tmp

gistfile1.txt

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  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "% matplotlib inline\n",
      "% pylab inline\n",
      "import pandas as pd\n",
      "import numpy as np\n",
      "import matplotlib.pyplot as plt\n",
      "import sys\n",
      "import pylab as pl"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING: pylab import has clobbered these variables: ['hot', 'datetime']\n",
        "`%matplotlib` prevents importing * from pylab and numpy\n"
       ]
      }
     ],
     "prompt_number": 392
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import sys\n",
      "from datetime import datetime, timedelta\n",
      "import os.path\n",
      "import gzip, codecs\n",
      "import math\n",
      "import os\n",
      "import glob\n",
      "import subprocess\n",
      "from operator import itemgetter\n",
      "import json\n",
      "from collections import defaultdict\n",
      "from scipy.sparse import coo_matrix\n",
      "from sklearn.preprocessing import scale\n",
      "from sklearn.decomposition import TruncatedSVD\n",
      "from sklearn.cluster import KMeans, MiniBatchKMeans\n",
      "import heapq"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 269
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def read_logs(buylogs, item_dict, item_count_dict):\n",
      "    ''' \n",
      "    read buylogs one by one, building buyer-item dictionary\n",
      "    '''\n",
      "    \n",
      "    for buylog in buylogs:\n",
      "        if os.path.exists(os.path.join(buylog)) == False:\n",
      "            print('buylog not exists')\n",
      "            return\n",
      "\n",
      "        for i, log_line in EnumerateLines(os.path.join(buylog)):\n",
      "            tt = log_line.strip().split('\\t')\n",
      "            if len(tt) < 3:\n",
      "                continue\n",
      "            cookie_id = tt[1]\n",
      "            items = tt[2].split(',')\n",
      "            \n",
      "            for i in range(0, len(items), 3):\n",
      "                item_id = items[i]\n",
      "                if 'discount' in item_id or 'sum' in item_id or 'shipping' in item_id: continue\n",
      "                price = items[i+1]\n",
      "                vol = items[i+2]\n",
      "                if vol != '':\n",
      "                    item_count_dict[item_id] += float(vol)\n",
      "                    if item_id not in item_dict: item_dict[item_id] = defaultdict(float)\n",
      "                    item_dict[item_id][cookie_id] += float(vol)\n",
      "    \n",
      "    return item_dict, item_count_dict"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 277
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def EnumerateLines(fn, encoding='utf-8'):\n",
      "    BOM_UTF8 = codecs.BOM_UTF8.decode('utf-8');\n",
      "    BOM_UTF16 = codecs.BOM_UTF16.decode('utf-16');\n",
      "\n",
      "    firstLine = True\n",
      "    if fn.endswith('.gz'):\n",
      "        fp = codecs.getreader(encoding)(gzip.open(fn))\n",
      "    else:\n",
      "        fp = codecs.open(fn, mode='r', encoding=encoding)\n",
      "    try:\n",
      "        for j, line in enumerate(fp):\n",
      "            if firstLine:\n",
      "                if encoding == 'utf-8' or encoding == 'utf8':\n",
      "                    yield j, line.lstrip(BOM_UTF8)\n",
      "                elif encoding == 'utf-16' or encoding == 'utf16':\n",
      "                    yield j, line.lstrip(BOM_UTF16)\n",
      "                else:\n",
      "                    yield j, line\n",
      "                firstLine = False\n",
      "            else:\n",
      "                yield j, line   # convert bytes to string\n",
      "    finally:\n",
      "        fp.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 276
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def get_hot_items(item_count_dict, n):\n",
      "    hot_items = heapq.nlargest(n, item_count_dict, key=item_count_dict.get)\n",
      "    return hot_items"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 275
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def spilt_buyers(item_dict, hot_items):\n",
      "    hot_buyer_dict = {}\n",
      "    cold_buyer_dict = {}\n",
      "\n",
      "    for item_id, bought_records in item_dict.items():\n",
      "        if item_id in hot_items: # hot items\n",
      "            for cookie_id, vol in bought_records.items():\n",
      "                if cookie_id not in hot_buyer_dict: hot_buyer_dict[cookie_id] = defaultdict(float)\n",
      "                hot_buyer_dict[cookie_id][item_id] = vol\n",
      "        else: # cold items\n",
      "            for cookie_id, vol in bought_records.items():\n",
      "                if cookie_id not in cold_buyer_dict: cold_buyer_dict[cookie_id] = defaultdict(float)\n",
      "                cold_buyer_dict[cookie_id][item_id] = vol\n",
      "\n",
      "    return hot_buyer_dict, cold_buyer_dict"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 274
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def build_buyer_item_matrix(buyer_dict):\n",
      "    coo_i = [] # buyer\n",
      "    coo_j = [] # item\n",
      "    coo_v = [] # volumns\n",
      "    cookie_index = {} # 'CSA20140530215254780799':0, 'CTR20140901000049632845':1\n",
      "    cookie_index_reverse = {}\n",
      "    item_index = {} # '1299824':0, '1480716':1\n",
      "    item_index_reverse = {}\n",
      "    item_index_count = 0\n",
      "\n",
      "    for idx1, cookie_id in enumerate(buyer_dict):\n",
      "        cookie_index[cookie_id] = idx1 # cookie_index\n",
      "        cookie_index_reverse[idx1] = cookie_id\n",
      "        for item_id, vol in buyer_dict[cookie_id].items():\n",
      "            if item_id not in item_index:\n",
      "                item_index[item_id] = item_index_count\n",
      "                item_index_reverse[item_index_count] = item_id\n",
      "                item_index_count += 1\n",
      "            coo_i.append(idx1)\n",
      "            coo_j.append(item_index[item_id])\n",
      "            coo_v.append(vol)\n",
      "\n",
      "    buyer_item_matrix = coo_matrix((coo_v, (coo_i, coo_j)), shape=(len(cookie_index), len(item_index)))\n",
      "\n",
      "    return buyer_item_matrix, cookie_index, cookie_index_reverse, item_index, item_index_reverse"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 273
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def k_means(buyer_item_matrix, reduced_dimension, k):\n",
      "    scaled_data = scale(buyer_item_matrix.tocsr(), with_mean = False)\n",
      "    svd = TruncatedSVD(n_components=reduced_dimension, random_state=42)#algorithm='arpack')\n",
      "    reduced_data = svd.fit_transform(scaled_data)\n",
      "    # kmeans = KMeans(init='k-means++', n_clusters=k, n_init=10)\n",
      "    # labels = kmeans.fit_predict(reduced_data)\n",
      "    mini_batch_kmeans = MiniBatchKMeans(init='k-means++', n_clusters=k, max_iter=300, batch_size=100)\n",
      "    labels = mini_batch_kmeans.fit_predict(reduced_data)\n",
      "    return labels"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 271
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def buyer_groups(labels, cookie_index_reverse, buyer_dict, n_clusters):\n",
      "    clusters = {el:defaultdict(set) for el in range(n_clusters)}\n",
      "    for idx, label in enumerate(labels): # label: cluster number of the buyer\n",
      "        cookie_id = cookie_index_reverse[idx]\n",
      "        buy_items = buyer_dict[cookie_id].keys()\n",
      "        clusters[label][cookie_id] = buy_items\n",
      "\n",
      "    return clusters"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 280
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def daterange(start_date, end_date):\n",
      "    for n in range(1 + int ((end_date - start_date).days)):\n",
      "        yield start_date + timedelta(n)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 272
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# main\n",
      "start = '20140915'\n",
      "end = '20141005'\n",
      "start_date = datetime.strptime(start, '%Y%m%d')\n",
      "end_date = datetime.strptime(end, '%Y%m%d')\n",
      "output_dir = 'output_dir'\n",
      "\n",
      "hot_labels_d = {}\n",
      "cold_labels_d = {}\n",
      "for mallId in mallid_list:\n",
      "    buylogs = []\n",
      "    logtype = 'Buy'\n",
      "    logcache = 'cache/logStorage/'\n",
      "    for single_date in daterange(start_date, end_date):\n",
      "        date_s = single_date.strftime(\"%Y%m%d\")\n",
      "        filename = '{}-{}-0-{}.txt.gz'.format(logtype, mallId, date_s)\n",
      "        print filename\n",
