eda_stock_id.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "\n",
    "%autoreload 2\n",
    "\n",
    "from util import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "engine = create_engine(\"mysql://wspider:wspider00!q@133.186.143.65:3306/wspider\", connect_args={'connect_timeout': 10000})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mws_colt_item = pd.read_sql_query(\"SELECT * FROM MWS_COLT_ITEM WHERE RELEASE_DT > '2017-10-01' LIMIT 1000\", engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "mws_colt_item_ids = pd.read_sql_query(\"SELECT ID FROM MWS_COLT_ITEM WHERE RELEASE_DT > '2017-10-01'\", engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "mws_colt_item_ids_sample = np.random.choice(mws_colt_item_ids.ID.values, size=len(mws_colt_item_ids) / 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25041"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(mws_colt_item_ids_sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "favorite_color = pickle.load( open( \"data/MWS_COLT_ITEM_IVT.p\", \"rb\" ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 523,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_id_infO_df = pd.DataFrame(stock_id_info_lst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 524,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 584,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        5\n",
       "1        2\n",
       "2        5\n",
       "3        4\n",
       "4        1\n",
       "        ..\n",
       "34814    4\n",
       "34815    6\n",
       "34816    1\n",
       "34817    1\n",
       "34818    1\n",
       "Name: n_unique_stock_id, dtype: int64"
      ]
     },
     "execution_count": 584,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_unique_stock_ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 525,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1296f88d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(n_unique_stock_ids, bins=1000)\n",
    "plt.xlim((0, 100))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 586,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>item_id</th>\n",
       "      <th>n_empty_stock_id</th>\n",
       "      <th>n_stock_id</th>\n",
       "      <th>n_unique_stock_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16353</th>\n",
       "      <td>1246002</td>\n",
       "      <td>1</td>\n",
       "      <td>1552</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27192</th>\n",
       "      <td>2050</td>\n",
       "      <td>1</td>\n",
       "      <td>888</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4137</th>\n",
       "      <td>1993466</td>\n",
       "      <td>0</td>\n",
       "      <td>6391</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11271</th>\n",
       "      <td>1351801</td>\n",
       "      <td>1</td>\n",
       "      <td>3032</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13371</th>\n",
       "      <td>1875390</td>\n",
       "      <td>1</td>\n",
       "      <td>2604</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5912</th>\n",
       "      <td>531166</td>\n",
       "      <td>0</td>\n",
       "      <td>74496</td>\n",
       "      <td>768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20108</th>\n",
       "      <td>1646173</td>\n",
       "      <td>1</td>\n",
       "      <td>14415</td>\n",
       "      <td>769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4218</th>\n",
       "      <td>2660430</td>\n",
       "      <td>0</td>\n",
       "      <td>124600</td>\n",
       "      <td>1405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44332</th>\n",
       "      <td>1428885</td>\n",
       "      <td>1</td>\n",
       "      <td>230724</td>\n",
       "      <td>1633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29384</th>\n",
       "      <td>4024595</td>\n",
       "      <td>0</td>\n",
       "      <td>1960</td>\n",
       "      <td>1960</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>456 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       item_id  n_empty_stock_id  n_stock_id  n_unique_stock_id\n",
