A615EF11E309FFE937AB60</td>\n",
  74. " <td>B24E00155D030B1F11E270E6F5145C0B</td>\n",
  75. " <td>Зеркало внутрисалонное ОРИОН-330 [330 мм; пано...</td>\n",
  76. " </tr>\n",
  77. " <tr>\n",
  78. " <th>5</th>\n",
  79. " <td>81F1005056A615EF11E309FFE937AB61</td>\n",
  80. " <td>B24E00155D030B1F11E270E6F5145C0B</td>\n",
  81. " <td>Зеркало внутрисалонное ОРИОН-330 антиблик [330...</td>\n",
  82. " </tr>\n",
  83. " <tr>\n",
  84. " <th>6</th>\n",
  85. " <td>81F1005056A615EF11E309FFE937AB62</td>\n",
  86. " <td>B24E00155D030B1F11E270E6F5145C0B</td>\n",
  87. " <td>Зеркало внутрисалонное ВЕГА-240 [240 мм; антиб...</td>\n",
  88. " </tr>\n",
  89. " <tr>\n",
  90. " <th>7</th>\n",
  91. " <td>81F1005056A615EF11E309FFE937AB63</td>\n",
  92. " <td>B24E00155D030B1F11E270E6F5145C0B</td>\n",
  93. " <td>Зеркало внутрисалонное ВЕГА-270 [270 мм; антиб...</td>\n",
  94. " </tr>\n",
  95. " <tr>\n",
  96. " <th>8</th>\n",
  97. " <td>81F1005056A615EF11E309FFE937AB84</td>\n",
  98. " <td>B24E00155D030B1F11E270E6F5145C0B</td>\n",
  99. " <td>Огнетушитель Меланти ОП-1 (3) [1 л; порошковый...</td>\n",
  100. " </tr>\n",
  101. " <tr>\n",
  102. " <th>9</th>\n",
  103. " <td>81F1005056A615EF11E309FFE937AB87</td>\n",
  104. " <td>B24E00155D030B1F11E270E6F5145C0B</td>\n",
  105. " <td>Огнетушитель ФортПожСистема ОП-2 [2 л; порошко...</td>\n",
  106. " </tr>\n",
  107. " </tbody>\n",
  108. "</table>\n",
  109. "</div>"
  110. ],
  111. "text/plain": [
  112. " product_id category_id \\\n",
  113. "0 81F1005056A615EF11E309FFE937AB5C B24E00155D030B1F11E270E6F5145C0B \n",
  114. "1 81F1005056A615EF11E309FFE937AB5D B24E00155D030B1F11E270E6F5145C0B \n",
  115. "2 81F1005056A615EF11E309FFE937AB5E B24E00155D030B1F11E270E6F5145C0B \n",
  116. "3 81F1005056A615EF11E309FFE937AB5F B24E00155D030B1F11E270E6F5145C0B \n",
  117. "4 81F1005056A615EF11E309FFE937AB60 B24E00155D030B1F11E270E6F5145C0B \n",
  118. "5 81F1005056A615EF11E309FFE937AB61 B24E00155D030B1F11E270E6F5145C0B \n",
  119. "6 81F1005056A615EF11E309FFE937AB62 B24E00155D030B1F11E270E6F5145C0B \n",
  120. "7 81F1005056A615EF11E309FFE937AB63 B24E00155D030B1F11E270E6F5145C0B \n",
  121. "8 81F1005056A615EF11E309FFE937AB84 B24E00155D030B1F11E270E6F5145C0B \n",
  122. "9 81F1005056A615EF11E309FFE937AB87 B24E00155D030B1F11E270E6F5145C0B \n",
  123. "\n",
  124. " description \n",
  125. "0 Зеркало внутрисалонное ВЕГА-330 [330 мм; панор... \n",
  126. "1 Зеркало внутрисалонное ВЕГА-330 антиблик [330 ... \n",
  127. "2 Зеркало внутрисалонное СИРИУС-300 [300 мм; пан... \n",
  128. "3 Зеркало внутрисалонное СИРИУС-300 антиблик [30... \n",
  129. "4 Зеркало внутрисалонное ОРИОН-330 [330 мм; пано... \n",
  130. "5 Зеркало внутрисалонное ОРИОН-330 антиблик [330... \n",
  131. "6 Зеркало внутрисалонное ВЕГА-240 [240 мм; антиб... \n",
  132. "7 Зеркало внутрисалонное ВЕГА-270 [270 мм; антиб... \n",
  133. "8 Огнетушитель Меланти ОП-1 (3) [1 л; порошковый... \n",
  134. "9 Огнетушитель ФортПожСистема ОП-2 [2 л; порошко... "
  135. ]
  136. },
  137. "execution_count": 2,
  138. "metadata": {},
  139. "output_type": "execute_result"
  140. }
  141. ],
  142. "source": [
  143. "df.head(10)"
  144. ]
  145. },
  146. {
  147. "cell_type": "code",
  148. "execution_count": 2,
  149. "metadata": {},
  150. "outputs": [],
  151. "source": [
  152. "desc = df['description'][::20]\n",
  153. "trainY = df['category_id'][::20]"
  154. ]
  155. },
  156. {
  157. "cell_type": "code",
  158. "execution_count": 3,
  159. "metadata": {},
  160. "outputs": [],
  161. "source": [
  162. "from sklearn.feature_extraction.text import CountVectorizer\n",
  163. "\n",
  164. "cnt_vec = CountVectorizer()\n",
  165. "trainX = cnt_vec.fit_transform(desc)"
  166. ]
  167. },
  168. {
  169. "cell_type": "code",
  170. "execution_count": 5,
  171. "metadata": {
  172. "scrolled": true
  173. },
  174. "outputs": [
  175. {
  176. "data": {
  177. "text/plain": [
  178. "{'analyzer': u'word',\n",
  179. " 'binary': False,\n",
  180. " 'decode_error': u'strict',\n",
  181. " 'dtype': numpy.int64,\n",
  182. " 'encoding': u'utf-8',\n",
  183. " 'input': u'content',\n",
  184. " 'lowercase': True,\n",
  185. " 'max_df': 1.0,\n",
  186. " 'max_features': None,\n",
  187. " 'min_df': 1,\n",
  188. " 'ngram_range': (1, 1),\n",
  189. " 'preprocessor': None,\n",
  190. " 'stop_words': None,\n",
  191. " 'strip_accents': None,\n",
  192. " 'token_pattern': u'(?u)\\\\b\\\\w\\\\w+\\\\b',\n",
  193. " 'tokenizer': None,\n",
  194. " 'vocabulary': None}"
  195. ]
  196. },
  197. "execution_count": 5,
  198. "metadata": {},
  199. "output_type": "execute_result"
  200. }
  201. ],
  202. "source": [
  203. "cnt_vec.get_params()"
  204. ]
  205. },
  206. {
  207. "cell_type": "code",
  208. "execution_count": 6,
  209. "metadata": {},
  210. "outputs": [
  211. {
  212. "name": "stdout",
  213. "output_type": "stream",
  214. "text": [
  215. "0.8408237691730129\n",
  216. "0.8408\n"
  217. ]
  218. }
  219. ],
  220. "source": [
  221. "from sklearn.naive_bayes import MultinomialNB\n",
  222. "\n",
  223. "classifier = MultinomialNB().fit(trainX, trainY)\n",
  224. "scoring = classifier.score(trainX, trainY)\n",
  225. "print(scoring)\n",
  226. "print(\"{0:.4f}\".format(classifier.score(trainX, trainY)))"
  227. ]
  228. },
  229. {