      "        buylogs.append(logcache + filename)\n",
      "\n",
      "    print('len_buylogs={}'.format(len(buylogs)))\n",
      "\n",
      "    # read logs and build dicts\n",
      "    item_dict = {}\n",
      "    item_count_dict = defaultdict(float)\n",
      "    item_dict, item_count_dict = read_logs(buylogs, item_dict, item_count_dict)\n",
      "\n",
      "    # get top n items list\n",
      "    top_n = 50\n",
      "    hot_items = get_hot_items(item_count_dict, top_n)\n",
      "\n",
      "    # spilt hot & cold buyers based on hot items\n",
      "    hot_buyer_dict, cold_buyer_dict = spilt_buyers(item_dict, hot_items)\n",
      "\n",
      "    # build buyer_item_matrix\n",
      "    hot_buyer_item_matrix, hot_cookie_index, hot_cookie_index_reverse, hot_item_index, hot_item_index_reverse = build_buyer_item_matrix(hot_buyer_dict)\n",
      "    cold_buyer_item_matrix, cold_cookie_index, cold_cookie_index_reverse, cold_item_index, cold_item_index_reverse = build_buyer_item_matrix(cold_buyer_dict)\n",
      "\n",
      "\n",
      "    # clustering\n",
      "    hot_k = 5\n",
      "    hot_reduced_dimension = 10 # for truncatedSVD\n",
      "    hot_labels = k_means(hot_buyer_item_matrix, hot_reduced_dimension, hot_k)\n",
      "    hot_labels_d[mallId] = hot_labels\n",
      "    cold_reduced_dimension = 100 # for truncatedSVD\n",
      "    cold_k = 100\n",
      "    cold_labels = k_means(cold_buyer_item_matrix, cold_reduced_dimension, cold_k)\n",
      "    cold_labels_d[mallId] = cold_labels\n",
      "\n",
      "    # list items bought by buyers who in the same cluster\n",
      "    hot_clusters = buyer_groups(hot_labels, hot_cookie_index_reverse, hot_buyer_dict, hot_k) # format: {cluster_id:{cookie_id:[item_ids]}}\n",
      "    cold_clusters = buyer_groups(cold_labels, cold_cookie_index_reverse, cold_buyer_dict, cold_k) # format: {cluster_id:{cookie_id:[item_ids]}}\n",
      "\n",
      "    # # dump dictionary\n",
      "    # if os.path.exists(os.path.join(output_dir, str(mallId), 'hot_buyer_dicts')) == False:\n",
      "    #     os.makedirs(os.path.join(output_dir, str(mallId), 'hot_buyer_dicts'))\n",
      "    # with open(os.path.join(output_dir, str(mallId), 'hot_buyer_dicts', 'hot_buyer_items_dict_{}_{}_{}.json'.format(mallId, start, end)), mode='wt') as fw:\n",
      "    # # with open(os.path.join(output_dir, str(mallId), 'viewlog_track', 'buyer_cookieids_{}_{}_{}.txt'.format(mallId, start, end)), mode='wt', encoding='utf-8') as fw: # python3\n",
      "    #     json.dump(hot_buyer_dict, fw)\n",
      "\n",
      "    if os.path.exists(os.path.join(output_dir, str(mallId), 'clusters_dicts')) == False:\n",
      "        os.makedirs(os.path.join(output_dir, str(mallId), 'clusters_dicts'))\n",
      "    with open(os.path.join(output_dir, str(mallId), 'clusters_dicts', 'hot_buyer_clustering_items_{}_{}_{}.json'.format(mallId, start, end)), mode='wt') as fw:\n",
      "        json.dump(hot_clusters, fw)\n",
      "    with open(os.path.join(output_dir, str(mallId), 'clusters_dicts', 'cold_buyer_clustering_items_{}_{}_{}.json'.format(mallId, start, end)), mode='wt') as fw:\n",
      "        json.dump(cold_clusters, fw)\n",
      "    "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Buy-64-0-20140915.txt.gz\n",
        "Buy-64-0-20140916.txt.gz\n",
        "Buy-64-0-20140917.txt.gz\n",
        "Buy-64-0-20140918.txt.gz\n",
        "Buy-64-0-20140919.txt.gz\n",
        "Buy-64-0-20140920.txt.gz\n",
        "Buy-64-0-20140921.txt.gz\n",
        "Buy-64-0-20140922.txt.gz\n",
        "Buy-64-0-20140923.txt.gz\n",
        "Buy-64-0-20140924.txt.gz\n",
        "Buy-64-0-20140925.txt.gz\n",
        "Buy-64-0-20140926.txt.gz\n",
        "Buy-64-0-20140927.txt.gz\n",
        "Buy-64-0-20140928.txt.gz\n",
        "Buy-64-0-20140929.txt.gz\n",
        "Buy-64-0-20140930.txt.gz\n",
        "Buy-64-0-20141001.txt.gz\n",
        "Buy-64-0-20141002.txt.gz\n",
        "Buy-64-0-20141003.txt.gz\n",
        "Buy-64-0-20141004.txt.gz\n",
        "Buy-64-0-20141005.txt.gz\n",
        "len_buylogs=21\n",
        "Buy-48-0-20140915.txt.gz"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Buy-48-0-20140916.txt.gz\n",
        "Buy-48-0-20140917.txt.gz\n",
        "Buy-48-0-20140918.txt.gz\n",
        "Buy-48-0-20140919.txt.gz\n",
        "Buy-48-0-20140920.txt.gz\n",
        "Buy-48-0-20140921.txt.gz\n",
        "Buy-48-0-20140922.txt.gz\n",
        "Buy-48-0-20140923.txt.gz\n",
        "Buy-48-0-20140924.txt.gz\n",
        "Buy-48-0-20140925.txt.gz\n",
        "Buy-48-0-20140926.txt.gz\n",
        "Buy-48-0-20140927.txt.gz\n",
        "Buy-48-0-20140928.txt.gz\n",
        "Buy-48-0-20140929.txt.gz\n",
        "Buy-48-0-20140930.txt.gz\n",
        "Buy-48-0-20141001.txt.gz\n",
        "Buy-48-0-20141002.txt.gz\n",
        "Buy-48-0-20141003.txt.gz\n",
        "Buy-48-0-20141004.txt.gz\n",
        "Buy-48-0-20141005.txt.gz\n",
        "len_buylogs=21\n",
        "Buy-49-0-20140915.txt.gz"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Buy-49-0-20140916.txt.gz\n",
        "Buy-49-0-20140917.txt.gz\n",
        "Buy-49-0-20140918.txt.gz\n",
        "Buy-49-0-20140919.txt.gz\n",
        "Buy-49-0-20140920.txt.gz\n",
        "Buy-49-0-20140921.txt.gz\n",
        "Buy-49-0-20140922.txt.gz\n",
        "Buy-49-0-20140923.txt.gz\n",
        "Buy-49-0-20140924.txt.gz\n",
        "Buy-49-0-20140925.txt.gz\n",
        "Buy-49-0-20140926.txt.gz\n",
        "Buy-49-0-20140927.txt.gz\n",
        "Buy-49-0-20140928.txt.gz\n",
        "Buy-49-0-20140929.txt.gz\n",
        "Buy-49-0-20140930.txt.gz\n",
        "Buy-49-0-20141001.txt.gz\n",
        "Buy-49-0-20141002.txt.gz\n",
        "Buy-49-0-20141003.txt.gz\n",
        "Buy-49-0-20141004.txt.gz\n",
        "Buy-49-0-20141005.txt.gz\n",
        "len_buylogs=21\n",
        "Buy-51-0-20140915.txt.gz"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Buy-51-0-20140916.txt.gz\n",
        "Buy-51-0-20140917.txt.gz\n",
        "Buy-51-0-20140918.txt.gz\n",
        "Buy-51-0-20140919.txt.gz\n",
        "Buy-51-0-20140920.txt.gz\n",
        "Buy-51-0-20140921.txt.gz\n",
        "Buy-51-0-20140922.txt.gz\n",
        "Buy-51-0-20140923.txt.gz\n",
        "Buy-51-0-20140924.txt.gz\n",
        "Buy-51-0-20140925.txt.gz\n",
        "Buy-51-0-20140926.txt.gz\n",
        "Buy-51-0-20140927.txt.gz\n",
        "Buy-51-0-20140928.txt.gz\n",
        "Buy-51-0-20140929.txt.gz\n",
        "Buy-51-0-20140930.txt.gz\n",
        "Buy-51-0-20141001.txt.gz\n",
        "Buy-51-0-20141002.txt.gz\n",
        "Buy-51-0-20141003.txt.gz\n",
        "Buy-51-0-20141004.txt.gz\n",
        "Buy-51-0-20141005.txt.gz\n",
        "len_buylogs=21\n",
        "Buy-61-0-20140915.txt.gz"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Buy-61-0-20140916.txt.gz\n",
        "Buy-61-0-20140917.txt.gz\n",
        "Buy-61-0-20140918.txt.gz\n",
        "Buy-61-0-20140919.txt.gz\n",
        "Buy-61-0-20140920.txt.gz\n",
        "Buy-61-0-20140921.txt.gz\n",
        "Buy-61-0-20140922.txt.gz\n",
        "Buy-61-0-20140923.txt.gz\n",
        "Buy-61-0-20140924.txt.gz\n",
        "Buy-61-0-20140925.txt.gz\n",
        "Buy-61-0-20140926.txt.gz\n",
        "Buy-61-0-20140927.txt.gz\n",
        "Buy-61-0-20140928.txt.gz\n",
        "Buy-61-0-20140929.txt.gz\n",
        "Buy-61-0-20140930.txt.gz\n",
        "Buy-61-0-20141001.txt.gz\n",
        "Buy-61-0-20141002.txt.gz\n",
        "Buy-61-0-20141003.txt.gz\n",
        "Buy-61-0-20141004.txt.gz\n",
        "Buy-61-0-20141005.txt.gz\n",
        "len_buylogs=21\n"
       ]
      }
     ],
     "prompt_number": 365
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hot_cluster_dict_48 = json.load(open('output_dir/48/clusters_dicts/hot_buyer_clustering_items_48_20140915_20141005.json'))\n",
      "cold_cluster_dict_48 = json.load(open('output_dir/48/clusters_dicts/cold_buyer_clustering_items_48_20140915_20141005.json'))\n",
      "hot_cluster_dict_61 = json.load(open('output_dir/61/clusters_dicts/hot_buyer_clustering_items_61_20140915_20141005.json'))\n",
      "cold_cluster_dict_61 = json.load(open('output_dir/61/clusters_dicts/cold_buyer_clustering_items_61_20140915_20141005.json'))\n",
      "hot_cluster_dict_64 = json.load(open('output_dir/64/clusters_dicts/hot_buyer_clustering_items_64_20140915_20141005.json'))\n",
      "cold_cluster_dict_64 = json.load(open('output_dir/64/clusters_dicts/cold_buyer_clustering_items_64_20140915_20141005.json'))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 385
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def get_item_titles(mall_id):\n",
      "    encoding = 'utf-8'\n",
      "    BOM_UTF8 = codecs.BOM_UTF8.decode('utf-8');\n",
      "    fin = open('mall_items/mall_{}.csv'.format(mall_id), 'r')\n",
      "    fp = codecs.getreader(encoding)(fin)\n",
      "    item_title_d = {}\n",
