Machine Learning Final Project.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from bs4 import BeautifulSoup\n",
    "import bs4\n",
    "import requests\n",
    "import json\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chelsea 1\n",
      "Tottenham Hotspur 2\n",
      "Manchester City 3\n",
      "Liverpool 4\n",
      "Everton 5\n",
      "Manchester United 6\n",
      "Arsenal 7\n",
      "West Bromwich Albion 8\n",
      "Southampton 9\n",
      "Watford 10\n",
      "Stoke City 11\n",
      "Leicester City 12\n",
      "West Ham United 13\n",
      "Burnley 14\n",
      "Crystal Palace 15\n",
      "AFC Bournemouth 16\n",
      "Hull City 17\n",
      "Swansea City 18\n",
      "Middlesbrough 19\n",
      "Sunderland 20\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:12: UnicodeWarning: Unicode unequal comparison failed to convert both arguments to Unicode - interpreting them as being unequal\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:41: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n"
     ]
    }
   ],
   "source": [
    "# Downloading and parsing the data into a Python dict\n",
    "\n",
    "team_dict = {}\n",
    "\n",
    "url = 'http://www.espnfc.com/barclays-premier-league/23/table'\n",
    "r  = requests.get(url)\n",
    "soup = BeautifulSoup(r.text, 'html.parser') \n",
    "# Note: html5lib deals better with broken html than lxml\n",
    "\n",
    "for td in soup.findAll('td', { 'class' : 'pos' }):\n",
    "    rank = int(td.text)\n",
    "    res = [i.text for i in td.next_siblings if isinstance(i, bs4.element.Tag) and i.text!='\\xa0']\n",
    "    team_name = res[0].strip()\n",
    "    print team_name, rank\n",
    "    \n",
    "    values = []\n",
    "    for i in res[1:]:\n",
    "        a = i.replace(u'\\xa0', '0')\n",
    "        values.append(int(a))\n",
    "    \n",
    "    team_dict[team_name] = [rank] + values\n",
    "\n",
    "\n",
    "for i in team_dict:\n",
    "    remove_val = [1, 8, 14, 20]\n",
    "    team = team_dict[i]\n",
    "    shift = 0 \n",
    "    for j in remove_val:\n",
    "       \n",
    "        team.pop(j + shift)\n",
    "        shift = shift - 1\n",
    "    \n",
    "    \n",
    "\n",
    "\n",
    "df = pd.DataFrame.from_dict(team_dict, orient='index')\n",
    "cols = ['Pos','P_ov','W_ov','D_ov','L_ov','F_ov','A_ov',\n",
    "            'W_hm','D_hm','L_hm','F_hm','A_hm', 'W_aw',\n",
    "            'D_aw','L_aw','F_aw','A_aw','GD','PTS']\n",
    "df.columns = cols\n",
    "df = df.sort('Pos')\n",
    "df['team'] = df.index\n",
    "df = df[['team']+cols]\n",
    "df\n",
    "\n",
    "\n",
    "df.to_csv('./fantasyfootballscout.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{1: u'Ospina', 2: u'Cech', 3: u'Koscielny', 4: u'Mertesacker', 5: u'Gabriel', 6: u'Beller\\xedn', 7: u'Gibbs', 8: u'Debuchy', 9: u'Jenkinson', 10: u'Monreal', 11: u'Chambers', 12: u'S\\xe1nchez', 13: u'Walcott', 14: u'\\xd6zil', 15: u'Cazorla', 16: u'Ramsey', 17: u'Wilshere', 18: u'Chamberlain', 19: u'Gnabry', 20: u'Coquelin', 21: u'Iwobi', 22: u'Elneny', 23: u'Campbell', 24: u'Xhaka', 25: u'Giroud', 26: u'Welbeck', 27: u'Sanogo', 28: u'Asano', 29: u'Boruc', 30: u'Federici', 31: u'Francis', 32: u'Cook', 33: u'Daniels', 34: u'Smith', 35: u'Mings', 36: u'Ak\\xe9', 37: u'Arter', 38: u'Pugh', 39: u'Surman', 40: u\"O'Kane\", 41: u'MacDonald', 42: u'Stanislas', 43: u'Gosling', 44: u'Gradel', 45: u'Hyndman', 46: u'Ibe', 47: u'Cook', 48: u'King', 49: u'Callum Wilson', 50: u'Rantie', 51: u'Grabban', 52: u'Afobe', 53: u'Mousset', 54: u'Heaton', 55: u'Lowton', 56: u'Mee', 57: u'Ward', 58: u'Keane', 59: u'Tarkowski', 60: u'Darikwa', 61: u'Jones', 62: u'Boyd', 63: u'Arfield', 64: u'Marney', 65: u'Ulvestad', 66: u'Kightly', 67: u'Vokes', 68: u'Gray', 69: u'Jutkiewicz', 70: u'Barnes', 71: u'Hennings', 72: u'Long', 73: u'Courtois', 74: u'Begovic', 75: u'Terry', 76: u'Ivanovic', 77: u'Azpilicueta', 78: u'Cahill', 79: u'Zouma', 80: u'Baba Rahman', 81: u'Miazga', 82: u'Hazard', 83: u'F\\xe0bregas', 84: u'Oscar', 85: u'Cuadrado', 86: u'Willian', 87: u'Matic', 88: u'Loftus-Cheek', 89: u'Mikel', 90: u'Pedro', 91: u'Traore', 92: u'Moses', 93: u'Van Ginkel', 94: u'Kenedy', 95: u'Kant\\xe9', 96: u'Batshuayi', 97: u'Costa', 98: u'Remy', 99: u'Speroni', 100: u'Hennessey', 101: u'McCarthy', 102: u'Mandanda', 103: u'Tomkins', 104: u'Dann', 105: u'Ward', 106: u'Kelly', 107: u'Delaney', 108: u'Souar\\xe9', 109: u'Bolasie', 110: u'Puncheon', 111: u'Zaha', 112: u'Jedinak', 113: u'Ledley', 114: u'McArthur', 115: u'Mutch', 116: u'Williams', 117: u'Lee Chung-yong', 118: u'Cabaye', 119: u'Sako', 120: u'Townsend', 121: u'Campbell', 122: u'Wickham', 123: u'Robles', 124: u'Stekelenburg', 125: u'Baines', 126: u'Coleman', 127: u'Jagielka', 128: u'Stones', 129: u'Galloway', 130: u'Browning', 131: u'Pennington', 132: u'Funes Mori', 133: u'Mirallas', 134: u'Barkley', 135: u'Cleverley', 136: u'McCarthy', 137: u'Barry', 138: u'Gibson', 139: u'Besic', 140: u'Oviedo', 141: u'Deulofeu', 142: u'Lennon', 143: u'Lukaku', 144: u'Kon\\xe9', 145: u'Niasse', 146: u'McGregor', 147: u'Jakupovic', 148: u'Lenihan', 149: u'Davies', 150: u'Dawson', 151: u'Odubajo', 152: u'Robertson', 153: u'Maguire', 154: u'Bruce', 155: u'Snodgrass', 156: u'Clucas', 157: u'Livermore', 158: u'Elmohamady', 159: u'Diam\\xe9', 160: u'Huddlestone', 161: u'Meyler', 162: u'Maloney', 163: u'Hern\\xe1ndez', 164: u'Diomande', 165: u'Schmeichel', 166: u'Zieler', 167: u'Morgan', 168: u'Fuchs', 169: u'Schlupp', 170: u'Wasilewski', 171: u'de Laet', 172: u'Simpson', 173: u'Huth', 174: u'Benalouane', 175: u'Hern\\xe1ndez', 176: u'Mahrez', 177: u'Albrighton', 178: u'King', 179: u'Drinkwater', 180: u'Inler', 181: u'Gray', 182: u'Amartey', 183: u'Mendy', 184: u'Vardy', 185: u'Ulloa', 186: u'Okazaki', 187: u'Musa', 188: u'Mignolet', 189: u'Karius', 190: u'Sakho', 191: u'Lovren', 192: u'Moreno', 193: u'Clyne', 194: u'Flanagan', 195: u'Gomez', 196: u'Randall', 197: u'Smith', 198: u'Stewart', 199: u'Matip', 200: u'Lucas', 201: u'Henderson', 202: u'Allen', 203: u'Coutinho', 204: u'Can', 205: u'Lallana', 206: u'Markovic', 207: u'Sheyi Ojo', 208: u'Milner', 209: u'Firmino', 210: u'Brannagan', 211: u'Chirivella', 212: u'Man\\xe9', 213: u'Christian Benteke', 214: u'Sturridge', 215: u'Balotelli', 216: u'Ings', 217: u'Origi', 218: u'Hart', 219: u'Caballero', 220: u'Kolarov', 221: u'Zabaleta', 222: u'Kompany', 223: u'Clichy', 224: u'Sagna', 225: u'Mangala', 226: u'Otamendi', 227: u'Delph', 228: u'Sterling', 229: u'Nasri', 230: u'Silva', 231: u'Yaya Tour\\xe9', 232: u'Navas', 233: u'Fernandinho', 234: u'Fernando', 235: u'De Bruyne', 236: u'G\\xfcndogan', 237: u'Nolito', 238: u'Zinchenko', 239: u'Ag\\xfcero', 240: u'Bony', 241: u'Iheanacho', 242: u'de Gea', 243: u'Romero', 244: u'Smalling', 245: u'Jones', 246: u'Varela', 247: u'Shaw', 248: u'Rojo', 249: u'McNair', 250: u'Valencia', 251: u'Darmian', 252: u'Borthwick-Jackson', 253: u'Fosu-Mensah', 254: u'Blind', 255: u'Bailly', 256: u'Mata', 257: u'Fellaini', 258: u'Depay', 259: u'Carrick', 260: u'Young', 261: u'Januzaj', 262: u'Herrera', 263: u'Pereira', 264: u'Schneiderlin', 265: u'Schweinsteiger', 266: u'Lingard', 267: u'Martial', 268: u'Mkhitaryan', 269: u'Rooney', 270: u'Wilson', 271: u'Rashford', 