op30_predict_quality_xgboost.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymysql\n",
    "import pandas as pd\n",
    "from xgboost import plot_importance\n",
    "import numpy as np\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.90\n"
     ]
    }
   ],
   "source": [
    "import xgboost as xgb\n",
    "print(xgb.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 품질데이터 가져오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_quality_data_list_for_predict():\n",
    "    conn = pymysql.connect(host='127.0.0.1', user='root', password='carry789', db='projectdata', charset='utf8')\n",
    "\n",
    "    sql = '''\n",
    "        select product_key, product_size_l, product_size_w, product_size_h, product_test\n",
    "        from product_quality\n",
    "    '''\n",
    "\n",
    "    cursor = conn.cursor()\n",
    "    cursor.execute(sql)\n",
    "    row = cursor.fetchall()\n",
    "\n",
    "    data_list = []\n",
    "\n",
    "    for obj in row:\n",
    "        data_dic = {\n",
    "            'product_key': obj[0],\n",
    "            'product_size_l': obj[1],\n",
    "            'product_size_w': obj[2],\n",
    "            'product_size_h': obj[3],\n",
    "            'product_test' : obj[4]\n",
    "        }\n",
    "        data_list.append(data_dic)\n",
    "\n",
    "    conn.close()\n",
    "\n",
    "    return data_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "quality_data = get_quality_data_list_for_predict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "quality_df = pd.DataFrame(quality_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>product_key</th>\n",
       "      <th>product_size_h</th>\n",
       "      <th>product_size_l</th>\n",
       "      <th>product_size_w</th>\n",
       "      <th>product_test</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-10-31 16:38:15.951609-W1P0</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>200.0010</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-10-31 16:38:15.951609-body</td>\n",
       "      <td>49.9983</td>\n",
       "      <td>200.0010</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-10-31 16:38:15.951609-wavyfin</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>49.9968</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-10-31 16:38:25.871779-W2P0</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>200.0010</td>\n",
       "      <td>139.9980</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-10-31 16:38:25.871779-pipe1</td>\n",
       "      <td>30.0007</td>\n",
       "      <td>29.9990</td>\n",
       "      <td>49.9981</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          product_key  product_size_h  product_size_l  \\\n",
       "0     2020-10-31 16:38:15.951609-W1P0         60.0001        200.0010   \n",
       "1     2020-10-31 16:38:15.951609-body         49.9983        200.0010   \n",
       "2  2020-10-31 16:38:15.951609-wavyfin         60.0001         99.9994   \n",
       "3     2020-10-31 16:38:25.871779-W2P0         60.0001        200.0010   \n",
       "4    2020-10-31 16:38:25.871779-pipe1         30.0007         29.9990   \n",
       "\n",
       "   product_size_w product_test  \n",
       "0         99.9996           OK  \n",
       "1         99.9996           OK  \n",
       "2         49.9968           OK  \n",
       "3        139.9980           OK  \n",
       "4         49.9981           OK  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quality_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(192326, 5)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quality_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'product_key': '2020-10-31 16:38:15.951609-W1P0',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.9996,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:15.951609-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.9996,\n",
       "  'product_size_h': 49.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:15.951609-wavyfin',\n",
       "  'product_size_l': 99.9994,\n",
       "  'product_size_w': 49.9968,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:25.871779-W2P0',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:25.871779-pipe1',\n",
       "  'product_size_l': 29.999,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 30.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:35.729839-W3P0',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:35.729839-pipe2',\n",
       "  'product_size_l': 29.9949,\n",
       "  'product_size_w': 50.0008,\n",
       "  'product_size_h': 30.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:45.587019-W4P0',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:45.587019-flange1',\n",
       "  'product_size_l': 29.9945,\n",
       "  'product_size_w': 80.005,\n",
       "  'product_size_h': 39.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:54.696989-W5P0',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:54.696989-flange2',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 80.0032,\n",
       "  'product_size_h': 39.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:04.376949-W6P0',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:25.877709-W1P1',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9967,\n",
       "  'product_size_h': 60.0057,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:25.877709-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9967,\n",
       "  'product_size_h': 50.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:25.877709-wavyfin',\n",
       "  'product_size_l': 99.9994,\n",
       "  'product_size_w': 50.0027,\n",
       "  'product_size_h': 60.0057,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:35.654489-W2P1',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.997,\n",
       "  'product_size_h': 60.0057,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:35.654489-pipe1',\n",
       "  'product_size_l': 30.0047,\n",
       "  'product_size_w': 50.0005,\n",
       "  'product_size_h': 29.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:45.507849-W3P1',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0057,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:45.507849-pipe2',\n",
       "  'product_size_l': 29.9978,\n",
       "  'product_size_w': 49.9976,\n",
       "  'product_size_h': 30.003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:55.381499-W4P1',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0057,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:55.381499-flange1',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 79.9997,\n",
       "  'product_size_h': 40.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:04.912859-W5P1',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0057,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:04.912859-flange2',\n",
       "  'product_size_l': 29.9978,\n",
       "  'product_size_w': 79.9976,\n",
       "  'product_size_h': 39.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:14.642119-W6P1',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0057,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:35.689589-W1P2',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9991,\n",
       "  'product_size_h': 60.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:35.689589-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9991,\n",
       "  'product_size_h': 50.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:35.689589-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 50.0012,\n",
       "  'product_size_h': 60.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:45.573209-W2P2',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.996,\n",
       "  'product_size_h': 60.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:45.573209-pipe1',\n",
       "  'product_size_l': 30.0033,\n",
       "  'product_size_w': 49.9968,\n",
       "  'product_size_h': 29.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:55.378109-W3P2',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:55.378109-pipe2',\n",
       "  'product_size_l': 29.9971,\n",
       "  'product_size_w': 49.9978,\n",
       "  'product_size_h': 30.002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:04.847949-W4P2',\n",
       "  'product_size_l': 229.995,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:04.847949-flange1',\n",
       "  'product_size_l': 29.9961,\n",
       "  'product_size_w': 80.0058,\n",
       "  'product_size_h': 40.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:14.828379-W5P2',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:14.828379-flange2',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 79.9972,\n",
       "  'product_size_h': 40.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:24.709599-W6P2',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:44.829799-W1P3',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9965,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:44.829799-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9965,\n",
       "  'product_size_h': 49.9978,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:44.829799-wavyfin',\n",
       "  'product_size_l': 99.9996,\n",
       "  'product_size_w': 50.0007,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:55.561289-W2P3',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.996,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:55.561289-pipe1',\n",
       "  'product_size_l': 30.0026,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 30.0024,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:05.340899-W3P3',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:05.340899-pipe2',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 50.001,\n",
       "  'product_size_h': 29.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:14.659359-W4P3',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:14.659359-flange1',\n",
       "  'product_size_l': 29.9973,\n",
       "  'product_size_w': 79.9949,\n",
       "  'product_size_h': 40.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:23.956099-W5P3',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:23.956099-flange2',\n",
       "  'product_size_l': 30.0002,\n",
       "  'product_size_w': 79.9991,\n",
       "  'product_size_h': 39.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:33.261319-W6P3',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:54.165049-W1P4',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:54.165049-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 50.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:38:54.165049-wavyfin',\n",
       "  'product_size_l': 99.9983,\n",
       "  'product_size_w': 50.0028,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:05.212459-W2P4',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.009,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:05.212459-pipe1',\n",
       "  'product_size_l': 29.9999,\n",
       "  'product_size_w': 50.0046,\n",
       "  'product_size_h': 30.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:15.333279-W3P4',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:15.333279-pipe2',\n",
       "  'product_size_l': 30.0022,\n",
       "  'product_size_w': 49.9988,\n",
       "  'product_size_h': 30.0051,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:24.828239-W4P4',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:24.828239-flange1',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 80.0016,\n",
       "  'product_size_h': 39.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:34.798559-W5P4',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:34.798559-flange2',\n",
       "  'product_size_l': 30.004,\n",
       "  'product_size_w': 80.0012,\n",
       "  'product_size_h': 39.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:44.534059-W6P4',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:03.774379-W1P5',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:03.774379-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0013,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:03.774379-wavyfin',\n",
       "  'product_size_l': 99.9968,\n",
       "  'product_size_w': 50.001,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:15.066059-W2P5',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:15.066059-pipe1',\n",
       "  'product_size_l': 30.0024,\n",
       "  'product_size_w': 50.0033,\n",
       "  'product_size_h': 29.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:24.717329-W3P5',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:24.717329-pipe2',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 49.9979,\n",
       "  'product_size_h': 29.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:34.692839-W4P5',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:34.692839-flange1',\n",
       "  'product_size_l': 29.9979,\n",
       "  'product_size_w': 80.0,\n",
       "  'product_size_h': 39.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:44.525079-W5P5',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:44.525079-flange2',\n",
       "  'product_size_l': 30.0012,\n",
       "  'product_size_w': 80.0026,\n",
       "  'product_size_h': 40.0045,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:54.014949-W6P5',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:13.159439-W1P6',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9968,\n",
       "  'product_size_h': 60.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:13.159439-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9968,\n",
       "  'product_size_h': 50.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:13.159439-wavyfin',\n",
       "  'product_size_l': 99.9996,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 60.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:24.558609-W2P6',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 60.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:24.558609-pipe1',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 50.0017,\n",