      "    for j, line in enumerate(fp):\n",
      "        if j!=0:\n",
      "            item_id, item_title = line.lstrip(BOM_UTF8).split('\\t')[:2]\n",
      "            item_title_d[item_id] = item_title\n",
      "    return item_title_d"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 370
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def list_cluster_items(cluster_dict, info, cluster_numbers, item_title_d):\n",
      "    print info\n",
      "    for cluster_no in cluster_numbers:\n",
      "        cluster_no = str(cluster_no)\n",
      "        print '='*20 + ' cluster-' + cluster_no + ' ' + '='*20\n",
      "        sets = set()\n",
      "        for cookie_ids, item_set in cluster_dict[cluster_no].items():\n",
      "            sets = sets.union(item_set)\n",
      "\n",
      "        print '# uers:{}, # items:{}'.format(len(cluster_dict[cluster_no]), len(sets))\n",
      "        for item_id in sets:\n",
      "            if item_id in item_title_d:\n",
      "                print item_id, item_title_d[str(item_id)]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 371
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cluster_numbers = [0, 1, 2, 3, 4]\n",
      "item_title_d = get_item_titles(64)\n",
      "# print item_title_d['00000001'] # \u7d05\u79c0-\u5b8c\u7f8e\u98a8\u60c5\u91dd\u7e54\n",
      "list_cluster_items(hot_cluster_dict_48, 'hot_48', cluster_numbers, item_title_d)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "hot_48\n",
        "==================== cluster-0 ====================\n",
        "# uers:3872, # items:35\n",
        "5103609 \u91ab\u6735\u5929\u540e-\u8d85\u5149\u7e96\u7f8e\u767d\u971c\u71b1\u92b7\u7d44\n",
        "5223239 AllClean\u842c\u7528\u8f15\u5de7\u978b\u65b0\u8272\u63a8\u85a6\u7d44\n",
        "5246085 Comode\u5b63\u7bc0\u9650\u5b9a\u5168\u5f48\u6027\u56de\u994b\u897f\u8932\n",
        "5071901 \u6f8e\u6e56\u5c0f\u599e\u6d77\u5473\u5e72\u8c9d\u91ac\u4e09\u4eab\u7d44\n",
        "5296676 LC\u96e8\u5098\u5f48\u529b\u6c23\u588a\u5065\u8d70\u978b\n",
        "5240350 Deukonig \u9664\u76ba\u5927\u5e2b\u639b\u71d9\u6a5f-\u52c1\n",
        "5309167 Dunlop\u6c7d\u8eca\u5c08\u7528\u6536\u7d0d\u7bb1\u8d85\u503c\u7d44\n",
        "5197124 I\u2019NESVIA\u6afb\u82b1\u9999\u6df1\u5c64\u4fee\u8b77\u9aee\u819c\u52c1\n",
        "5349728 \u7f8e\u570bNaturalD\u6db2\u5316\u9223\u52a01\u5143\u6297\u6f32\u7d44\n",
        "5209995 ZONE\u8afe\u8c9d\u723e\u4e16\u7d00\u7e96\u7dad\u9632\u8b77\u7537\u8932\n",
        "5222110 TJP\u5275\u65b0\u626d\u529b\u7f8e\u4e73\u7121\u92fc\u5708\u71b1\u92b7\u6b3e\n",
        "5352619 \u96ea\u6708\u82b1\u5438\u6fd5\u6392\u6c57\u8d85\u8212\u9069\u7537\u8932(\u52c1)\n",
        "5358150 \u8239\u4e95\u500d\u71b1\u6f58\u6167\u5982\u591c\u5b45+1\u5143\u6176\u529f\u7d44\n",
        "5352562 \u65e5\u672c\u5473\u738b\u5c0f\u5206\u5b50\u81a0\u539f\u86cb\u767dQ\u5f48\u7d44\n",
        "5173547 COLOR COOK\u6676\u947d\u5f69\u7e6a\u4e0d\u6cbe\u934b\u7d44\u52c1\n",
        "5328509 BODY FIX \u7d42\u6975\u5f37\u6253\u5c40\u90e8\u96d5\u5851\u7d44\n",
        "5191867 \u8afe\u5f97\u5347\u7d1a\u7248\u6e05\u9ad4\u7d20\u52a0\u78bc\u7d44\n",
        "==================== cluster-1 ====================\n",
        "# uers:390, # items:19\n",
        "5328509 BODY FIX \u7d42\u6975\u5f37\u6253\u5c40\u90e8\u96d5\u5851\u7d44\n",
        "5209995 ZONE\u8afe\u8c9d\u723e\u4e16\u7d00\u7e96\u7dad\u9632\u8b77\u7537\u8932\n",
        "5170194 \u5999\u716e\u5a66\u53bb\u6c61\u9738\u7d42\u69751\u5143\u52a0\u8cfc\u7d44\n",
        "5222110 TJP\u5275\u65b0\u626d\u529b\u7f8e\u4e73\u7121\u92fc\u5708\u71b1\u92b7\u6b3e\n",
        "5354904 \u934b\u5bf6\u8010\u71b1\u73bb\u7483\u4fdd\u9bae\u76d2\u5fc5\u5099\u7d44-\u52c1\n",
        "5312802 P-P\u6dbc\u590f\u98a8\u60c5\u98c4\u9038\u8932\u7d44\n",
        "5352619 \u96ea\u6708\u82b1\u5438\u6fd5\u6392\u6c57\u8d85\u8212\u9069\u7537\u8932(\u52c1)\n",
        "5351336 \u934b\u5bf6304\u4e0d\u92b9\u92fc\u990a\u751f\u5feb\u716e\u58fa\u7d44-\u52c1\n",
        "5246085 Comode\u5b63\u7bc0\u9650\u5b9a\u5168\u5f48\u6027\u56de\u994b\u897f\u8932\n",
        "5214998 \u53f0\u7063\u6fc1\u6c34\u6eaa\u6b63\u5b97\u9ed1\u7c73\u7d55\u7248\u63a8\u85a6\u7d44\n",
        "5352562 \u65e5\u672c\u5473\u738b\u5c0f\u5206\u5b50\u81a0\u539f\u86cb\u767dQ\u5f48\u7d44\n",
        "5191867 \u8afe\u5f97\u5347\u7d1a\u7248\u6e05\u9ad4\u7d20\u52a0\u78bc\u7d44\n",
        "5296676 LC\u96e8\u5098\u5f48\u529b\u6c23\u588a\u5065\u8d70\u978b\n",
        "5349728 \u7f8e\u570bNaturalD\u6db2\u5316\u9223\u52a01\u5143\u6297\u6f32\u7d44\n",
        "5175349 \u674e\u84a8\u84c9\u4ee3\u8a00\u8239\u4e95\u81a0\u539f\u86cb\u767d\u5bf5\u611b\u7d44\n",
        "==================== cluster-2 ====================\n",
        "# uers:781, # items:32\n",
        "5215617 \u5bb6\u800c\u9069\u514d\u91d8\u947d\u5eda\u623f\u7121\u75d5\u6536\u7d0d\u7d44\u52c1\n",
        "5354904 \u934b\u5bf6\u8010\u71b1\u73bb\u7483\u4fdd\u9bae\u76d2\u5fc5\u5099\u7d44-\u52c1\n",
        "5246085 Comode\u5b63\u7bc0\u9650\u5b9a\u5168\u5f48\u6027\u56de\u994b\u897f\u8932\n",
        "5103609 \u91ab\u6735\u5929\u540e-\u8d85\u5149\u7e96\u7f8e\u767d\u971c\u71b1\u92b7\u7d44\n",
        "5173547 COLOR COOK\u6676\u947d\u5f69\u7e6a\u4e0d\u6cbe\u934b\u7d44\u52c1\n",
        "5240350 Deukonig \u9664\u76ba\u5927\u5e2b\u639b\u71d9\u6a5f-\u52c1\n",
        "5197124 I\u2019NESVIA\u6afb\u82b1\u9999\u6df1\u5c64\u4fee\u8b77\u9aee\u819c\u52c1\n",
        "5105472 \u934b\u5bf6\u852c\u679c\u7814\u78e8\u6a5f\u6b61\u6176\u71b1\u92b7\u7d44-\u52c1\n",
        "5209995 ZONE\u8afe\u8c9d\u723e\u4e16\u7d00\u7e96\u7dad\u9632\u8b77\u7537\u8932\n",
        "5170194 \u5999\u716e\u5a66\u53bb\u6c61\u9738\u7d42\u69751\u5143\u52a0\u8cfc\u7d44\n",
        "5352619 \u96ea\u6708\u82b1\u5438\u6fd5\u6392\u6c57\u8d85\u8212\u9069\u7537\u8932(\u52c1)\n",
        "5358150 \u8239\u4e95\u500d\u71b1\u6f58\u6167\u5982\u591c\u5b45+1\u5143\u6176\u529f\u7d44\n",
        "5318983 \u7fa9\u5927\u5229Olitalia\u7d14\u6a44\u6b16\u6cb9\u7d44\n",
        "5292353 \u7f8e\u570bJC POLO\u5f48\u6027\u7a7a\u6c23\u8f15\u4fbf\u8932\n",
        "5285299 Belvia\u8afe\u8c9d\u723e\u96f6\u8457\u611f\u7a7a\u6c23\u8836\u7d72\u8863\n",
        "5312802 P-P\u6dbc\u590f\u98a8\u60c5\u98c4\u9038\u8932\u7d44\n",
        "5232612 \u5bb6\u800c\u9069\u514d\u91d8\u947d\u5c45\u5bb6\u7121\u75d5\u6536\u7d0d\u7d44\u52c1\n",
        "==================== cluster-3 ====================\n",
        "# uers:1240, # items:33\n",
        "5103609 \u91ab\u6735\u5929\u540e-\u8d85\u5149\u7e96\u7f8e\u767d\u971c\u71b1\u92b7\u7d44\n",
        "5215617 \u5bb6\u800c\u9069\u514d\u91d8\u947d\u5eda\u623f\u7121\u75d5\u6536\u7d0d\u7d44\u52c1\n",
        "5223239 AllClean\u842c\u7528\u8f15\u5de7\u978b\u65b0\u8272\u63a8\u85a6\u7d44\n",
        "5354904 \u934b\u5bf6\u8010\u71b1\u73bb\u7483\u4fdd\u9bae\u76d2\u5fc5\u5099\u7d44-\u52c1\n",
        "5105472 \u934b\u5bf6\u852c\u679c\u7814\u78e8\u6a5f\u6b61\u6176\u71b1\u92b7\u7d44-\u52c1\n",
        "5246085 Comode\u5b63\u7bc0\u9650\u5b9a\u5168\u5f48\u6027\u56de\u994b\u897f\u8932\n",
        "5071901 \u6f8e\u6e56\u5c0f\u599e\u6d77\u5473\u5e72\u8c9d\u91ac\u4e09\u4eab\u7d44\n",
        "5349728 \u7f8e\u570bNaturalD\u6db2\u5316\u9223\u52a01\u5143\u6297\u6f32\u7d44\n",
        "5214998 \u53f0\u7063\u6fc1\u6c34\u6eaa\u6b63\u5b97\u9ed1\u7c73\u7d55\u7248\u63a8\u85a6\u7d44\n",
        "5309167 Dunlop\u6c7d\u8eca\u5c08\u7528\u6536\u7d0d\u7bb1\u8d85\u503c\u7d44\n",
        "5197124 I\u2019NESVIA\u6afb\u82b1\u9999\u6df1\u5c64\u4fee\u8b77\u9aee\u819c\u52c1\n",
        "5328509 BODY FIX \u7d42\u6975\u5f37\u6253\u5c40\u90e8\u96d5\u5851\u7d44\n",
        "5209995 ZONE\u8afe\u8c9d\u723e\u4e16\u7d00\u7e96\u7dad\u9632\u8b77\u7537\u8932\n",
        "5170194 \u5999\u716e\u5a66\u53bb\u6c61\u9738\u7d42\u69751\u5143\u52a0\u8cfc\u7d44\n",
        "5222110 TJP\u5275\u65b0\u626d\u529b\u7f8e\u4e73\u7121\u92fc\u5708\u71b1\u92b7\u6b3e\n",
        "5352619 \u96ea\u6708\u82b1\u5438\u6fd5\u6392\u6c57\u8d85\u8212\u9069\u7537\u8932(\u52c1)\n",
        "5358150 \u8239\u4e95\u500d\u71b1\u6f58\u6167\u5982\u591c\u5b45+1\u5143\u6176\u529f\u7d44\n",
        "5318983 \u7fa9\u5927\u5229Olitalia\u7d14\u6a44\u6b16\u6cb9\u7d44\n",
        "5292353 \u7f8e\u570bJC POLO\u5f48\u6027\u7a7a\u6c23\u8f15\u4fbf\u8932\n",
        "5173547 COLOR COOK\u6676\u947d\u5f69\u7e6a\u4e0d\u6cbe\u934b\u7d44\u52c1\n",
        "5191867 \u8afe\u5f97\u5347\u7d1a\u7248\u6e05\u9ad4\u7d20\u52a0\u78bc\u7d44\n",
        "5324978 \u5999\u716e\u5a66\u6fc3\u7e2e\u6db2\u614b\u6d17\u8863\u69fd\u6e05\u6f54\u5291\u52c1\n",
        "==================== cluster-4 ====================\n",
        "# uers:1674, # items:27\n",
        "5103609 \u91ab\u6735\u5929\u540e-\u8d85\u5149\u7e96\u7f8e\u767d\u971c\u71b1\u92b7\u7d44\n",
        "5209995 ZONE\u8afe\u8c9d\u723e\u4e16\u7d00\u7e96\u7dad\u9632\u8b77\u7537\u8932\n",