  230. "cell_type": "code",
  231. "execution_count": 4,
  232. "metadata": {},
  233. "outputs": [],
  234. "source": [
  235. "descT = df['description'][2::20]\n",
  236. "testY = df['category_id'][2::20]\n",
  237. "\n",
  238. "testX = cnt_vec.transform(descT)"
  239. ]
  240. },
  241. {
  242. "cell_type": "code",
  243. "execution_count": 8,
  244. "metadata": {},
  245. "outputs": [
  246. {
  247. "name": "stdout",
  248. "output_type": "stream",
  249. "text": [
  250. "0.8408237691730129\n"
  251. ]
  252. }
  253. ],
  254. "source": [
  255. "scoringT = classifier.score(trainX, trainY)\n",
  256. "print(scoringT)"
  257. ]
  258. },
  259. {
  260. "cell_type": "markdown",
  261. "metadata": {},
  262. "source": [
  263. "# trees"
  264. ]
  265. },
  266. {
  267. "cell_type": "code",
  268. "execution_count": 5,
  269. "metadata": {},
  270. "outputs": [],
  271. "source": [
  272. "testY = df['category_id'][1::20]\n",
  273. "testX = cnt_vec.transform(df['description'][1::20])"
  274. ]
  275. },
  276. {
  277. "cell_type": "code",
  278. "execution_count": null,
  279. "metadata": {},
  280. "outputs": [],
  281. "source": [
  282. "print(\"{0:.4f}\".format(classifier.score(testX, testY)))"
  283. ]
  284. },
  285. {
  286. "cell_type": "code",
  287. "execution_count": null,
  288. "metadata": {},
  289. "outputs": [],
  290. "source": [
  291. "from sklearn.tree import DecisionTreeClassifier\n",
  292. "\n",
  293. "dec_tree = DecisionTreeClassifier().fit(trainX, trainY)\n",
  294. "\n",
  295. "print(\"{0:.4f}\".format(dec_tree.score(trainX, trainY)))\n",
  296. "print(\"{0:.4f}\".format(dec_tree.score(testX, testY)))"
  297. ]
  298. },
  299. {
  300. "cell_type": "markdown",
  301. "metadata": {},
  302. "source": [
  303. "# random forest"
  304. ]
  305. },
  306. {
  307. "cell_type": "code",
  308. "execution_count": 6,
  309. "metadata": {},
  310. "outputs": [
  311. {
  312. "name": "stdout",
  313. "output_type": "stream",
  314. "text": [
  315. "0.9965\n",
  316. "0.8965\n"
  317. ]
  318. }
  319. ],
  320. "source": [
  321. "from sklearn.ensemble import RandomForestClassifier\n",
  322. "\n",
  323. "forest = RandomForestClassifier().fit(trainX, trainY)\n",
  324. "\n",
  325. "print(\"{0:.4f}\".format(forest.score(trainX, trainY)))\n",
  326. "print(\"{0:.4f}\".format(forest.score(testX, testY)))"
  327. ]
  328. },
  329. {
  330. "cell_type": "code",
  331. "execution_count": null,
  332. "metadata": {},
  333. "outputs": [],
  334. "source": [
  335. "from sklearn.linear_model import SGDClassifier\n",
  336. "\n",
  337. "sgd = SGDClassifier().fit(trainX, trainY)\n",
  338. "\n",
  339. "print(\"{0:.4f}\".format(sgd.score(trainX, trainY)))\n",
  340. "print(\"{0:.4f}\".format(sgd.score(testX, testY)))"
  341. ]
  342. },
  343. {
  344. "cell_type": "code",
  345. "execution_count": null,
  346. "metadata": {},
  347. "outputs": [],
  348. "source": [
  349. "cnt = df[\"category_id\"].value_counts()\n",
  350. "cnt.index[cnt >= 10000]"
  351. ]
  352. },
  353. {
  354. "cell_type": "code",
  355. "execution_count": null,
  356. "metadata": {},
  357. "outputs": [],
  358. "source": [
  359. "indices = cnt.index[cnt >= 10000]\n",
  360. "print(indices)"
  361. ]
  362. },
  363. {
  364. "cell_type": "code",
  365. "execution_count": null,
  366. "metadata": {},
  367. "outputs": [],
  368. "source": [
  369. "cut_df = df[df.isin(indices).values]\n",
  370. "cut_df.shape"
  371. ]
  372. },
  373. {
  374. "cell_type": "code",
  375. "execution_count": null,
  376. "metadata": {},
  377. "outputs": [],
  378. "source": [
  379. "vect = CountVectorizer()\n",
  380. "\n",
  381. "cut_trainY = cut_df['category_id'][::2]\n",
  382. "cut_trainX = vect.fit_transform(cut_df['description'][::2])\n",
  383. "\n",
  384. "cut_testY = cut_df['category_id'][1::2]\n",
  385. "cut_testX = vect.transform(cut_df['description'][1::2])"
  386. ]
  387. },
  388. {
  389. "cell_type": "code",
  390. "execution_count": null,
  391. "metadata": {},
  392. "outputs": [],
  393. "source": [
  394. "from sklearn.tree import DecisionTreeClassifier\n",
  395. "\n",
  396. "dec_tree_ = DecisionTreeClassifier().fit(cut_trainX, cut_trainY)\n",
  397. "\n",
  398. "print(\"{0:.4f}\".format(dec_tree_.score(cut_trainX, cut_trainY)))\n",
  399. "print(\"{0:.4f}\".format(dec_tree_.score(cut_testX, cut_testY)))"
  400. ]
  401. },
  402. {
  403. "cell_type": "code",
  404. "execution_count": null,
  405. "metadata": {},
  406. "outputs": [],
  407. "source": [
  408. "from sklearn.metrics import confusion_matrix\n",
  409. "\n",
  410. "predicted = dec_tree_.predict(cut_testX)\n",
  411. "c_mrx = confusion_matrix(cut_testY, predicted)"
  412. ]
  413. },
  414. {
  415. "cell_type": "code",
  416. "execution_count": null,
  417. "metadata": {},
  418. "outputs": [],
  419. "source": [
  420. "c_mrx"
  421. ]
  422. },
  423. {
  424. "cell_type": "code",
  425. "execution_count": null,
  426. "metadata": {},
  427. "outputs": [],
  428. "source": [
  429. "c_mrx.shape"
  430. ]
  431. },
  432. {
  433. "cell_type": "code",
  434. "execution_count": null,
  435. "metadata": {},
  436. "outputs": [],
  437. "source": [
  438. "import numpy as np\n",
  439. "n_mrx = c_mrx * (np.ones(c_mrx.shape, dtype=np.int64) - np.eye(*c_mrx.shape, dtype=np.int64))"