272: u'Ibrahimovic', 273: u'Konstantopoulos', 274: u'Vald\\xe9s', 275: u'Ayala', 276: u'Friend', 277: u'Fry', 278: u'Gibson', 279: u'Nsue', 280: u'Bernardo', 281: u'Adomah', 282: u'Downing', 283: u'Clayton', 284: u'Leadbitter', 285: u'Reach', 286: u'Forshaw', 287: u'De Pena', 288: u'de Sart', 289: u'Fischer', 290: u'de Roon', 291: u'Nugent', 292: u'Rhodes', 293: u'Stuani', 294: u'Forster', 295: u'Gazzaniga', 296: u'Bertrand', 297: u'Fonte', 298: u'Yoshida', 299: u'Targett', 300: u'Gardos', 301: u'C\\xe9dric', 302: u'Martina', 303: u'van Dijk', 304: u'Redmond', 305: u'Davis', 306: u'Ward-Prowse', 307: u'Reed', 308: u'Tadic', 309: u'Clasie', 310: u'Oriol Romeu', 311: u'Rodriguez', 312: u'H\\xf8jbjerg', 313: u'Long', 314: u'Austin', 315: u'Given', 316: u'Butland', 317: u'Haugaard', 318: u'Shawcross', 319: u'Marc Wilson', 320: u'Cameron', 321: u'Pieters', 322: u'Muniesa', 323: u'Bardsley', 324: u'Wollscheid', 325: u'Johnson', 326: u'Teixeira', 327: u'Ireland', 328: u'Adam', 329: u'Whelan', 330: u'Walters', 331: u'Arnautovic', 332: u'Afellay', 333: u'Shaqiri', 334: u'Imbula', 335: u'Bojan', 336: u'Crouch', 337: u'Diouf', 338: u'Joselu', 339: u'Mannone', 340: u'Pickford', 341: u'Kaboul', 342: u\"O'Shea\", 343: u'Jones', 344: u'van Aanholt', 345: u'Matthews', 346: u'Kon\\xe9', 347: u'Kirchhoff', 348: u'Cattermole', 349: u'Larsson', 350: u'Rodwell', 351: u'Lens', 352: u'Khazri', 353: u'Watmore', 354: u'Borini', 355: u'Defoe', 356: u'Fabianski', 357: u'Nordfeldt', 358: u'Naughton', 359: u'Williams', 360: u'Taylor', 361: u'Rangel', 362: u'Amat', 363: u'Fern\\xe1ndez', 364: u'Tabanou', 365: u'Kingsley', 366: u'van der Hoorn', 367: u'Cork', 368: u'Sigurdsson', 369: u'Routledge', 370: u'Britton', 371: u'Fulton', 372: u'Ki Sung-yueng', 373: u'Montero', 374: u'Ayew', 375: u'Fer', 376: u'Dyer', 377: u'Gomis', 378: u'Emnes', 379: u'Barrow', 380: u'Lloris', 381: u'Vorm', 382: u'Alderweireld', 383: u'Rose', 384: u'Walker', 385: u'Vertonghen', 386: u'Davies', 387: u'Trippier', 388: u'Wimmer', 389: u'Yedlin', 390: u'Dier', 391: u'Demb\\xe9l\\xe9', 392: u'Chadli', 393: u'Lamela', 394: u'Eriksen', 395: u'Bentaleb', 396: u'Mason', 397: u'Carroll', 398: u'Alli', 399: u'Onomah', 400: u'Wanyama', 401: u'Pritchard', 402: u'Son', 403: u'Kane', 404: u\"N'Jie\", 405: u'Janssen', 406: u'Pantilimon', 407: u'Gomes', 408: u'Cathcart', 409: u'Pr\\xf6dl', 410: u'Paredes', 411: u'Holebas', 412: u'Nyom', 413: u'Britos', 414: u'Kabasele', 415: u'Gu\\xe9dioura', 416: u'Capoue', 417: u'Abdi', 418: u'Watson', 419: u'Anya', 420: u'Behrami', 421: u'Berghuis', 422: u'Amrabat', 423: u'Su\\xe1rez', 424: u'Success', 425: u'Deeney', 426: u'Ighalo', 427: u'Oular\\xe9', 428: u'Sinclair', 429: u'Myhill', 430: u'Foster', 431: u'Evans', 432: u'Olsson', 433: u'Dawson', 434: u'Pocognoli', 435: u'Gamboa', 436: u'McAuley', 437: u'Chester', 438: u'Brunt', 439: u'Fletcher', 440: u'Gardner', 441: u'Morrison', 442: u'Yacob', 443: u'McManaman', 444: u'McClean', 445: u'Leko', 446: u'Phillips', 447: u'Lambert', 448: u'Berahino', 449: u'Rond\\xf3n', 450: u'Adri\\xe1n', 451: u'Randolph', 452: u'Collins', 453: u'Reid', 454: u'Cresswell', 455: u'Oxford', 456: u'Ogbonna', 457: u'Byram', 458: u'Noble', 459: u'Kouyat\\xe9', 460: u'Obiang', 461: u'Payet', 462: u'Lanzini', 463: u'Cullen', 464: u'Antonio', 465: u'Nordtveit', 466: u'Feghouli', 467: u'T\\xf6re', 468: u'Carroll', 469: u'Valencia', 470: u'Sakho', 471: u'Pope', 472: u'Robinson', 473: u'Gudmundsson', 474: u'Klavan', 475: u'Grujic', 476: u'Denayer', 477: u'Barrag\\xe1n', 478: u'Negredo', 479: u'Zu\\xf1iga', 480: u'Hoban', 481: u'Dja Dj\\xe9dj\\xe9', 482: u'Doucour\\xe9', 483: u'Vydra', 484: u'Holding', 485: u'Wijnaldum', 486: u'Sobhi', 487: u'Aina', 488: u'Gueye', 489: u'San\\xe9', 490: u'Guzan', 491: u'Ram\\xedrez', 492: u'Pied', 493: u'Akpom', 494: u'Kaikai', 495: u'Holgate', 496: u'Chilwell', 497: u'Kapustka', 498: u'Angelino', 499: u'Djilobodji', 500: u'Llorente', 501: u'Carter-Vickers', 502: u'Lafferty', 503: u'Pogba', 504: u'Stephens', 505: u'Masuaku', 506: u'Love', 507: u'Bast\\xf3n', 508: u'Ladapo', 509: u'Anderson', 510: u'Wilson', 511: u'Field', 512: u'Davies', 513: u'Winks', 514: u'Olley', 515: u'Clackstone', 516: u'Bowen', 517: u'Kuciak', 518: u'Luer', 519: u'Tymon', 520: u'Gooch', 521: u'Asoro', 522: u'Baptiste', 523: u'Alexander-Arnold', 524: u'Manninger', 525: u'Defour', 526: u'Calleri', 527: u'Fabio', 528: u'Maffeo', 529: u'McGee', 530: u'Chalobah', 531: u\"O'Neill\", 532: u'Josh Robson', 533: u'Pienaar', 534: u'Burke', 535: u'Fletcher', 536: u'Fraser', 537: u'Thomas Robson', 538: u'Manquillo', 539: u'Pereyra', 540: u'Janmaat', 541: u'Bravo', 542: u'Fernandes', 543: u'Boateng', 544: u'Ngoy', 545: u'Hinchcliffe', 546: u'McBurnie', 547: u'Stryjek', 548: u'Rose', 549: u'P\\xe9rez', 550: u'Zaza', 551: u'Boufal', 552: u'Okaka', 553: u'Bamford', 554: u'Marshall', 555: u'Mustafi', 556: u'Mariappa', 557: u'Keane', 558: u'Mawson', 559: u'Ndong', 560: u'Hendrick', 561: u'Alonso', 562: u'Martins Indi', 563: u'Traor\\xe9', 564: u'Pau L\\xf3pez', 565: u'Nkoudou', 566: u'Weir', 567: u'Slimani', 568: u'Arbeloa', 569: u'Mbokani', 570: u'David Luiz', 571: u'Robson-Kanu', 572: u'Sissoko', 573: u'Henriksen', 574: u'Grant', 575: u'Anichebe', 576: u'Flamini', 577: u'Mika', 578: u'Garc\\xeda', 579: u'Jonathan Benteke', 580: u'Fryers', 581: u'Dreher', 582: u'Ejaria', 583: u'Hamer', 584: u'Isgrove', 585: u'Wynter', 586: u'Hesketh', 587: u'Honeyman', 588: u'Reine-Adelaide', 589: u'Olomola', 590: u'Solanke', 591: u'Spiegel', 592: u'McQueen', 593: u'Maitland-Niles', 594: u'Long', 595: u'Calvert-Lewin', 596: u'Hewelt', 597: u'Taylor', 598: u'James', 599: u'Verlinden', 600: u'Allsop', 601: u'Palmer', 602: u'James', 603: u'Woodburn', 604: u'Sims', 605: u'Eleftheriou', 606: u'Phillips', 607: u'Tosin Adarabioyo', 608: u'Pike', 609: u'Browne', 610: u'Quina', 611: u'Husin', 612: u'Wan-Bissaka', 613: u'Maja', 614: u'Harper', 615: u'Ethan Robson', 616: u'Kenny', 617: u'Embleton', 618: u'Rice', 619: u'Rowan', 620: u'Folivi', 621: u'Mason', 622: u'Stewart', 623: u'Lewis', 624: u'Ledger', 625: u'Jesus', 626: u'Barton', 627: u'Lookman', 628: u'Ndidi', 629: u'Gestede', 630: u'Evandro', 631: u'Taylor', 632: u'Narsingh', 633: u'Olsson', 634: u'Elabdellaoui', 635: u'Lescott', 636: u'Z\\xe1rate', 637: u'Niang', 638: u'Ranocchia', 639: u'Arlauskis', 640: u'Brady', 641: u'Westwood', 642: u'Ayew', 643: u'Gabbiadini', 644: u\"N'Diaye\", 645: u'Wagu\\xe9', 646: u'Milivojevic', 647: u'Grosicki', 648: u'Edwards', 649: u'Cargill', 650: u'Hassen', 651: u'Agyei'}\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "#import numpy as np\n",
    "#import matplotlib.pyplot as plt\n",
    "#plt.ioff()\n",
    "\n",
    "url = \"https://fantasy.premierleague.com/drf/bootstrap-static\"\n",
    "r  = requests.get(url)\n",
    "data = json.loads(r.text)\n",
    "all_players = data['elements']\n",
    "\n",
    "player_dict = {}\n",
    "for i in all_players:\n",
    "    player_dict[i['id']] = i['web_name']\n",
    "    \n",
    "\n",
    "\n",
    "del(player_dict[652])\n",
    "del(player_dict[653])\n",
    "del(player_dict[654])\n",
    "del(player_dict[655])\n",
    "del(player_dict[656])\n",
    "del(player_dict[657])\n",
    "del(player_dict[658])\n",
    "del(player_dict[659])\n",