       "16353  1246002                 1        1552                101\n",
       "27192     2050                 1         888                101\n",
       "4137   1993466                 0        6391                101\n",
       "11271  1351801                 1        3032                101\n",
       "13371  1875390                 1        2604                101\n",
       "...        ...               ...         ...                ...\n",
       "5912    531166                 0       74496                768\n",
       "20108  1646173                 1       14415                769\n",
       "4218   2660430                 0      124600               1405\n",
       "44332  1428885                 1      230724               1633\n",
       "29384  4024595                 0        1960               1960\n",
       "\n",
       "[456 rows x 4 columns]"
      ]
     },
     "execution_count": 586,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_id_infO_df[stock_id_infO_df['n_unique_stock_id'] > 100].sort_values('n_unique_stock_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 595,
   "metadata": {},
   "outputs": [],
   "source": [
    "engine = create_engine(\"mysql://wspider:wspider00!q@133.186.143.65:3306/wspider\", connect_args={'connect_timeout': 10000})\n",
    "colt_item_df = pd.read_sql_query(\"SELECT * FROM MWS_COLT_ITEM WHERE ID = %s\" % '1428885', engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 596,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>GOODS_NUM</th>\n",
       "      <th>ITEM_NUM</th>\n",
       "      <th>GOODS_NAME</th>\n",
       "      <th>GOODS_CATE</th>\n",
       "      <th>BRAND_NAME</th>\n",
       "      <th>RELEASE_DT</th>\n",
       "      <th>COLLECT_DAY</th>\n",
       "      <th>SELL_CLOSE_DT</th>\n",
       "      <th>ORG_MAFT_DT</th>\n",
       "      <th>MAFT_DT</th>\n",
       "      <th>MAFT_ORIGIN</th>\n",
       "      <th>COLLECT_SITE</th>\n",
       "      <th>PRICE_STD_CODE</th>\n",
       "      <th>PRICE</th>\n",
       "      <th>SITE_PRICE</th>\n",
       "      <th>COLOR_OPTION</th>\n",
       "      <th>SIZE_OPTION</th>\n",
       "      <th>STYLE_OPTION</th>\n",
       "      <th>GIFT_OPTION</th>\n",
       "      <th>OPTION</th>\n",
       "      <th>COLLECT_URL</th>\n",
       "      <th>BEST_ITEM_YN</th>\n",
       "      <th>BEST_ITEM_REG_DAY</th>\n",
       "      <th>SITE_NAME</th>\n",
       "      <th>MATERIALS</th>\n",
       "      <th>DESCR</th>\n",
       "      <th>ADD_INFO</th>\n",
       "      <th>DETAIL_INFO</th>\n",
       "      <th>TAG</th>\n",
       "      <th>SIZE_FIT</th>\n",
       "      <th>INGREDIENTS</th>\n",
       "      <th>VOLUME</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>ORG_URL</th>\n",
       "      <th>TRUST_SELLER</th>\n",
       "      <th>STORE_COLLECT_DATA_ID</th>\n",
       "      <th>USE_WAY</th>\n",
       "      <th>AVG_POINT</th>\n",
       "      <th>TOTAL_EVAL_CNT</th>\n",
       "      <th>STOCK_DETECT_DT</th>\n",
       "      <th>STOCK_CHANGE_YN</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>REG_DT</th>\n",
       "      <th>REG_ID</th>\n",
       "      <th>UPT_DT</th>\n",
       "      <th>UPT_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1428885</td>\n",
       "      <td>BSCD0203WHNV</td>\n",
       "      <td>356927153</td>\n",
       "      <td>[세르타][맞춤셔츠]드레스 퓨어 벵갈 스트라이프 셔츠[화이트/네이비]</td>\n",
       "      <td>(#M)롯데맨즈 &gt; 백화점 남성 정장/셔츠 &gt; 드레스셔츠 &gt; 스트라이프셔츠 &gt; 기본핏</td>\n",
       "      <td>세르타</td>\n",
       "      <td>2017-08-05</td>\n",
       "      <td>2017-08-05</td>\n",
       "      <td>None</td>\n",
       "      <td>2017-03</td>\n",
       "      <td>2017-03-01</td>\n",
       "      <td>한국</td>\n",
       "      <td>www.lotte.com</td>\n",
       "      <td>001</td>\n",
       "      <td>73000</td>\n",
       "      <td>0</td>\n",
       "      <td>(사이즈)</td>\n",
       "      <td>(핏)</td>\n",
