ML on rank age and price.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "from datetime import datetime as Date\n",
    "from crypto.libs.marketcap import MarketCap\n",
    "from crypto.libs.price import Price\n",
    "from crypto.libs.coins import Coins\n",
    "from crypto.libs.scraping.refresh import run as MarketCapInit\n",
    "from crypto.libs import dateutils\n",
    "import pandas as pd\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sanchez/Projects/py/Anaconda/anaconda/lib/python3.5/site-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "import sklearn\n",
    "from sklearn import cross_validation\n",
    "from sklearn import metrics\n",
    "from sklearn import preprocessing\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "price = Price()\n",
    "coins = Coins()\n",
    "marketcap = MarketCap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "period_increase = 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.date(2018, 1, 7)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "datetime.date(2017, 12, 31)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "datetime.date(2017, 1, 1)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "last_available_date = pd.to_datetime(max(price.dataset[\"Date\"].values)).date()\n",
    "last_scraping_date = last_available_date + datetime.timedelta(days = -period_increase)\n",
    "start_scraping_date = last_scraping_date + datetime.timedelta(weeks = -52)\n",
    "last_available_date\n",
    "last_scraping_date\n",
    "start_scraping_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "150"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exchanges = [\"Poloniex\", \"Binance\", \"Bitstamp\"]\n",
    "universe = coins.exchanges(exchanges)\n",
    "len(universe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-01-01\n",
      "Issue with OP\n",
      "Issue with NODC\n",
      "Issue with TALK\n",
      "Issue with XID\n",
      "Issue with SPEX\n",
      "Issue with ION\n",
      "Issue with BIOS\n",
      "Issue with AMS\n",
      "Issue with ZMC\n",
      "Issue with THS\n",
      "Issue with 888\n",
      "Issue with GPU\n",
      "Issue with GAIA\n",
      "Issue with BIGUP\n",
      "Issue with POKE\n",
      "2017-01-08\n",
      "Issue with FRC\n",
      "Issue with TRICK\n",
      "Issue with XAU\n",
      "Issue with Q2C\n",
      "Issue with WMC\n",
      "Issue with MST\n",
      "Issue with BTSR\n",
      "Issue with JINN\n",
      "Issue with OCOW\n",
      "2017-01-15\n",
      "Issue with BTCS\n",
      "Issue with GOLF\n",
      "Issue with BRIT\n",
      "Issue with UBQ\n",
      "Issue with THS\n",
      "Issue with IMPS\n",
      "2017-01-22\n",
      "Issue with GRE\n",
      "Issue with SKC\n",
      "Issue with XQN\n",
      "Issue with SOIL\n",
      "Issue with SFE\n",
      "Issue with HAL\n",
      "Issue with MKR\n",
      "Issue with UTC\n",
      "2017-01-29\n",
      "Issue with FRC\n",
      "Issue with XAU\n",
      "Issue with OMC\n",
      "Issue with FLAX\n",
      "Issue with AGLC\n",
      "Issue with GOLF\n",
      "Issue with XPY\n",
      "Issue with FIRE\n",
      "Issue with TCR\n",
      "Issue with GML\n",
      "Issue with RC\n",
      "Issue with DRM\n",
      "Issue with QBT\n",
      "Issue with BUMBA\n",
      "Issue with RED\n",
      "Issue with JINN\n",
      "Issue with XPD\n",
      "Issue with DLISK\n",
      "Issue with OCOW\n",
      "2017-02-05\n",
      "Issue with GRE\n",
      "Issue with VTA\n",
      "Issue with PHS\n",
      "Issue with METAL\n",
      "Issue with BLZ\n",
      "Issue with CYC\n",
      "Issue with PXC\n",
      "Issue with CBD\n",
      "Issue with BIOS\n",
      "Issue with BRIT\n",
      "Issue with BITZ\n",
      "Issue with THS\n",
      "Issue with MEOW\n",
      "Issue with MBL\n",
      "Issue with BCF\n",
      "Issue with XCO\n",
      "2017-02-12\n",
      "Issue with GAY\n",
      "Issue with DLC\n",
      "Issue with UNITS\n",
      "Issue with KORE\n",
      "Issue with VPRC\n",
      "Issue with VC\n",
      "Issue with UFO\n",
      "Issue with TSE\n",
      "Issue with OCOW\n",
      "Issue with GARY\n",
      "Issue with TOKEN\n",
      "Issue with TEAM\n",
      "2017-02-19\n",
      "Issue with UNIC\n",
      "Issue with SKC\n",
      "Issue with XAU\n",
      "Issue with TCOIN\n",
      "Issue with FLAX\n",
      "Issue with P7C\n",
      "Issue with GML\n",
      "Issue with ANC\n",
      "Issue with SCRT\n",
      "Issue with QBT\n",
      "Issue with SOON\n",
      "Issue with RED\n",
      "Issue with X2\n",
      "Issue with MMXVI\n",
      "2017-02-26\n",
      "Issue with GAIN\n",
      "Issue with DES\n",
      "Issue with METAL\n",
      "Issue with NKA\n",
      "Issue with PONZI\n",
      "Issue with XID\n",
      "Issue with BTCR\n",
      "Issue with TAGR\n",
      "Issue with OMC\n",
      "Issue with PEC\n",
      "Issue with SPEX\n",
      "Issue with GMX\n",
      "Issue with BITGOLD\n",
      "Issue with RICHX\n",
      "Issue with FIRE\n",
      "Issue with WAY\n",
      "Issue with SLFI\n",
      "Issue with DRM\n",
      "Issue with JINN\n",
      "Issue with IVZ\n",
      "Issue with DUB\n",
      "Issue with CME\n",
      "Issue with SANDG\n",
      "Issue with IMPS\n",
      "Issue with LKC\n",
      "2017-03-05\n",
      "Issue with WOW\n",
      "Issue with MAD\n",