        "5170194 \u5999\u716e\u5a66\u53bb\u6c61\u9738\u7d42\u69751\u5143\u52a0\u8cfc\u7d44\n",
        "5222110 TJP\u5275\u65b0\u626d\u529b\u7f8e\u4e73\u7121\u92fc\u5708\u71b1\u92b7\u6b3e\n",
        "5354904 \u934b\u5bf6\u8010\u71b1\u73bb\u7483\u4fdd\u9bae\u76d2\u5fc5\u5099\u7d44-\u52c1\n",
        "5246085 Comode\u5b63\u7bc0\u9650\u5b9a\u5168\u5f48\u6027\u56de\u994b\u897f\u8932\n",
        "5318983 \u7fa9\u5927\u5229Olitalia\u7d14\u6a44\u6b16\u6cb9\u7d44\n",
        "5071901 \u6f8e\u6e56\u5c0f\u599e\u6d77\u5473\u5e72\u8c9d\u91ac\u4e09\u4eab\u7d44\n",
        "5214998 \u53f0\u7063\u6fc1\u6c34\u6eaa\u6b63\u5b97\u9ed1\u7c73\u7d55\u7248\u63a8\u85a6\u7d44\n",
        "5215617 \u5bb6\u800c\u9069\u514d\u91d8\u947d\u5eda\u623f\u7121\u75d5\u6536\u7d0d\u7d44\u52c1\n",
        "5173547 COLOR COOK\u6676\u947d\u5f69\u7e6a\u4e0d\u6cbe\u934b\u7d44\u52c1\n",
        "5240350 Deukonig \u9664\u76ba\u5927\u5e2b\u639b\u71d9\u6a5f-\u52c1\n",
        "5191867 \u8afe\u5f97\u5347\u7d1a\u7248\u6e05\u9ad4\u7d20\u52a0\u78bc\u7d44\n",
        "5309167 Dunlop\u6c7d\u8eca\u5c08\u7528\u6536\u7d0d\u7bb1\u8d85\u503c\u7d44\n",
        "5324978 \u5999\u716e\u5a66\u6fc3\u7e2e\u6db2\u614b\u6d17\u8863\u69fd\u6e05\u6f54\u5291\u52c1\n",
        "5232612 \u5bb6\u800c\u9069\u514d\u91d8\u947d\u5c45\u5bb6\u7121\u75d5\u6536\u7d0d\u7d44\u52c1\n"
       ]
      }
     ],
     "prompt_number": 391
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cluster_numbers = [4]\n",
      "item_title_d = get_item_titles(64)\n",
      "# print item_title_d['GA188-'] # 0716\u65b0\u54c1 \u751c\u7f8e\u8a98\u4eba~\u82b1\u6f3e\u5e03\u857e\u7d72\u908a\u5c64\u6b21\u5098\u64fa\u9577\u7248\u80cc\u5fc3\u20273\u8272\n",
      "list_cluster_items(cold_cluster_dict_64, 'cold_64', cluster_numbers, item_title_d)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "cold_64\n",
        "==================== cluster-4 ====================\n",
        "# uers:443, # items:214\n",
        "5154410 \u862d\u9675\u7cbe\u54c1\u8a2d\u8a08\u5e2b\u6b3e\u52a0\u5927\u9577\u4e0a\u8863\n",
        "1503299 Madonna\u8d85\u8f15\u7121\u75d5\u96f6\u611f\u80f8\u7f698\u4ef6\u79d2\u524e\u7d441298\n",
        "1496384 \u3010LooCa\u3011\u5168\u6ce2\u578b\u5929\u7136\u4e73\u81a0\u8212\u7720\u7279\u5927\u6795-\u5718\u8cfc-4\u5165\n",
        "5228675 JB\u5c08\u5229\u7121\u92fc\u5708\u6fc0\u7626\u7e96\u9ad4\u8863\u65d7\u9451\u6b3e\n",
        "5347319 JOYJOY\u8907\u5408\u5f48\u6027\u529b\u5b78\u5ef6\u5c55\u56db\u5b63\u5916\u5957\n",
        "1490014 \u51e1\u601d\u5a9a\u7279\u66f2\u7dda\u5f48\u529b\u7f8e\u80f8\u6258\u63d0\u5c0f\u99ac\u75323\u4ef6\u7d44\n",
        "1229678 Ogival \u611b\u5176\u83ef\u7d93\u5178\u8814\u5f0f\u6676\u947d\u5c0d\u93363932DMW+3932DLW\n",
        "5145515 \u6d77\u4ed9\u97d3\u7cfb\u5ca9\u71d2\u6d77\u82d4\u5fc5BUY\u7d44-\u52c1\n",
        "5356222 De Mon\u808c\u819a\u704c\u9223\u6297\u8001\u51cd\u9f61\u7d44\n",
        "1269384 Messa(MIT)\u8cea\u611f\u925a\u91d8\u4eae\u7247\u5c0f\u7f8a\u76ae\u9b5a\u53e3\u9ad8\u8ddf\u5305\u978b-\u5169\u8272\n",
        "5197279 Amina\u83ef\u9e97\u91dd\u7e54\u9577\u4e0a\u8863\u56de\u994b\u6a94\u52c1\n",
        "1378949 iima \u7d93\u5178\u82f1\u502b\u98a8\u683c\u7d0b\u9577\u7248\u4e0a\u8863\u7d44 \u578b\n",
        "1471318 \u3010\u6f58\u5b83\u8c9d\u62c9\u30112014MIT\u6642\u5c1a\u7d93\u5178\u689d\u7d0b\u4e8c\u4ef6\u5f0f\u9023\u8eab\u8932\uff08\u73fe\u8ca8\uff0b\u9810\u8cfc\uff09\n",
        "1217885 E\uff0dCLEAN \u7165\u819a\u6413\u6413\u6a02\u8d85\u503c\u7d44\uff086\u5165\uff09\n",
        "1453224 \u5fb7\u570bAlkmene\u8349\u672c\u8000\u5178\u5564\u9152\u82b1\u6ecb\u990a\u6d17\u9aee\u7cbe\u9732250ml 8\u5165\u7d44\n",
        "1524124 \u51e1\u601d\u5a9a\u7279\u857e\u7d72\u7df9\u82b1\u8836\u7d72\u89328\u4ef6\u7d44\n",
        "1527054 \u3010Cherry baby\u3011\u9802\u7d1a\u8836\u7d72\u7206\u4e73\u7121\u92fc\u5708\u5851\u8863\u5957\u7d44(\u8d85\u503c3\u5957\u7d44)\n",
        "1535428 \u300a\u5143\u5c71\u300b\u6b50\u98a8\u4e0d\u93fd\u92fc\u96fb\u70e4\u7bb19L YS-529OT\n",
        "1476595 \u3010\u9ed1\u8c46\u6851\u3011\u8ff7\u4f60\u56db\u5927\u5929\u738b\u7d44\n",
        "1363101 Timaru\u767d\u9e9d\u9999\u6c1b\u6c90\u6d74\u7d443\u5165\n",
        "1308194 \u3010\u6771\u4eac\u5b85\u85dd\u3011\u7c89\u5f69\u6ce1\u6ce1\u4e94\u6bb5\u5f0f\u8abf\u6574\u548c\u5ba4\u6905(\u7d05\u8272/\u9ed1\u8272)\n",
        "1392407 \u862d\u96751\u5e741\u6b3e\u52a0\u5927\u986f\u7626\u84c4\u71b1\u725b\u4ed4\u8932\n",
        "893729 \u3010THERMOS\u81b3\u9b54\u5e2b\u3011\u4fdd\u6eab\uff0f\u4fdd\u9bae\u98df\u7269\u7f50470ml SK\uff0d3000\n",
        "5340480 TJP\u8f15\u633a\u7121\u92fc\u5708\u8836\u7d72\u80f8\u7f69\u7d44\n",
        "1314601 \u300aFun Sport\u300bNBR\u74b0\u4fdd\u745c\u73c8\u588a20mm\u5bf6\u85cd\n",
        "5324530 ZONE\u8afe\u8c9d\u723e\u5b30\u5152\u7d1a\u9632\u8b77\u7a7a\u6c23\u8863\n",
        "1343752 \u3010\u5065\u55ac\u4fe1\u5143\u3011\u6c9b\u8299\u7f8e\u5fb7\u570b100%\u81a0\u539f\u86cb\u767d\u7c89(4\u76d2)\n",
        "1515028 \u51e1\u601d\u5a9a\u7279\u8ff7\u60c5\u5cf0\u91c7\u6df1V\u857e\u7d72\u80f8\u7f696\u5957\u7d44\n",
        "5348410 TJP 560D\u5c08\u5229\u7f8e\u80f8\u5851\u5f62\u80f8\u7f69\n",
        "5343286 \u5fb7\u570bKappus\u6253\u9020\u5c0fV\u81c9\u52a01\u5143\u7d44\n",
        "5326725 FORTE\u91ab\u7f8e\u7d1a\u6fc0\u6d3b\u6de8\u767d\u5c08\u6848\n",
        "5103394 \u838e\u8389\u7d72\u7121\u611f\u65b0\u9ad4\u9a57\u83ab\u4ee3\u723e\u80cc\u5fc3\u52c1\n",
        "5317785 \u7f8e\u570bROWANA\u7d10\u7d04\u8cb4\u65cf\u4ed5\u5973\u5305\n",
        "5320483 \u83ef\u9640\u73cd\u54c1\u725b\u6a1f\u829d\u5065\u5eb7\u5b88\u8b77\u7d44-\u52c1\n",
        "1351275 WEPON\u4e0d\u93fd\u92fc\u4fdd\u6eab\u71dc\u71d2\u7f50/\u71dc\u71d2\u58fa/\u4fdd\u6eab\u676f\u8d85\u503c2\u5165\u7d44\n",
        "5314079 \u4ef2\u590f\u6d77\u6d0b\u58be\u4e01\u516d\u798f\u838a\u5357\u6b50\u98a8\u60c5\u4e8c\u65e5\u96d9\u4eba\u5e73\u65e5\n",
        "1412395 \u3010 \u611b\u4e4b\u5473 \u3011\u7d14\u6fc3\u71d5\u9ea5\ufe5d\u5929\u7136\u539f\u5473\ufe5e880ml\uff0a12\u5165\n",
        "5340681 \u5e74\u5ea6\u7cbe\u9078\u73a9\u7f8e\u4e0a\u6d77\u4e94\u661f\u9152\u5e97\u56db\u65e5\n",
        "1510632 \u5357\u50d1 \u6c34\u6676\u80a5\u7682\u6d17\u8863\u7528\u6db2\u9ad4\u7682\u88dc\u5145\u5305 \u52a0\u91cf\u7248(1600g+200g)x6\u5305/\u7bb1\n",
        "1420809 \u8cb7\u5c31\u9001 Canon PIXMA MX477 \u7121\u7dda\u50b3\u771f\u8907\u5408\u6a5f\n",
        "5352115 cherrybaby\u975e\u8cb7\u4e0d\u53ef\u5c08\u5229\u99ac\u7532\n",
        "5311005 R.nets\u8f15\u78c5\u55ae\u5be7\u8d85\u5f48\u5bec\u9b06\u986f\u7626\u8932\n",
        "1411618 \u30101\uff0f3 A LIFE\u3011\u7f8e\u7720\u8b77\u9838\u8a18\u61b6\u6795-\u52a0\u5927\u4e8c\u5165\uff0b\u842c\u7528\u8170\u9760\uff0b\u5348\u5b89\u6795\n",
        "1467561 Pobling \u6df1\u5c64\u6bdb\u5b54\u9b54\u529b\u6f54\u984f\u9707\u52d5\u6d17\u81c9\u5237\u5c08\u7528\u66ff\u63db\u5237\u982d \uff081\u5165\uff09\n",
        "5298319 RURU\u6642\u5c1a\u540d\u54c1\u986f\u7626\u6d0b\u88dd\u7d44\n",
        "1460961 \u30101\uff0f3 A Life\u3011\u7d93\u5178LOGO\u6b3e\u7d13\u58d3\u96d9\u5bf6\u300a\u7f8e\u8db3\u6795\uff0b\u4e09\u89d2\u8170\u6795\u300b\n",
        "5299594 MILDSKIN\u9ec3\u91d1\u9752\u6625\u9732\u4eba\u6c23\u71b1\u92b7\u7d44\n",
        "1532577 SKII \u808c\u6e90\u65b0\u751f\u8ce6\u6d3b\u7cbe\u7cb91ml*40(\u76f4\u903c\u6b63\u8ca8\u5bb9\u91cf)\n",
        "5326231 TJP\u7f8e\u4e73\u5851\u5f62\u92fc\u5708\u8836\u7d72\u80f8\u7f69\u7d44\n",
        "1497283 \u300a\u8cb7\u5c31\u9001\u300b\u30101/3 A Life\u3011\u6dbc\u611f\u5929\u7d72\u6046\u6eab\u6a21\u5851\u8b77\u9838\u8a18\u61b6\u6795-2\u5165\n",
        "1529610 Elizabeth Arden \u96c5\u9813 21\u5929\u971c\u7165\u91c7\u6d3b\u984f\u7d44\uff08\u6d17\u9762\u4e73\uff0b\u773c\u971c\uff0b21\u5929\u971c\uff09 (\u9650\u6642\u7279\u60e0\u7d44)\n",
        "5215617 \u5bb6\u800c\u9069\u514d\u91d8\u947d\u5eda\u623f\u7121\u75d5\u6536\u7d0d\u7d44\u52c1\n",
        "1509394 \u3010\u6b4c\u6797kolin\u30111.5L\u9ad8\u7d1a304\u4e0d\u92b9\u92fc\u5feb\u716e\u58faPK-MN1502S\n",
        "879460 \u5fb7\u570b\u6d77\u99ac\u7cbe\u5178\u98a8\u5922\u5e7b\u9999\u6c34\u6c90\u6d74\u7d44(10\u74f6/\u7d44)\n",
        "5230558 \u6700\u6676\u54c1\u8f15\u751c\u7c89\u5ae9\u9396\u908a\u8836\u7d72\u8932(\u52c1)\n",
        "5309356 \u838e\u8389\u7d72\u8f15\u76c8\u7121\u611f\u83ab\u4ee3\u723e\u80cc\u5fc3(\u52c1)\n",
        "1500907 \u3010\u9ed1\u8c46\u6851\u3011\u9187\u91c0\u7cbe\u9078\u9650\u91cf\u4e00\u5143\u52a0\u50f9\u7d44\n",
        "5222737 FASHION.Q\u8d85\u5f48\u529b\u7f8e\u817f\u8f15\u897f\u8932\n",
        "1304244 \u3010Cherry Baby\u3011420\u4e39\u514d\u7f69\u5f0f\u8836\u7d72\u99ac\u7532\u5851\u8eab\u8863+\u89323\u5957\u7d44\n",
        "1524108 \u51e1\u601d\u5a9a\u7279\u5927\u7f8e\u4eba\u6a5f\u80fd\u900f\u6c23\u6b3e4\u5957\u7d44\n",
        "5346100 Instyler\u4e16\u754c\u5c08\u5229\u96fb\u52d5\u6372\u9aee\u5668\n",