       "      <td>(카라)</td>\n",
       "      <td>(커프스)</td>\n",
       "      <td></td>\n",
       "      <td>http://www.lotte.com/goods/viewGoodsDetail.lot...</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>lotte.com</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{\"색상\":\"네이비\\/화이트\",\"A\\/S 책임자와 전화번호\":\"브랜디드 인더스트리 ...</td>\n",
       "      <td></td>\n",
       "      <td>#</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>01</td>\n",
       "      <td>/app/ec/wspider/data/html/www.lotte.com/356927...</td>\n",
       "      <td></td>\n",
       "      <td>-1</td>\n",
       "      <td>A</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2017-08-23 19:41:48</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2017-08-05 12:57:16</td>\n",
       "      <td>SERVER</td>\n",
       "      <td>2018-01-22 20:18:49</td>\n",
       "      <td>SERVER</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ID     GOODS_NUM   ITEM_NUM                              GOODS_NAME                                       GOODS_CATE BRAND_NAME  RELEASE_DT COLLECT_DAY SELL_CLOSE_DT ORG_MAFT_DT     MAFT_DT MAFT_ORIGIN   COLLECT_SITE PRICE_STD_CODE  PRICE  SITE_PRICE COLOR_OPTION SIZE_OPTION STYLE_OPTION GIFT_OPTION OPTION                                        COLLECT_URL  BEST_ITEM_YN BEST_ITEM_REG_DAY  SITE_NAME MATERIALS DESCR                                           ADD_INFO DETAIL_INFO TAG SIZE_FIT INGREDIENTS VOLUME TYPE                                            ORG_URL TRUST_SELLER  STORE_COLLECT_DATA_ID USE_WAY AVG_POINT  TOTAL_EVAL_CNT     STOCK_DETECT_DT  STOCK_CHANGE_YN  STATUS              REG_DT  REG_ID              UPT_DT  UPT_ID\n",
       "0  1428885  BSCD0203WHNV  356927153  [세르타][맞춤셔츠]드레스 퓨어 벵갈 스트라이프 셔츠[화이트/네이비]  (#M)롯데맨즈 > 백화점 남성 정장/셔츠 > 드레스셔츠 > 스트라이프셔츠 > 기본핏        세르타  2017-08-05  2017-08-05          None     2017-03  2017-03-01          한국  www.lotte.com            001  73000           0        (사이즈)         (핏)         (카라)       (커프스)         http://www.lotte.com/goods/viewGoodsDetail.lot...             0              None  lotte.com                  {\"색상\":\"네이비\\/화이트\",\"A\\/S 책임자와 전화번호\":\"브랜디드 인더스트리 ...               #     None               None   01  /app/ec/wspider/data/html/www.lotte.com/356927...                                  -1       A       0.0               0 2017-08-23 19:41:48                0       1 2017-08-05 12:57:16  SERVER 2018-01-22 20:18:49  SERVER"
      ]
     },
     "execution_count": 596,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "colt_item_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 573,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12b5d8150>"
      ]
     },
     "execution_count": 573,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x122c24810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample = get_tables_from_goodsNum('2641066', engine)\n",
    "\n",
    "plt.imshow(sample['image'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 574,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "008985de497148ddb1573c29a58151ba",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>QgridWidget</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "QgridWidget(grid_options={'enableTextSelectionOnCells': True, 'editable': True, 'explicitInitialization': True, 'minVisibleRows': 8, 'enableColumnReorder': False, 'defaultColumnWidth': 150, 'maxVisibleRows': 15, 'fullWidthRows': True, 'rowHeight': 28, 'autoEdit': False, 'syncColumnCellResize': True, 'forceFitColumns': True}, precision=5, show_toolbar=True)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qgrid.show_grid(sample['colt_item_ivt_df'], show_toolbar=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 552,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>GOODS_NUM</th>\n",
       "      <th>ITEM_NUM</th>\n",
       "      <th>GOODS_NAME</th>\n",
       "      <th>GOODS_CATE</th>\n",
       "      <th>BRAND_NAME</th>\n",
       "      <th>RELEASE_DT</th>\n",
       "      <th>COLLECT_DAY</th>\n",
       "      <th>SELL_CLOSE_DT</th>\n",