      "Issue with VTA\n",
      "Issue with OS76\n",
      "Issue with EGG\n",
      "Issue with PSY\n",
      "Issue with TCR\n",
      "Issue with GML\n",
      "Issue with BRIT\n",
      "Issue with DBG\n",
      "Issue with VAL\n",
      "Issue with XRB\n",
      "Issue with TOKEN\n",
      "2017-03-12\n",
      "Issue with GAY\n",
      "Issue with PLNC\n",
      "Issue with GMX\n",
      "Issue with REGA\n",
      "Issue with DRM\n",
      "Issue with QBT\n",
      "Issue with RED\n",
      "Issue with HYPER\n",
      "2017-03-19\n",
      "Issue with DES\n",
      "Issue with TAGR\n",
      "Issue with TELL\n",
      "Issue with ISL\n",
      "Issue with FIRE\n",
      "2017-03-26\n",
      "Issue with MAD\n",
      "Issue with XSTC\n",
      "Issue with XAU\n",
      "Issue with CYC\n",
      "Issue with PAYP\n",
      "Issue with OMC\n",
      "Issue with PSY\n",
      "Issue with PEC\n",
      "Issue with YASH\n",
      "Issue with BTDX\n",
      "Issue with GML\n",
      "Issue with SAC\n",
      "Issue with SCRT\n",
      "Issue with VPRC\n",
      "Issue with VAL\n",
      "Issue with X2\n",
      "Issue with OCOW\n",
      "Issue with GBT\n",
      "2017-04-02\n",
      "Issue with WOW\n",
      "Issue with BPC\n",
      "Issue with OPES\n",
      "Issue with NODC\n",
      "Issue with TAGR\n",
      "Issue with 611\n",
      "Issue with ISL\n",
      "Issue with SPEX\n",
      "Issue with BRIT\n",
      "Issue with DRM\n",
      "Issue with DCRE\n",
      "Issue with BIGUP\n",
      "Issue with XCO\n",
      "Issue with SANDG\n",
      "Issue with POKE\n",
      "Issue with LKC\n",
      "2017-04-09\n",
      "Issue with XID\n",
      "Issue with GRT\n",
      "Issue with FIRE\n",
      "Issue with WMC\n",
      "Issue with DBG\n",
      "Issue with URO\n",
      "Issue with IVZ\n",
      "Issue with DUB\n",
      "2017-04-16\n",
      "Issue with CYP\n",
      "Issue with ALTC\n",
      "Issue with XAU\n",
      "Issue with NBIT\n",
      "Issue with XOC\n",
      "Issue with SCRT\n",
      "Issue with DIX\n",
      "Issue with UFO\n",
      "Issue with OCOW\n",
      "Issue with CAB\n",
      "Issue with ZNE\n",
      "Issue with SDP\n",
      "Issue with WSX\n",
      "2017-04-23\n",
      "Issue with GRE\n",
      "Issue with GAIN\n",
      "Issue with DES\n",
      "Issue with QORA\n",
      "Issue with OP\n",
      "Issue with OPES\n",
      "Issue with ECC\n",
      "Issue with SMLY\n",
      "Issue with SPEX\n",
      "Issue with RICHX\n",
      "Issue with SLFI\n",
      "Issue with BRIT\n",
      "Issue with LTH\n",
      "Issue with ARG\n",
      "Issue with DRM\n",
      "Issue with JINN\n",
      "Issue with PIZZA\n",
      "Issue with GRN\n",
      "2017-04-30\n",
      "Issue with WOW\n",
      "Issue with BRAIN\n",
      "Issue with CASH\n",
      "Issue with ACES\n",
      "Issue with FRK\n",
      "Issue with NKA\n",
      "Issue with XID\n",
      "Issue with NBIT\n",
      "Issue with EGG\n",
      "Issue with ISL\n",
      "Issue with PSY\n",
      "Issue with JIN\n",
      "Issue with GMX\n",
      "Issue with RUBIT\n",
      "Issue with WMC\n",
      "Issue with P7C\n",
      "Issue with ABN\n",
      "Issue with DCRE\n",
      "Issue with IVZ\n",
      "Issue with PX\n",
      "Issue with UTA\n",
      "Issue with CAB\n",
      "Issue with SANDG\n",
      "Issue with XCRE\n",
      "Issue with AV\n",
      "2017-05-07\n",
      "Issue with DES\n",
      "Issue with BXC\n",
      "Issue with PONZI\n",
      "Issue with FIRE\n",
      "Issue with VEC2\n",
      "Issue with DBG\n",
      "Issue with DRM\n",
      "Issue with BITZ\n",
      "Issue with DIX\n",
      "Issue with DLISK\n",
      "Issue with FC2\n",
      "Issue with AMBER\n",
      "Issue with XCO\n",
      "Issue with GBT\n",
      "2017-05-14\n",
      "Issue with OPES\n",
      "Issue with PSY\n",
      "Issue with LAZ\n",
      "Issue with P7C\n",
      "Issue with GML\n",
      "Issue with STS\n",
      "Issue with ICON\n",
      "Issue with PX\n",
      "Issue with OCOW\n",
      "Issue with SANDG\n",
      "2017-05-21\n",
      "Issue with CASH\n",
      "Issue with DES\n",
      "Issue with NODC\n",
      "Issue with HVCO\n",
      "Issue with TAGR\n",
      "Issue with OMC\n",
      "Issue with RICHX\n",
      "Issue with DUB\n",
      "Issue with ARB\n",
      "Issue with GBT\n",
      "Issue with IMPS\n",
      "2017-05-28\n",
      "Issue with WOW\n",
      "Issue with FRK\n",
      "Issue with DICE\n",
      "Issue with EGG\n",
      "Issue with TSTR\n",
      "Issue with VEC2\n",
      "Issue with VC\n",
      "2017-06-04\n",
      "Issue with DES\n",
      "Issue with CYP\n",
      "Issue with OPES\n",
      "Issue with QBK\n",
      "Issue with OMC\n",
      "Issue with PSY\n",
      "Issue with AGLC\n",
      "Issue with STEPS\n",
      "Issue with VIP\n",
      "Issue with MAVRO\n",
      "Issue with OCOW\n",
      "Issue with TEAM\n",
      "Issue with AV\n",
      "Issue with ABC\n",
      "Issue with IMPS\n",
      "2017-06-11\n",
      "Issue with ETT\n",
      "Issue with ECA\n",
      "Issue with TRICK\n",
      "Issue with TALK\n",
      "Issue with DLC\n",
      "Issue with WMC\n",
      "Issue with ADK\n",
      "Issue with CSC\n",
      "Issue with XOC\n",
      "Issue with SHORTY\n",
      "Issue with SPORT\n",
      "Issue with XDE2\n",
      "Issue with SANDG\n",