       "  'product_size_h': 29.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:34.503369-W3P6',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:34.503369-pipe2',\n",
       "  'product_size_l': 30.0036,\n",
       "  'product_size_w': 49.9995,\n",
       "  'product_size_h': 30.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:43.702829-W4P6',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:43.702829-flange1',\n",
       "  'product_size_l': 29.9972,\n",
       "  'product_size_w': 79.9967,\n",
       "  'product_size_h': 39.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:53.469739-W5P6',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:53.469739-flange2',\n",
       "  'product_size_l': 30.0016,\n",
       "  'product_size_w': 80.0025,\n",
       "  'product_size_h': 39.9974,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:02.884699-W6P6',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:23.019919-W1P7',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9975,\n",
       "  'product_size_h': 60.0049,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:23.019919-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9975,\n",
       "  'product_size_h': 49.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:23.019919-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 49.9978,\n",
       "  'product_size_h': 60.0049,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:34.414039-W2P7',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 60.0049,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:34.414039-pipe1',\n",
       "  'product_size_l': 30.0036,\n",
       "  'product_size_w': 50.0018,\n",
       "  'product_size_h': 30.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:44.444259-W3P7',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0049,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:44.444259-pipe2',\n",
       "  'product_size_l': 30.0028,\n",
       "  'product_size_w': 49.9987,\n",
       "  'product_size_h': 29.9954,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:54.044599-W4P7',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0049,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:54.044599-flange1',\n",
       "  'product_size_l': 30.0,\n",
       "  'product_size_w': 79.9997,\n",
       "  'product_size_h': 40.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:03.888589-W5P7',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0049,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:03.888589-flange2',\n",
       "  'product_size_l': 29.9974,\n",
       "  'product_size_w': 79.9981,\n",
       "  'product_size_h': 40.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:13.331249-W6P7',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0049,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:32.432829-W1P8',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 99.9987,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:32.432829-body',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 99.9987,\n",
       "  'product_size_h': 49.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:32.432829-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 49.9977,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:44.113219-W2P8',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:44.113219-pipe1',\n",
       "  'product_size_l': 29.9948,\n",
       "  'product_size_w': 50.0027,\n",
       "  'product_size_h': 29.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:54.374529-W3P8',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:54.374529-pipe2',\n",
       "  'product_size_l': 29.9965,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 30.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:03.669299-W4P8',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:03.669299-flange1',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 80.0,\n",
       "  'product_size_h': 39.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:13.183039-W5P8',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:13.183039-flange2',\n",
       "  'product_size_l': 29.9986,\n",
       "  'product_size_w': 80.0021,\n",
       "  'product_size_h': 40.004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:22.232409-W6P8',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:42.125449-W1P9',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 59.9978,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:42.125449-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 49.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:42.125449-wavyfin',\n",
       "  'product_size_l': 99.9982,\n",
       "  'product_size_w': 49.9984,\n",
       "  'product_size_h': 59.9978,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:53.910359-W2P9',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 59.9978,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:39:53.910359-pipe1',\n",
       "  'product_size_l': 30.0014,\n",
       "  'product_size_w': 50.0008,\n",
       "  'product_size_h': 30.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:03.979229-W3P9',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 180.151,\n",
       "  'product_size_h': 59.9978,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-10-31 16:40:03.979229-pipe2',\n",
       "  'product_size_l': 30.0028,\n",
       "  'product_size_w': 49.9997,\n",
       "  'product_size_h': 29.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:13.768829-W4P9',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 180.151,\n",
       "  'product_size_h': 59.9978,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-10-31 16:40:13.768829-flange1',\n",
       "  'product_size_l': 29.9987,\n",
       "  'product_size_w': 80.0015,\n",
       "  'product_size_h': 39.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:23.061739-W5P9',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.151,\n",
       "  'product_size_h': 59.9978,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-10-31 16:40:23.061739-flange2',\n",
       "  'product_size_l': 29.9957,\n",
       "  'product_size_w': 79.9964,\n",
       "  'product_size_h': 40.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-10-31 16:40:33.021159-W6P9',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.151,\n",
       "  'product_size_h': 59.9978,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 16:59:33.312998-W1P0',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9954,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:33.312998-body',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:33.312998-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 50.0018,\n",
       "  'product_size_h': 59.9954,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:43.234428-W2P0',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 140.11,\n",
       "  'product_size_h': 59.9954,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 16:59:43.234428-pipe1',\n",
       "  'product_size_l': 30.0004,\n",
       "  'product_size_w': 49.9971,\n",
       "  'product_size_h': 30.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:53.052798-W3P0',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 180.242,\n",
       "  'product_size_h': 59.9954,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 16:59:53.052798-pipe2',\n",
       "  'product_size_l': 29.9999,\n",
       "  'product_size_w': 50.0012,\n",
       "  'product_size_h': 29.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:02.733218-W4P0',\n",
       "  'product_size_l': 229.993,\n",
       "  'product_size_w': 180.242,\n",
       "  'product_size_h': 59.9954,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:02.733218-flange1',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 80.0003,\n",
       "  'product_size_h': 40.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:12.367048-W5P0',\n",
       "  'product_size_l': 259.989,\n",
       "  'product_size_w': 180.242,\n",
       "  'product_size_h': 59.9954,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:12.367048-flange2',\n",
       "  'product_size_l': 29.9957,\n",
       "  'product_size_w': 79.9995,\n",
       "  'product_size_h': 40.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:21.636868-W6P0',\n",
       "  'product_size_l': 259.989,\n",
       "  'product_size_w': 180.242,\n",
       "  'product_size_h': 59.9954,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 16:59:42.763738-W1P1',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 99.9992,\n",
       "  'product_size_h': 59.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:42.763738-body',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 99.9992,\n",
       "  'product_size_h': 50.0024,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:42.763738-wavyfin',\n",
       "  'product_size_l': 99.9992,\n",
       "  'product_size_w': 50.0001,\n",
       "  'product_size_h': 59.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:53.191418-W2P1',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:53.191418-pipe1',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 50.0001,\n",
       "  'product_size_h': 30.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:02.883498-W3P1',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:02.883498-pipe2',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 50.0016,\n",
       "  'product_size_h': 30.005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:12.520578-W4P1',\n",
       "  'product_size_l': 230.008,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:12.520578-flange1',\n",
       "  'product_size_l': 30.0035,\n",
       "  'product_size_w': 80.0013,\n",
       "  'product_size_h': 39.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:22.515808-W5P1',\n",
       "  'product_size_l': 260.008,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:22.515808-flange2',\n",
       "  'product_size_l': 30.0,\n",
       "  'product_size_w': 80.0009,\n",
       "  'product_size_h': 40.003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:32.355478-W6P1',\n",
       "  'product_size_l': 260.008,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:52.659238-W1P2',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:52.659238-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 49.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 16:59:52.659238-wavyfin',\n",
       "  'product_size_l': 99.9999,\n",
       "  'product_size_w': 49.997,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:03.167758-W2P2',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 139.996,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:03.167758-pipe1',\n",
       "  'product_size_l': 30.0015,\n",
       "  'product_size_w': 49.9964,\n",
       "  'product_size_h': 29.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:12.669618-W3P2',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:12.669618-pipe2',\n",
       "  'product_size_l': 30.0024,\n",
       "  'product_size_w': 49.9998,\n",
       "  'product_size_h': 29.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:22.254038-W4P2',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:22.254038-flange1',\n",
       "  'product_size_l': 29.9988,\n",
       "  'product_size_w': 79.9984,\n",
       "  'product_size_h': 39.9953,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:31.534008-W5P2',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:31.534008-flange2',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 80.0013,\n",
       "  'product_size_h': 39.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:41.529608-W6P2',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:02.466088-W1P3',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.9956,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:02.466088-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.9956,\n",
       "  'product_size_h': 50.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:02.466088-wavyfin',\n",
       "  'product_size_l': 99.9981,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:12.926168-W2P3',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.16,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:12.926168-pipe1',\n",
       "  'product_size_l': 29.9947,\n",
       "  'product_size_w': 49.9954,\n",
       "  'product_size_h': 30.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:22.844408-W3P3',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 180.16,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:22.844408-pipe2',\n",
       "  'product_size_l': 30.0007,\n",
       "  'product_size_w': 49.9996,\n",
       "  'product_size_h': 30.0013,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:32.218178-W4P3',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 180.16,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:32.218178-flange1',\n",
       "  'product_size_l': 29.9964,\n",
       "  'product_size_w': 79.9944,\n",
       "  'product_size_h': 39.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:41.658538-W5P3',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.16,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:41.658538-flange2',\n",
       "  'product_size_l': 30.002,\n",
       "  'product_size_w': 79.9981,\n",
       "  'product_size_h': 40.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:51.488768-W6P3',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.16,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:12.125908-W1P4',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:12.125908-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 50.0021,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:12.125908-wavyfin',\n",
       "  'product_size_l': 99.9975,\n",
       "  'product_size_w': 50.0005,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:22.828538-W2P4',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.19,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:22.828538-pipe1',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 49.9989,\n",