        "1522946 \u3010\u660e\u6cbb\u3011\u81a0\u539f\u86cb\u767d\u7c89(\u7f50\u88dd)\n",
        "1193626 \u300a\u5341\u9748\u672c\u8216\u300b \u9ec3\u8006\u67b8\u675e\u7d05\u68d7\u6e6f(\u5373\u6eb6\u5305)1\u76d2\n",
        "5337583 JS\u56b4\u9078\u96b1\u5f62\u7248\u8b77\u8170\u5347\u7d1a\u7d44(\u52c1)\n",
        "1395821 \u3010\u597d\u795e\u3011\u597d\u795e\u9ed1\u80e1\u6912\u53bb\u9aa8\u96de\u817f\u639220\u7247\u7d44\uff082\u7247\uff0f\u5305\uff09\n",
        "1513903 Guerlain \u5b0c\u862d \u73cd\u73e0\u6975\u5149\u7dbb\u767d\u73cd\u73e0\u6c3415mlx5\u5165\n",
        "1533601 SHISEIDO \u8cc7\u751f\u5802 \u767e\u512a\u7cbe\u7d14\u4e73\u971c50ml\n",
        "1527739 \u3010TWINBIRD\u65e5\u672c\u96d9\u9ce5\u3011\u76f4\u7acb\u5f0f\u5438\u5875\u5668TC-D338K\n",
        "1321322 \u5b8f\u91ab\u7d9c\u5408\u5929\u7136B\u7fa4\u6d3b\u529b\u7d44\n",
        "1173359 \u9060\u6771\u6709\u6a5f\u85cd\u85fb2+2\u6709\u6a5f\u7da0\u85fb\n",
        "1490550 LCH \u4e73\u9178\u83ccx2\u76d2\uff0830\u5305\uff0f\u76d2\uff09\u8d85\u503c\u512a\u60e0\u7d44\n",
        "1130318 \u83ef\u9640\u7687\u5ba4\u71d5\u7aa9\u73cd\u73e0\u7c895\u76d2\n",
        "1378246 \u3010\u9b54\u6cd5\u5929\u7a7a\u3011SAM\u8001\u5e2b\u89aa\u7814 \u540d\u54c1\u7cfb\u5217 \u985e\u9999\u6c34\u8eab\u9ad4\u4e73\u6db2 7\u5165\u7d44\n",
        "1424365 \u8239\u4e95Ido\u91ab\u6735AC-11\u7cbe\u9078\u4eae\u9e97\u7d44\n",
        "5273040 ZONE Protecfel\u79d1\u6280\u7e96\u7dad\u5713\u9818\u886b\n",
        "1156701 Nail Queen\u767e\u8b8a\u4e0d\u6c42\u4eba\u5149\u7642\u7f8e\u7532\u7d44(\uff11\u6574\u5957)\n",
        "5337234 Beauty S\u51b0\u808c\u5f48\u529b\u767e\u642d\u9020\u578b\u8932\u7d44\n",
        "1518200 \u51e1\u601d\u5a9a\u7279\u8f15\u76c8\u7df9\u82b1\u8836\u7d72\u8932\u8d85\u503c8\u4ef6\u7d44\n",
        "1466729 \u300a1+1\u8d85\u503c\u7d44\u300b\u4e0a\u8c6a14\u540b\u98a8\u6247FN-1456 \uff08\u53f0\u7063\u88fd\u9020\uff09\n",
        "1415716 \u3010\u5fb7\u570b \u6b50\u68ee\uff0d\u597d\u7acb\u5584\u3011\u767c\u6ce1\u9320\u4efb\u9078\u7d4420\u9320\uff0816\u689d\uff09\n",
        "1409095 \u3010\u8377\u821e\u3011350D\u7121\u92fc\u5708\u8f15\u67d4\u7af9\u70ad\u5305\u8986\u6a5f\u80fd\u99ac\u7532\u5851\u8863\uff083\u4ef6\u7d44\uff09\n",
        "1500272 \u3010\u7267\u91ce\u5c4b\u3011\u53f0\u7063\u88fd\u9ad8\u54c1\u8cea\u96d9\u9762\u6b62\u6ed1\u745c\u73c8\u588a6mm(\u9644\u80cc\u888b+\u675f\u5e36)\n",
        "1504041 \u3010\u9957\u57ce\u3011\u8abf\u5473\u6bdb\u8c46\u91cf\u8ca9\u5305*2\u5305(1000g/\u5305)\n",
        "1346098 \u3010\u9bae\u9b5a\u5c4b\u3011\u5317\u6975\u683c\u9675\u862d\u751c\u87665kg\u539f\u7bb1\n",
        "1524170 \u3010\u53f0\u7063\u8336\u4eba\u3011\u9802\u7d1a\u6cb9\u5207\u5fa1\u8cde\u7da0\u8336(\u8f15\u7e96\u7cfb\u5217) 12\u5305\u91cf\u8ca9\u7d44\n",
        "1388424 \u3010Belvia\u8c9d\u8587\u96c5\u3011\u82f1\u570bJML\u96f6\u675f\u7e1b\u8abf\u6574\u578b\u9b54\u8853\u6b3e\u5167\u88636\u5165\n",
        "1463902 I\u2019NESVIA  \u6afb\u82b1\u9999\u6df1\u5c64\u4fee\u8b77\u9aee\u819c6\u5165\n",
        "1313956 \u7fa9\u5927\u5229\u5967\u5229\u5854100%\u7d14\u6a44\u6b16\u6cb9\u7d44\n",
        "5337927 JB\u5922\u5e7b\u6c34\u6ef4\u7f8e\u80f8\u77ef\u6b63\u7121\u92fc\u5708\u80f8\u7f69\n",
        "1453570 \u8cb4\u5a66\u6df1\u5c64\u9175\u7d20\u6d17\u8863\u7c89700gx23\u76d2\n",
        "5358799 \u862d\u9675\u79cb\u9650\u5b9a\u7d72\u611f\u52a0\u5927\u9650\u5b9a\u9577\u4e0a\u8863\n",
        "1522069 \u3010\u7f8e\u570b AIRWALK\u3011 \u8f15\u751f\u6d3b\u767e\u642d\u4f4e\u7b52\u5e06\u5e03\u978b -(\u7537\u5973\u6b3e)\n",
        "1247031 \u3010\u5fa1\u8863\u574a\u3011\u5929\u7136\u6ab8\u6aac\u6cb9\u751f\u614b\u6fc3\u7e2e\u6d17\u8863\u7c8918\u4ef6\u7d44\n",
        "5232612 \u5bb6\u800c\u9069\u514d\u91d8\u947d\u5c45\u5bb6\u7121\u75d5\u6536\u7d0d\u7d44\u52c1\n",
        "1452917 3A \u7537\u6027\u7d93\u5178\u683c\u7d0b \u9802\u7d1a\u7cbe\u68b3\u7dbf\u5e73\u53e3\u8932 12\u4ef6\u7d44\n",
        "1499546 \u3010\u65e5\u672c\u68ee\u5ddd\u5065\u5eb7\u5802\u3011\u65e5\u672c\u539f\u6599\u9032\u53e3MK\u81a0\u539f\u86cb\u767d\u8461\u8404\u7cd6\u80fa\u7c89\u672b\u98df\u54c1\uff082\u5165\uff09\n",
        "5249859 \u934b\u5bf6\u9ec3\u91d1\u5948\u7c73\u934b75\u6298\u9650\u6642+1\u5143\u7d44\n",
        "1483395 \u3010Q.T.SKIN\u3011\u7f8e\u767d\u9632\u66ec\u819c\u6cd5\u8d85\u503c8\u4ef6\u7d44\n",
        "5293207 YAMASAKI\u512a\u8cde304\u4e0d\u93fd\u92fc\u7bc0\u80fd\u7d44\n",
        "1524766 \u65e5\u672c\u5473\u738b\u5927\u8c46\u7570\u9ec3\u916e\u7d14\u6fc3\u5e38\u4f4f4\u5165\u7d44\n",
        "5346550 I\u2019NESVIA\u7c89\u9e9d\u9999\u6c1b\u6027\u611f\u9b54\u529b\u7c89\n",
        "1302923 \u3010\u5065\u55ac\u4fe1\u5143\u3011\u7d05\u77f3\u69b4\u7dad\u4ed6\u547dC\u767c\u6ce1\u9320(2.7\u516c\u514b*20\u9320/\u76d2)2\u5165\u7d44\n",
        "1328124 Valentino Rudy\u8d85\u67d4\u8212\u7720\u4e73\u81a0\u6795-2\u5165\n",
        "5229643 Comode\u54c1\u724c\u9996\u6b3e\u5168\u5f48\u6027\u5973\u725b\u4ed4\u8932\n",
        "1173166 \u3010\u5fa1\u5fa9\u73cd\u3011\u7cbe\u9078\u7d14\u9ed1\u6728\u8033\u7c89\u6c96\u6ce1\u990a\u751f\u7d44\n",
        "5235516 \u590f\u6735\u54c1\u724c\u63a8\u85a6\u7e96\u9577\u7f8e\u817f\u8932-3\u5165\n",
        "5337815 \u862d\u9675\u9650\u91cf\u9ad8\u898f\u7d14\u624b\u5de5\u76e4\u82b1\u4e0a\u8863\u7d44\n",
        "1452317 \u51e1\u601d\u5a9a\u7279\u5305\u8986\u8abf\u6574\u578b\u80f8\u7f693\uff0b1\u5957\u7d44\n",
        "1129641 MILDSKIN \u7da0\u8336\u6f54\u984f\u6ce1\u6cab\u6d17\u5378\u6155\u7d72(3\u74f6)\n",
        "5299699 Xantia\u6676\u71e6\u8212\u8299\u857e\u6c34\u51dd\u971c\u65b0\u54c1\u7d44\n",
        "1418647 \u3010\u5433\u6de1\u5982\u4ee3\u8a00\u3011GM020\u4e03\u66a2\u539f\u5065\u5b57\u865f\u76ca\u751f\u83cc15\u4ef6\u5abd\u54aa\u7d44\n",
        "1532029 \u3010\u9650\u6642\u6436\u8cfc\u3011\u7f8e\u4eba\u8a08\u6ce1\u8518\u96ea\u86e4\u818f2\u76d2(6\u74f6/\u76d2;\u517112\u74f6)\n",
        "1375678 Estee Lauder DNA\u7279\u6f64\u518d\u751f\u8d85\u5c0e\u4fee\u8b77\u9732 50ml\n",
        "1460365 \u3010TOP GIRL\u3011\u904b\u52d5\u5973\u5b69\u4f11\u9592\u5851\u8eab\u978b\uff0d\u7d05\uff0f1312255243\n",
        "1265973 \u7279\u7d1a\u6c34\u6d17\u68c9\u5178\u96c5\u8cbc\u947d\u5370\u82b1\u4e0a\u8863\u7279\u60e0\u7d44(\u4e09\u5165)\n",
        "1459880 \u3010\u7470\u9e97\u5bf6\u3011\u300a\u8cb7\u5927\u9001\u5c0f\u300b\u7cbe\u9078\u73ab\u7470\u5bf6\u77f3\u9e7d\u6676\u71c8\u8cb76-7kg\u90012-3kg\n",
        "1191445 \u5357\u50d1 \u5373\u98df\u514d\u716e\u5065\u5eb7\u81b3\u7e96\u719f\u98ef31\u76d2\u8d85\u503c\u7d44\n",
        "1514859 \u97d3\u570bOn The Body \u9999\u6c34\u6709\u6a5f\u6c90\u6d74\u9732 900g\n",
        "1476152 \u3010Daffodils\u3011\u857e\u871c\u6735\u8a9e\u7d14\u68c9\u96d9\u4eba\u56db\u4ef6\u5f0f\u5169\u7528\u88ab\u5e8a\u5305\u7d44\n",
        "1498164 \u3010LAMOUR\u85cd\u6c90\u3011\u5065\u5b57\u865f\u7da0\u81b3\u7e96\u81a0\u56ca3\u76d2\u7d44\uff0830\u9846\uff0f\u76d2\uff09\n",
        "1318005 babyou\u59ca\u59b9\u6dd8\uff0d\u7d05\u8591\u9ec3\u5148\u751f\u8cb72\u5927\u90011\u5c0f(\u5171430\u7c92)\n",
        "1313760 N-P\u6f6e\u6d41\u904b\u52d5\u98a8\u4f11\u9592\u7537\u9577\u8932\u7d44\n",
        "5328509 BODY FIX \u7d42\u6975\u5f37\u6253\u5c40\u90e8\u96d5\u5851\u7d44\n",
        "1491989 \u3010\u6881\u886b\u4f2f\u30119706 \u683c\u7d0b\u4e94\u7247\u5f0f\u5e73\u53e3\u893210\u4ef6\u9a5a\u7206\u7d44\uff08M\uff0d3XL\uff09\n",
        "1466711 Xantia \u7d93\u5178\u5922\u9732\u9650\u5b9a\u7248\u5169\u7528\u7c89\u9905SPF30 (\u56db\u5165\u7d44)\n",
        "1477327 \u3010KIWI\u3011\uff08\u9810\u8cfc\uff09Y460 \u8000\u773c\u8272\u7cfbS\u5b57\u6bcd\u7db2\u9762\u5065\u8d70\u978b\n",
        "1509802 Avene\u96c5\u6f3e \u8212\u8b77\u6d3b\u6cc9\u6c34\u7279\u60e0\u7d44(300ml*3+150ml*1)\n",
        "1532204 \u3010\u9650\u6642\u6436\u8cfc\u3011\u7f8e\u4eba\u8a08\u96ea\u7cbe\u9748\u73cd\u73e0\u7c892\u76d2(30\u5305/\u76d2;\u517160\u5305)\n",
        "5358662 Bellewear\u795e\u5947\u676f\u676f\u7df9\u82b1\u80f8\u7f69\n",
        "5297136 \u8f15\u9b06\u62d4\u7f50\u8212\u9069\u4f38\u5c55\u8d85\u503c\u7d44-\u52c1\n",
        "1493436 \u3010\u934b\u5bf6\u3011\u8010\u71b1\u73bb\u7483\u4fdd\u9bae\u76d2\u5e78\u798f8\u5165\u7d44\n",
        "1314930 \u3010EYAH\u5b9c\u96c5\u3011\u7d14\u8272\u4fdd\u6f54\u588a\u5e8a\u5305\u5f0f\u96d9\u4eba(\u8ff7\u60c5\u85cd)\n",
        "1534978 \u3010LooCa\u3011\u9802\u7d1aHT\u900f\u6c23\u5de5\u5b78\u578b\u4e73\u81a0\u6795-2\u5165\n",
        "1541799 \u3010\u9e97\u8cea\u9054\u4eba\u4e2d\u5927\u78bc\u3011\u4e8c\u4ef6\u5f0f\u9577\u8863\u88d9(XL-4XL)\n",
        "5360777 \u97d3\u570bORIKS\u808c\u6d3b\u6297\u8001\u81a0\u539f\u7f8e\u598d\u51cd\n",
        "1475069 Queen Charm\u6b62\u6c57\u73ab\u7470\u9999\u6c1b\u7c89\n",
        "1512662 1881  \u6c11\u65cf\u98a8\u8cbc\u8eab\u5e73\u53e3\u89328\u4ef6\u7d44(\u9001\u4f11\u9592\u896a2\u96d9)\u578b\n",
        "1406669 \u5fb7\u570bDulgon \u5f97\u800c\u5eb7\u5c3f\u7d205\uff05\u8d85\u4fdd\u6fd5\u8b77\u624b\u971c\u8cb77\u90019\u760b\u72c2\u7d44\n",