      "Issue with IBANK\n",
      "2017-06-18\n",
      "Issue with ADCN\n",
      "Issue with 9COIN\n",
      "Issue with CTO\n",
      "Issue with DES\n",
      "Issue with TESLA\n",
      "Issue with GBRC\n",
      "Issue with LOG\n",
      "Issue with METAL\n",
      "Issue with XID\n",
      "Issue with APC\n",
      "Issue with BTQ\n",
      "Issue with USC\n",
      "Issue with PSY\n",
      "Issue with ZNY\n",
      "Issue with DEUS\n",
      "Issue with NEWB\n",
      "Issue with ELC\n",
      "Issue with WA\n",
      "Issue with DRM\n",
      "Issue with URO\n",
      "Issue with ETBS\n",
      "Issue with MBL\n",
      "Issue with TERA\n",
      "Issue with RHFC\n",
      "Issue with PRC\n",
      "Issue with XOT\n",
      "Issue with GARY\n",
      "Issue with CESC\n",
      "Issue with GUC\n",
      "2017-06-25\n",
      "Issue with QBK\n",
      "Issue with ANI\n",
      "Issue with MXT\n",
      "2017-07-02\n",
      "Issue with CYP\n",
      "Issue with RICHX\n",
      "Issue with COXST\n",
      "Issue with CNO\n",
      "2017-07-09\n",
      "Issue with SNAKE\n",
      "Issue with FRK\n",
      "Issue with QBK\n",
      "Issue with WMC\n",
      "Issue with CCM100\n",
      "Issue with TSTR\n",
      "Issue with LEX\n",
      "Issue with DRM\n",
      "Issue with URO\n",
      "Issue with BGR\n",
      "Issue with SPORT\n",
      "2017-07-16\n",
      "Issue with DES\n",
      "Issue with PSY\n",
      "Issue with GMX\n",
      "Issue with GOLF\n",
      "Issue with VAL\n",
      "Issue with VC\n",
      "Issue with JINN\n",
      "Issue with DCRE\n",
      "Issue with SHORTY\n",
      "Issue with XDE2\n",
      "Issue with BOST\n",
      "Issue with AMBER\n",
      "Issue with GUC\n",
      "2017-07-23\n",
      "Issue with WOW\n",
      "Issue with XSTC\n",
      "Issue with NODC\n",
      "Issue with SHELL\n",
      "Issue with DLC\n",
      "Issue with RICHX\n",
      "Issue with E4ROW\n",
      "Issue with CRYPT\n",
      "Issue with FRWC\n",
      "2017-07-30\n",
      "Issue with PDG\n",
      "Issue with SFE\n",
      "Issue with CUBE\n",
      "2017-08-06\n",
      "Issue with CYP\n",
      "Issue with XSTC\n",
      "Issue with PHS\n",
      "Issue with TALK\n",
      "Issue with XAU\n",
      "Issue with SHELL\n",
      "Issue with JIN\n",
      "Issue with GOLF\n",
      "Issue with WARP\n",
      "Issue with 4CHN\n",
      "Issue with WMC\n",
      "Issue with WAY\n",
      "Issue with ZMC\n",
      "Issue with VEC2\n",
      "Issue with REGA\n",
      "Issue with DRM\n",
      "Issue with SCRT\n",
      "Issue with COXST\n",
      "Issue with CTR\n",
      "Issue with STS\n",
      "Issue with MXT\n",
      "Issue with CNO\n",
      "Issue with SDP\n",
      "Issue with PULSE\n",
      "2017-08-13\n",
      "Issue with WOW\n",
      "Issue with UNC\n",
      "Issue with DIBC\n",
      "Issue with DOLLAR\n",
      "Issue with BIT\n",
      "Issue with BPC\n",
      "Issue with FNC\n",
      "Issue with HNC\n",
      "Issue with UNRC\n",
      "Issue with GMX\n",
      "Issue with TLE\n",
      "Issue with OTX\n",
      "Issue with XRC\n",
      "Issue with THS\n",
      "Issue with CUBE\n",
      "Issue with ACN\n",
      "Issue with GAIA\n",
      "Issue with ATX\n",
      "Issue with XFT\n",
      "Issue with RLT\n",
      "2017-08-20\n",
      "Issue with QORA\n",
      "Issue with FUCK\n",
      "Issue with NAS\n",
      "Issue with KAYI\n",
      "Issue with TSTR\n",
      "Issue with SAC\n",
      "Issue with MINEX\n",
      "Issue with UTA\n",
      "Issue with HBN\n",
      "2017-08-27\n",
      "Issue with UGT\n",
      "Issue with LLT\n",
      "Issue with MILO\n",
      "Issue with NODC\n",
      "Issue with PDG\n",
      "Issue with JET\n",
      "Issue with AGLC\n",
      "Issue with WAY\n",
      "Issue with TCR\n",
      "Issue with OTX\n",
      "Issue with MKR\n",
      "Issue with BSC\n",
      "Issue with DCRE\n",
      "Issue with BBR\n",
      "Issue with BTWTY\n",
      "Issue with ARB\n",
      "Issue with ATX\n",
      "Issue with ACT\n",
      "Issue with PULSE\n",
      "2017-09-03\n",
      "Issue with PCN\n",
      "Issue with DES\n",
      "Issue with MAD\n",
      "Issue with XVE\n",
      "Issue with DRS\n",
      "Issue with QBK\n",
      "Issue with EGG\n",
      "Issue with SHELL\n",
      "Issue with PSY\n",
      "Issue with SPEX\n",
      "Issue with FLY\n",
      "Issue with DISK\n",
      "Issue with PEX\n",
      "Issue with PRM\n",
      "Issue with WMC\n",
      "Issue with TLE\n",
      "Issue with ADK\n",
      "Issue with STEPS\n",
      "Issue with RUSTBITS\n",
      "Issue with JINN\n",
      "Issue with SHORTY\n",
      "Issue with DLISK\n",
      "Issue with SLING\n",
      "Issue with XDE2\n",
      "Issue with ZENGOLD\n",
      "Issue with SHA\n",
      "Issue with POKE\n",
      "2017-09-10\n",
      "Issue with CYP\n",
      "Issue with OPES\n",
      "Issue with EGO\n",
      "Issue with JIN\n",
      "Issue with MGM\n",
      "Issue with GOLF\n",
      "Issue with UNITY\n",
      "Issue with GML\n",
      "Issue with SLFI\n",
      "Issue with VEC2\n",
      "Issue with DRM\n",
      "Issue with SCRT\n",
      "Issue with VC\n",
      "Issue with GAIA\n",
      "Issue with HYPER\n",
      "Issue with ZNE\n",
      "Issue with PULSE\n",
      "2017-09-17\n",
      "Issue with GAIN\n",