       "  'product_size_h': 29.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:32.757538-W3P4',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 180.192,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:32.757538-pipe2',\n",
       "  'product_size_l': 29.9965,\n",
       "  'product_size_w': 50.0014,\n",
       "  'product_size_h': 29.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:42.167218-W4P4',\n",
       "  'product_size_l': 230.004,\n",
       "  'product_size_w': 180.192,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:42.167218-flange1',\n",
       "  'product_size_l': 30.0026,\n",
       "  'product_size_w': 80.0001,\n",
       "  'product_size_h': 40.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:51.882148-W5P4',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.192,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:51.882148-flange2',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 80.0008,\n",
       "  'product_size_h': 40.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:01.795268-W6P4',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.192,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:00:21.861988-W1P5',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.006,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:21.861988-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.006,\n",
       "  'product_size_h': 49.9971,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:21.861988-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 49.9962,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:32.410168-W2P5',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.007,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:32.410168-pipe1',\n",
       "  'product_size_l': 29.9982,\n",
       "  'product_size_w': 50.0014,\n",
       "  'product_size_h': 30.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:42.348468-W3P5',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:42.348468-pipe2',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 49.9993,\n",
       "  'product_size_h': 30.0021,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:51.946248-W4P5',\n",
       "  'product_size_l': 229.994,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:51.946248-flange1',\n",
       "  'product_size_l': 29.9961,\n",
       "  'product_size_w': 80.0002,\n",
       "  'product_size_h': 40.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:01.420578-W5P5',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:01.420578-flange2',\n",
       "  'product_size_l': 30.0001,\n",
       "  'product_size_w': 79.9999,\n",
       "  'product_size_h': 39.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:11.412518-W6P5',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:31.379208-W1P6',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:31.379208-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:31.379208-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 50.0005,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:42.328638-W2P6',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:42.328638-pipe1',\n",
       "  'product_size_l': 29.9955,\n",
       "  'product_size_w': 49.9979,\n",
       "  'product_size_h': 30.005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:52.083748-W3P6',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:52.083748-pipe2',\n",
       "  'product_size_l': 29.9961,\n",
       "  'product_size_w': 49.9967,\n",
       "  'product_size_h': 29.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:01.926198-W4P6',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:01.926198-flange1',\n",
       "  'product_size_l': 30.0013,\n",
       "  'product_size_w': 80.0013,\n",
       "  'product_size_h': 39.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:11.138218-W5P6',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:11.138218-flange2',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 80.0012,\n",
       "  'product_size_h': 39.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:21.090548-W6P6',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:40.480218-W1P7',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9931,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:40.480218-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:40.480218-wavyfin',\n",
       "  'product_size_l': 99.997,\n",
       "  'product_size_w': 49.999,\n",
       "  'product_size_h': 59.9931,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:52.301418-W2P7',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9931,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:52.301418-pipe1',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 49.9996,\n",
       "  'product_size_h': 30.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:02.300318-W3P7',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9931,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:02.300318-pipe2',\n",
       "  'product_size_l': 29.997,\n",
       "  'product_size_w': 49.9998,\n",
       "  'product_size_h': 30.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:11.998938-W4P7',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9931,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:11.998938-flange1',\n",
       "  'product_size_l': 30.0002,\n",
       "  'product_size_w': 80.0024,\n",
       "  'product_size_h': 39.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:21.775508-W5P7',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9931,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:21.775508-flange2',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 80.0016,\n",
       "  'product_size_h': 40.0018,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:31.719718-W6P7',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9931,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:49.823138-W1P8',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:49.823138-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 49.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:49.823138-wavyfin',\n",
       "  'product_size_l': 99.9967,\n",
       "  'product_size_w': 50.0009,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:02.249008-W2P8',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:02.249008-pipe1',\n",
       "  'product_size_l': 30.0047,\n",
       "  'product_size_w': 49.9971,\n",
       "  'product_size_h': 29.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:12.214028-W3P8',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:12.214028-pipe2',\n",
       "  'product_size_l': 30.0027,\n",
       "  'product_size_w': 49.999,\n",
       "  'product_size_h': 29.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:21.992468-W4P8',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:21.992468-flange1',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 79.9989,\n",
       "  'product_size_h': 40.0039,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:31.527888-W5P8',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:31.527888-flange2',\n",
       "  'product_size_l': 29.9974,\n",
       "  'product_size_w': 80.0035,\n",
       "  'product_size_h': 39.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:41.281208-W6P8',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:59.034488-W1P9',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:59.034488-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:00:59.034488-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 50.002,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:11.931878-W2P9',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.005,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:11.931878-pipe1',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 50.0036,\n",
       "  'product_size_h': 29.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:21.657388-W3P9',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:21.657388-pipe2',\n",
       "  'product_size_l': 29.9945,\n",
       "  'product_size_w': 50.0026,\n",
       "  'product_size_h': 29.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:31.321078-W4P9',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:31.321078-flange1',\n",
       "  'product_size_l': 30.0012,\n",
       "  'product_size_w': 80.0002,\n",
       "  'product_size_h': 40.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:40.640948-W5P9',\n",
       "  'product_size_l': 260.007,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:40.640948-flange2',\n",
       "  'product_size_l': 30.0046,\n",
       "  'product_size_w': 80.0003,\n",
       "  'product_size_h': 40.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:50.609468-W6P9',\n",
       "  'product_size_l': 260.007,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:08.691418-W1P10',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:08.691418-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:08.691418-wavyfin',\n",
       "  'product_size_l': 99.9993,\n",
       "  'product_size_w': 49.9997,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:21.210148-W2P10',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:21.210148-pipe1',\n",
       "  'product_size_l': 30.0029,\n",
       "  'product_size_w': 49.9987,\n",
       "  'product_size_h': 30.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:31.592938-W3P10',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:31.592938-pipe2',\n",
       "  'product_size_l': 29.9983,\n",
       "  'product_size_w': 49.9982,\n",
       "  'product_size_h': 30.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:41.587688-W4P10',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:41.587688-flange1',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 79.999,\n",
       "  'product_size_h': 39.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:51.576128-W5P10',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:51.576128-flange2',\n",
       "  'product_size_l': 29.9942,\n",
       "  'product_size_w': 79.9978,\n",
       "  'product_size_h': 39.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:01.500888-W6P10',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:18.429438-W1P11',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9967,\n",
       "  'product_size_h': 60.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:18.429438-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9967,\n",
       "  'product_size_h': 49.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:18.429438-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 50.0026,\n",
       "  'product_size_h': 60.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:30.520848-W2P11',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 60.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:30.520848-pipe1',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 50.0016,\n",
       "  'product_size_h': 29.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:41.533578-W3P11',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:41.533578-pipe2',\n",
       "  'product_size_l': 30.0042,\n",
       "  'product_size_w': 50.0035,\n",
       "  'product_size_h': 30.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:50.941798-W4P11',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:50.941798-flange1',\n",
       "  'product_size_l': 29.998,\n",
       "  'product_size_w': 79.9989,\n",
       "  'product_size_h': 39.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:00.904948-W5P11',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:00.904948-flange2',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 79.9942,\n",
       "  'product_size_h': 40.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:10.591648-W6P11',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:28.395338-W1P12',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:28.395338-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:28.395338-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 49.9985,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:39.870438-W2P12',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:39.870438-pipe1',\n",
       "  'product_size_l': 29.9994,\n",
       "  'product_size_w': 50.0024,\n",
       "  'product_size_h': 30.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:51.323108-W3P12',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.182,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:01:51.323108-pipe2',\n",
       "  'product_size_l': 30.0027,\n",
       "  'product_size_w': 50.0018,\n",
       "  'product_size_h': 30.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:01.297518-W4P12',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.182,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:02:01.297518-flange1',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 79.9985,\n",
       "  'product_size_h': 39.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:10.984618-W5P12',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.182,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:02:10.984618-flange2',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 80.0013,\n",
       "  'product_size_h': 40.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:20.447468-W6P12',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.182,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:01:38.084738-W1P13',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 99.999,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:38.084738-body',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 99.999,\n",
       "  'product_size_h': 50.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:38.084738-wavyfin',\n",
       "  'product_size_l': 100.006,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:49.448328-W2P13',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:49.448328-pipe1',\n",
       "  'product_size_l': 30.0059,\n",