        "5342145 Beauty S\u4eba\u6c23\u7e96\u7626\u5f48\u529b\u6d0b\u88dd\u5347\u7d1a\u6b3e\n",
        "1412459 TJP\u96d9\u5c08\u5229\u626d\u529b\u7f8e\u4e733\u5957\u5851\u5f62\u80f8\u7f69\u7d44\n",
        "1509379 \u6b4c\u6797kolin-1.8L\u6676\u4eaeLED\u73bb\u7483\u5feb\u716e\u58faPK-MN1803G\n",
        "1404310 JB\u5c08\u52294D\u7121\u611f\u73ab\u7470\u857e\u7d72\u80f8\u7f69\u7d44\n",
        "5354698 \u862d\u9675\u9650\u5b9a\u54c1\u724c\u5408\u8eab\u76f4\u7b52\u725b\u4ed4\u8932\u7d44\n",
        "1428035 \u3010ESSE\u5fa1\u74bd\u540d\u5e8a\u3011 \u91cb\u58d3\u8a18\u61b6\u4e09\u7dda\u52a0\u9ad8\u7368\u7acb\u7b52\u5e8a\u588a\uff0d\u96d9\u4eba5\u5c3a\n",
        "5292353 \u7f8e\u570bJC POLO\u5f48\u6027\u7a7a\u6c23\u8f15\u4fbf\u8932\n",
        "5227032 CORAL\u591a\u6a5f\u4e00\u9ad4\u6574\u5408\u5c0e\u822a\u6a5f\n",
        "1483227 JB\u529b\u633a\u7f8e\u80f8\u7121\u92fc\u5708\u5167\u8863\uff083\uff0b1\u5957\uff09\u7d44\uff0d\u7db2\n",
        "1411926 \u6700\u6676\u54c1\u7121\u92fc\u5708\u6dbc\u611f\u5f48\u529bBra\u8d85\u503c6\u4ef6\u7d44\n",
        "1454845 TJP\u7f8e\u4e73\u7121\u92fc\u5708\u9802\u7d1a\u8836\u7d72\u5167\u8863\u7d44\n",
        "5172243 \u51e1\u601d\u5a9a\u7279\u7cbe\u54c1\u767e\u767e\u8836\u7d72\u53e3\u7891\u80f8\u7f69\n",
        "5303762 \u5bb6\u800c\u9069\u514d\u91d8\u947d\u91d1\u699c\u984c\u540d\u6536\u7d0d\u7d44\n",
        "5350135 CLARE\u9031\u5e74\u6176\u9650\u5b9a\u52a0\u5927\u9577\u4e0a\u8863\n",
        "5347793 kosui\u822a\u592a\u6297\u85cd\u5149\u5305\u8986\u5f0f\u773c\u93e1-\u52c1\n",
        "1452936 \u9edb\u5b89\u82ac\uff0d\u9b54\u8853\u80f8\u7f69A\uff0dC\u7f69\u676f\u5167\u8863\uff08\u666e\u7f85\u65fa\u65af\uff09\n",
        "5363074 \u862d\u9675\u9ad8\u5f48\u6027\u529b\u5b78\u5ef6\u5c55\u7206\u7626\u725b\u4ed4\u8932\n",
        "1522451 \u300aPanasonic\u300b485L\u667a\u6167\u7bc0\u80fd\u8b8a\u983b\u51b0\u7bb1NR-B486GV\n",
        "1249195 \u51e1\u601d\u5a9a\u7279\u8f15\u7a95\u7ff9\u81c0\u8836\u7d72\u5167\u8932\u7d44\n",
        "5347713 \u6bcd\u5b50\u9c77\u9b5a\u5f69\u8679\u62fc\u63a5\u725b\u76ae\u978b\n",
        "1530999 \u3010PIERRE BALMAIN \u76ae\u723e\u5e15\u9580\u3011\u7d93\u5178\u99ac\u5361\u9f8d\u5929\u9d5d\u7d68\u6bef-\u4efb\u9078\u4e8c\u5165\u8d85\u503c\u7d44(150x200cm)\n",
        "1457648 \u672c\u6708\u6700\u6bba Avivi \u827e\u8587\u8587 \u8349\u672c\u7da0\u7926\u6d3b\u6c27\u6297\u75d8\u5ae9\u767d\u6ce5\uff08\u8d08\u5316\u599d\u6c34\uff09\n",
        "1504917 \u6085\u6c0f \u6cb9\u5207\u7da0\u8336 550ml\uff0a24\u74f6\uff0f\u7bb1\n",
        "1197689 \u97d3\u570b\u539f\u88ddA2V\u5475\u8b77\u7d30\u5ae9\u8b77\u624b\u819c3\u5165\n",
        "5246085 Comode\u5b63\u7bc0\u9650\u5b9a\u5168\u5f48\u6027\u56de\u994b\u897f\u8932\n",
        "1509181 \u3010AUS LIFE\u6fb3\u601d\u840a\u301124K\u9802\u7d1a\u9ec3\u91d1\u6297\u8001\u795e\u5947\u7cbe\u83ef\u6db2\n",
        "1249514 \u3010Conalife\u3011\u78c1\u78da\u4eae\u767d\u63a5\u7e2b\u5291(\u767d\u82727\u5165)\n",
        "1517170 \u3010JAKOTA\u30113M\u900f\u6c23\u6392\u6c57\u5168\u5e73\u9762\u9ad8\u5bc6\u5ea6\u96d9\u4eba\u8a18\u61b6\u5e8a\u588a4cm(\u7da0)\n",
        "1459163 \u3010LooCa\u3011\u5178\u96c5\u5f69\u8449 \u7d2b\u96d9\u4eba\u516d\u4ef6\u5f0f\u92ea\u68c9\u5e8a\u7f69\u7d44\n",
        "1523347 \u3010\u7fa9\u5927\u5229Rudy Profumi\u3011\u7c73\u862d\u9999\u6c1b\u73ab\u7470\u4fdd\u6fd5\u6c90\u6d74\u9732100ml(12\u8d85\u503c\u7d44)\n",
        "5191780 \u8afe\u5f97\u5347\u7d1a\u7248\u6e05\u9ad4\u7d20\u9650\u5b9a\u7d44\n",
        "1528658 \u3010SK-II\u3011\u808c\u6e90\u65b0\u751f\u6d3b\u819a\u971c\u6f8e\u6d3e\u7d4415G x 8\u5165 (\u9650\u6642\u7279\u60e0\u7d44)\n",
        "1486590 MIDAS \u771f\u7a7a\u7acb\u9ad4\u58d3\u7e2e\u888b16\u4ef6\u7d44\n",
        "5341216 CLARE\u8d85\u67d4\u73e0\u5149\u96ea\u7d21\u986f\u7626\u88d9\u7d44\n",
        "1428333 I`NESVIA\u6afb\u82b1\u7e96\u5ae9\u4fdd\u990a12\u4ef6\u5bf5\u611b\u81ea\u5df1\u7d44\n",
        "1193970 \u83ef\u9640 \u897f\u57df\u67b8\u675e6\u5165\u7d44\n",
        "1225221 Timaru\u5178\u96c5\u6a80\u9999\u6c90\u6d74\u4e73(1000ml)\u8cb74\u90011\n",
        "5330363 \u7acb\u5a01\u514b\u591a\u91cd\u9175\u7d20\u6d17\u8863\u7d19\u5dfe\u7d44-\u52c1\n",
        "1515007 Bellewear \u7b2c\u4e09\u4ee3\u795e\u5947\u676f\u676f4+1\u4ef6\u7d44\n",
        "1530616 Elizabeth Arden \u96c5\u9813 \u7da0\u8336\u85b0\u8863\u8349\u871c\u6ef4\u8212\u9ad4\u971c\u4e09\u5165\u7d44 \uff08250ML\uff0a3)(\u9650\u6642\u7279\u60e0\u7d44)\n",
        "1450130 TARAGUI \u746a\u9edb\u8336\u5305 \uff0820\u5305\uff0f\u76d2\uff09x20\u76d2\n",
        "1159986 JB\u9006\u8f49\u5168\u5305\u8986\u6a5f\u80fd\u5851\u578b\u80f8\u7f69\u7d44\n",
        "5362569 MILDSKIN\u597d\u83cc\u591a\u6de8\u9ad4\u66a2\u5feb\u7d44\n",
        "1426730 \u3010\u8377\u821e\u30113\u4ef6\u7d44-350D\u8f15\u900f\u7e96\u8170\uff08\u514d\u7a7f\u5167\u8863\uff09\u99ac\u7532\u5851\u8863\n",
        "1181947 \u83ef\u9640\u9f8d\u7fd4\u6210\u9577\u98f2\u767b\u9ad8\u7d44(24\u74f6)\n",
        "5326141 HARYA\u8b77\u8db3\u4fbf\u5229\u91cb\u58d3\u6c23\u588a-\u52c1\n",
        "1434012 \u745e\u58eb\u539f\u88dd\u6297\u9ed1\u7f8e\u767dB12\u9664\u6591\u7d44\n",
        "1506986 \u5f37\u751fS\u7f8e\u4eba\u68d2 CS-122\n",
        "1300242 \u5feb\u6a02\u5bb6\u62c9\u62c9\u852c\u679c\u8abf\u7406\u5668\n",
        "1535145 Michael Jordan \u55ac\u767b \u56db\u5165\u5c0f\u9999\u79ae\u76d2(15ml*4\u5165)-\u8d08\u54c1\u724c\u7d19\u888b\n",
        "1521491 Bubble\u2764CoCo\u8d64\u8272\u4e9e\u9ebb\u512a\u96c5\u5bec\u9b06\u4f11\u9592\u6d0b\u88ddEA96\u9810\u8cfc\n",
        "5213929 \u51e1\u601d\u5a9a\u7279\u624b\u5de5\u857e\u7d72\u52a0\u5927\u8584\u68c9\u80f8\u7f69(\u52c1)\n",
        "5295582 \u5341\u5473\u89c0\u56db\u795e\u6e6f\u7f8e\u5473\u8d85\u503c\u7d44\n",
        "5362995 SG\u570b\u969b\u6ac3\u7d93\u5178\u7f8e\u817f\u986f\u7626\u725b\u4ed4\u8932\n",
        "1491288 \u862d\u853b\u8d85\u9032\u5316\u808c\u56e0\u8ce6\u6d3b\u973250ml\uff0b\u808c\u56e0\u4eae\u773c\u8ce6\u6d3b\u7cbe\u7cb920ml\uff08\u8d08\u5316\u599d\u5305\uff09\n",
        "1459161 \u3010LooCa\u3011\u5178\u96c5\u5f69\u8449 \u85cd\u96d9\u4eba\u516d\u4ef6\u5f0f\u92ea\u68c9\u5e8a\u7f69\u7d44\n",
        "5290607 \u862d\u9675\u6e05\u6dbc\u68c9\u4fcf\u5abd\u54aa\u52a0\u5927\u62fc\u63a5\u4e0a\u8863\n",
        "1530366 \u3010\u8072\u5bf6\u301111\u4eba\u4efd \u5168\u4e0d\u93fd\u92fc\u96fb\u934b KH-G1411SL\n",
        "1495793 \u539a\u5e95\u97d3\u7248\u6642\u5c1a\u7db2\u72c0\u9b06\u7cd5\u5065\u8d70\u978b#195\uff0c\u984f\u8272\uff1a\u7070\u7da0\uff0f\u85cd\u8272\uff0f\u6843\u7d05 \u4e09\u8272\n",
        "1495794 \u7db2\u5e03\u900f\u6c23\u539a\u5e95\u677e\u7cd5\u978b\u5973\u55ae\u978b#7939\uff0c\u984f\u8272\uff1a\u85cd\u8272\uff0f\u7070\u8272\uff0f\u73ab\u7d05 \u4e09\u8272\n",
        "1493435 \u3010\u934b\u5bf6\u3011\u8010\u71b1\u73bb\u7483\u4fdd\u9bae\u76d2\u5713\u6eff\u56db\u5165\u7d44\n",
        "1274988 Livi\u512a\u6d3b \u62bd\u53d6\u5f0f\u885b\u751f\u7d19100\u62bdx10\u5305x10\u4e32/\u7bb1\n",
        "1490926 JB \u6b50\u6d32\u8cb4\u65cf\u9802\u7d1a\u857e\u7d72\u7acb\u9ad4\u7121\u92fc\u5708\u5167\u88633\u5957\n",
        "1490468 \u857e\u742a\u96c5\u7df9\u82b1\u4fee\u98fe\u893218\u4ef6\u7d44\uff0d\u578b\n",
        "1499644 \u3010Belvia\u8c9d\u8587\u96c5\u3011\u8d85\u8f15\u611f\u96c6\u4e2d4D\u7f8e\u80f8\u5167\u8863\u8ffd\u8ca8\u7d44\uff082\uff0b2\uff09\n",
        "1531176 Estee Lauder DNA\u7279\u6f64\u518d\u751f\u8d85\u5c0e\u4fee\u8b77\u9732 50ml+\u7279\u6f64\u518d\u751f\u773c\u90e8\u4fee\u8b77\u971c 15ml\n",
        "5252278 \u862d\u9675\u5de5\u85dd\u7d1a\u6dbc\u723d\u68c9\u4fee\u8eab\u52a0\u5927\u9577\u4e0a\u8863\n"
       ]
      }
     ],
     "prompt_number": 390
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print '5211990' in item_title_d"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "False\n"
       ]
      }
     ],
     "prompt_number": 374
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# cold clusters hist\n",
      "mall_id = 61\n",
      "k = len(set(cold_labels_d[mall_id]))\n",
      "pd.Series(cold_labels_d[mall_id]).hist(bins=k)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 379,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x181652ed0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Ex4D1hen1ZFcFa1CH570u17pO2dvrddtlb2+QbXfaxqB9LXN7a63zYHq02ZOG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\nAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1143012d0>"
       ]
      }
     ],
     "prompt_number": 379
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# hot clusters hist\n",
      "mall_id = 61\n",
      "k = len(set(hot_labels_d[mall_id]))\n",
      "pd.Series(hot_labels_d[mall_id]).hist(bins=k)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 380,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x18797a3d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x187942250>"
