Data_exploration1.ipynb

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  {
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   "metadata": {
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   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
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   "source": [
    "with open('datapath.txt') as f:\n",
    "    datapath=f.readlines()[0].rstrip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
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   "source": [
    "traindata=pd.read_csv(datapath+'train.csv', nrows=int(1e5))"
   ]
  },
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   "cell_type": "code",
   "execution_count": 4,
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       "Index([u'date_time', u'site_name', u'posa_continent', u'user_location_country',\n",
       "       u'user_location_region', u'user_location_city',\n",
       "       u'orig_destination_distance', u'user_id', u'is_mobile', u'is_package',\n",
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       "       u'srch_children_cnt', u'srch_rm_cnt', u'srch_destination_id',\n",
       "       u'srch_destination_type_id', u'is_booking', u'cnt', u'hotel_continent',\n",
       "       u'hotel_country', u'hotel_market', u'hotel_cluster'],\n",
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   "execution_count": 18,
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      "text/plain": [
       "date_time                    99840\n",
       "site_name                       38\n",
       "posa_continent                   5\n",
       "user_location_country          123\n",
       "user_location_region           510\n",
       "user_location_city            3751\n",
       "orig_destination_distance    43022\n",
       "user_id                       3478\n",
       "is_mobile                        2\n",
       "is_package                       2\n",
       "channel                         11\n",
       "srch_ci                       1030\n",
       "srch_co                       1035\n",
       "srch_adults_cnt                 10\n",
       "srch_children_cnt               10\n",
       "srch_rm_cnt                      9\n",
       "srch_destination_id           5296\n",
       "srch_destination_type_id         8\n",
       "is_booking                       2\n",
       "cnt                             30\n",
       "hotel_continent                  6\n",
       "hotel_country                  152\n",
       "hotel_market                  1531\n",
       "hotel_cluster                  100\n",
       "dtype: int64"
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     "execution_count": 18,
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    "def corrs(x):\n",
    "    if x.shape[0]>1:\n",
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    "    else:\n",
    "        return False"
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    "    if x.shape[0]>1:\n",
    "        return nuniques(x)==1\n",
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    "        return False"
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10626,)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ones[multiples][(ones[multiples]==True)])."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "grpdist['hotel_cluster'].apply"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'date_time', u'site_name', u'posa_continent', u'user_location_country',\n",
       "       u'user_location_region', u'user_location_city',\n",
       "       u'orig_destination_distance', u'user_id', u'is_mobile', u'is_package',\n",
       "       u'channel', u'srch_ci', u'srch_co', u'srch_adults_cnt',\n",
       "       u'srch_children_cnt', u'srch_rm_cnt', u'srch_destination_id',\n",
       "       u'srch_destination_type_id', u'is_booking', u'cnt', u'hotel_continent',\n",
       "       u'hotel_country', u'hotel_market', u'hotel_cluster'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traindata.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "grpdistcity=traindata.groupby(['user_location_city',u'orig_destination_distance','user_location_country',u'user_location_region'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "multiples=grpdistcity['hotel_cluster'].apply(lambda x: x.shape[0]>1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "uniques=grpdistcity['hotel_cluster'].apply(nuniques)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "413"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(uniques[multiples]!=1).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Object `count` not found.\n"
     ]
    }
   ],
   "source": [
    "pd.DataFrame(uniques[multiples]).groupby('hotel_cluster')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "nxtgrp=pd.DataFrame(uniques[multiples]).groupby('hotel_cluster')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hotel_cluster\n",
       "1    10650\n",
       "2      401\n",
       "3       12\n",
       "dtype: int64"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nxtgrp.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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