  440. ]
  441. },
  442. {
  443. "cell_type": "code",
  444. "execution_count": null,
  445. "metadata": {},
  446. "outputs": [],
  447. "source": [
  448. "n_mrx"
  449. ]
  450. },
  451. {
  452. "cell_type": "code",
  453. "execution_count": 7,
  454. "metadata": {},
  455. "outputs": [],
  456. "source": [
  457. "df1 = pd.read_csv('C:\\Users\\user\\Desktop\\workspace\\Dataset 10.21\\opponents_to_dns_products_250k.csv').dropna()"
  458. ]
  459. },
  460. {
  461. "cell_type": "code",
  462. "execution_count": 8,
  463. "metadata": {},
  464. "outputs": [
  465. {
  466. "data": {
  467. "text/html": [
  468. "<div>\n",
  469. "<style scoped>\n",
  470. " .dataframe tbody tr th:only-of-type {\n",
  471. " vertical-align: middle;\n",
  472. " }\n",
  473. "\n",
  474. " .dataframe tbody tr th {\n",
  475. " vertical-align: top;\n",
  476. " }\n",
  477. "\n",
  478. " .dataframe thead th {\n",
  479. " text-align: right;\n",
  480. " }\n",
  481. "</style>\n",
  482. "<table border=\"1\" class=\"dataframe\">\n",
  483. " <thead>\n",
  484. " <tr style=\"text-align: right;\">\n",
  485. " <th></th>\n",
  486. " <th>opp_product_id</th>\n",
  487. " <th>opp_product_description</th>\n",
  488. " <th>dns_product_id</th>\n",
  489. " <th>dns_product_description</th>\n",
  490. " <th>category_id</th>\n",
  491. " <th>type</th>\n",
  492. " </tr>\n",
  493. " </thead>\n",
  494. " <tbody>\n",
  495. " <tr>\n",
  496. " <th>0</th>\n",
  497. " <td>8064001E6728A5A411E46B9A13D9EA47</td>\n",
  498. " <td>Фотокамера NIKON D750 Body</td>\n",
  499. " <td>BA5600155D03120211E4537839289E99</td>\n",
  500. " <td>Зеркальная камера Nikon D750 Body (24.3MP/6016...</td>\n",
  501. " <td>80A700155D03330D11E800CFF86865C2</td>\n",
  502. " <td>0</td>\n",
  503. " </tr>\n",
  504. " <tr>\n",
  505. " <th>1</th>\n",
  506. " <td>8064001E6728A5A411E46B9A13D9EA49</td>\n",
  507. " <td>Портативная акустика Sony SRS-BTV5W; белый\"</td>\n",
  508. " <td>9F0800155D03120211E3CACA8A34D61A</td>\n",
  509. " <td>Колонка портативная Sony SRS-BTV5 [1x 1.2 Вт; ...</td>\n",
  510. " <td>B7EC00155D030B1F11E2796E0882E52A</td>\n",
  511. " <td>1</td>\n",
  512. " </tr>\n",
  513. " <tr>\n",
  514. " <th>2</th>\n",
  515. " <td>8064001E6728A5A411E46B9A13D9EA49</td>\n",
  516. " <td>Портативная акустика Sony SRS-BTV5W; белый\"</td>\n",
  517. " <td>9F0800155D03120211E3CACA8A34D61B</td>\n",
  518. " <td>[174544] Колонка SONY SRS-BTV5; белая</td>\n",
  519. " <td>B7EC00155D030B1F11E2796E0882E526</td>\n",
  520. " <td>0</td>\n",
  521. " </tr>\n",
  522. " <tr>\n",
  523. " <th>3</th>\n",
  524. " <td>8064001E6728A5A411E46B9A13D9EA4A</td>\n",
  525. " <td>Монопод Sony VCT-AMP1 для Action Cam\"</td>\n",
  526. " <td>A8F000155D03120211E476AE2E301486</td>\n",
  527. " <td>Монопод для экшн-камер Sony VCT-AMP1</td>\n",
  528. " <td>96A000155D03361B11E49BB6CD108EFB</td>\n",
  529. " <td>0</td>\n",
  530. " </tr>\n",
  531. " <tr>\n",
  532. " <th>4</th>\n",
  533. " <td>8064001E6728A5A411E46B9A13D9EA4B</td>\n",
  534. " <td>Портативная акустика Sony SRS-BTV5B; черный\"</td>\n",
  535. " <td>9F0800155D03120211E3CACA8A34D61A</td>\n",
  536. " <td>Колонка портативная Sony SRS-BTV5 [1x 1.2 Вт; ...</td>\n",
  537. " <td>B7EC00155D030B1F11E2796E0882E52A</td>\n",
  538. " <td>0</td>\n",
  539. " </tr>\n",
  540. " <tr>\n",
  541. " <th>5</th>\n",
  542. " <td>8064001E6728A5A411E46B9A13D9EA4B</td>\n",
  543. " <td>Портативная акустика Sony SRS-BTV5B; черный\"</td>\n",
  544. " <td>9F0800155D03120211E3CACA8A34D61B</td>\n",
  545. " <td>[174544] Колонка SONY SRS-BTV5; белая</td>\n",
  546. " <td>B7EC00155D030B1F11E2796E0882E526</td>\n",
  547. " <td>1</td>\n",
  548. " </tr>\n",
  549. " <tr>\n",
  550. " <th>6</th>\n",
  551. " <td>8064001E6728A5A411E46B9A13D9EA52</td>\n",
  552. " <td>Моноблок HP Pro 3520 20\" HD Cel G1610 (2.6)/4G...</td>\n",
  553. " <td>844D00155D03120211E3D648FD8E2199</td>\n",
  554. " <td>20\" Моноблок HP Pro 3520 (HD) Cel G1610/4Gb/50...</td>\n",
  555. " <td>B24E00155D030B1F11E270E6FD721043</td>\n",
  556. " <td>0</td>\n",
  557. " </tr>\n",
  558. " <tr>\n",
  559. " <th>7</th>\n",
  560. " <td>8064001E6728A5A411E46B9A13D9EA53</td>\n",
  561. " <td>Acer Extensa 15EX2510G-54TK i5 4210U/4/500/DVD...</td>\n",
  562. " <td>829A00155D03120211E46E0AF3DBFC3D</td>\n",
  563. " <td>15.6\" Ноутбук Acer Extensa EX2510G-54TK (HD) i...</td>\n",
  564. " <td>B24E00155D030B1F11E270E6F5145BFB</td>\n",
  565. " <td>0</td>\n",
  566. " </tr>\n",
  567. " <tr>\n",
  568. " <th>8</th>\n",
  569. " <td>8064001E6728A5A411E46B9A13D9EA57</td>\n",
  570. " <td>Acer Extensa EX2510G-345E i3-4005U/4Gb/500Gb/G...</td>\n",
  571. " <td>B22D00155D03120211E4750249E31027</td>\n",
  572. " <td>15.6\" Ноутбук Acer Extensa EX2510G-345E (HD) i...</td>\n",
  573. " <td>B24E00155D030B1F11E270E6F5145BFB</td>\n",
  574. " <td>0</td>\n",
  575. " </tr>\n",
  576. " <tr>\n",
  577. " <th>9</th>\n",
  578. " <td>8064001E6728A5A411E46B9A13D9EA58</td>\n",
  579. " <td>ASUS <USB-BT400> Bluetooth 4.0 USB Adapter</td>\n",
  580. " <td>BB0100155D03120211E3E48F0F4E0CB7</td>\n",
  581. " <td>Bluetooth-адаптер ASUS USB-BT400 USB; v 4.0; 10м</td>\n",
  582. " <td>B24E00155D030B1F11E270E705583031</td>\n",
  583. " <td>0</td>\n",
  584. " </tr>\n",
  585. " <tr>\n",