       ]
      }
     ],
     "prompt_number": 380
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hists, bins = np.histogram(labels_d[64], bins=range(31))\n",
      "print len(hists)\n",
      "print len(bins)\n",
      "print hists\n",
      "print bins\n",
      "print len(labels[labels==0])\n",
      "print len(labels[labels==26])\n",
      "print len(labels[labels==27])\n",
      "print len(labels[labels==28])\n",
      "print len(labels[labels==29])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "30\n",
        "31\n",
        "[3184 1165 4543  272  335  605  190 5784  153 1768 1937  151 1378 1625  966\n",
        " 1235 4403  566 1084  133 6475  612  702  146 1668  299  326  915  190 4184]\n",
        "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24\n",
        " 25 26 27 28 29 30]\n",
        "5\n",
        "199\n",
        "551\n",
        "1386\n",
        "402\n"
       ]
      }
     ],
     "prompt_number": 136
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(bins[:-1], hists)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 138,
       "text": [
        "[<matplotlib.lines.Line2D at 0x10e002e90>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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2TSrNvNbMNKPtk5b4e+SfLll29kITiT8cbP3UGvVD/sU/HJZfyyN7NRHbqlWW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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x11493ba90>"
       ]
      }
     ],
     "prompt_number": 138
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cookie_index_reverse[labels[0]]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 33,
       "text": [
        "u'CUA20141001121715616395'"
       ]
      }
     ],
     "prompt_number": 33
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def user_groups(labels, cookie_index_reverse, buyer_dict, n_clusters):\n",
      "    clusters = {el:defaultdict(set) for el in range(n_clusters)}\n",
      "    for idx, label in enumerate(labels): # label: cluster number of the user\n",
      "        cookie_id = cookie_index_reverse[idx]\n",
      "        buy_items = buyer_dict[cookie_id].keys()\n",
      "        clusters[label][cookie_id] = buy_items\n",
      "    return clusters"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 96
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "labels==1"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 92,
       "text": [
        "array([False, False, False, ..., False, False, False], dtype=bool)"
       ]
      }
     ],
     "prompt_number": 92
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "clusters = user_groups(labels, cookie_index_reverse, buyer_dict, 30)\n",
      "clusters"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 99,
       "text": [
        "{0: defaultdict(<type 'set'>, {u'CVR2013071121511198297': [u'1484917'], u'CSA20140927193935964655': [u'1417554', u'1466320'], u'CXR20140819091621514390': [u'1512036', u'1476034', u'1507694'], u'CNA20140816175644232873': [u'5097947'], u'COR20140828160512982544': [u'1428941'], u'CXR20140927080751789055': [u'1176507', u'1172414', u'1322936', u'1172963', u'1421240', u'1173250'], u'CGR20140921205152392282': [u'1489619'], u'CRA20140815144936152589': [u'1464440', u'1384272', u'5101523', u'1377807', u'1300183'], u'CXR20140926111606721562': [u'1528923'], u'CYR20140909155908225982': [u'1480643'], u'CXA20130728020000749487': [u'1406595'], u'CMR20131002173615654573': [u'1389940', u'1535169', u'1512012', u'1357229', u'1422225'], u'CSR20140902222935309141': [u'1495340'], u'CHR20140520132252164079': [u'1495340'], u'CCR20140918232928489374': [u'1532225'], u'CHA20111225093511491987': [u'1448298'], u'CXR2014081918051833483': [u'1492580', u'1495895', u'1492585'], u'CFR20140627133730614593': 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        " 1: defaultdict(<type 'set'>, {u'CER20140515172151371166': [u'1514838', u'1514733'], u'CYR20140905225043244243': [u'1522008'], u'CDR20131230105541446480': [u'1469476', u'1130318'], u'CPR20140814200029539172': [u'1432660'], u'CJA20140725233401530043': [u'1465410'], u'CQR20140315111746810847': [u'5188586'], u'CAR20140107100019743614': [u'1391772', u'1400623'], u'CUR20130414054320917621': [u'1470961'], u'CSR20140918150142406677': [u'1522080'], u'CBA20140904192528853120': [u'1503319'], u'CVR2014081811181787929': [u'5309356'], u'CCA20140531005315533089': [u'5172243'], u'CFR20140911000120383170': [u'1421603'], u'CGR20140831100022160180': [u'1461873', u'1461876'], u'CDA20140531185715846228': [u'1315437'], u'CCR20140922141745697525': [u'5342474'], u'COR20130903201820845715': [u'5074797'], u'CZA20131118193439932800': [u'1145552'], u'CGR201408091152174127': [u'1406975'], u'CAA20130418114413899871': [u'5346100'], u'COR20130918185818888017': [u'1340190', u'1430403', u'1521173'], 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u'CLR20140906220224250043': [u'1269704'], u'CFA20131119231051514695': [u'1249187'], u'CFA20140922081117703780': [u'1497283'], u'CVA20140104234119554002': [u'1432660'], u'AD20100304161441915096': [u'1517031', u'1474415'], u'CSR2013110721383867574': [u'905358733'], u'CEA20120909214131538813': [u'1167817', u'1516588'], u'CSA20140922224005329633': [u'5360888'], u'CGA20140207093736871145': [u'1442592', u'1441601'], u'CHR20140928082232530707': [u'1432660'], u'CGR20140923103540412677': [u'1522069'], u'CAR20140616223946589893': [u'1332532'], u'CGA2012081501212534657': [u'5256494'], u'CFR20140920093720161370': [u'1201398'], u'CHA20140809030425708279': [u'5342474'], u'CZR20140827074757610833': [u'1522008'], u'CUR20131221231902913994': [u'1429684', u'1459418'], u'CJR20140408110528211629': [u'1313582'], u'CPR20130615224812715888': [u'5352116'], u'CSR20140909130226227532': [u'1249299'], u'CFA2013012019501491768': [u'5126771', u'1101360'], u'CPR20140924095302415863': [u'5326141'], u'AD20100519142100893270': [u'1443058'], u'CXA20130423142544165979': [u'1465410'], u'CXR20121117083852184437': [u'1340190'], u'CZR20140901194409590869': [u'5188586'], u'CRA20140602120424915491': [u'1345533'], u'CNR20140817181726304222': [u'1461012'], u'CJA20140407135240769468': [u'1515397'], u'COA20140929000111387401': [u'1413589'], u'CUR20121016121701425986': [u'1465410'], u'CPR20140921181721295859': [u'1532550'], u'CQR20140812001733859938': [u'5082704'], u'CTR20140524083515657932': [u'1530600', u'1357215'], u'CQA20130922151819980693': [u'1406975'], u'CYR20140930061043304842': [u'1527923'], u'CJA20140930214503836778': [u'5246818'], u'CUA20120722113333900190': [u'5299590'], u'CUA20140820223747780178': [u'5297136'], u'CTR20130521093923125891': [u'1516588'], u'CZR20140903160028851446': [u'1406789'], u'CWR20130323114240413651': [u'5360888'], u'CCC20140831011721750382': [u'5253523'], u'AD20110115161607421849': [u'1376202'], u'CIA20140614210754557310': [u'5333225'], u'CGA20140511223821693745': [u'1353171'], u'CVR20140211102656895762': [u'5303762'], u'CFR20140407165422618569': [u'1513887'], u'CMA20130902220551305149': [u'5074797'], u'CSR20140514055536600243': [u'1487800'], u'CJR20130809171546995761': [u'905344934'], u'COR2014092623485015312': [u'1439166'], u'CJA20130324141943647853': [u'1522080'], u'CVR20140910220525299247': [u'1421615'], u'CXR20140911220002708006': [u'1279402'], u'CGA20140112220216129476': [u'1522080'], u'CNA20140921081904796101': [u'1332532'], u'CHR20140503110756477291': [u'1489834'], u'CWR20130925194812253086': [u'1469013'], u'CMA20140728085532829280': [u'1388825'], u'CXR20121225195712343287': [u'1519119', u'1531176'], u'CJR20140926000158941754': [u'5188586'], u'CAA20140807101024678055': [u'1401736'], u'CHA20140913234951914': [u'5188586'], u'CUR20140805161401173374': [u'5360888'], u'CZA20130927212357130922': [u'1470961'], u'CFA20140903190105100645': [u'5082704'], u'CAR20140930053729205005': [u'5246818'], u'CEA20140921182254865821': [u'5342474'], u'CSA20121128133728568850': [u'5306556'], u'CKR20140701182947184392': [u'5346100'], u'CYA20140911181907613493': [u'1326447'], u'CBR20140911082854240762': [u'5326898'], u'CPR20131119001919727381': [u'5074797'], u'CCA20140428085614923090': [u'1482252'], u'CER20140608212914872821': [u'1503319'], u'CIR20140930215329442677': [u'5359400'], u'CRR20140905160114399483': [u'5317979', u'5274806'], u'CZR20140819212256283630': [u'5256494'], u'CJR20140617153758493593': [u'1388825'], u'CRR20140905134012699551': [u'1401447'], u'CCA20140719102918813834': [u'1404011', u'1111236'], u'CTA20130915170524586799': [u'1500994'], u'CLR20140914044414887894': [u'5240350', u'1449466'], u'CQA20140813134658654047': [u'1499378'], u'CZA20140802220639383396': [u'1475236'], u'CIR20140924133614210023': [u'1490576'], u'CXA20130603230541649973': [u'1406975', u'5352116', u'1274988'], u'CKA20131226141745324552': [u'5079132'], u'CAA20140820164522352516': [u'1365594'], u'CQA20140114214949855672': [u'1332532'], u'CZA20