       "      <th>ORG_MAFT_DT</th>\n",
       "      <th>MAFT_DT</th>\n",
       "      <th>MAFT_ORIGIN</th>\n",
       "      <th>COLLECT_SITE</th>\n",
       "      <th>PRICE_STD_CODE</th>\n",
       "      <th>PRICE</th>\n",
       "      <th>SITE_PRICE</th>\n",
       "      <th>COLOR_OPTION</th>\n",
       "      <th>SIZE_OPTION</th>\n",
       "      <th>STYLE_OPTION</th>\n",
       "      <th>GIFT_OPTION</th>\n",
       "      <th>OPTION</th>\n",
       "      <th>COLLECT_URL</th>\n",
       "      <th>BEST_ITEM_YN</th>\n",
       "      <th>BEST_ITEM_REG_DAY</th>\n",
       "      <th>SITE_NAME</th>\n",
       "      <th>MATERIALS</th>\n",
       "      <th>DESCR</th>\n",
       "      <th>ADD_INFO</th>\n",
       "      <th>DETAIL_INFO</th>\n",
       "      <th>TAG</th>\n",
       "      <th>SIZE_FIT</th>\n",
       "      <th>INGREDIENTS</th>\n",
       "      <th>VOLUME</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>ORG_URL</th>\n",
       "      <th>TRUST_SELLER</th>\n",
       "      <th>STORE_COLLECT_DATA_ID</th>\n",
       "      <th>USE_WAY</th>\n",
       "      <th>AVG_POINT</th>\n",
       "      <th>TOTAL_EVAL_CNT</th>\n",
       "      <th>STOCK_DETECT_DT</th>\n",
       "      <th>STOCK_CHANGE_YN</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>REG_DT</th>\n",
       "      <th>REG_ID</th>\n",
       "      <th>UPT_DT</th>\n",
       "      <th>UPT_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3785837</td>\n",
       "      <td>KIRL382MO</td>\n",
       "      <td>2058508601</td>\n",
       "      <td>[카파] KIRL382MO/KIFP381MO-WHT/BLK 17년F/W 남성 트레이...</td>\n",
       "      <td>현대백화점&gt;스포츠ㅣ아웃도어&gt;스포츠의류&gt;트레이닝 남성세트;(#M)현대백화점&gt;스포츠ㅣ아...</td>\n",
       "      <td>카파</td>\n",
       "      <td>2017-09-18</td>\n",
       "      <td>2017-09-18</td>\n",
       "      <td>None</td>\n",
       "      <td>2017.06</td>\n",
       "      <td>2017-06-01</td>\n",
       "      <td>중국</td>\n",
       "      <td>www.hyundaihmall.com</td>\n",
       "      <td>001</td>\n",
       "      <td>65600</td>\n",
       "      <td>None</td>\n",
       "      <td>(색상(상의))</td>\n",
       "      <td>(사이즈(상의))</td>\n",
       "      <td>(사이즈(하의))</td>\n",
       "      <td></td>\n",
       "      <td>(색상(하의))</td>\n",
       "      <td>http://www.hyundaihmall.com/front/pda/itemPtc....</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>HMALL</td>\n",
       "      <td>상의 겉감 : 폴리에스터 100% 하의 겉감 : 폴리에스터 100%</td>\n",
       "      <td></td>\n",
       "      <td>{\"평균배송일\":\"2.1일 (2일 이내 65% 이상) 가구\\/설치\\/주문제작 제외 ...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>01</td>\n",
       "      <td>/app/ec/wspider/data/html/www.hyundaihmall.com...</td>\n",
       "      <td>현대홈쇼핑 고객상담센터 1600-0000</td>\n",
       "      <td>-1</td>\n",
       "      <td>A</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-01-16 08:08:31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2017-09-18 08:41:09</td>\n",
       "      <td>SERVER</td>\n",
       "      <td>2018-01-23 12:22:45</td>\n",
       "      <td>SERVER</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ID  GOODS_NUM    ITEM_NUM                                         GOODS_NAME                                         GOODS_CATE BRAND_NAME  RELEASE_DT COLLECT_DAY SELL_CLOSE_DT ORG_MAFT_DT     MAFT_DT MAFT_ORIGIN          COLLECT_SITE PRICE_STD_CODE  PRICE SITE_PRICE COLOR_OPTION SIZE_OPTION STYLE_OPTION GIFT_OPTION    OPTION                                        COLLECT_URL  BEST_ITEM_YN BEST_ITEM_REG_DAY SITE_NAME                              MATERIALS DESCR                                           ADD_INFO DETAIL_INFO TAG SIZE_FIT INGREDIENTS VOLUME TYPE                                            ORG_URL            TRUST_SELLER  STORE_COLLECT_DATA_ID USE_WAY AVG_POINT  TOTAL_EVAL_CNT     STOCK_DETECT_DT  STOCK_CHANGE_YN  STATUS              REG_DT  REG_ID              UPT_DT  UPT_ID\n",