  586. " <th>10</th>\n",
  587. " <td>8064001E6728A5A411E46B9A13D9EA63</td>\n",
  588. " <td>Телевизор LED Supra 32\" STV-LC32T410WL</td>\n",
  589. " <td>94F300155D03120211E40AE8A21E1DFF</td>\n",
  590. " <td>Телевизор LED 32\" (81 см) Supra STV-LC32T410WL...</td>\n",
  591. " <td>B24E00155D030B1F11E2718E8B8877A6</td>\n",
  592. " <td>0</td>\n",
  593. " </tr>\n",
  594. " <tr>\n",
  595. " <th>11</th>\n",
  596. " <td>8064001E6728A5A411E46B9A13D9EA68</td>\n",
  597. " <td>Lomond A5; 230г/м2; 50 листов; глянцевая</td>\n",
  598. " <td>9F0800155D03120211E3CAB738E4C952</td>\n",
  599. " <td>Фотобумага Lomond A5 230 г/м глянцевая (50 л) ...</td>\n",
  600. " <td>82D400155D030B1F11E27E4824F0D333</td>\n",
  601. " <td>0</td>\n",
  602. " </tr>\n",
  603. " <tr>\n",
  604. " <th>12</th>\n",
  605. " <td>8064001E6728A5A411E46B9A13D9EA6D</td>\n",
  606. " <td>Холодильник Indesit BIA 181 NF C</td>\n",
  607. " <td>BA5600155D03120211E45044DF1656A6</td>\n",
  608. " <td>Холодильник INDESIT BIA 181 NF C [Нижняя мороз...</td>\n",
  609. " <td>9B8500155D030B1F11E2D896F5BE1C59</td>\n",
  610. " <td>0</td>\n",
  611. " </tr>\n",
  612. " <tr>\n",
  613. " <th>13</th>\n",
  614. " <td>8064001E6728A5A411E46B9A13D9EA75</td>\n",
  615. " <td>Холодильник двухкамерный BEKO CN 327120 белый</td>\n",
  616. " <td>BA5600155D03120211E45012F78CB2F1</td>\n",
  617. " <td>Холодильник BEKO CN 327120 S [НМК/No Frost/249...</td>\n",
  618. " <td>9B8500155D030B1F11E2D896F5BE1C59</td>\n",
  619. " <td>1</td>\n",
  620. " </tr>\n",
  621. " <tr>\n",
  622. " <th>14</th>\n",
  623. " <td>8064001E6728A5A411E46B9A13D9EA75</td>\n",
  624. " <td>Холодильник двухкамерный BEKO CN 327120 белый</td>\n",
  625. " <td>BBCF000C29B5C69611E2765CF1435376</td>\n",
  626. " <td>Холодильник BEKO CN 327120 [НМК/No Frost/256л/...</td>\n",
  627. " <td>9B8500155D030B1F11E2D896F5BE1C59</td>\n",
  628. " <td>0</td>\n",
  629. " </tr>\n",
  630. " <tr>\n",
  631. " <th>15</th>\n",
  632. " <td>8064001E6728A5A411E46B9A13D9EA77</td>\n",
  633. " <td>Холодильник двухкамерный Shivaki SHRF-152DS се...</td>\n",
  634. " <td>BA5600155D03120211E45012F78CB2D4</td>\n",
  635. " <td>Холодильник SHIVAKI SHRF-152DS [Нижняя морозил...</td>\n",
  636. " <td>9B8500155D030B1F11E2D896F5BE1C59</td>\n",
  637. " <td>0</td>\n",
  638. " </tr>\n",
  639. " <tr>\n",
  640. " <th>16</th>\n",
  641. " <td>8064001E6728A5A411E46B9A13D9EA7A</td>\n",
  642. " <td>Машина посудомоечная Bosch SPV 40E10RU</td>\n",
  643. " <td>A242001517C526F011E1CC8D57D26C0B</td>\n",
  644. " <td>Встраиваемая посудомоечная машина Bosch SPV 40...</td>\n",
  645. " <td>A9DB00155D03120211E36D1B86DC18ED</td>\n",
  646. " <td>0</td>\n",
  647. " </tr>\n",
  648. " <tr>\n",
  649. " <th>17</th>\n",
  650. " <td>8064001E6728A5A411E46B9A13D9EA83</td>\n",
  651. " <td>Hannah Montana: The Movie Игра для Nintendo WI...</td>\n",
  652. " <td>9DC3001E6728A5A411E5A556C000D0B9</td>\n",
  653. " <td>Hannah Montana: The Movie Игра для Nintendo WI...</td>\n",
  654. " <td>9DC500155D03330D11E84A9DD6899605</td>\n",
  655. " <td>0</td>\n",
  656. " </tr>\n",
  657. " <tr>\n",
  658. " <th>18</th>\n",
  659. " <td>8064001E6728A5A411E46B9A13D9EA84</td>\n",
  660. " <td>Spongebob Squigglepants Игра для Nintendo 3DS ...</td>\n",
  661. " <td>9DC3001E6728A5A411E5A5660B856A68</td>\n",
  662. " <td>Spongebob Squigglepants Игра для Nintendo 3DS ...</td>\n",
  663. " <td>9DC500155D03330D11E84A9DD6899605</td>\n",
  664. " <td>0</td>\n",
  665. " </tr>\n",
  666. " <tr>\n",
  667. " <th>19</th>\n",
  668. " <td>8064001E6728A5A411E46B9A17508525</td>\n",
  669. " <td>RD-608 Овощечистка Mocco&Latte Rondell</td>\n",
  670. " <td>ABB800155D03120211E3B6080AA4B65C</td>\n",
  671. " <td>Овощечистка Rondell Mocco&Latte RD-608 [нержав...</td>\n",
  672. " <td>ABB800155D03120211E3B4737F51C0B6</td>\n",
  673. " <td>0</td>\n",
  674. " </tr>\n",
  675. " <tr>\n",
  676. " <th>20</th>\n",
  677. " <td>8064001E6728A5A411E46B9A17508528</td>\n",
  678. " <td>Набор посуды TalleR TR-1033</td>\n",
  679. " <td>B6F900155D03361B11E4A4F4C2B27BD1</td>\n",
  680. " <td>Набор посуды Taller TR-1033 Галлант [кастрюля:...</td>\n",
  681. " <td>81A800155D03361B11E5B9A165E7543C</td>\n",
  682. " <td>0</td>\n",
  683. " </tr>\n",
  684. " <tr>\n",
  685. " <th>21</th>\n",
  686. " <td>8064001E6728A5A411E46B9A17508529</td>\n",
  687. " <td>Набор посуды TalleR TR-1071</td>\n",
  688. " <td>B6F900155D03361B11E4A4F4C2B27BD2</td>\n",
  689. " <td>Набор посуды Taller TR-1071 Льюис [кастрюля: 5...</td>\n",
  690. " <td>81A800155D03361B11E5B9A165E7543C</td>\n",
  691. " <td>0</td>\n",
  692. " </tr>\n",
  693. " <tr>\n",
  694. " <th>22</th>\n",
  695. " <td>8064001E6728A5A411E46B9A1750852A</td>\n",
  696. " <td>Набор посуды TalleR TR-7120</td>\n",
  697. " <td>BA5600155D03120211E45B145F67F372</td>\n",
  698. " <td>Набор посуды Taller TR-7120 Бригг [кастрюля: 5...</td>\n",
  699. " <td>81A800155D03361B11E5B9A165E7543C</td>\n",
  700. " <td>0</td>\n",
  701. " </tr>\n",
  702. " <tr>\n",
  703. " <th>23</th>\n",
  704. " <td>8064001E6728A5A411E46B9A1750852B</td>\n",
  705. " <td>Телевизор LED 22\" BBK 22LEM-3082/FT2C черный</td>\n",
  706. " <td>86D800155D03120211E45FC86CA15D01</td>\n",
  707. " <td>Телевизор LED 22\" (55 см) BBK 22LEM-3082 [FHD;...</td>\n",
  708. " <td>B24E00155D030B1F11E270E6F5145C21</td>\n",