130311225512795735': [u'1519256', u'1501015', u'1522069'], u'CYR20140920194435560568': [u'1450810'], u'CWR20130719012754926585': [u'1490576'], u'COA20140821001900931709': [u'1531913', u'1528658'], u'CXC20140910094904743978': [u'5359400'], u'CBR20140822225957208223': [u'5338214', u'1479702'], u'CAR2013051321375759351': [u'1493187', u'5360888'], u'CPA20140802113010840295': [u'5256494'], u'CUA2014062311591761669': [u'1357215'], u'CSR20131127073605986922': [u'5326671'], u'CFR20140109153746569385': [u'905358733'], u'CNA20111107110036146300': [u'5246818'], u'CGR20140702082920323014': [u'1522080'], u'CWA20131204084727104755': [u'1415235'], u'CJR20140308165651499421': [u'1173748'], u'CIR2013120817362757906': [u'5346100'], u'CLR20140917195927409705': [u'5352116'], u'AD20110701232139829946': [u'1216869'], u'CSR20140523224314329341': [u'5362995'], u'CUA20120404220131107725': [u'5306556'], u'CJA20140829110313502810': [u'1406975'], u'CRA20130913120127111206': [u'1497283'], u'CCR20140321213353860071': [u'5074797'], u'CJR20140508113124257052': [u'5297136'], u'CNR20131223163820504740': [u'1531693'], u'CKA20140714133617398240': [u'5346100'], u'CKR20130912224325260402': [u'5256494'], u'CDR20131205102212441406': [u'1421615'], u'CRA20140906093117569303': [u'1450810'], u'CIR20140122133024482291': [u'1522858', u'1396954'], u'CPR20140927104459822269': [u'5172243'], u'CVR20130511111810169661': [u'1315803'], u'CMA20140813111839772001': [u'1279402'], u'CLA2014020219353845870': [u'5246818'], u'CPA2011112621343971230': [u'1204045'], u'CMR20140922143602383396': [u'5172243'], u'CNR20140904100334269978': [u'5342474']}),\n",
        " 2: defaultdict(<type 'set'>, {u'CHA20140731091926983389': [u'1432924', u'1170821'], u'CZA20140825193933472054': [u'1231910'], u'CIR20130913082915226996': [u'1231910', u'1525753', u'1525751', u'1444669', u'1525756', u'1531179', u'1531178', u'1525763', u'1525762'], u'CTR2014060813211771854': [u'1432924'], u'CTA20140401120734956716': [u'1337976', u'1337978', u'1479488'], u'CPA20130822143235324622': [u'870564', u'1337976', u'5334532', u'1503317'], u'CUR20140610180540582242': [u'1436115', u'1406063', u'1326804', u'1481789', u'1521329', u'1506936', u'1231910', u'1526617', u'5198644', u'1506960', u'1432924', u'1339324', u'1444669', u'1443863', u'1337978', u'1337990', u'1491512', u'1488888', u'1337976', u'1506053', u'1474029'], u'CCA20120824154541955246': [u'1432924'], u'CQR20140503063644143824': [u'1432924'], u'CIA20140516220958184988': [u'1337963', u'1337976'], u'CCR2013101111045778083': [u'1339324', u'1225180'], u'CGR20140811104354691338': [u'1491512', u'1215721', u'1516948'], u'CLR2014022303420583651': [u'5318983', u'1406063', u'5352562', u'1351934', u'1415754', u'5347713', u'1531947'], u'CXA20140204122032967843': [u'1432924', u'1523943']}),\n",
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        " 4: defaultdict(<type 'set'>, {u'CBR20140925192126829863': [u'1447381'], u'CLA20120503230127547907': [u'1502867'], u'CGA20110908013424607316': [u'5326725'], u'CVR20130611113548982708': [u'1531248'], u'CRA20140729005532722091': [u'5161337'], u'CBR20140920132654566852': [u'1505409', u'5351336', u'1531848'], u'CQR20140927135028883164': [u'1217741'], u'CNA2014022100511493353': [u'1491607'], u'CJA20140302095531197228': [u'905101523'], u'CQA20140616131828886441': [u'1491607'], u'CKA20140919212433380424': [u'1509394'], u'CNR20140908213548556362': [u'1156136'], u'CER20131014113900474779': [u'5324978'], u'CJR20121212105545704991': [u'1515935'], u'CDA2014091112292366040': [u'1526227'], u'CTC2014082712492489216': [u'1498259', u'1514349'], u'CLA20140815192528379246': [u'1506774'], u'CBA20140726005037404047': [u'5129521'], u'CMA20140830225830225010': [u'1523946'], u'CZA20140913221141711223': [u'1520955'], u'CLA20130913094334834669': [u'1516321'], u'CLR20140907090128673151': [u'1202959', 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u'CHR20130904122458584372': [u'1491989', u'1459507'], u'CER20140924221013293845': [u'1504522'], u'CER20141002000732405181': [u'1491607'], u'CCA20140925093438547915': [u'1491607'], u'CHA20130419160641209898': [u'1115841', u'1510636'], u'CKR20140930103605730078': [u'874440'], u'CNR20130927111345302336': [u'5206576', u'5311609'], u'CER20140617155407338938': [u'1475293', u'1335386'], u'CQR20130929233357382724': [u'5326725'], u'CWR20140823115130485152': [u'1491607'], u'CNR20140919095034290914': [u'1406593'], u'CCA20140917185737878157': [u'1483277'], u'CJR20140819094726328263': [u'1491607'], u'CAA20130918205409110986': [u'1491607'], u'CXA20140715011355408099': [u'1484099'], u'CWR20141001163432525850': [u'1324651'], u'CDA20140930001621497513': [u'1524618', u'1423868'], u'CJR20140921143323759981': [u'1420045'], u'CPR20140906164256323621': [u'1505538'], u'CYA20140727113635359823': [u'1446373'], u'CVA20130424224223465112': [u'1229106'], u'CCR20140929131517300810': [u'5324978'], u'CZA20140924004259446415': [u'5360979'], u'CKR20140710211353854080': [u'1491607'], u'CRA20140516115238604467': [u'1491607'], u'CKA20130519001630689517': [u'901366070', u'901518967'], u'CAA20140624140458188201': [u'1334121'], u'CBA20140916182136584429': [u'5358150'], u'CCR20140902115555142893': [u'5273865'], u'CAA20140613225536262805': [u'1397556'], u'CGR20141002002240663198': [u'1491607'], u'CIR20140904213211522248': [u'1399829'], u'CDA20140802004723979905': [u'1366710'], u'CLA20111107214840734746': [u'1390415'], u'CUA201407202215348436': [u'1193977', u'1127594', u'1154614'], u'CRR20120829233744431526': [u'1459476'], u'COA2014070220073017624': [u'1491607'], u'CYA2013121020225743268': [u'1501375'], u'CSA20130907213730249668': [u'5324978']}),\n",
        " 5: defaultdict(<type 'set'>, {u'CPR201408141714444092': [u'1388424'], u'CMA20140206223510907834': [u'1412295'], u'CZR20131219201445286619': [u'1458292'], u'CMA20140725161944261084': [u'5349225'], u'CAR20140928194637720943': [u'1507298', u'1491607'], u'CNA20130619013204122497': [u'1332548', u'1528093'], u'CAA20140219213047910207': [u'1489379', u'1489378'], u'CZR20140924105556336520': [u'5361577'], u'CNR20140906233029599875': [u'5337661'], u'CJA20140611172742122630': [u'1500795'], u'CTR20140921133315238234': [u'905317750'], u'CIA20131203152729877727': [u'5223239'], u'CNR2014051111280571667': [u'1131901'], u'CYR20140930102155359247': [u'1533254'], u'CKR20130210222453587232': [u'5328509'], u'CIR2013080319585686794': [u'5346967'], u'CSA20140804134811327152': [u'1458292'], u'CSA2013103022433397357': [u'5174721'], u'CRA20110727105827972059': [u'1388632', u'1500947'], u'CNR20140920154325703176': [u'5309167', u'5227032'], u'CTR20140315150107819959': [u'5223239'], 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u'CLA20130830103349845267': [u'1481272'], u'CTR20120907111543245736': [u'1437206', u'1319151']}),\n",
        " 6: defaultdict(<type 'set'>, {u'CVR20130720001535751087': [u'1493357'], u'CVR2014080913522653787': [u'1510479'], u'CIA20130226180121991586': [u'1432826'], u'CVA20131220155452506493': [u'1440914'], u'CYR20140917093700909857': [u'1486568'], u'CXA20140915105246961917': [u'1514929'], u'CBA20140216221858697529': [u'5352530'], u'CVA20140416134830772920': [u'5165383'], u'CJA20140301170537855070': [u'5337661', u'1489858'], u'CKA20120712112352115103': [u'1531254'], u'CRA20130928235656244788': [u'5254588'], u'CAA2014090218155085629': [u'1488880', u'1498490'], u'CRR2014092718550846043': [u'1416704', u'1424584'], u'CWA20140601064448310223': [u'1363198'], u'CQR20140905021243435277': [u'5251211'], u'CBR20131227225004506155': [u'5341235'], u'CKR20140913144337897691': [u'5254588'], u'CMA2012121111353572496': [u'5352530'], u'CAR2013050216484496902': [u'1457036'], u'CAA20120618111136575799': [u'1342544', u'1519618', u'1440852'], u'CIA20120110000746316956': [u'1389508'], 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        " 7: defaultdict(<type 'set'>, {u'CCR20130926161032836203': [u'5172243'], u'CEA2014040818191498708': [u'5316164', u'1414831'], u'CEA20140913155824419894': [u'5322863'], u'CXR20140916204651692603': [u'5348154'], u'CRR20140829122939943365': [u'1218273', u'1440787'], u'CIA2014081911285883421': [u'1412459'], u'COR20140728002037249691': [u'1389716', u'5222110'], u'CTR20140902090716363294': [u'5278475'], u'CLR20130525104003396969': [u'1371951', u'840286'], u'CER20140722201232402895': [u'1473179'], u'CJA20140702190350944732': [u'1385384'], u'CJR20140430195918642548': [u'1506424', u'1183517', u'1503906'], u'COA20140922232926591415': [u'5081725'], u'CWA20140908144019457427': [u'5062175'], u'CQR20140730224540356974': [u'5316105'], u'CPA20140821061036629919': [u'5337362'], u'CCR20140930202706432501': [u'1538959'], u'COR20130827062333993806': [u'1409320', u'1429265'], u'CGR20130506122858690978': [u'1415851'], u'CGA20140417102733879236': [u'1517369', u'1499334'], u'COR20140719122636330819': 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