    "del(player_dict[660])\n",
    "del(player_dict[661])\n",
    "del(player_dict[662])\n",
    "\n",
    "print player_dict\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 Ospina\n",
      "25\n",
      "25\n",
      "[0, 0, 0]\n",
      "training time: 0.002 s\n",
      "True\n",
      "2 Cech\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25\n",
      "25\n",
      "[0, 2, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "3 Koscielny\n",
      "25\n",
      "25\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "4 Mertesacker\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25\n",
      "25\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "True\n",
      "5 Gabriel\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25\n",
      "25\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "True\n",
      "6 Bellerín\n",
      "25\n",
      "25\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "True\n",
      "7 Gibbs\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "25\n",
      "25\n",
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      "training time: 0.001 s\n",
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      "8 Debuchy\n"
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      "  DeprecationWarning)\n"
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      "25\n",
      "25\n",
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      "training time: 0.001 s\n",
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      "9 Jenkinson\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n"
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      "10 Monreal\n",
      "25\n",
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      "training time: 0.001 s\n",
      "True\n",
      "11 Chambers\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "25\n",
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      "training time: 0.002 s\n",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "25\n",
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      "14 Özil\n",
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      "training time: 0.001 s\n",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "16 Ramsey\n",
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      "training time: 0.0 s\n",
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      "17 Wilshere\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "27\n",
      "27\n",
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      "training time: 0.001 s\n",
      "True\n",
      "18 Chamberlain\n"
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "25\n",
      "25\n",
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      "training time: 0.001 s\n",
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     "output_type": "stream",
     "text": [
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      "21 Iwobi\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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    },
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      "25\n",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "25 Giroud\n",
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      "training time: 0.001 s\n",
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      "26 Welbeck\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "27 Sanogo\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n"
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      "28 Asano\n"
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     "output_type": "stream",
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    },
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      "29 Boruc\n",
      "27\n",
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    },
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      "31 Francis\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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    },
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      "32 Cook\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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    },
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     "output_type": "stream",
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      "training time: 0.001 s\n",
      "34 Smith\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
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      "35 Mings\n"
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     "name": "stderr",
     "output_type": "stream",
     "text": [
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     "output_type": "stream",
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      "39 Surman\n",
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      "40 O'Kane\n"
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     "output_type": "stream",
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      "41 MacDonald\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "44 Gradel\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "79 Zouma\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "True\n",
      "80 Baba Rahman\n"
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    {
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     "output_type": "stream",
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      "  DeprecationWarning)\n"
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      "81 Miazga\n"
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    {
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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      "True\n",
      "83 Fàbregas\n"
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    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
      "84 Oscar\n"
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      "  DeprecationWarning)\n"
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      "26\n",
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      "True\n",
      "85 Cuadrado\n"
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    {
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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      "26\n",
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      "86 Willian\n"
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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      "True\n",
      "88 Loftus-Cheek\n"
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    {
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "True\n",
      "90 Pedro\n"
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.002 s\n",
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      "91 Traore\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n"
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      "92 Moses\n"
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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      "26\n",
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      "training time: 0.002 s\n",
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
     "text": [
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    {