      "Issue with CHEAP\n",
      "Issue with TAGR\n",
      "Issue with OFF\n",
      "Issue with TCR\n",
      "Issue with STEPS\n",
      "Issue with ARB\n",
      "Issue with CNO\n",
      "Issue with SANDG\n",
      "Issue with BAC\n",
      "2017-09-24\n",
      "Issue with FLVR\n",
      "Issue with FRK\n",
      "Issue with B@\n",
      "Issue with ISL\n",
      "Issue with OMC\n",
      "Issue with PSY\n",
      "Issue with WARP\n",
      "Issue with WMC\n",
      "Issue with TLE\n",
      "Issue with E4ROW\n",
      "Issue with XOC\n",
      "Issue with DRM\n",
      "Issue with JINN\n",
      "Issue with DCRE\n",
      "Issue with ZNE\n",
      "Issue with GBT\n",
      "2017-10-01\n",
      "Issue with MAD\n",
      "Issue with OP\n",
      "Issue with CYP\n",
      "Issue with FONZ\n",
      "Issue with PHS\n",
      "Issue with RCN\n",
      "Issue with EGO\n",
      "Issue with PRX\n",
      "Issue with EGG\n",
      "Issue with PAYP\n",
      "Issue with OFF\n",
      "Issue with DISK\n",
      "Issue with RICHX\n",
      "Issue with WAY\n",
      "Issue with ELC\n",
      "Issue with SCRT\n",
      "Issue with VAL\n",
      "Issue with VC\n",
      "Issue with BGR\n",
      "Issue with PIZZA\n",
      "Issue with KARMA\n",
      "Issue with IVZ\n",
      "Issue with WSX\n",
      "Issue with X2\n",
      "Issue with SHA\n",
      "Issue with GAIA\n",
      "Issue with CNO\n",
      "Issue with CME\n",
      "Issue with TEAM\n",
      "Issue with IBANK\n",
      "Issue with LKC\n",
      "2017-10-08\n",
      "Issue with DMC\n",
      "Issue with QORA\n",
      "Issue with NODC\n",
      "Issue with SKC\n",
      "Issue with HVCO\n",
      "Issue with CASINO\n",
      "Issue with PDG\n",
      "Issue with GOLF\n",
      "Issue with WMC\n",
      "Issue with IMX\n",
      "Issue with SFE\n",
      "Issue with JOBS\n",
      "Issue with ADK\n",
      "Issue with SLFI\n",
      "Issue with VEC2\n",
      "Issue with DRM\n",
      "Issue with CC\n",
      "Issue with SRC\n",
      "Issue with RUSTBITS\n",
      "Issue with STS\n",
      "Issue with XDE2\n",
      "Issue with TERA\n",
      "Issue with UTA\n",
      "Issue with FID\n",
      "2017-10-15\n",
      "Issue with CYP\n",
      "Issue with G3N\n",
      "Issue with QBK\n",
      "Issue with ATMC\n",
      "Issue with SHELL\n",
      "Issue with LEX\n",
      "Issue with LTH\n",
      "Issue with GLC\n",
      "Issue with AMBER\n",
      "Issue with XRY\n",
      "2017-10-22\n",
      "Issue with DOLLAR\n",
      "Issue with VASH\n",
      "Issue with OP\n",
      "Issue with OPAL\n",
      "Issue with XAU\n",
      "Issue with CYC\n",
      "Issue with TAGR\n",
      "Issue with EGG\n",
      "Issue with PSY\n",
      "Issue with DISK\n",
      "Issue with GOLF\n",
      "Issue with WARP\n",
      "Issue with FIRE\n",
      "Issue with WAY\n",
      "Issue with BSTAR\n",
      "Issue with INF\n",
      "Issue with ZMC\n",
      "Issue with DGCS\n",
      "Issue with STEPS\n",
      "Issue with URO\n",
      "Issue with SCRT\n",
      "Issue with VC\n",
      "Issue with DUB\n",
      "Issue with RUSTBITS\n",
      "Issue with BGR\n",
      "Issue with DLISK\n",
      "Issue with SPORT\n",
      "Issue with SLING\n",
      "Issue with IVZ\n",
      "Issue with TERA\n",
      "Issue with SHA\n",
      "Issue with GAIA\n",
      "Issue with ARB\n",
      "Issue with OCOW\n",
      "Issue with SDP\n",
      "Issue with BAC\n",
      "Issue with MGC\n",
      "2017-10-29\n",
      "Issue with HERO\n",
      "Issue with DES\n",
      "Issue with QORA\n",
      "Issue with HMP\n",
      "Issue with GBRC\n",
      "Issue with FRK\n",
      "Issue with PDG\n",
      "Issue with OMC\n",
      "Issue with SHELL\n",
      "Issue with QBC\n",
      "Issue with ADK\n",
      "Issue with LEX\n",
      "Issue with LTH\n",
      "Issue with XOC\n",
      "Issue with CTIC3\n",
      "Issue with KARMA\n",
      "Issue with STS\n",
      "Issue with BTWTY\n",
      "Issue with ZENGOLD\n",
      "Issue with BLOCKPAY\n",
      "Issue with HYPER\n",
      "Issue with XOT\n",
      "Issue with OCT\n",
      "Issue with MONEY\n",
      "Issue with GBT\n",
      "2017-11-05\n",
      "Issue with WORM\n",
      "Issue with CASINO\n",
      "Issue with NAS\n",
      "Issue with AGLC\n",
      "Issue with PHR\n",
      "Issue with COXST\n",
      "Issue with TERA\n",
      "Issue with MTM\n",
      "2017-11-12\n",
      "Issue with SJCX\n",
      "Issue with CMP\n",
      "Issue with HERO\n",
      "Issue with GAIN\n",
      "Issue with MAD\n",
      "Issue with ICOO\n",
      "Issue with QORA\n",
      "Issue with OPES\n",
      "Issue with OP\n",
      "Issue with CYP\n",
      "Issue with HTC\n",
      "Issue with FRK\n",
      "Issue with PONZI\n",
      "Issue with QBK\n",
      "Issue with TAGR\n",
      "Issue with SDC\n",
      "Issue with CBD\n",
      "Issue with PSY\n",
      "Issue with PEX\n",
      "Issue with TLE\n",
      "Issue with WAY\n",
      "Issue with BSTAR\n",
      "Issue with BTSR\n",
      "Issue with ZEPH\n",
      "Issue with BTWTY\n",
      "Issue with BLOCKPAY\n",
      "Issue with ARB\n",
      "Issue with OCOW\n",
      "Issue with CME\n",
      "Issue with OCT\n",
      "Issue with INPAY\n",
      "Issue with TEAM\n",
      "Issue with LKC\n",
      "2017-11-19\n",
      "Issue with FLVR\n",