       "0  3785837  KIRL382MO  2058508601  [카파] KIRL382MO/KIFP381MO-WHT/BLK 17년F/W 남성 트레이...  현대백화점>스포츠ㅣ아웃도어>스포츠의류>트레이닝 남성세트;(#M)현대백화점>스포츠ㅣ아...         카파  2017-09-18  2017-09-18          None     2017.06  2017-06-01          중국  www.hyundaihmall.com            001  65600       None     (색상(상의))   (사이즈(상의))    (사이즈(하의))              (색상(하의))  http://www.hyundaihmall.com/front/pda/itemPtc....             0              None     HMALL  상의 겉감 : 폴리에스터 100% 하의 겉감 : 폴리에스터 100%        {\"평균배송일\":\"2.1일 (2일 이내 65% 이상) 가구\\/설치\\/주문제작 제외 ...                     None               None   01  /app/ec/wspider/data/html/www.hyundaihmall.com...  현대홈쇼핑 고객상담센터 1600-0000                     -1       A       0.0               0 2018-01-16 08:08:31                0       0 2017-09-18 08:41:09  SERVER 2018-01-23 12:22:45  SERVER"
      ]
     },
     "execution_count": 552,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 593,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12b9eb110>"
      ]
     },
     "execution_count": 593,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12aad1950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "engine = create_engine(\"mysql://wspider:wspider00!q@133.186.143.65:3306/wspider\", connect_args={'connect_timeout': 10000})\n",
    "sample = get_tables_from_goodsNum('1428885', engine)\n",
    "plt.imshow(sample['image'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 594,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "517bf911ccda440cbcc53a0916018709",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>QgridWidget</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "QgridWidget(grid_options={'enableTextSelectionOnCells': True, 'editable': True, 'explicitInitialization': True, 'minVisibleRows': 8, 'enableColumnReorder': False, 'defaultColumnWidth': 150, 'maxVisibleRows': 15, 'fullWidthRows': True, 'rowHeight': 28, 'autoEdit': False, 'syncColumnCellResize': True, 'forceFitColumns': True}, precision=5, show_toolbar=True)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qgrid.show_grid(sample['colt_item_ivt_df'], show_toolbar=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 581,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['BLK(\\xeb\\xb8\\x94\\xeb\\x9e\\x99)',\n",
       "       'CMG(\\xea\\xb7\\xb8\\xeb\\xa0\\x88\\xec\\x9d\\xb4)',\n",
       "       'NVY(\\xeb\\x84\\xa4\\xec\\x9d\\xb4\\xeb\\xb9\\x84)'], dtype=object)"
      ]
     },
     "execution_count": 581,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample['colt_item_ivt_df']['OPTION'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 538,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 538,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sample['colt_item_ivt_df']['COLOR_OPTION'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 546,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12bd20f90>"
      ]
     },
     "execution_count": 546,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x129598290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='SIZE_OPTION', y='STOCK_AMOUNT', data=sample['colt_item_ivt_df'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "engine = create_engine(\"mysql://wspider:wspider00!q@133.186.143.65:3306/wspider\", connect_args={'connect_timeout': 10000})\n",
    "\n",
    "stmt = \"SELECT ITEM_ID FROM MWS_COLT_ITEM_IVT GROUP BY ITEM_ID\"\n",
    "\n",
    "pd.read_sql_query(stmt, engine)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>ITEM_ID</th>\n",
       "      <th>STOCK_ID</th>\n",
       "      <th>COLOR_OPTION</th>\n",
       "      <th>SIZE_OPTION</th>\n",
       "      <th>STYLE_OPTION</th>\n",
       "      <th>GIFT_OPTION</th>\n",
       "      <th>OPTION</th>\n",
       "      <th>STOCK_AMOUNT</th>\n",
       "      <th>ADD_PRICE</th>\n",
       "      <th>COLLECT_DAY</th>\n",
       "      <th>REG_ID</th>\n",
       "      <th>REG_DT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26824625001</td>\n",
       "      <td>블랙</td>\n",
       "      <td>55</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>블랙/55</td>\n",
       "      <td>931</td>\n",
       "      <td>0</td>\n",