  709. " <td>0</td>\n",
  710. " </tr>\n",
  711. " <tr>\n",
  712. " <th>24</th>\n",
  713. " <td>8064001E6728A5A411E46B9A17508530</td>\n",
  714. " <td>Фотоаппарат Canon PowerShot SX520 HS Black <16...</td>\n",
  715. " <td>8D4300155D03120211E437034E137A0E</td>\n",
  716. " <td>Компактная камера Canon PowerShot SX520 HS (16...</td>\n",
  717. " <td>B24E00155D030B1F11E270E6FD721035</td>\n",
  718. " <td>0</td>\n",
  719. " </tr>\n",
  720. " <tr>\n",
  721. " <th>25</th>\n",
  722. " <td>8064001E6728A5A411E46B9A17508531</td>\n",
  723. " <td>Фотоаппарат Nikon Coolpix S6900 Черный</td>\n",
  724. " <td>BA5600155D03120211E455CDBB2C5BA6</td>\n",
  725. " <td>Компактная камера Nikon S6900 Black (16MP/4608...</td>\n",
  726. " <td>B24E00155D030B1F11E270E6FD721035</td>\n",
  727. " <td>0</td>\n",
  728. " </tr>\n",
  729. " <tr>\n",
  730. " <th>26</th>\n",
  731. " <td>8064001E6728A5A411E46B9A17508531</td>\n",
  732. " <td>Фотоаппарат Nikon Coolpix S6900 Черный</td>\n",
  733. " <td>BA5600155D03120211E455CDBB2C5BA7</td>\n",
  734. " <td>Компактная камера Nikon S6900 White (16MP/4608...</td>\n",
  735. " <td>B24E00155D030B1F11E270E6FD721035</td>\n",
  736. " <td>1</td>\n",
  737. " </tr>\n",
  738. " <tr>\n",
  739. " <th>27</th>\n",
  740. " <td>8064001E6728A5A411E46B9A17508532</td>\n",
  741. " <td>Телевизор LED 22\" BBK 22LEM-1006/FT2C черный</td>\n",
  742. " <td>86D800155D03120211E45FC86CA15D00</td>\n",
  743. " <td>Телевизор LED 22\" (55 см) BBK 22LEM-1006 [FHD;...</td>\n",
  744. " <td>B24E00155D030B1F11E270E6F5145C21</td>\n",
  745. " <td>0</td>\n",
  746. " </tr>\n",
  747. " <tr>\n",
  748. " <th>28</th>\n",
  749. " <td>8064001E6728A5A411E46B9A17508533</td>\n",
  750. " <td>Наушники Audio-Technica ATH-T200</td>\n",
  751. " <td>BC79001517C526F111DF4829B4655F7B</td>\n",
  752. " <td>Наушники AUDIO-TECHNICA ATH-T200 [накл; закр; ...</td>\n",
  753. " <td>B24E00155D030B1F11E270E6F5145C40</td>\n",
  754. " <td>0</td>\n",
  755. " </tr>\n",
  756. " <tr>\n",
  757. " <th>29</th>\n",
  758. " <td>8064001E6728A5A411E46B9A17508534</td>\n",
  759. " <td>Наушники Audio-Technica ATH-T300</td>\n",
  760. " <td>B3AD001517C526F011E0667F6047D739</td>\n",
  761. " <td>Наушники AUDIO-TECHNICA ATH-T300 [накладные; з...</td>\n",
  762. " <td>B24E00155D030B1F11E270E6F5145C40</td>\n",
  763. " <td>0</td>\n",
  764. " </tr>\n",
  765. " <tr>\n",
  766. " <th>...</th>\n",
  767. " <td>...</td>\n",
  768. " <td>...</td>\n",
  769. " <td>...</td>\n",
  770. " <td>...</td>\n",
  771. " <td>...</td>\n",
  772. " <td>...</td>\n",
  773. " </tr>\n",
  774. " <tr>\n",
  775. " <th>249970</th>\n",
  776. " <td>824D00155D03330F11E79E8319A4FDBB</td>\n",
  777. " <td>Электрогриль Polaris PGP 0903 2000Вт графит</td>\n",
  778. " <td>80A700155D03330D11E80250762D1CF3</td>\n",
  779. " <td>Гриль Polaris PGP 0903 серебристый [2000 Вт; т...</td>\n",
  780. " <td>AC0B00155D03361B11E563218CB9E935</td>\n",
  781. " <td>0</td>\n",
  782. " </tr>\n",
  783. " <tr>\n",
  784. " <th>249971</th>\n",
  785. " <td>824D00155D03330F11E79E8319A4FDBC</td>\n",
  786. " <td>Пылесос-робот Polaris PVCR 0510 черный</td>\n",
  787. " <td>877900155D03330D11E75D2481F0D08F</td>\n",
  788. " <td>Робот-пылесос Polaris PVCR 0510</td>\n",
  789. " <td>8AE700155D03361B11E4D291CD7FD0C1</td>\n",
  790. " <td>0</td>\n",
  791. " </tr>\n",
  792. " <tr>\n",
  793. " <th>249972</th>\n",
  794. " <td>824D00155D03330F11E79E8319A4FDBD</td>\n",
  795. " <td>Фен Polaris PHD 1215T 1000Вт черный</td>\n",
  796. " <td>AB3B00155D03330D11E72AF356841A31</td>\n",
  797. " <td>Фен Polaris PHD 1215T Черный</td>\n",
  798. " <td>9B8500155D030B1F11E2D896F5BE1C75</td>\n",
  799. " <td>0</td>\n",
  800. " </tr>\n",
  801. " <tr>\n",
  802. " <th>249973</th>\n",
  803. " <td>824D00155D03330F11E79E8319A4FDC2</td>\n",
  804. " <td>Микросистема Pioneer X-SMC02-W белый 20Вт/CD/C...</td>\n",
  805. " <td>938D00155D03330D11E7A1943AD41513</td>\n",
  806. " <td>Микросистема Pioneer X-SMC02-B [CD; 2*10Вт; FM...</td>\n",
  807. " <td>AEA100155D03120211E3F0367DFCB376</td>\n",
  808. " <td>1</td>\n",
  809. " </tr>\n",
  810. " <tr>\n",
  811. " <th>249974</th>\n",
  812. " <td>824D00155D03330F11E79E8319A4FDC2</td>\n",
  813. " <td>Микросистема Pioneer X-SMC02-W белый 20Вт/CD/C...</td>\n",
  814. " <td>938D00155D03330D11E7A1944B90A8D5</td>\n",
  815. " <td>Микросистема Pioneer X-SMC02-W [CD; 2*10Вт; FM...</td>\n",
  816. " <td>AEA100155D03120211E3F0367DFCB376</td>\n",
  817. " <td>1</td>\n",
  818. " </tr>\n",
  819. " <tr>\n",
  820. " <th>249975</th>\n",
  821. " <td>824D00155D03330F11E79E8319A4FDC4</td>\n",
  822. " <td>Морозильная камера Candy CTU 482 WH белый</td>\n",
  823. " <td>B0F300155D03361B11E5581B5C42FDE7</td>\n",
  824. " <td>Морозильный шкаф Candy CTU 482WH RU [полок - 3...</td>\n",
  825. " <td>A9DB00155D03120211E36D1B86DC18EE</td>\n",
  826. " <td>0</td>\n",
  827. " </tr>\n",
  828. " <tr>\n",
  829. " <th>249976</th>\n",
  830. " <td>824D00155D03330F11E79E8319A4FDC5</td>\n",
  831. " <td>Морозильная камера Candy CTU 540 XH серебристый</td>\n",
  832. " <td>B0F300155D03361B11E5581B5C42FDE8</td>\n",
  833. " <td>Морозильный шкаф Candy CTU 540XH RU [4 ящика/о...</td>\n",
  834. " <td>A9DB00155D03120211E36D1B86DC18EE</td>\n",
  835. " <td>0</td>\n",
  836. " </tr>\n",
  837. " <tr>\n",