      "Issue with GBRC\n",
      "Issue with ROYAL\n",
      "Issue with TODAY\n",
      "Issue with JWL\n",
      "Issue with ISL\n",
      "Issue with PLNC\n",
      "Issue with AGLC\n",
      "Issue with XTD\n",
      "Issue with P7C\n",
      "Issue with LEX\n",
      "Issue with STEPS\n",
      "Issue with XOC\n",
      "Issue with BITZ\n",
      "Issue with STS\n",
      "Issue with RHFC\n",
      "Issue with POKE\n",
      "Issue with FID\n",
      "Issue with AV\n",
      "2017-11-26\n",
      "Issue with SJCX\n",
      "Issue with UNC\n",
      "Issue with DES\n",
      "Issue with MRNG\n",
      "Issue with ABJ\n",
      "Issue with CASINO\n",
      "Issue with PDG\n",
      "Issue with QBK\n",
      "Issue with TAGR\n",
      "Issue with PAYP\n",
      "Issue with SHELL\n",
      "Issue with PSY\n",
      "Issue with UNRC\n",
      "Issue with SPEX\n",
      "Issue with FLY\n",
      "Issue with RICHX\n",
      "Issue with GML\n",
      "Issue with FC\n",
      "Issue with VC\n",
      "Issue with DCRE\n",
      "Issue with FBL\n",
      "Issue with SHA\n",
      "Issue with ARB\n",
      "2017-12-03\n",
      "Issue with RIDE\n",
      "Issue with XSTC\n",
      "Issue with GOLF\n",
      "Issue with TLE\n",
      "Issue with ADK\n",
      "Issue with STEPS\n",
      "Issue with XYLO\n",
      "Issue with TURBO\n",
      "2017-12-10\n",
      "Issue with DES\n",
      "Issue with FRK\n",
      "Issue with SOJ\n",
      "Issue with EGG\n",
      "Issue with MEN\n",
      "Issue with WMC\n",
      "Issue with CSC\n",
      "Issue with VAL\n",
      "Issue with FBL\n",
      "Issue with IVZ\n",
      "Issue with BIOB\n",
      "Issue with GARY\n",
      "Issue with MTM\n",
      "Issue with FID\n",
      "2017-12-17\n",
      "Issue with FLVR\n",
      "Issue with CASINO\n",
      "Issue with OMC\n",
      "Issue with WAY\n",
      "Issue with LEX\n",
      "Issue with CRYPT\n",
      "Issue with XAU\n",
      "Issue with MEOW\n",
      "Issue with RUSTBITS\n",
      "Issue with ARB\n",
      "Issue with TERA\n",
      "Issue with GBT\n",
      "2017-12-24\n",
      "Issue with BTU\n",
      "Issue with TESLA\n",
      "Issue with MRNG\n",
      "Issue with STC\n",
      "Issue with FUNK\n",
      "Issue with BLZ\n",
      "Issue with SOJ\n",
      "Issue with EGG\n",
      "Issue with ITZ\n",
      "Issue with MRJA\n",
      "Issue with BRIA\n",
      "Issue with FRAZ\n",
      "Issue with MUT\n",
      "Issue with BITZ\n",
      "Issue with XYLO\n",
      "Issue with BGR\n",
      "Issue with OCOW\n",
      "Issue with GARY\n"
     ]
    }
   ],
   "source": [
    "current_date = start_scraping_date\n",
    "i = 0\n",
    "one_year_in_seconds = 60*60*24*365\n",
    "ml_data = []\n",
    "ml_target = []\n",
    "while current_date < last_scraping_date:\n",
    "    print (current_date)\n",
    "    current_date = current_date + datetime.timedelta(days=7)\n",
    "    current_datetime = datetime.datetime(current_date.year, current_date.month, current_date.day)\n",
    "    next_week_date = current_date + datetime.timedelta(days=7)\n",
    "    next_week_datetime = datetime.datetime(next_week_date.year, next_week_date.month, next_week_date.day)\n",
    "    coins_for_date = set(price.dataset[price.dataset[\"Date\"] == current_date][\"Symbol\"].values)\n",
    "    \n",
    "    for coin in coins_for_date:\n",
    "        # features \n",
    "        if coin == \"BTC\":\n",
    "            continue\n",
    "        try:\n",
    "            coin_rank = marketcap.rank(coin, current_date)\n",
    "            coin_age = round((current_date - coins.coin_data(coin, \"ICO\").date()).total_seconds() / one_year_in_seconds, 2)\n",
    "            coin_price = price.historical(coin, \"USD\", current_datetime)\n",
    "            coin_increase = price.historical(coin, \"USD\", next_week_datetime) / coin_price - 1 \n",
    "\n",
    "            # target\n",
    "            should_buy = coin_increase > 0.5\n",
    "            \n",
    "            ml_data.append({\"Rank\": coin_rank, \n",
    "                           \"Age\": coin_age,\n",
    "                           \"Price\": coin_price})\n",
    "            ml_target.append(should_buy)\n",
    "        except:\n",
    "            print (\"Issue with {}\".format(coin))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ml_features = [\"Rank\", \"Age\", \"Price\"]\n",
    "#mlData = pd.DataFrame(ml_data, columns = ml_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#mlData.to_csv(\"mldata.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#mlTarget = pd.DataFrame(ml_target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#mlTarget.to_csv(\"mltarget.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mlData = pd.DataFrame.from_csv(\"mldata.csv\")\n",
    "mlTarget = pd.DataFrame.from_csv(\"mltarget.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mlData[\"Target\"] = mlTarget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mlData = mlData.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mlData = mlData[[\"Rank\", \"Age\", \"Price\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ml_targ = list(mlData[\"Target\"].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Age</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>175</td>\n",
       "      <td>2.92</td>\n",