       "  'product_size_w': 50.0016,\n",
       "  'product_size_h': 29.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:00.463478-W3P13',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:00.463478-pipe2',\n",
       "  'product_size_l': 29.9977,\n",
       "  'product_size_w': 49.9962,\n",
       "  'product_size_h': 29.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:09.646358-W4P13',\n",
       "  'product_size_l': 229.993,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:09.646358-flange1',\n",
       "  'product_size_l': 29.9972,\n",
       "  'product_size_w': 80.0006,\n",
       "  'product_size_h': 39.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:19.302558-W5P13',\n",
       "  'product_size_l': 259.989,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:02:19.302558-flange2',\n",
       "  'product_size_l': 29.9963,\n",
       "  'product_size_w': 79.9975,\n",
       "  'product_size_h': 40.0013,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:29.200238-W6P13',\n",
       "  'product_size_l': 259.989,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:01:47.400748-W1P14',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.9997,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:47.400748-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.9997,\n",
       "  'product_size_h': 49.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:47.400748-wavyfin',\n",
       "  'product_size_l': 99.9975,\n",
       "  'product_size_w': 50.0063,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:59.285588-W2P14',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:59.285588-pipe1',\n",
       "  'product_size_l': 30.0035,\n",
       "  'product_size_w': 50.0032,\n",
       "  'product_size_h': 30.002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:10.172328-W3P14',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:10.172328-pipe2',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 50.0026,\n",
       "  'product_size_h': 29.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:20.140818-W4P14',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:20.140818-flange1',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 79.9994,\n",
       "  'product_size_h': 40.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:30.102358-W5P14',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:30.102358-flange2',\n",
       "  'product_size_l': 29.9986,\n",
       "  'product_size_w': 80.0017,\n",
       "  'product_size_h': 40.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:39.743598-W6P14',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:57.397208-W1P15',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.007,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:57.397208-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.007,\n",
       "  'product_size_h': 50.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:01:57.397208-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 49.9983,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:09.077048-W2P15',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.009,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:09.077048-pipe1',\n",
       "  'product_size_l': 30.0021,\n",
       "  'product_size_w': 50.0012,\n",
       "  'product_size_h': 30.0063,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:19.712348-W3P15',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.013,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:02:19.712348-pipe2',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 50.0042,\n",
       "  'product_size_h': 30.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:29.192298-W4P15',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 180.013,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:02:29.192298-flange1',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 80.0013,\n",
       "  'product_size_h': 40.0032,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:38.580188-W5P15',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.013,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:02:38.580188-flange2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 80.0017,\n",
       "  'product_size_h': 40.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:47.817718-W6P15',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.013,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:02:07.370028-W1P16',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9998,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:07.370028-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9998,\n",
       "  'product_size_h': 50.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:07.370028-wavyfin',\n",
       "  'product_size_l': 99.9974,\n",
       "  'product_size_w': 49.9988,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:18.283908-W2P16',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.996,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:18.283908-pipe1',\n",
       "  'product_size_l': 29.9992,\n",
       "  'product_size_w': 49.9964,\n",
       "  'product_size_h': 29.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:29.542668-W3P16',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:29.542668-pipe2',\n",
       "  'product_size_l': 29.9994,\n",
       "  'product_size_w': 49.9988,\n",
       "  'product_size_h': 30.0032,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:39.115138-W4P16',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:39.115138-flange1',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 79.9998,\n",
       "  'product_size_h': 39.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:48.513668-W5P16',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:48.513668-flange2',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 79.9997,\n",
       "  'product_size_h': 39.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:58.280828-W6P16',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:17.136688-W1P17',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:17.136688-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.9975,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:17.136688-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 49.9995,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:27.441388-W2P17',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 139.996,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:27.441388-pipe1',\n",
       "  'product_size_l': 29.9975,\n",
       "  'product_size_w': 49.994,\n",
       "  'product_size_h': 29.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:39.432758-W3P17',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:39.432758-pipe2',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 50.0002,\n",
       "  'product_size_h': 29.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:49.293748-W4P17',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:49.293748-flange1',\n",
       "  'product_size_l': 29.9985,\n",
       "  'product_size_w': 79.9996,\n",
       "  'product_size_h': 39.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:58.710918-W5P17',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:58.710918-flange2',\n",
       "  'product_size_l': 30.0002,\n",
       "  'product_size_w': 80.0021,\n",
       "  'product_size_h': 39.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:08.426598-W6P17',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:26.826148-W1P18',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:26.826148-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9952,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:26.826148-wavyfin',\n",
       "  'product_size_l': 99.9991,\n",
       "  'product_size_w': 49.9997,\n",
       "  'product_size_h': 59.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:36.976778-W2P18',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 59.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:36.976778-pipe1',\n",
       "  'product_size_l': 30.0008,\n",
       "  'product_size_w': 50.0028,\n",
       "  'product_size_h': 29.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:48.773828-W3P18',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:48.773828-pipe2',\n",
       "  'product_size_l': 29.9968,\n",
       "  'product_size_w': 50.0016,\n",
       "  'product_size_h': 30.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:58.487688-W4P18',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:58.487688-flange1',\n",
       "  'product_size_l': 30.0021,\n",
       "  'product_size_w': 80.001,\n",
       "  'product_size_h': 40.0042,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:08.410258-W5P18',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:08.410258-flange2',\n",
       "  'product_size_l': 29.9963,\n",
       "  'product_size_w': 79.9972,\n",
       "  'product_size_h': 40.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:18.236018-W6P18',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:36.705568-W1P19',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9996,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:36.705568-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9996,\n",
       "  'product_size_h': 49.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:36.705568-wavyfin',\n",
       "  'product_size_l': 99.9994,\n",
       "  'product_size_w': 49.9989,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:46.844218-W2P19',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:46.844218-pipe1',\n",
       "  'product_size_l': 30.0042,\n",
       "  'product_size_w': 50.001,\n",
       "  'product_size_h': 29.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:58.224308-W3P19',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:58.224308-pipe2',\n",
       "  'product_size_l': 30.0044,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 30.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:07.513858-W4P19',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:07.513858-flange1',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 80.0006,\n",
       "  'product_size_h': 40.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:16.836168-W5P19',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:16.836168-flange2',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 79.9983,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:26.524978-W6P19',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:46.158688-W1P20',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9954,\n",
       "  'product_size_h': 59.9942,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:46.158688-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9954,\n",
       "  'product_size_h': 50.0046,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:46.158688-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 50.0036,\n",
       "  'product_size_h': 59.9942,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:56.262788-W2P20',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.997,\n",
       "  'product_size_h': 59.9942,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:56.262788-pipe1',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 30.002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:08.047658-W3P20',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9942,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:08.047658-pipe2',\n",
       "  'product_size_l': 29.9954,\n",
       "  'product_size_w': 49.9996,\n",
       "  'product_size_h': 30.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:17.762258-W4P20',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9942,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:17.762258-flange1',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 79.9954,\n",
       "  'product_size_h': 39.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:27.757408-W5P20',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9942,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:27.757408-flange2',\n",
       "  'product_size_l': 29.9959,\n",
       "  'product_size_w': 80.0009,\n",
       "  'product_size_h': 39.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:37.750408-W6P20',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9942,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:55.639208-W1P21',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:55.639208-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:02:55.639208-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 49.9998,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:05.931818-W2P21',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:05.931818-pipe1',\n",
       "  'product_size_l': 30.0042,\n",
       "  'product_size_w': 49.9988,\n",
       "  'product_size_h': 30.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:18.033058-W3P21',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:18.033058-pipe2',\n",
       "  'product_size_l': 29.9886,\n",
       "  'product_size_w': 49.998,\n",
       "  'product_size_h': 29.9978,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:03:27.755338-W4P21',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:27.755338-flange1',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 80.0011,\n",
       "  'product_size_h': 39.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:37.395588-W5P21',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:37.395588-flange2',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 79.9992,\n",
       "  'product_size_h': 40.0024,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:47.227418-W6P21',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:05.520578-W1P22',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:05.520578-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:05.520578-wavyfin',\n",
       "  'product_size_l': 99.9975,\n",