  838. " <th>249977</th>\n",
  839. " <td>824D00155D03330F11E79E8319A4FDC6</td>\n",
  840. " <td>Монитор Philips 23.8? 243V7QJABF (00/01) черны...</td>\n",
  841. " <td>9D50001E67B39F3311E7969C2B13E74A</td>\n",
  842. " <td>Монитор Philips 23.8\" 243V7QJABF(00/01) [ZF; I...</td>\n",
  843. " <td>B24E00155D030B1F11E270E6FD72105A</td>\n",
  844. " <td>0</td>\n",
  845. " </tr>\n",
  846. " <tr>\n",
  847. " <th>249978</th>\n",
  848. " <td>824D00155D03330F11E79E8319A4FDC7</td>\n",
  849. " <td>Морозильный ларь Candy CCFA 100/1 белый</td>\n",
  850. " <td>938D00155D03330D11E799B6A5E7F0EC</td>\n",
  851. " <td>Морозильный ларь Candy CCFA 100/1 RU [102л/руч...</td>\n",
  852. " <td>90BF00155D03120211E47ABF5566F2A6</td>\n",
  853. " <td>0</td>\n",
  854. " </tr>\n",
  855. " <tr>\n",
  856. " <th>249979</th>\n",
  857. " <td>824D00155D03330F11E79E8319A4FDC8</td>\n",
  858. " <td>Морозильный ларь Candy CCFE 300/1 белый</td>\n",
  859. " <td>938D00155D03330D11E799B70067D333</td>\n",
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  1009. " <th>249996</th>\n",
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  1018. " <th>249997</th>\n",
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  1027. " <th>249998</th>\n",
  1028. " <td>824D00155D03330F11E79E8319A4FE05</td>\n",
  1029. " <td>Блендер погружной Braun MQ5045 Aperitive 750Вт...</td>\n",
  1030. " <td>880200155D03361B11E4D9A46137DE3C</td>\n",
  1031. " <td>Блендер Braun MQ 5045 WH белый [750 Вт; скорос...</td>\n",
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  1036. " <th>249999</th>\n",
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  1038. " <td>Сушка для фруктов и овощей Scarlett SC-FD42100...</td>\n",
  1039. " <td>A79800155D03330D11E73E78BBDC009B</td>\n",
  1040. " <td>Сушилка для овощей и фруктов Scarlett SC-FD421...</td>\n",
  1041. " <td>AC0B00155D03361B11E563218CB9E938</td>\n",
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  1046. "<p>248622 rows × 6 columns</p>\n",
  1047. "</div>"
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  1049. "text/plain": [
  1050. " opp_product_id \\\n",
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  1112. "\n",
  1113. " opp_product_description \\\n",
  1114. "0 Фотокамера NIKON D750 Body \n",
  1115. "1 Портативная акустика Sony SRS-BTV5W; белый\" \n",
  1116. "2 Портативная акустика Sony SRS-BTV5W; белый\" \n",
  1117. "3 Монопод Sony VCT-AMP1 для Action Cam\" \n",
  1118. "4 Портативная акустика Sony SRS-BTV5B; черный\" \n",
  1119. "5 Портативная акустика Sony SRS-BTV5B; черный\" \n",
  1120. "6 Моноблок HP Pro 3520 20\" HD Cel G1610 (2.6)/4G... \n",
  1121. "7 Acer Extensa 15EX2510G-54TK i5 4210U/4/500/DVD... \n",
  1122. "8 Acer Extensa EX2510G-345E i3-4005U/4Gb/500Gb/G... \n",
  1123. "9 ASUS <USB-BT400> Bluetooth 4.0 USB Adapter \n",
  1124. "10 Телевизор LED Supra 32\" STV-LC32T410WL \n",
  1125. "11 Lomond A5; 230г/м2; 50 листов; глянцевая \n",
  1126. "12 Холодильник Indesit BIA 181 NF C \n",
  1127. "13 Холодильник двухкамерный BEKO CN 327120 белый \n",
  1128. "14 Холодильник двухкамерный BEKO CN 327120 белый \n",
  1129. "15 Холодильник двухкамерный Shivaki SHRF-152DS се... \n",
  1130. "16 Машина посудомоечная Bosch SPV 40E10RU \n",
  1131. "17 Hannah Montana: The Movie Игра для Nintendo WI... \n",
  1132. "18 Spongebob Squigglepants Игра для Nintendo 3DS ... \n",
  1133. "19 RD-608 Овощечистка Mocco&Latte Rondell \n",
  1134. "20 Набор посуды TalleR TR-1033 \n",
  1135. "21 Набор посуды TalleR TR-1071 \n",
  1136. "22 Набор посуды TalleR TR-7120 \n",
  1137. "23 Телевизор LED 22\" BBK 22LEM-3082/FT2C черный \n",
  1138. "24 Фотоаппарат Canon PowerShot SX520 HS Black <16... \n",
  1139. "25 Фотоаппарат Nikon Coolpix S6900 Черный \n",
  1140. "26 Фотоаппарат Nikon Coolpix S6900 Черный \n",
  1141. "27 Телевизор LED 22\" BBK 22LEM-1006/FT2C черный \n",
  1142. "28 Наушники Audio-Technica ATH-T200 \n",
  1143. "29 Наушники Audio-Technica ATH-T300 \n",
  1144. "... ... \n",
  1145. "249970 Электрогриль Polaris PGP 0903 2000Вт графит \n",
  1146. "249971 Пылесос-робот Polaris PVCR 0510 черный \n",
  1147. "249972 Фен Polaris PHD 1215T 1000Вт черный \n",
  1148. "249973 Микросистема Pioneer X-SMC02-W белый 20Вт/CD/C... \n",
  1149. "249974 Микросистема Pioneer X-SMC02-W белый 20Вт/CD/C... \n",
  1150. "249975 Морозильная камера Candy CTU 482 WH белый \n",
  1151. "249976 Морозильная камера Candy CTU 540 XH серебристый \n",
  1152. "249977 Монитор Philips 23.8? 243V7QJABF (00/01) черны... \n",
  1153. "249978 Морозильный ларь Candy CCFA 100/1 белый \n",
  1154. "249979 Морозильный ларь Candy CCFE 300/1 белый \n",
  1155. "249980 Морозильный ларь Candy CCFE 300/1 белый \n",
  1156. "249981 Морозильный ларь Candy CCFA 200 белый \n",
  1157. "249982 Материнская плата Asrock J3710-ITX mini-ITX AC... \n",
  1158. "249983 Холодильник Shivaki SDR-082T темное дерево (од... \n",
  1159. "249984 Мясорубка Sinbo SHB 3131 1500Вт белый \n",
  1160. "249985 Монитор Benq 23.8? GW2480 черный IPS LED 5ms 1... \n",
  1161. "249986 Перфоратор Bosch GBH-240 патрон:SDS-plus уд.:2... \n",
  1162. "249987 Перфоратор Bosch GBH-240 патрон:SDS-plus уд.:2... \n",
  1163. "249988 Перфоратор Bosch GBH 2-24 DFR патрон:SDS-plus ... \n",
  1164. "249989 Телевизор LED Telefunken 48? TF-LED48S39T2S че... \n",