       "      <td>0.000064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>481</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.000091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>2.39</td>\n",
       "      <td>0.136110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>337</td>\n",
       "      <td>2.19</td>\n",
       "      <td>0.001820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.132609</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank   Age     Price\n",
       "0   175  2.92  0.000064\n",
       "1   481  0.15  0.000091\n",
       "2    31  2.39  0.136110\n",
       "3   337  2.19  0.001820\n",
       "4    32  0.33  0.132609"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mlData.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44055"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(mlData)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X_train, X_test, Y_train, Y_test = cross_validation.train_test_split(\n",
    "    mlData, ml_targ, test_size=0.5, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
       "            max_features=None, max_leaf_nodes=7, min_impurity_decrease=0.0,\n",
       "            min_impurity_split=None, min_samples_leaf=1,\n",
       "            min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
       "            presort=False, random_state=0, splitter='best')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.843517341565\n"
     ]
    }
   ],
   "source": [
    "estimator = DecisionTreeClassifier(max_leaf_nodes=7, random_state=0)\n",
    "estimator.fit(X_train, Y_train)\n",
    "\n",
    "predictions = estimator.predict(X_test)\n",
    "expected = Y_test\n",
    "\n",
    "print (estimator.score(X_test, Y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.tree import export_graphviz\n",
    "import graphviz\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.19.1'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sklearn.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
       " -->\n",
       "<!-- Title: Tree Pages: 1 -->\n",
       "<svg width=\"693pt\" height=\"458pt\"\n",
       " viewBox=\"0.00 0.00 692.54 458.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 454)\">\n",
       "<title>Tree</title>\n",
       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-454 688.537,-454 688.537,4 -4,4\"/>\n",
       "<!-- 0 -->\n",
       "<g id=\"node1\" class=\"node\"><title>0</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"343.306,-450 203.231,-450 203.231,-386 343.306,-386 343.306,-450\"/>\n",
       "<text text-anchor=\"middle\" x=\"273.269\" y=\"-434.8\" font-family=\"Times,serif\" font-size=\"14.00\">Rank &lt;= 437.5</text>\n",
       "<text text-anchor=\"middle\" x=\"273.269\" y=\"-420.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.27124</text>\n",
       "<text text-anchor=\"middle\" x=\"273.269\" y=\"-406.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 22027</text>\n",
       "<text text-anchor=\"middle\" x=\"273.269\" y=\"-392.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [18463, 3564]</text>\n",
       "</g>\n",
       "<!-- 1 -->\n",
       "<g id=\"node2\" class=\"node\"><title>1</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"263.806,-350 130.731,-350 130.731,-286 263.806,-286 263.806,-350\"/>\n",
       "<text text-anchor=\"middle\" x=\"197.269\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\">Price &lt;= 3e&#45;05</text>\n",
       "<text text-anchor=\"middle\" x=\"197.269\" y=\"-320.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.23393</text>\n",
       "<text text-anchor=\"middle\" x=\"197.269\" y=\"-306.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 11223</text>\n",
       "<text text-anchor=\"middle\" x=\"197.269\" y=\"-292.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [9705, 1518]</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;1 -->\n",
       "<g id=\"edge1\" class=\"edge\"><title>0&#45;&gt;1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M249.222,-385.992C242.36,-377.144 234.794,-367.388 227.609,-358.123\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"230.314,-355.9 221.42,-350.142 224.782,-360.19 230.314,-355.9\"/>\n",
       "<text text-anchor=\"middle\" x=\"218.284\" y=\"-370.745\" font-family=\"Times,serif\" font-size=\"14.00\">True</text>\n",
       "</g>\n",
       "<!-- 2 -->\n",
       "<g id=\"node5\" class=\"node\"><title>2</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"415.806,-350 282.731,-350 282.731,-286 415.806,-286 415.806,-350\"/>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\">Rank &lt;= 1062.5</text>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-320.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.30702</text>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-306.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 10804</text>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-292.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [8758, 2046]</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;2 -->\n",
       "<g id=\"edge4\" class=\"edge\"><title>0&#45;&gt;2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M297.315,-385.992C304.177,-377.144 311.743,-367.388 318.928,-358.123\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"321.755,-360.19 325.117,-350.142 316.223,-355.9 321.755,-360.19\"/>\n",