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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      "98 Remy\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "101 McCarthy\n"
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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     "output_type": "stream",
     "text": [
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      "110 Puncheon\n"
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     "output_type": "stream",
     "text": [
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    {
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     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "True\n",
      "117 Lee Chung-yong\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "153 Maguire\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "162 Maloney\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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    {
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "185 Ulloa\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
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     "output_type": "stream",
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      "True\n",
      "219 Caballero\n",
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      "training time: 0.0 s\n",
      "True\n",
      "220 Kolarov\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "221 Zabaleta\n",
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      "222 Kompany\n",
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      "training time: 0.0 s\n",
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      "223 Clichy\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "225 Mangala\n",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "234 Fernando\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
      "236 Gündogan\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "239 Agüero\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "242 de Gea\n",
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      "training time: 0.001 s\n",
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    {
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     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    },
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      "245 Jones\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    },
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     "output_type": "stream",
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      "25\n",
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      "training time: 0.001 s\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    },
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     "output_type": "stream",
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      "training time: 0.001 s\n",
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      "249 McNair\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "250 Valencia\n",
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      "training time: 0.001 s\n",
      "251 Darmian\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    },
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     "output_type": "stream",
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      "252 Borthwick-Jackson\n",
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      "training time: 0.0 s\n",
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      "253 Fosu-Mensah\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
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      "25\n",
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      "254 Blind\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    },
    {
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     "output_type": "stream",
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      "25\n",
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      "training time: 0.001 s\n",
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      "256 Mata\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.0 s\n",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "320 Cameron\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
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     "output_type": "stream",
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
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     "name": "stderr",
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      "  DeprecationWarning)\n"
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     "name": "stderr",
     "output_type": "stream",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    {
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
      "330 Walters\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
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      "  DeprecationWarning)\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "369 Routledge\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "370 Britton\n"
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      "  DeprecationWarning)\n"
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      "True\n",
      "372 Ki Sung-yueng\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "377 Gomis\n"
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      "  DeprecationWarning)\n"
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      "378 Emnes\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n"
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      "382 Alderweireld\n"
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     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
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     "output_type": "stream",
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n",
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    },
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     "output_type": "stream",
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      "400 Wanyama\n"
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     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "training time: 0.001 s\n",
      "406 Pantilimon\n"
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    },
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     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "True\n",
      "408 Cathcart\n"
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "26\n",
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      "409 Prödl\n",
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      "True\n",
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      "training time: 0.001 s\n",
      "True\n",
      "412 Nyom\n"
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "True\n",
      "415 Guédioura\n"
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    {
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     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "418 Watson\n"
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "True\n",
      "420 Behrami\n"
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "True\n",
      "422 Amrabat\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "428 Sinclair\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "True\n",