  1165. "249990 Телевизор LED Supra 24? STV-LC24T882WL серебри... \n",
  1166. "249991 Наушники с микрофоном Logitech G233 Prodigy че... \n",
  1167. "249992 МФУ лазерный Brother DCP-L8410CDW (DCPL8410CDW... \n",
  1168. "249993 Плита Электрическая Gorenje EC5121WF белый \n",
  1169. "249994 Плита Электрическая Gorenje E5121WH-B белый эмаль \n",
  1170. "249995 Плита Электрическая Gorenje EC5113WG белый сте... \n",
  1171. "249996 Плита Электрическая Gorenje EC5121WG-B белый с... \n",
  1172. "249997 Плита Электрическая Gorenje EC5341SC серебрист... \n",
  1173. "249998 Блендер погружной Braun MQ5045 Aperitive 750Вт... \n",
  1174. "249999 Сушка для фруктов и овощей Scarlett SC-FD42100... \n",
  1175. "\n",
  1176. " dns_product_id \\\n",
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  1207. "... ... \n",
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  1222. "249984 938D00155D03330D11E787B62D46FD4E \n",
  1223. "249985 A42C001E67B39F3311E78229912D6D57 \n",
  1224. "249986 A0BB00155D03330D11E76051AEDD287C \n",
  1225. "249987 B860005056A615EF11E2D953808D71B2 \n",
  1226. "249988 A0BB00155D03330D11E76051AEDD287D \n",
  1227. "249989 90C500155D03330711E652CABE598587 \n",
  1228. "249990 B44900155D03330D11E6E8FD68C2B0AE \n",
  1229. "249991 8FD000155D03330D11E7677AA5DDCFCE \n",
  1230. "249992 877900155D03330D11E75D581A745CFC \n",
  1231. "249993 A5D200155D03330D11E780C71EF8F436 \n",
  1232. "249994 A5D200155D03330D11E780C8126ADC20 \n",
  1233. "249995 A5D200155D03330D11E780C831DC13C0 \n",
  1234. "249996 AF6300155D03330D11E7781DCC0E8A95 \n",
  1235. "249997 A5D200155D03330D11E780C9115D5B84 \n",
  1236. "249998 880200155D03361B11E4D9A46137DE3C \n",
  1237. "249999 A79800155D03330D11E73E78BBDC009B \n",
  1238. "\n",
  1239. " dns_product_description \\\n",
  1240. "0 Зеркальная камера Nikon D750 Body (24.3MP/6016... \n",
  1241. "1 Колонка портативная Sony SRS-BTV5 [1x 1.2 Вт; ... \n",
  1242. "2 [174544] Колонка SONY SRS-BTV5; белая \n",
  1243. "3 Монопод для экшн-камер Sony VCT-AMP1 \n",
  1244. "4 Колонка портативная Sony SRS-BTV5 [1x 1.2 Вт; ... \n",
  1245. "5 [174544] Колонка SONY SRS-BTV5; белая \n",
  1246. "6 20\" Моноблок HP Pro 3520 (HD) Cel G1610/4Gb/50... \n",
  1247. "7 15.6\" Ноутбук Acer Extensa EX2510G-54TK (HD) i... \n",
  1248. "8 15.6\" Ноутбук Acer Extensa EX2510G-345E (HD) i... \n",
  1249. "9 Bluetooth-адаптер ASUS USB-BT400 USB; v 4.0; 10м \n",
  1250. "10 Телевизор LED 32\" (81 см) Supra STV-LC32T410WL... \n",
  1251. "11 Фотобумага Lomond A5 230 г/м глянцевая (50 л) ... \n",
  1252. "12 Холодильник INDESIT BIA 181 NF C [Нижняя мороз... \n",
  1253. "13 Холодильник BEKO CN 327120 S [НМК/No Frost/249... \n",
  1254. "14 Холодильник BEKO CN 327120 [НМК/No Frost/256л/... \n",
  1255. "15 Холодильник SHIVAKI SHRF-152DS [Нижняя морозил... \n",
  1256. "16 Встраиваемая посудомоечная машина Bosch SPV 40... \n",
  1257. "17 Hannah Montana: The Movie Игра для Nintendo WI... \n",
  1258. "18 Spongebob Squigglepants Игра для Nintendo 3DS ... \n",
  1259. "19 Овощечистка Rondell Mocco&Latte RD-608 [нержав... \n",
  1260. "20 Набор посуды Taller TR-1033 Галлант [кастрюля:... \n",
  1261. "21 Набор посуды Taller TR-1071 Льюис [кастрюля: 5... \n",
  1262. "22 Набор посуды Taller TR-7120 Бригг [кастрюля: 5... \n",
  1263. "23 Телевизор LED 22\" (55 см) BBK 22LEM-3082 [FHD;... \n",
  1264. "24 Компактная камера Canon PowerShot SX520 HS (16... \n",
  1265. "25 Компактная камера Nikon S6900 Black (16MP/4608... \n",
  1266. "26 Компактная камера Nikon S6900 White (16MP/4608... \n",
  1267. "27 Телевизор LED 22\" (55 см) BBK 22LEM-1006 [FHD;... \n",
  1268. "28 Наушники AUDIO-TECHNICA ATH-T200 [накл; закр; ... \n",
  1269. "29 Наушники AUDIO-TECHNICA ATH-T300 [накладные; з... \n",
  1270. "... ... \n",
  1271. "249970 Гриль Polaris PGP 0903 серебристый [2000 Вт; т... \n",
  1272. "249971 Робот-пылесос Polaris PVCR 0510 \n",
  1273. "249972 Фен Polaris PHD 1215T Черный \n",
  1274. "249973 Микросистема Pioneer X-SMC02-B [CD; 2*10Вт; FM... \n",
  1275. "249974 Микросистема Pioneer X-SMC02-W [CD; 2*10Вт; FM... \n",
  1276. "249975 Морозильный шкаф Candy CTU 482WH RU [полок - 3... \n",
  1277. "249976 Морозильный шкаф Candy CTU 540XH RU [4 ящика/о... \n",
  1278. "249977 Монитор Philips 23.8\" 243V7QJABF(00/01) [ZF; I... \n",
  1279. "249978 Морозильный ларь Candy CCFA 100/1 RU [102л/руч... \n",
  1280. "249979 Морозильный ларь CANDY CCFE 300/1 RU [295л/руч... \n",
  1281. "249980 Морозильный ларь CANDY CCFE 300 RU [283л/ручно... \n",
  1282. "249981 Морозильный ларь CANDY CCFA 200 RU [203л/ручно... \n",
  1283. "249982 Плата Asrock Pentium J3710 J3710-ITX 2хSODIMM ... \n",
  1284. "249983 Холодильник SHIVAKI SDR-082T [Однодверный (с м... \n",
  1285. "249984 Мясорубка Sinbo SHB 3131 белый [800 Вт; 1.5 кг... \n",
  1286. "249985 Монитор BenQ 23.8\" GW2480 [ZF; IPS; 1920x1080;... \n",
  1287. "249986 Перфоратор Bosch GBH 2-24 DRE [SDS-Plus; 790 В... \n",
  1288. "249987 Перфоратор Bosch GBH2-24D [790 Вт; 920 об/мин;... \n",
  1289. "249988 Перфоратор Bosch GBH 2-24 DFR [SDS-Plus; 790 В... \n",
  1290. "249989 Телевизор LED 48\" (121 см) Telefunken TF-LED48... \n",
  1291. "249990 Телевизор LED 24\" (60 см) Supra STV-LC24T882WL... \n",
  1292. "249991 Наушники Logitech G233 Prodigy [охватывающие; ... \n",