       "<text text-anchor=\"middle\" x=\"328.253\" y=\"-370.745\" font-family=\"Times,serif\" font-size=\"14.00\">False</text>\n",
       "</g>\n",
       "<!-- 7 -->\n",
       "<g id=\"node3\" class=\"node\"><title>7</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"112.307,-243 0.230497,-243 0.230497,-193 112.307,-193 112.307,-243\"/>\n",
       "<text text-anchor=\"middle\" x=\"56.2686\" y=\"-227.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.36614</text>\n",
       "<text text-anchor=\"middle\" x=\"56.2686\" y=\"-213.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 373</text>\n",
       "<text text-anchor=\"middle\" x=\"56.2686\" y=\"-199.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [283, 90]</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;7 -->\n",
       "<g id=\"edge2\" class=\"edge\"><title>1&#45;&gt;7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M152.655,-285.992C135.754,-274.245 116.547,-260.896 99.7515,-249.222\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"101.422,-246.121 91.213,-243.288 97.4269,-251.869 101.422,-246.121\"/>\n",
       "</g>\n",
       "<!-- 8 -->\n",
       "<g id=\"node4\" class=\"node\"><title>8</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"263.806,-243 130.731,-243 130.731,-193 263.806,-193 263.806,-243\"/>\n",
       "<text text-anchor=\"middle\" x=\"197.269\" y=\"-227.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.22858</text>\n",
       "<text text-anchor=\"middle\" x=\"197.269\" y=\"-213.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 10850</text>\n",
       "<text text-anchor=\"middle\" x=\"197.269\" y=\"-199.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [9422, 1428]</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;8 -->\n",
       "<g id=\"edge3\" class=\"edge\"><title>1&#45;&gt;8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M197.269,-285.992C197.269,-275.646 197.269,-264.057 197.269,-253.465\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"200.769,-253.288 197.269,-243.288 193.769,-253.288 200.769,-253.288\"/>\n",
       "</g>\n",
       "<!-- 3 -->\n",
       "<g id=\"node6\" class=\"node\"><title>3</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"415.806,-250 282.731,-250 282.731,-186 415.806,-186 415.806,-250\"/>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-234.8\" font-family=\"Times,serif\" font-size=\"14.00\">Price &lt;= 1e&#45;05</text>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-220.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.29785</text>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-206.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 9930</text>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-192.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [8122, 1808]</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;3 -->\n",
       "<g id=\"edge5\" class=\"edge\"><title>2&#45;&gt;3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M349.269,-285.992C349.269,-277.859 349.269,-268.959 349.269,-260.378\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"352.769,-260.142 349.269,-250.142 345.769,-260.142 352.769,-260.142\"/>\n",
       "</g>\n",
       "<!-- 4 -->\n",
       "<g id=\"node11\" class=\"node\"><title>4</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"553.807,-250 434.731,-250 434.731,-186 553.807,-186 553.807,-250\"/>\n",
       "<text text-anchor=\"middle\" x=\"494.269\" y=\"-234.8\" font-family=\"Times,serif\" font-size=\"14.00\">Price &lt;= 0.51305</text>\n",
       "<text text-anchor=\"middle\" x=\"494.269\" y=\"-220.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.39632</text>\n",
       "<text text-anchor=\"middle\" x=\"494.269\" y=\"-206.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 874</text>\n",
       "<text text-anchor=\"middle\" x=\"494.269\" y=\"-192.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [636, 238]</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;4 -->\n",
       "<g id=\"edge10\" class=\"edge\"><title>2&#45;&gt;4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M395.147,-285.992C409.296,-276.429 425.016,-265.805 439.691,-255.887\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"441.865,-258.642 448.19,-250.142 437.945,-252.842 441.865,-258.642\"/>\n",
       "</g>\n",
       "<!-- 5 -->\n",
       "<g id=\"node7\" class=\"node\"><title>5</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"264.307,-150 152.23,-150 152.23,-86 264.307,-86 264.307,-150\"/>\n",
       "<text text-anchor=\"middle\" x=\"208.269\" y=\"-134.8\" font-family=\"Times,serif\" font-size=\"14.00\">Age &lt;= 1.305</text>\n",
       "<text text-anchor=\"middle\" x=\"208.269\" y=\"-120.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.44009</text>\n",
       "<text text-anchor=\"middle\" x=\"208.269\" y=\"-106.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 260</text>\n",
       "<text text-anchor=\"middle\" x=\"208.269\" y=\"-92.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [175, 85]</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;5 -->\n",
       "<g id=\"edge6\" class=\"edge\"><title>3&#45;&gt;5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M304.655,-185.992C290.897,-176.429 275.611,-165.805 261.341,-155.887\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"263.285,-152.976 253.076,-150.142 259.289,-158.724 263.285,-152.976\"/>\n",
       "</g>\n",