       "      <td>20170801</td>\n",
       "      <td>SERVER</td>\n",
       "      <td>2017-08-01 16:04:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>26824625002</td>\n",
       "      <td>블랙</td>\n",
       "      <td>66</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>블랙/66</td>\n",
       "      <td>880</td>\n",
       "      <td>0</td>\n",
       "      <td>20170801</td>\n",
       "      <td>SERVER</td>\n",
       "      <td>2017-08-01 16:04:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>26824625003</td>\n",
       "      <td>블랙</td>\n",
       "      <td>77</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>블랙/77</td>\n",
       "      <td>389</td>\n",
       "      <td>0</td>\n",
       "      <td>20170801</td>\n",
       "      <td>SERVER</td>\n",
       "      <td>2017-08-01 16:04:32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ID  ITEM_ID     STOCK_ID COLOR_OPTION SIZE_OPTION STYLE_OPTION GIFT_OPTION OPTION  STOCK_AMOUNT  ADD_PRICE COLLECT_DAY  REG_ID              REG_DT\n",
       "0   1        1  26824625001           블랙          55         None        None  블랙/55           931          0    20170801  SERVER 2017-08-01 16:04:32\n",
       "1   2        1  26824625002           블랙          66         None        None  블랙/66           880          0    20170801  SERVER 2017-08-01 16:04:32\n",
       "2   3        1  26824625003           블랙          77         None        None  블랙/77           389          0    20170801  SERVER 2017-08-01 16:04:32"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "engine = create_engine(\"mysql://wspider:wspider00!q@133.186.143.65:3306/wspider\", connect_args={'connect_timeout': 10000})\n",
    "pd.read_sql_query(\"SELECT * FROM MWS_COLT_ITEM_IVT LIMIT 3\", engine)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>item_id</th>\n",
       "      <th>n_empty_stock_id</th>\n",
       "      <th>n_stock_id</th>\n",
       "      <th>n_unique_stock_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>329</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>402</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>502</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>301</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>376</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>738</td>\n",
       "      <td>0</td>\n",
       "      <td>95</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>708</td>\n",
       "      <td>1</td>\n",
       "      <td>469</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>926</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>765</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>827</td>\n",
       "      <td>0</td>\n",
       "      <td>147</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>772 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     item_id  n_empty_stock_id  n_stock_id  n_unique_stock_id\n",
       "0          1                 0         329                  3\n",
       "1          2                 0         402                  3\n",
       "2          3                 0         502                  4\n",
       "3          4                 0         301                  3\n",
       "4          5                 0         376                  4\n",
       "..       ...               ...         ...                ...\n",
       "767      738                 0          95                  3\n",
       "768      708                 1         469                 37\n",
       "769      926                 1          16                  3\n",
       "770      765                 1           2                  1\n",
       "771      827                 0         147                  1\n",
       "\n",
       "[772 rows x 4 columns]"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(stock_id_info_lst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "mp_worker(1)\n",
    "mp_worker(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_info_lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_info_lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'item_id': 900, 'n_empty_stock_id': 1, 'n_unique_stock_id': 4},\n",