  1293. "249992 МФУ Brother DCP-L8410CDWR (Принтер/ Сканер/ К... \n",
  1294. "249993 Электрическая плита Gorenje EC5121WF [50 см; с... \n",
  1295. "249994 Электрическая плита Gorenje E5121WH-B [50 см; ... \n",
  1296. "249995 Электрическая плита Gorenje EC5113WG [50 см; с... \n",
  1297. "249996 Электрическая плита Gorenje EC5121WG-B [50 см;... \n",
  1298. "249997 Электрическая плита Gorenje EC5341SC [50 см; с... \n",
  1299. "249998 Блендер Braun MQ 5045 WH белый [750 Вт; скорос... \n",
  1300. "249999 Сушилка для овощей и фруктов Scarlett SC-FD421... \n",
  1301. "\n",
  1302. " category_id type \n",
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  1304. "1 B7EC00155D030B1F11E2796E0882E52A 1 \n",
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  1316. "13 9B8500155D030B1F11E2D896F5BE1C59 1 \n",
  1317. "14 9B8500155D030B1F11E2D896F5BE1C59 0 \n",
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  1327. "24 B24E00155D030B1F11E270E6FD721035 0 \n",
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  1329. "26 B24E00155D030B1F11E270E6FD721035 1 \n",
  1330. "27 B24E00155D030B1F11E270E6F5145C21 0 \n",
  1331. "28 B24E00155D030B1F11E270E6F5145C40 0 \n",
  1332. "29 B24E00155D030B1F11E270E6F5145C40 0 \n",
  1333. "... ... ... \n",
  1334. "249970 AC0B00155D03361B11E563218CB9E935 0 \n",
  1335. "249971 8AE700155D03361B11E4D291CD7FD0C1 0 \n",
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  1337. "249973 AEA100155D03120211E3F0367DFCB376 1 \n",
  1338. "249974 AEA100155D03120211E3F0367DFCB376 1 \n",
  1339. "249975 A9DB00155D03120211E36D1B86DC18EE 0 \n",
  1340. "249976 A9DB00155D03120211E36D1B86DC18EE 0 \n",
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  1344. "249980 90BF00155D03120211E47ABF5566F2A6 0 \n",
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  1347. "249983 877900155D03330D11E75D6471C25FF1 0 \n",
  1348. "249984 9B8500155D030B1F11E2D896F5BE1C80 0 \n",
  1349. "249985 B24E00155D030B1F11E270E6FD72105A 0 \n",
  1350. "249986 8D4300155D03120211E437D22C281488 0 \n",
  1351. "249987 8D4300155D03120211E437D22C281488 0 \n",
  1352. "249988 8D4300155D03120211E437D22C281488 0 \n",
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  1357. "249993 9B8500155D030B1F11E2D896F5BE1C5A 0 \n",
  1358. "249994 9B8500155D030B1F11E2D896F5BE1C5A 0 \n",
  1359. "249995 9B8500155D030B1F11E2D896F5BE1C5A 0 \n",
  1360. "249996 9B8500155D030B1F11E2D896F5BE1C5A 0 \n",
  1361. "249997 9B8500155D030B1F11E2D896F5BE1C5A 0 \n",
  1362. "249998 A9DB00155D03120211E36D0DA7F2FFFA 0 \n",
  1363. "249999 AC0B00155D03361B11E563218CB9E938 0 \n",
  1364. "\n",
  1365. "[248622 rows x 6 columns]"
  1366. ]
  1367. },
  1368. "execution_count": 8,
  1369. "metadata": {},
  1370. "output_type": "execute_result"
  1371. }
  1372. ],
  1373. "source": [
  1374. "df1"
  1375. ]
  1376. },
  1377. {
  1378. "cell_type": "code",
  1379. "execution_count": 9,
  1380. "metadata": {},
  1381. "outputs": [],
  1382. "source": [
  1383. "desc1 = df1[\"opp_product_description\"][::20]"
  1384. ]
  1385. },
  1386. {
  1387. "cell_type": "code",
  1388. "execution_count": 10,
  1389. "metadata": {},
  1390. "outputs": [
  1391. {
  1392. "data": {
  1393. "text/plain": [
  1394. "0 Фотокамера NIKON D750 Body\n",
  1395. "20 Набор посуды TalleR TR-1033\n",
  1396. "40 Телевизор LED 32\" BBK 32LEM-1008/T2C черный\n",
  1397. "60 Мясорубка Moulinex ME 630139\n",
  1398. "81 Планшет Apple iPad Air 2 16 GB+WI-FI+4G LTE Sp...\n",
  1399. "Name: opp_product_description, dtype: object"
  1400. ]
  1401. },
  1402. "execution_count": 10,
  1403. "metadata": {},
  1404. "output_type": "execute_result"
  1405. }
  1406. ],
  1407. "source": [
  1408. "desc1.head()\n"
  1409. ]
  1410. },
  1411. {
  1412. "cell_type": "code",
  1413. "execution_count": 11,
  1414. "metadata": {},
  1415. "outputs": [],
  1416. "source": [
  1417. "testY1 = df1[\"category_id\"][::20]"
  1418. ]
  1419. },
  1420. {
  1421. "cell_type": "code",
  1422. "execution_count": 14,
  1423. "metadata": {},
  1424. "outputs": [],
  1425. "source": [
  1426. "testX1 = cnt_vec.transform(desc1)"
  1427. ]
  1428. },
  1429. {
  1430. "cell_type": "code",
  1431. "execution_count": 16,
  1432. "metadata": {},
  1433. "outputs": [
  1434. {
  1435. "data": {
  1436. "text/plain": [
  1437. "0.638030888030888"
  1438. ]
  1439. },
  1440. "execution_count": 16,
  1441. "metadata": {},
  1442. "output_type": "execute_result"
  1443. }
  1444. ],
  1445. "source": [
  1446. "forest.score(testX1, testY1)"
  1447. ]
  1448. },
  1449. {
  1450. "cell_type": "code",
  1451. "execution_count": null,
  1452. "metadata": {},
  1453. "outputs": [],
  1454. "source": []
  1455. }
  1456. ],
  1457. "metadata": {
  1458. "kernelspec": {
  1459. "display_name": "Python 2",
  1460. "language": "python",
  1461. "name": "python2"
  1462. },
  1463. "language_info": {
  1464. "codemirror_mode": {
  1465. "name": "ipython",
  1466. "version": 2
  1467. },
  1468. "file_extension": ".py",
  1469. "mimetype": "text/x-python",
  1470. "name": "python",
  1471. "nbconvert_exporter": "python",
  1472. "pygments_lexer": "ipython2",
  1473. "version": "2.7.15"
  1474. }
  1475. },
  1476. "nbformat": 4,
  1477. "nbformat_minor": 2
  1478. }
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