       "<!-- 6 -->\n",
       "<g id=\"node10\" class=\"node\"><title>6</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"415.806,-143 282.731,-143 282.731,-93 415.806,-93 415.806,-143\"/>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-127.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.29286</text>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-113.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 9670</text>\n",
       "<text text-anchor=\"middle\" x=\"349.269\" y=\"-99.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [7947, 1723]</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;6 -->\n",
       "<g id=\"edge9\" class=\"edge\"><title>3&#45;&gt;6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M349.269,-185.992C349.269,-175.646 349.269,-164.057 349.269,-153.465\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"352.769,-153.288 349.269,-143.288 345.769,-153.288 352.769,-153.288\"/>\n",
       "</g>\n",
       "<!-- 9 -->\n",
       "<g id=\"node8\" class=\"node\"><title>9</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"197.807,-50 92.7304,-50 92.7304,-0 197.807,-0 197.807,-50\"/>\n",
       "<text text-anchor=\"middle\" x=\"145.269\" y=\"-34.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.49992</text>\n",
       "<text text-anchor=\"middle\" x=\"145.269\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 81</text>\n",
       "<text text-anchor=\"middle\" x=\"145.269\" y=\"-6.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [40, 41]</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;9 -->\n",
       "<g id=\"edge7\" class=\"edge\"><title>5&#45;&gt;9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M186.764,-85.9375C180.605,-77.0413 173.877,-67.3236 167.666,-58.352\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"170.475,-56.2598 161.905,-50.0301 164.719,-60.2443 170.475,-56.2598\"/>\n",
       "</g>\n",
       "<!-- 10 -->\n",
       "<g id=\"node9\" class=\"node\"><title>10</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"328.307,-50 216.23,-50 216.23,-0 328.307,-0 328.307,-50\"/>\n",
       "<text text-anchor=\"middle\" x=\"272.269\" y=\"-34.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.37077</text>\n",
       "<text text-anchor=\"middle\" x=\"272.269\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 179</text>\n",
       "<text text-anchor=\"middle\" x=\"272.269\" y=\"-6.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [135, 44]</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;10 -->\n",
       "<g id=\"edge8\" class=\"edge\"><title>5&#45;&gt;10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M230.115,-85.9375C236.371,-77.0413 243.206,-67.3236 249.516,-58.352\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"252.478,-60.2232 255.368,-50.0301 246.753,-56.1963 252.478,-60.2232\"/>\n",
       "</g>\n",
       "<!-- 11 -->\n",
       "<g id=\"node12\" class=\"node\"><title>11</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"553.807,-143 434.731,-143 434.731,-93 553.807,-93 553.807,-143\"/>\n",
       "<text text-anchor=\"middle\" x=\"494.269\" y=\"-127.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.42157</text>\n",
       "<text text-anchor=\"middle\" x=\"494.269\" y=\"-113.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 712</text>\n",
       "<text text-anchor=\"middle\" x=\"494.269\" y=\"-99.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [497, 215]</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;11 -->\n",
       "<g id=\"edge11\" class=\"edge\"><title>4&#45;&gt;11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M494.269,-185.992C494.269,-175.646 494.269,-164.057 494.269,-153.465\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"497.769,-153.288 494.269,-143.288 490.769,-153.288 497.769,-153.288\"/>\n",
       "</g>\n",
       "<!-- 12 -->\n",
       "<g id=\"node13\" class=\"node\"><title>12</title>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"684.307,-143 572.23,-143 572.23,-93 684.307,-93 684.307,-143\"/>\n",
       "<text text-anchor=\"middle\" x=\"628.269\" y=\"-127.8\" font-family=\"Times,serif\" font-size=\"14.00\">gini = 0.24364</text>\n",
       "<text text-anchor=\"middle\" x=\"628.269\" y=\"-113.8\" font-family=\"Times,serif\" font-size=\"14.00\">samples = 162</text>\n",
       "<text text-anchor=\"middle\" x=\"628.269\" y=\"-99.8\" font-family=\"Times,serif\" font-size=\"14.00\">value = [139, 23]</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;12 -->\n",
       "<g id=\"edge12\" class=\"edge\"><title>4&#45;&gt;12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M536.667,-185.992C552.729,-174.245 570.982,-160.896 586.944,-149.222\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"589.053,-152.016 595.059,-143.288 584.921,-146.366 589.053,-152.016\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x115e68400>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sklearn.tree.export_graphviz(estimator, \n",
    "                             out_file=\"mytree.dot\", \n",
    "                             feature_names=ml_features, \n",
    "                             proportion=False, \n",
    "                             precision=5)\n",
    "with open(\"mytree.dot\") as f:\n",
    "    dot_graph = f.read()\n",
    "graphviz.Source(dot_graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}