       "  'product_size_w': 49.9993,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:15.556178-W2P22',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:15.556178-pipe1',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 49.9986,\n",
       "  'product_size_h': 29.9978,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:27.859158-W3P22',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:27.859158-pipe2',\n",
       "  'product_size_l': 29.9984,\n",
       "  'product_size_w': 49.9991,\n",
       "  'product_size_h': 29.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:37.816318-W4P22',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:37.816318-flange1',\n",
       "  'product_size_l': 29.9978,\n",
       "  'product_size_w': 79.9984,\n",
       "  'product_size_h': 39.9974,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:47.692598-W5P22',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:47.692598-flange2',\n",
       "  'product_size_l': 30.0003,\n",
       "  'product_size_w': 79.9986,\n",
       "  'product_size_h': 39.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:57.469698-W6P22',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:15.480038-W1P23',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:15.480038-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0047,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:15.480038-wavyfin',\n",
       "  'product_size_l': 99.9995,\n",
       "  'product_size_w': 50.0002,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:25.117628-W2P23',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:25.117628-pipe1',\n",
       "  'product_size_l': 30.0009,\n",
       "  'product_size_w': 50.0003,\n",
       "  'product_size_h': 29.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:37.725398-W3P23',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:37.725398-pipe2',\n",
       "  'product_size_l': 30.0013,\n",
       "  'product_size_w': 49.9998,\n",
       "  'product_size_h': 29.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:47.000948-W4P23',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:47.000948-flange1',\n",
       "  'product_size_l': 30.0001,\n",
       "  'product_size_w': 80.0001,\n",
       "  'product_size_h': 40.0059,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:56.793808-W5P23',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:56.793808-flange2',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 80.0023,\n",
       "  'product_size_h': 39.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:06.749598-W6P23',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:24.898868-W1P24',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:24.898868-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:24.898868-wavyfin',\n",
       "  'product_size_l': 99.9982,\n",
       "  'product_size_w': 50.0013,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:34.368478-W2P24',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:34.368478-pipe1',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 49.9975,\n",
       "  'product_size_h': 29.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:47.224598-W3P24',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:47.224598-pipe2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 29.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:57.105778-W4P24',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:57.105778-flange1',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 79.9963,\n",
       "  'product_size_h': 39.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:06.766838-W5P24',\n",
       "  'product_size_l': 259.993,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:06.766838-flange2',\n",
       "  'product_size_l': 29.9974,\n",
       "  'product_size_w': 80.0003,\n",
       "  'product_size_h': 40.002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:15.964708-W6P24',\n",
       "  'product_size_l': 259.993,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:34.457558-W1P25',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:34.457558-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:34.457558-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 49.9997,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:44.125608-W2P25',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:44.125608-pipe1',\n",
       "  'product_size_l': 29.9999,\n",
       "  'product_size_w': 50.001,\n",
       "  'product_size_h': 29.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:56.607398-W3P25',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:56.607398-pipe2',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 50.0008,\n",
       "  'product_size_h': 29.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:06.569958-W4P25',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:06.569958-flange1',\n",
       "  'product_size_l': 29.9955,\n",
       "  'product_size_w': 79.9978,\n",
       "  'product_size_h': 40.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:16.296978-W5P25',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:16.296978-flange2',\n",
       "  'product_size_l': 30.0014,\n",
       "  'product_size_w': 80.0001,\n",
       "  'product_size_h': 39.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:26.209298-W6P25',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:43.928708-W1P26',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9967,\n",
       "  'product_size_h': 60.0029,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:43.928708-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9967,\n",
       "  'product_size_h': 50.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:43.928708-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 49.9982,\n",
       "  'product_size_h': 60.0029,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:53.323278-W2P26',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 60.0029,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:53.323278-pipe1',\n",
       "  'product_size_l': 30.0025,\n",
       "  'product_size_w': 50.0039,\n",
       "  'product_size_h': 29.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:06.266568-W3P26',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0029,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:06.266568-pipe2',\n",
       "  'product_size_l': 30.0025,\n",
       "  'product_size_w': 49.9968,\n",
       "  'product_size_h': 29.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:16.255188-W4P26',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0029,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:16.255188-flange1',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 79.9978,\n",
       "  'product_size_h': 39.9959,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:26.141558-W5P26',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0029,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:26.141558-flange2',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 80.0023,\n",
       "  'product_size_h': 40.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:35.995178-W6P26',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0029,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:53.390998-W1P27',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:53.390998-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 49.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:03:53.390998-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 49.9977,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:02.839748-W2P27',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:02.839748-pipe1',\n",
       "  'product_size_l': 30.0021,\n",
       "  'product_size_w': 49.9967,\n",
       "  'product_size_h': 29.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:16.016668-W3P27',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:16.016668-pipe2',\n",
       "  'product_size_l': 29.9992,\n",
       "  'product_size_w': 50.0039,\n",
       "  'product_size_h': 29.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:25.889128-W4P27',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:25.889128-flange1',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 80.0003,\n",
       "  'product_size_h': 40.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:35.502778-W5P27',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:35.502778-flange2',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 79.9977,\n",
       "  'product_size_h': 40.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:45.324858-W6P27',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:03.330188-W1P28',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9982,\n",
       "  'product_size_h': 59.9945,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:03.330188-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9982,\n",
       "  'product_size_h': 50.0074,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:03.330188-wavyfin',\n",
       "  'product_size_l': 99.9993,\n",
       "  'product_size_w': 50.0022,\n",
       "  'product_size_h': 59.9945,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:13.117668-W2P28',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 59.9945,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:13.117668-pipe1',\n",
       "  'product_size_l': 30.0026,\n",
       "  'product_size_w': 50.0014,\n",
       "  'product_size_h': 29.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:25.698848-W3P28',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9945,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:25.698848-pipe2',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 49.9982,\n",
       "  'product_size_h': 30.003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:35.073328-W4P28',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9945,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:35.073328-flange1',\n",
       "  'product_size_l': 30.0025,\n",
       "  'product_size_w': 79.9986,\n",
       "  'product_size_h': 39.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:44.881578-W5P28',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9945,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:44.881578-flange2',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 79.9971,\n",
       "  'product_size_h': 39.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:54.205538-W6P28',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9945,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:12.929628-W1P29',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:12.929628-body',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9978,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:12.929628-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 50.0032,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:22.640698-W2P29',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:22.640698-pipe1',\n",
       "  'product_size_l': 30.0001,\n",
       "  'product_size_w': 49.9992,\n",
       "  'product_size_h': 30.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:35.487618-W3P29',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:35.487618-pipe2',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 49.9975,\n",
       "  'product_size_h': 29.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:45.260288-W4P29',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:45.260288-flange1',\n",
       "  'product_size_l': 29.9983,\n",
       "  'product_size_w': 79.9996,\n",
       "  'product_size_h': 40.0013,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:55.154928-W5P29',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:55.154928-flange2',\n",
       "  'product_size_l': 30.0009,\n",
       "  'product_size_w': 79.9968,\n",
       "  'product_size_h': 39.9952,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:05.104208-W6P29',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:22.060728-W1P30',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:22.060728-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:22.060728-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:32.582138-W2P30',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:32.582138-pipe1',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 50.0001,\n",
       "  'product_size_h': 29.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:45.325388-W3P30',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:45.325388-pipe2',\n",
       "  'product_size_l': 30.0003,\n",
       "  'product_size_w': 49.9977,\n",
       "  'product_size_h': 30.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:55.236708-W4P30',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:55.236708-flange1',\n",
       "  'product_size_l': 29.9992,\n",
       "  'product_size_w': 80.0021,\n",
       "  'product_size_h': 39.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:04.954168-W5P30',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:04.954168-flange2',\n",
       "  'product_size_l': 29.9999,\n",
       "  'product_size_w': 80.0005,\n",
       "  'product_size_h': 39.9936,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:14.553538-W6P30',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:31.581688-W1P31',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:31.581688-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:31.581688-wavyfin',\n",
       "  'product_size_l': 99.9968,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:42.519928-W2P31',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.002,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:42.519928-pipe1',\n",
       "  'product_size_l': 30.0034,\n",
       "  'product_size_w': 49.9997,\n",
       "  'product_size_h': 29.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:55.128558-W3P31',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:55.128558-pipe2',\n",
       "  'product_size_l': 30.0012,\n",
       "  'product_size_w': 50.003,\n",
       "  'product_size_h': 29.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:04.905138-W4P31',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:04.905138-flange1',\n",