      "429 Myhill\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "431 Evans\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "437 Chester\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "training time: 0.001 s\n",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
      "True\n",
      "442 Yacob\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "443 McManaman\n",
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      "training time: 0.0 s\n",
      "True\n",
      "444 McClean\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "445 Leko\n"
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      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "450 Adrián\n",
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      "training time: 0.001 s\n",
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      "451 Randolph\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "453 Reid\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "455 Oxford\n",
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      "training time: 0.0 s\n",
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      "456 Ogbonna\n"
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     "name": "stderr",
     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "457 Byram\n",
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      "training time: 0.0 s\n",
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      "458 Noble\n"
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     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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    {
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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    },
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "training time: 0.001 s\n",
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     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "training time: 0.001 s\n",
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      "474 Klavan\n"
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
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      "training time: 0.0 s\n",
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      "476 Denayer\n"
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    {
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
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      "True\n",
      "478 Negredo\n"
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    },
    {
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
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      "480 Hoban\n",
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      "training time: 0.0 s\n",
      "True\n",
      "481 Dja Djédjé\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "26\n",
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      "True\n",
      "482 Doucouré\n",
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      "26\n",
      "[1, 6, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "483 Vydra\n",
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      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "484 Holding\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "25\n",
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      "training time: 0.001 s\n",
      "True\n",
      "485 Wijnaldum\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "27\n",
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      "[1, 7, 0]\n",
      "training time: 0.001 s\n",
      "True\n",
      "486 Sobhi\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "27\n",
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      "True\n",
      "487 Aina\n",
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      "True\n",
      "488 Gueye\n",
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      "489 Sané\n",
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      "training time: 0.001 s\n",
      "491 Ramírez\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "26\n",
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      "True\n",
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      "True\n",
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      "training time: 0.0 s\n",
      "True\n",
      "495 Holgate\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "27\n",
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      "True\n",
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      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "500 Llorente\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "True\n",
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      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "503 Pogba\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
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      "506 Love\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "26\n",
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      "507 Bastón\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "training time: 0.001 s\n",
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      "511 Field\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "27\n",
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      "512 Davies\n",
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      "training time: 0.0 s\n",
      "True\n",
      "515 Clackstone\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "519 Tymon\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "True\n",
      "521 Asoro\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "529 McGee\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.0 s\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "558 Mawson\n"
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    {
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     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "training time: 0.001 s\n",
      "561 Alonso\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "23\n",
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      "[0, 2, 0]\n",
      "training time: 0.001 s\n",
      "562 Martins Indi\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "24\n",
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      "[0, 6, 1]\n",
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      "True\n",
      "563 Traoré\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "23\n",
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      "564 Pau López\n",
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      "True\n",
      "565 Nkoudou\n",
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      "training time: 0.0 s\n",
      "True\n",
      "566 Weir\n"
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    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "24\n",
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      "True\n",
      "571 Robson-Kanu\n"
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    },
    {
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     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "24\n",
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      "True\n",