       " {'item_id': 900,\n",
       "  'n_empty_stock_id': 1,\n",
       "  'n_stock_id': 138,\n",
       "  'n_unique_stock_id': 4}]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_info_lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['', '7567388617275247791', '3793086964269101981',\n",
       "       '2749946024175646118'], dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_stock_ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>ITEM_ID</th>\n",
       "      <th>STOCK_ID</th>\n",
       "      <th>COLOR_OPTION</th>\n",
       "      <th>SIZE_OPTION</th>\n",
       "      <th>STYLE_OPTION</th>\n",
       "      <th>GIFT_OPTION</th>\n",
       "      <th>OPTION</th>\n",
       "      <th>STOCK_AMOUNT</th>\n",
       "      <th>ADD_PRICE</th>\n",
       "      <th>COLLECT_DAY</th>\n",
       "      <th>REG_ID</th>\n",
       "      <th>REG_DT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4702</td>\n",
       "      <td>1000</td>\n",
       "      <td></td>\n",
       "      <td>기타</td>\n",
       "      <td>FREE</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>999</td>\n",
       "      <td>0</td>\n",
       "      <td>20170801</td>\n",
       "      <td>SERVER</td>\n",
       "      <td>2017-08-01 16:07:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16066192</td>\n",
       "      <td>1000</td>\n",
       "      <td></td>\n",
       "      <td>기타</td>\n",
       "      <td>FREE</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>996</td>\n",
       "      <td>0</td>\n",
       "      <td>20170804</td>\n",
       "      <td>SERVER</td>\n",
       "      <td>2017-08-04 12:04:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28303162</td>\n",
       "      <td>1000</td>\n",
       "      <td></td>\n",
       "      <td>기타</td>\n",
       "      <td>FREE</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>995</td>\n",
       "      <td>0</td>\n",
       "      <td>20170805</td>\n",
       "      <td>SERVER</td>\n",
       "      <td>2017-08-05 08:05:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>40440072</td>\n",
       "      <td>1000</td>\n",
       "      <td></td>\n",
       "      <td>기타</td>\n",
       "      <td>FREE</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>994</td>\n",
       "      <td>0</td>\n",
       "      <td>20170806</td>\n",
       "      <td>SERVER</td>\n",
       "      <td>2017-08-06 09:35:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>52820207</td>\n",
       "      <td>1000</td>\n",
       "      <td></td>\n",
       "      <td>기타</td>\n",
       "      <td>FREE</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>993</td>\n",
       "      <td>0</td>\n",
       "      <td>20170807</td>\n",
       "      <td>SERVER</td>\n",
       "      <td>2017-08-07 10:10:41</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID  ITEM_ID STOCK_ID COLOR_OPTION SIZE_OPTION STYLE_OPTION GIFT_OPTION OPTION  STOCK_AMOUNT  ADD_PRICE COLLECT_DAY  REG_ID              REG_DT\n",
       "0      4702     1000                    기타        FREE         None        None                  999          0    20170801  SERVER 2017-08-01 16:07:33\n",
       "1  16066192     1000                    기타        FREE         None        None                  996          0    20170804  SERVER 2017-08-04 12:04:09\n",
       "2  28303162     1000                    기타        FREE         None        None                  995          0    20170805  SERVER 2017-08-05 08:05:37\n",
       "3  40440072     1000                    기타        FREE         None        None                  994          0    20170806  SERVER 2017-08-06 09:35:11\n",
       "4  52820207     1000                    기타        FREE         None        None                  993          0    20170807  SERVER 2017-08-07 10:10:41"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_item_1000.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}