       "  'product_size_l': 30.0008,\n",
       "  'product_size_w': 80.0016,\n",
       "  'product_size_h': 40.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:14.864818-W5P31',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:14.864818-flange2',\n",
       "  'product_size_l': 30.0015,\n",
       "  'product_size_w': 80.0024,\n",
       "  'product_size_h': 40.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:24.789228-W6P31',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:41.440248-W1P32',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9991,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:41.440248-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9991,\n",
       "  'product_size_h': 50.0045,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:41.440248-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 50.0009,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:52.007398-W2P32',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:52.007398-pipe1',\n",
       "  'product_size_l': 30.0016,\n",
       "  'product_size_w': 50.005,\n",
       "  'product_size_h': 29.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:04.928948-W3P32',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.191,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:05:04.928948-pipe2',\n",
       "  'product_size_l': 30.0031,\n",
       "  'product_size_w': 49.9985,\n",
       "  'product_size_h': 29.9971,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:14.629958-W4P32',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 180.191,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:05:14.629958-flange1',\n",
       "  'product_size_l': 29.9975,\n",
       "  'product_size_w': 80.0027,\n",
       "  'product_size_h': 40.0013,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:24.277838-W5P32',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.191,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:05:24.277838-flange2',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 80.0003,\n",
       "  'product_size_h': 39.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:33.744488-W6P32',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.191,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:04:50.977118-W1P33',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:50.977118-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 50.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:04:50.977118-wavyfin',\n",
       "  'product_size_l': 99.9989,\n",
       "  'product_size_w': 50.0016,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:01.924688-W2P33',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 139.994,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:01.924688-pipe1',\n",
       "  'product_size_l': 30.0006,\n",
       "  'product_size_w': 49.9935,\n",
       "  'product_size_h': 30.0021,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:14.487188-W3P33',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:14.487188-pipe2',\n",
       "  'product_size_l': 29.997,\n",
       "  'product_size_w': 50.0032,\n",
       "  'product_size_h': 30.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:24.351638-W4P33',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:24.351638-flange1',\n",
       "  'product_size_l': 30.0003,\n",
       "  'product_size_w': 80.0006,\n",
       "  'product_size_h': 40.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:34.169098-W5P33',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:34.169098-flange2',\n",
       "  'product_size_l': 29.9956,\n",
       "  'product_size_w': 79.9974,\n",
       "  'product_size_h': 39.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:43.397628-W6P33',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:00.854498-W1P34',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:00.854498-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:00.854498-wavyfin',\n",
       "  'product_size_l': 99.9985,\n",
       "  'product_size_w': 50.0034,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:11.796788-W2P34',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:11.796788-pipe1',\n",
       "  'product_size_l': 30.0014,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 30.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:24.240238-W3P34',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:24.240238-pipe2',\n",
       "  'product_size_l': 30.0035,\n",
       "  'product_size_w': 49.9943,\n",
       "  'product_size_h': 29.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:33.872778-W4P34',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:33.872778-flange1',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 80.0022,\n",
       "  'product_size_h': 39.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:43.421078-W5P34',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:43.421078-flange2',\n",
       "  'product_size_l': 30.0004,\n",
       "  'product_size_w': 79.9942,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:53.298718-W6P34',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:10.398218-W1P35',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9992,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:10.398218-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9992,\n",
       "  'product_size_h': 49.9954,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:10.398218-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 50.002,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:21.416578-W2P35',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:21.416578-pipe1',\n",
       "  'product_size_l': 30.0066,\n",
       "  'product_size_w': 50.0034,\n",
       "  'product_size_h': 29.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:33.481498-W3P35',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:33.481498-pipe2',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 49.9996,\n",
       "  'product_size_h': 30.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:43.396558-W4P35',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:43.396558-flange1',\n",
       "  'product_size_l': 29.9977,\n",
       "  'product_size_w': 80.0004,\n",
       "  'product_size_h': 40.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:53.060428-W5P35',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:53.060428-flange2',\n",
       "  'product_size_l': 30.0053,\n",
       "  'product_size_w': 79.9977,\n",
       "  'product_size_h': 39.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:02.652678-W6P35',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:19.936308-W1P36',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9994,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:19.936308-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9994,\n",
       "  'product_size_h': 49.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:19.936308-wavyfin',\n",
       "  'product_size_l': 99.9973,\n",
       "  'product_size_w': 49.9979,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:30.605818-W2P36',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 140.145,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:05:30.605818-pipe1',\n",
       "  'product_size_l': 30.003,\n",
       "  'product_size_w': 50.0013,\n",
       "  'product_size_h': 30.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:43.343468-W3P36',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 180.145,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:05:43.343468-pipe2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 50.0006,\n",
       "  'product_size_h': 29.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:52.604588-W4P36',\n",
       "  'product_size_l': 230.008,\n",
       "  'product_size_w': 180.145,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:05:52.604588-flange1',\n",
       "  'product_size_l': 30.0048,\n",
       "  'product_size_w': 79.9951,\n",
       "  'product_size_h': 40.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:02.578128-W5P36',\n",
       "  'product_size_l': 260.008,\n",
       "  'product_size_w': 180.145,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:06:02.578128-flange2',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 80.0022,\n",
       "  'product_size_h': 39.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:12.226488-W6P36',\n",
       "  'product_size_l': 260.008,\n",
       "  'product_size_w': 180.145,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:05:29.292828-W1P37',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:29.292828-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 50.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:29.292828-wavyfin',\n",
       "  'product_size_l': 99.999,\n",
       "  'product_size_w': 49.9993,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:40.067848-W2P37',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.008,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:40.067848-pipe1',\n",
       "  'product_size_l': 30.0009,\n",
       "  'product_size_w': 50.0033,\n",
       "  'product_size_h': 29.9974,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:52.972908-W3P37',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:52.972908-pipe2',\n",
       "  'product_size_l': 29.9985,\n",
       "  'product_size_w': 50.0009,\n",
       "  'product_size_h': 29.9974,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:02.962628-W4P37',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:02.962628-flange1',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 79.9977,\n",
       "  'product_size_h': 39.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:12.889718-W5P37',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:12.889718-flange2',\n",
       "  'product_size_l': 30.0021,\n",
       "  'product_size_w': 80.0006,\n",
       "  'product_size_h': 40.0023,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:22.356578-W6P37',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:38.975028-W1P38',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:38.975028-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 50.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:38.975028-wavyfin',\n",
       "  'product_size_l': 99.9993,\n",
       "  'product_size_w': 50.0023,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:50.062478-W2P38',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:50.062478-pipe1',\n",
       "  'product_size_l': 29.9982,\n",
       "  'product_size_w': 49.9961,\n",
       "  'product_size_h': 29.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:02.586558-W3P38',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:02.586558-pipe2',\n",
       "  'product_size_l': 29.9956,\n",
       "  'product_size_w': 49.9953,\n",
       "  'product_size_h': 29.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:12.328668-W4P38',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:12.328668-flange1',\n",
       "  'product_size_l': 30.0003,\n",
       "  'product_size_w': 79.9996,\n",
       "  'product_size_h': 39.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:21.798428-W5P38',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:21.798428-flange2',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 79.9975,\n",
       "  'product_size_h': 40.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:31.447028-W6P38',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:48.835908-W1P39',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:48.835908-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:48.835908-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 50.0025,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:59.927988-W2P39',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:59.927988-pipe1',\n",
       "  'product_size_l': 30.0022,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 30.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:12.322698-W3P39',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:12.322698-pipe2',\n",
       "  'product_size_l': 29.9984,\n",
       "  'product_size_w': 49.9994,\n",
       "  'product_size_h': 29.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:22.096328-W4P39',\n",
       "  'product_size_l': 230.004,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:22.096328-flange1',\n",
       "  'product_size_l': 30.0012,\n",
       "  'product_size_w': 80.0034,\n",
       "  'product_size_h': 39.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:31.665608-W5P39',\n",
       "  'product_size_l': 260.01,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:31.665608-flange2',\n",
       "  'product_size_l': 30.0055,\n",
       "  'product_size_w': 79.9982,\n",
       "  'product_size_h': 39.9975,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:41.391298-W6P39',\n",
       "  'product_size_l': 260.01,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:58.642768-W1P40',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9994,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:58.642768-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9994,\n",
       "  'product_size_h': 50.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:05:58.642768-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 50.0024,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:09.463658-W2P40',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:09.463658-pipe1',\n",
       "  'product_size_l': 30.0002,\n",
       "  'product_size_w': 49.9998,\n",
       "  'product_size_h': 29.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:21.518188-W3P40',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:21.518188-pipe2',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 50.0014,\n",
       "  'product_size_h': 29.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:30.764808-W4P40',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:30.764808-flange1',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 80.0018,\n",