      "572 Sissoko\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n"
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      "True\n",
      "575 Anichebe\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "training time: 0.001 s\n",
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    },
    {
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     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "True\n",
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      "training time: 0.0 s\n",
      "True\n",
      "579 Jonathan Benteke\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "training time: 0.0 s\n",
      "True\n",
      "584 Isgrove\n"
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    {
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     "output_type": "stream",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.0 s\n",
      "True\n",
      "589 Olomola\n"
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    },
    {
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     "output_type": "stream",
     "text": [
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      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "True\n",
      "594 Long\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "True\n",
      "595 Calvert-Lewin\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "True\n",
      "597 Taylor\n",
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      "True\n",
      "598 James\n",
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      "True\n",
      "599 Verlinden\n",
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      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "600 Allsop\n"
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    {
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "16\n",
      "16\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "True\n",
      "601 Palmer\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "16\n",
      "16\n",
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      "training time: 0.001 s\n",
      "True\n",
      "602 James\n"
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    {
     "name": "stderr",
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     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.0 s\n",
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "training time: 0.001 s\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "608 Pike\n",
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      "610 Quina\n",
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      "training time: 0.0 s\n",
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      "611 Husin\n",
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      "training time: 0.0 s\n",
      "True\n",
      "612 Wan-Bissaka\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "613 Maja\n",
      "11\n",
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      "training time: 0.001 s\n",
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.0 s\n",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
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      "626 Barton\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "7\n",
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      "training time: 0.001 s\n",
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    {
     "name": "stderr",
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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     "output_type": "stream",
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      "633 Olsson\n",
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      "634 Elabdellaoui\n",
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      "training time: 0.0 s\n",
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      "635 Lescott\n",
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      "training time: 0.001 s\n",
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      "636 Zárate\n",
      "4\n",
      "4\n",
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      "training time: 0.0 s\n",
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      "637 Niang\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "4\n",
      "[0, 2, 0]\n",
      "training time: 0.001 s\n",
      "638 Ranocchia\n",
      "5\n",
      "5\n",
      "[0, 2, 0]\n",
      "training time: 0.001 s\n",
      "True\n",
      "639 Arlauskis\n",
      "4\n",
      "4\n",
      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "640 Brady\n",
      "4\n",
      "4\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "641 Westwood\n",
      "4\n",
      "4\n",
      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "642 Ayew\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "4\n",
      "[0, 1, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "643 Gabbiadini\n",
      "2\n",
      "2\n",
      "[1, 5, 0]\n",
      "training time: 0.001 s\n",
      "644 N'Diaye\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "4\n",
      "[0, 2, 1]\n",
      "training time: 0.001 s\n",
      "True\n",
      "645 Wagué\n",
      "3\n",
      "3\n",
      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "646 Milivojevic\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "3\n",
      "[0, 3, 1]\n",
      "training time: 0.001 s\n",
      "True\n",
      "647 Grosicki\n",
      "4\n",
      "4\n",
      "[0, 2, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "648 Edwards\n",
      "5\n",
      "5\n",
      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "649 Cargill\n",
      "4\n",
      "4\n",
      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "True\n",
      "650 Hassen\n",
      "1\n",
      "1\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "True\n",
      "651 Agyei\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n",
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "2\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "True\n",
      "[u'King', u'Heaton', u'Willian', u'Mahrez', u'Sakho', u'Ward-Prowse', u'Eriksen']\n",
      "{u'Given': 0, u'Slimani': 1, u'Phillips': 0, u'Moses': 2, u'Chamberlain': 2, u'Henderson': 0, u'Redmond': 1, u'Nyom': 2, u'Boruc': 6, u'Chadli': 5, u'Kolarov': 0, u'Ward-Prowse': 10, u'Adam': 0, u'Obiang': 2, u'San\\xe9': 2, u'Eriksen': 9, u'Gabbiadini': 1, u'Snodgrass': 2, u'Fer': 2, u'Negredo': 2, u'Hendrick': 3, u'Zabaleta': 0, u'Bertrand': 4, u'Rose': 0, u'Stanislas': 0, u'Bojan': 0, u'Brady': 1, u'Iheanacho': 0, u'F\\xe0bregas': 0, u'Lovren': 0, u'Sakho': 9, u'Willian': 10, u'Cook': 7, u'Ward': 7, u'King': 8, u'Iwobi': 1, u'Feghouli': 0, u'Heaton': 10, u'Dann': 1, u'Capoue': 2, u'Man\\xe9': 1, u'Gibson': 1, u'Blind': 0, u'Kon\\xe9': 0, u'Guzan': 0, u'de Gea': 2, u'Dawson': 0, u'Silva': 1, u'G\\xfcndogan': 0, u'Shaw': 0, u'Daniels': 6, u'Anichebe': 0, u'Schmeichel': 2, u'Baines': 6, u'Niang': 2, u'Fabio': 1, u'Sigurdsson': 2, u'Payet': 0, u'Arnautovic': 2, u'Wanyama': 1, u'Clichy': 1, u'Janssen': 1, u'Shawcross': 1, u'Brunt': 2, u'Trippier': 1, u'Rond\\xf3n': 1, u'Kaboul': 2, u'Clyne': 2, u'Evans': 2, u'Mahrez': 8, u'Martial': 1, u'Zu\\xf1iga': 0, u'Fletcher': 2, u'Llorente': 2, u'Maloney': 0, u'Pogba': 0, u'Gueye': 3, u'van Dijk': 0, u'Alonso': 6, u'Vald\\xe9s': 2, u'Alli': 7, u'Coleman': 6, u'Koscielny': 1, u'Ram\\xedrez': 2, u'Jones': 5, u'Arter': 0, u'Gosling': 3, u'Defour': 0, u'Whelan': 0, u'Keane': 6, u'Fern\\xe1ndez': 1, u'Ak\\xe9': 0, u'Son': 2, u'McArthur': 0, u'Lloris': 2, u'Chambers': 0, u'Randolph': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "from time import time\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "\n",