       "  'product_size_h': 39.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:40.534878-W5P40',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:40.534878-flange2',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 80.0001,\n",
       "  'product_size_h': 40.0042,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:50.525848-W6P40',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:08.339458-W1P41',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:08.339458-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 49.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:08.339458-wavyfin',\n",
       "  'product_size_l': 100.005,\n",
       "  'product_size_w': 50.0039,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:19.455288-W2P41',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:19.455288-pipe1',\n",
       "  'product_size_l': 30.0021,\n",
       "  'product_size_w': 50.0038,\n",
       "  'product_size_h': 30.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:31.212878-W3P41',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.169,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:06:31.212878-pipe2',\n",
       "  'product_size_l': 30.0022,\n",
       "  'product_size_w': 49.9992,\n",
       "  'product_size_h': 29.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:41.197688-W4P41',\n",
       "  'product_size_l': 229.995,\n",
       "  'product_size_w': 180.169,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:06:41.197688-flange1',\n",
       "  'product_size_l': 29.9966,\n",
       "  'product_size_w': 79.9977,\n",
       "  'product_size_h': 39.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:50.787148-W5P41',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.169,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:06:50.787148-flange2',\n",
       "  'product_size_l': 30.005,\n",
       "  'product_size_w': 80.0072,\n",
       "  'product_size_h': 39.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:00.759788-W6P41',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.169,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:06:18.051288-W1P42',\n",
       "  'product_size_l': 199.995,\n",
       "  'product_size_w': 99.9992,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:18.051288-body',\n",
       "  'product_size_l': 199.995,\n",
       "  'product_size_w': 99.9992,\n",
       "  'product_size_h': 49.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:18.051288-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 50.0012,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:28.984408-W2P42',\n",
       "  'product_size_l': 199.995,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:28.984408-pipe1',\n",
       "  'product_size_l': 30.0054,\n",
       "  'product_size_w': 50.0005,\n",
       "  'product_size_h': 30.0013,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:40.978318-W3P42',\n",
       "  'product_size_l': 199.995,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:40.978318-pipe2',\n",
       "  'product_size_l': 30.0016,\n",
       "  'product_size_w': 49.9963,\n",
       "  'product_size_h': 30.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:50.874398-W4P42',\n",
       "  'product_size_l': 229.993,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:50.874398-flange1',\n",
       "  'product_size_l': 29.9979,\n",
       "  'product_size_w': 80.0023,\n",
       "  'product_size_h': 39.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:00.776358-W5P42',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:00.776358-flange2',\n",
       "  'product_size_l': 30.0015,\n",
       "  'product_size_w': 80.0021,\n",
       "  'product_size_h': 39.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:10.403148-W6P42',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:27.970808-W1P43',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9987,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:27.970808-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9987,\n",
       "  'product_size_h': 50.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:27.970808-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 49.997,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:38.844568-W2P43',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:38.844568-pipe1',\n",
       "  'product_size_l': 29.9985,\n",
       "  'product_size_w': 49.9993,\n",
       "  'product_size_h': 29.9935,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:50.372658-W3P43',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:50.372658-pipe2',\n",
       "  'product_size_l': 30.0008,\n",
       "  'product_size_w': 50.0038,\n",
       "  'product_size_h': 30.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:00.298918-W4P43',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:00.298918-flange1',\n",
       "  'product_size_l': 29.9962,\n",
       "  'product_size_w': 79.9966,\n",
       "  'product_size_h': 40.0039,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:10.285758-W5P43',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:10.285758-flange2',\n",
       "  'product_size_l': 29.9967,\n",
       "  'product_size_w': 80.0006,\n",
       "  'product_size_h': 39.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:20.150088-W6P43',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:37.686128-W1P44',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 59.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:37.686128-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 49.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:37.686128-wavyfin',\n",
       "  'product_size_l': 99.9973,\n",
       "  'product_size_w': 50.0045,\n",
       "  'product_size_h': 59.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:48.176108-W2P44',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 59.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:48.176108-pipe1',\n",
       "  'product_size_l': 29.9969,\n",
       "  'product_size_w': 49.9975,\n",
       "  'product_size_h': 29.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:00.248178-W3P44',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:00.248178-pipe2',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 49.9972,\n",
       "  'product_size_h': 30.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:10.195848-W4P44',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:10.195848-flange1',\n",
       "  'product_size_l': 29.9964,\n",
       "  'product_size_w': 79.9982,\n",
       "  'product_size_h': 39.9982,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:19.771608-W5P44',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:19.771608-flange2',\n",
       "  'product_size_l': 30.003,\n",
       "  'product_size_w': 79.9999,\n",
       "  'product_size_h': 39.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:29.434728-W6P44',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:47.239458-W1P45',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9988,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:47.239458-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9988,\n",
       "  'product_size_h': 49.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:47.239458-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 49.9998,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:57.995328-W2P45',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:57.995328-pipe1',\n",
       "  'product_size_l': 29.9956,\n",
       "  'product_size_w': 50.0004,\n",
       "  'product_size_h': 29.9982,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:10.168818-W3P45',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:10.168818-pipe2',\n",
       "  'product_size_l': 29.9973,\n",
       "  'product_size_w': 49.9984,\n",
       "  'product_size_h': 29.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:20.159238-W4P45',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:20.159238-flange1',\n",
       "  'product_size_l': 29.9976,\n",
       "  'product_size_w': 80.0015,\n",
       "  'product_size_h': 40.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:29.776098-W5P45',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:29.776098-flange2',\n",
       "  'product_size_l': 30.0025,\n",
       "  'product_size_w': 80.0005,\n",
       "  'product_size_h': 40.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:39.717848-W6P45',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:57.168038-W1P46',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:57.168038-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:06:57.168038-wavyfin',\n",
       "  'product_size_l': 99.9994,\n",
       "  'product_size_w': 50.0015,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:07.980468-W2P46',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:07.980468-pipe1',\n",
       "  'product_size_l': 30.0004,\n",
       "  'product_size_w': 49.9971,\n",
       "  'product_size_h': 30.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:20.163488-W3P46',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:20.163488-pipe2',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 49.9958,\n",
       "  'product_size_h': 29.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:29.608388-W4P46',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:29.608388-flange1',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 79.9988,\n",
       "  'product_size_h': 40.0042,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:39.387568-W5P46',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:39.387568-flange2',\n",
       "  'product_size_l': 29.9972,\n",
       "  'product_size_w': 79.9966,\n",
       "  'product_size_h': 39.9971,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:48.981758-W6P46',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:07.109038-W1P47',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9985,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:07.109038-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9985,\n",
       "  'product_size_h': 49.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:07.109038-wavyfin',\n",
       "  'product_size_l': 99.9999,\n",
       "  'product_size_w': 49.9926,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:17.759868-W2P47',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:17.759868-pipe1',\n",
       "  'product_size_l': 29.9986,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 30.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:29.793518-W3P47',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:29.793518-pipe2',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 50.0017,\n",
       "  'product_size_h': 29.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:39.708688-W4P47',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:39.708688-flange1',\n",
       "  'product_size_l': 30.0016,\n",
       "  'product_size_w': 80.0009,\n",
       "  'product_size_h': 40.0038,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:49.640748-W5P47',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:49.640748-flange2',\n",
       "  'product_size_l': 29.9977,\n",
       "  'product_size_w': 79.9976,\n",
       "  'product_size_h': 40.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:58.928008-W6P47',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:17.099938-W1P48',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 99.9995,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:17.099938-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 99.9995,\n",
       "  'product_size_h': 49.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:17.099938-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:27.659618-W2P48',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:27.659618-pipe1',\n",
       "  'product_size_l': 30.003,\n",
       "  'product_size_w': 50.0012,\n",
       "  'product_size_h': 30.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:39.468718-W3P48',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:39.468718-pipe2',\n",
       "  'product_size_l': 30.0024,\n",
       "  'product_size_w': 50.0004,\n",
       "  'product_size_h': 30.002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:49.449808-W4P48',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:49.449808-flange1',\n",
       "  'product_size_l': 30.0051,\n",
       "  'product_size_w': 80.0009,\n",
       "  'product_size_h': 39.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:59.109168-W5P48',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:59.109168-flange2',\n",
       "  'product_size_l': 29.9987,\n",
       "  'product_size_w': 80.0008,\n",
       "  'product_size_h': 39.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:08.923758-W6P48',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:26.613988-W1P49',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.004,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:26.613988-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.004,\n",
       "  'product_size_h': 49.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:26.613988-wavyfin',\n",
       "  'product_size_l': 99.9968,\n",
       "  'product_size_w': 50.0022,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:37.491748-W2P49',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:37.491748-pipe1',\n",
       "  'product_size_l': 30.0012,\n",
       "  'product_size_w': 49.9991,\n",
       "  'product_size_h': 30.003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:48.854418-W3P49',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:48.854418-pipe2',\n",
       "  'product_size_l': 29.9979,\n",
       "  'product_size_w': 49.9989,\n",
       "  'product_size_h': 29.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:58.793598-W4P49',\n",
       "  'product_size_l': 230.004,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:58.793598-flange1',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 79.9952,\n",