    "\n",
    "scorers = []\n",
    "possible_scorers = {}\n",
    "count = 0\n",
    "n= 1\n",
    "for i in player_dict:\n",
    "    print i, player_dict[i]\n",
    "\n",
    "    url = \"https://fantasy.premierleague.com/drf/element-summary/\" + str(i)\n",
    "    r  = requests.get(url)\n",
    "    data = json.loads(r.text)\n",
    "    # data['fixtures']\n",
    "    value = data['history']\n",
    "\n",
    "    # print value\n",
    "    all_features = []\n",
    "    labels = []\n",
    "    a = False;\n",
    "    for j in value:\n",
    "#         print i['total_points'],i['kickoff_time_formatted']\n",
    "        features = [int(j['goals_scored']), int(j['total_points']),int(j['clean_sheets'])]\n",
    "        all_features.append(features)\n",
    "        if a:\n",
    "            if j['total_points']>=8:\n",
    "                labels.append(1)\n",
    "            else:\n",
    "                labels.append(0)\n",
    "        a = True\n",
    "\n",
    "    first_test = all_features.pop()\n",
    "    first_test = all_features.pop()\n",
    "    first_test = all_features.pop()\n",
    "    first_test = all_features.pop()\n",
    "    actual_point = all_features.pop()\n",
    "    first_test = all_features.pop()\n",
    "\n",
    "    label_test = labels.pop()\n",
    "    label_test = labels.pop()\n",
    "    label_test = labels.pop()\n",
    "    label_test = labels.pop()\n",
    "    label_test = labels.pop()\n",
    "   \n",
    "    \n",
    "    \n",
    "   \n",
    "    print len(all_features)\n",
    "    print len(labels)\n",
    "    print first_test\n",
    "\n",
    "    features_train = all_features\n",
    "    labels_train = labels\n",
    "    \n",
    "    #########################################################\n",
    "    ### your code goes here ###\n",
    "\n",
    "    clf = GaussianNB()\n",
    "    t0 = time()\n",
    "    clf.fit(features_train, labels_train)\n",
    "    print \"training time:\", round(time()-t0, 3), \"s\"\n",
    "\n",
    "    \n",
    "    res = clf.predict(first_test)\n",
    "    \n",
    "    if res[0] == 1:\n",
    "        possible_scorers[player_dict[i]] = actual_point[1]\n",
    "        \n",
    "        \n",
    "    if res[0] == label_test:\n",
    "        print True\n",
    "        count += 1\n",
    "        if res[0] == 1:\n",
    "            print i\n",
    "            scorers.append(player_dict[i])\n",
    "    \n",
    "    if n==651:\n",
    "        break\n",
    "    n+=1\n",
    "        \n",
    "\n",
    "print scorers\n",
    "print possible_scorers\n",
    "\n",
    "plot_scorers = scorers\n",
    "plot_possible_scorers = possible_scorers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "71.2749615975\n"
     ]
    }
   ],
   "source": [
    "\n",
    "print count/651.0 * 100\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 Ospina\n",
      "26\n",
      "26\n",
      "[0, 0, 0]\n",
      "training time: 0.003 s\n",
      "2 Cech\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "26\n",
      "[0, 2, 0]\n",
      "training time: 0.001 s\n",
      "3 Koscielny\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "26\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "4 Mertesacker\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "26\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "5 Gabriel\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "26\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "6 Bellerín\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "26\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "7 Gibbs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "26\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "8 Debuchy\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "26\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "9 Jenkinson\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "26\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "10 Monreal\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n",
      "26\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "11 Chambers\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "27\n",
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      "training time: 0.002 s\n",
      "12 Sánchez\n"
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    },
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      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
      "13 Walcott\n"
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      "  DeprecationWarning)\n"
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      "14 Özil\n"
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      "  DeprecationWarning)\n"
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      "training time: 0.004 s\n",
      "15 Cazorla\n"
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      "training time: 0.002 s\n",
      "18 Chamberlain\n"
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      "  DeprecationWarning)\n"
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      "24 Xhaka\n"
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      "31 Francis\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
      "44 Gradel\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
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      "27\n",
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      "training time: 0.001 s\n",
      "77 Azpilicueta\n"
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      "  DeprecationWarning)\n"
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      "training time: 0.002 s\n",
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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    },
    {
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n",
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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     ]
    },
    {
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "training time: 0.0 s\n",
      "405 Janssen\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "481 Dja Djédjé\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
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      "training time: 0.001 s\n",
      "600 Allsop\n"
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    },
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "17\n",
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      "602 James\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "16\n",
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      "  DeprecationWarning)\n"
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      "605 Eleftheriou\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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      "  DeprecationWarning)\n"
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     "output_type": "stream",
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     "output_type": "stream",
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    },
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n",
      "7\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "633 Olsson\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n",
      "7\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "634 Elabdellaoui\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n",
      "7\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "635 Lescott\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "5\n",
      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "636 Zárate\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "5\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "637 Niang\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "5\n",
      "[0, 2, 0]\n",
      "training time: 0.001 s\n",
      "638 Ranocchia\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n",
      "6\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "639 Arlauskis\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "5\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "640 Brady\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "5\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "641 Westwood\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "5\n",
      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "642 Ayew\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "5\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "643 Gabbiadini\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "3\n",
      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "644 N'Diaye\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "5\n",
      "[0, 2, 0]\n",
      "training time: 0.001 s\n",
      "645 Wagué\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "4\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "646 Milivojevic\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "4\n",
      "[0, 3, 1]\n",
      "training time: 0.002 s\n",
      "647 Grosicki\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "5\n",
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      "[0, 1, 0]\n",
      "training time: 0.001 s\n",
      "648 Edwards\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "6\n",
      "6\n",
      "[0, 0, 0]\n",
      "training time: 0.002 s\n",
      "649 Cargill\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "5\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "650 Hassen\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "2\n",
      "[0, 0, 0]\n",
      "training time: 0.0 s\n",
      "651 Agyei\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "3\n",
      "[0, 0, 0]\n",
      "training time: 0.001 s\n",
      "[]\n",
      "[u'Koscielny', u'Chambers', u'Chamberlain', u'Iwobi', u'Daniels', u'Ak\\xe9', u'Stanislas', u'Gray', u'Barnes', u'F\\xe0bregas', u'Dann', u'Ward', u'Zaha', u'McArthur', u'Townsend', u'Baines', u'Coleman', u'Mirallas', u'Barkley', u'Dawson', u'Snodgrass', u'Maloney', u'Schmeichel', u'Fuchs', u'Mahrez', u'Sakho', u'Lovren', u'Clyne', u'Henderson', u'Can', u'Milner', u'Firmino', u'Man\\xe9', u'Kolarov', u'Zabaleta', u'Clichy', u'Otamendi', u'Silva', u'Yaya Tour\\xe9', u'Fernandinho', u'G\\xfcndogan', u'Ag\\xfcero', u'Iheanacho', u'de Gea', u'Darmian', u'Blind', u'Martial', u'Vald\\xe9s', u'Gibson', u'Stuani', u'Bertrand', u'van Dijk', u'Rodriguez', u'Given', u'Shawcross', u'Adam', u'Arnautovic', u'Bojan', u'van Aanholt', u'Kon\\xe9', u'Fern\\xe1ndez', u'Sigurdsson', u'Fer', u'Lloris', u'Rose', u'Chadli', u'Wanyama', u'Son', u'Janssen', u'Nyom', u'Capoue', u'Evans', u'Brunt', u'Fletcher', u'Phillips', u'Rond\\xf3n', u'Payet', u'Feghouli', u'Negredo', u'Zu\\xf1iga', u'Wijnaldum', u'Gueye', u'San\\xe9', u'Guzan', u'Ram\\xedrez', u'Llorente', u'Pogba', u'Davies', u'Defour', u'Fabio', u'Fraser', u'Alonso', u'Martins Indi', u'Slimani', u'Anichebe', u'Niang', u'Brady']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gorkhali/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:395: DeprecationWarning: Passing 1d arrays as data is deprecated in 0.17 and will raise ValueError in 0.19. Reshape your data either using X.reshape(-1, 1) if your data has a single feature or X.reshape(1, -1) if it contains a single sample.\n",
      "  DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "from time import time\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "\n",
    "scorers = []\n",
    "possible_scorers = []\n",
    "count = 0\n",
    "for i in player_dict:\n",
    "    print i, player_dict[i]\n",
    "\n",
    "    url = \"https://fantasy.premierleague.com/drf/element-summary/\" + str(i)\n",
    "    r  = requests.get(url)\n",
    "    data = json.loads(r.text)\n",
    "    # data['fixtures']\n",
    "    data['history']\n",
    "    value = data['history']\n",
    "\n",
    "    # print value\n",
    "    all_features = []\n",
    "    labels = []\n",
    "    a = False;\n",
    "    for j in value:\n",
    "#         print i['total_points'],i['kickoff_time_formatted']\n",
    "        features = [int(j['goals_scored']), int(j['total_points']),int(j['clean_sheets'])]\n",
    "        all_features.append(features)\n",
    "        if a:\n",
    "            if j['total_points']>=8:\n",
    "                labels.append(1)\n",
    "            else:\n",
    "                labels.append(0)\n",
    "        a = True\n",
    "\n",
    "\n",
    "   \n",
    "    first_test = all_features.pop()\n",
    "    first_test = all_features.pop()\n",
    "    first_test = all_features.pop()\n",
    "    first_test = all_features.pop()\n",
    "    first_test = all_features.pop()\n",
    " \n",
    "    print len(all_features)\n",
    "    print len(labels)\n",
    "    print first_test\n",
    "\n",
    "    features_train = all_features\n",
    "    labels_train = labels\n",
    "    \n",
    "    #########################################################\n",
    "    ### your code goes here ###\n",
    "\n",
    "    clf = GaussianNB()\n",
    "    t0 = time()\n",
    "    clf.fit(features_train, labels_train)\n",
    "    print \"training time:\", round(time()-t0, 3), \"s\"\n",
    "\n",
    "    \n",
    "    res = clf.predict(first_test)\n",
    "    \n",
    "    if res[0] == 1:\n",
    "        possible_scorers.append(player_dict[i])\n",
    "        \n",
    "        \n",
    "        \n",
    "print scorers\n",
    "print possible_scorers\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Townsend\n",
      "Niang\n",
      "Keane\n",
      "Agüero\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "b = 0\n",
    "for i in plot_possible_scorers:\n",
    "    if i in plot_scorers:\n",
    "        print i\n",
    "        plt.plot([b],[plot_possible_scorers[i]],'ro', color=\"g\")\n",
    "    else:\n",
    "        plt.plot([b],[plot_possible_scorers[i]],'ro', color=\"r\")\n",
    "    b+=1\n",
    "\n",
    "plt.axis([0, b+1, 0, 20])\n",
    "plt.plot([0,b+1], [8, 8])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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