       "  'product_size_h': 40.0013,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:08.568908-W5P49',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:08.568908-flange2',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 79.9999,\n",
       "  'product_size_h': 39.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:18.044388-W6P49',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:36.212748-W1P50',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:36.212748-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0021,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:36.212748-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 49.9992,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:46.873458-W2P50',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.002,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:46.873458-pipe1',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 50.0004,\n",
       "  'product_size_h': 29.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:58.596938-W3P50',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:58.596938-pipe2',\n",
       "  'product_size_l': 29.9938,\n",
       "  'product_size_w': 49.9957,\n",
       "  'product_size_h': 30.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:08.591338-W4P50',\n",
       "  'product_size_l': 230.004,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:08.591338-flange1',\n",
       "  'product_size_l': 30.0047,\n",
       "  'product_size_w': 80.0021,\n",
       "  'product_size_h': 40.0024,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:18.289998-W5P50',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:18.289998-flange2',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 79.9968,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:28.047518-W6P50',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:45.926988-W1P51',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9983,\n",
       "  'product_size_h': 59.9944,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:45.926988-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9983,\n",
       "  'product_size_h': 50.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:45.926988-wavyfin',\n",
       "  'product_size_l': 99.9999,\n",
       "  'product_size_w': 49.9994,\n",
       "  'product_size_h': 59.9944,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:56.662618-W2P51',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9944,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:56.662618-pipe1',\n",
       "  'product_size_l': 29.9977,\n",
       "  'product_size_w': 50.0003,\n",
       "  'product_size_h': 29.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:08.046458-W3P51',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9944,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:08.046458-pipe2',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 50.0038,\n",
       "  'product_size_h': 30.0029,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:17.766208-W4P51',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9944,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:17.766208-flange1',\n",
       "  'product_size_l': 29.9984,\n",
       "  'product_size_w': 79.9982,\n",
       "  'product_size_h': 40.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:27.706818-W5P51',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9944,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:27.706818-flange2',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 79.999,\n",
       "  'product_size_h': 40.002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:37.282348-W6P51',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9944,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:55.572518-W1P52',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 99.9979,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:55.572518-body',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 99.9979,\n",
       "  'product_size_h': 50.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:07:55.572518-wavyfin',\n",
       "  'product_size_l': 99.9983,\n",
       "  'product_size_w': 50.0005,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:06.430608-W2P52',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:06.430608-pipe1',\n",
       "  'product_size_l': 29.9994,\n",
       "  'product_size_w': 50.0017,\n",
       "  'product_size_h': 29.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:17.609258-W3P52',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:17.609258-pipe2',\n",
       "  'product_size_l': 30.0031,\n",
       "  'product_size_w': 49.9998,\n",
       "  'product_size_h': 29.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:27.077418-W4P52',\n",
       "  'product_size_l': 229.993,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:27.077418-flange1',\n",
       "  'product_size_l': 29.9994,\n",
       "  'product_size_w': 79.9983,\n",
       "  'product_size_h': 39.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:36.987918-W5P52',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:36.987918-flange2',\n",
       "  'product_size_l': 30.0013,\n",
       "  'product_size_w': 79.9969,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:46.585268-W6P52',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:04.798458-W1P53',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9959,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:04.798458-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9959,\n",
       "  'product_size_h': 49.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:04.798458-wavyfin',\n",
       "  'product_size_l': 99.9956,\n",
       "  'product_size_w': 50.001,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:16.020468-W2P53',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:16.020468-pipe1',\n",
       "  'product_size_l': 30.0008,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 29.994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:27.346698-W3P53',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:27.346698-pipe2',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 49.9987,\n",
       "  'product_size_h': 29.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:37.041658-W4P53',\n",
       "  'product_size_l': 230.006,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:37.041658-flange1',\n",
       "  'product_size_l': 30.0038,\n",
       "  'product_size_w': 79.9952,\n",
       "  'product_size_h': 40.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:46.474668-W5P53',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:46.474668-flange2',\n",
       "  'product_size_l': 29.9972,\n",
       "  'product_size_w': 79.9972,\n",
       "  'product_size_h': 39.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:56.266598-W6P53',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:14.566298-W1P54',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:14.566298-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:14.566298-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 50.0023,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:25.923658-W2P54',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:25.923658-pipe1',\n",
       "  'product_size_l': 29.9964,\n",
       "  'product_size_w': 49.9992,\n",
       "  'product_size_h': 30.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:37.320158-W3P54',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:37.320158-pipe2',\n",
       "  'product_size_l': 29.9999,\n",
       "  'product_size_w': 50.0018,\n",
       "  'product_size_h': 29.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:47.046398-W4P54',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:47.046398-flange1',\n",
       "  'product_size_l': 30.0004,\n",
       "  'product_size_w': 79.9981,\n",
       "  'product_size_h': 40.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:56.915908-W5P54',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:56.915908-flange2',\n",
       "  'product_size_l': 29.9963,\n",
       "  'product_size_w': 80.0028,\n",
       "  'product_size_h': 39.9975,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:06.374138-W6P54',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:24.454248-W1P55',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 59.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:24.454248-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 50.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:24.454248-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 50.0004,\n",
       "  'product_size_h': 59.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:35.845988-W2P55',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:35.845988-pipe1',\n",
       "  'product_size_l': 30.0045,\n",
       "  'product_size_w': 50.0011,\n",
       "  'product_size_h': 30.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:47.135828-W3P55',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:47.135828-pipe2',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 30.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:57.045568-W4P55',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:57.045568-flange1',\n",
       "  'product_size_l': 29.9978,\n",
       "  'product_size_w': 80.0013,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:06.812608-W5P55',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:06.812608-flange2',\n",
       "  'product_size_l': 30.002,\n",
       "  'product_size_w': 79.9973,\n",
       "  'product_size_h': 40.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:16.573578-W6P55',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:34.116078-W1P56',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9997,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:34.116078-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9997,\n",
       "  'product_size_h': 50.0049,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:34.116078-wavyfin',\n",
       "  'product_size_l': 99.9989,\n",
       "  'product_size_w': 50.0015,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:45.782198-W2P56',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.996,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:45.782198-pipe1',\n",
       "  'product_size_l': 29.9961,\n",
       "  'product_size_w': 49.9965,\n",
       "  'product_size_h': 30.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:56.985108-W3P56',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:56.985108-pipe2',\n",
       "  'product_size_l': 30.0047,\n",
       "  'product_size_w': 50.0036,\n",
       "  'product_size_h': 30.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:06.708098-W4P56',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:06.708098-flange1',\n",
       "  'product_size_l': 30.0022,\n",
       "  'product_size_w': 79.9969,\n",
       "  'product_size_h': 40.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:16.391308-W5P56',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:16.391308-flange2',\n",
       "  'product_size_l': 29.9967,\n",
       "  'product_size_w': 79.9976,\n",
       "  'product_size_h': 40.0013,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:25.839528-W6P56',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:43.940348-W1P57',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:43.940348-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:43.940348-wavyfin',\n",
       "  'product_size_l': 99.9962,\n",
       "  'product_size_w': 50.0001,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:54.885078-W2P57',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:54.885078-pipe1',\n",
       "  'product_size_l': 30.0036,\n",
       "  'product_size_w': 49.9996,\n",
       "  'product_size_h': 30.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:06.969278-W3P57',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:06.969278-pipe2',\n",
       "  'product_size_l': 30.001,\n",
       "  'product_size_w': 50.0022,\n",
       "  'product_size_h': 29.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:16.055908-W4P57',\n",
       "  'product_size_l': 229.995,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:16.055908-flange1',\n",
       "  'product_size_l': 29.9962,\n",
       "  'product_size_w': 80.0043,\n",
       "  'product_size_h': 39.9975,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:25.919708-W5P57',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:25.919708-flange2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 79.998,\n",
       "  'product_size_h': 39.9978,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:35.704328-W6P57',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:53.592908-W1P58',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9998,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:53.592908-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9998,\n",
       "  'product_size_h': 49.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:08:53.592908-wavyfin',\n",
       "  'product_size_l': 99.9977,\n",
       "  'product_size_w': 49.997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:04.743258-W2P58',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.002,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:04.743258-pipe1',\n",
       "  'product_size_l': 30.0006,\n",
       "  'product_size_w': 50.0023,\n",
       "  'product_size_h': 30.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:16.495438-W3P58',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:16.495438-pipe2',\n",
       "  'product_size_l': 30.0025,\n",
       "  'product_size_w': 49.9995,\n",
       "  'product_size_h': 30.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:26.118368-W4P58',\n",
       "  'product_size_l': 229.995,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:26.118368-flange1',\n",
       "  'product_size_l': 29.9959,\n",
       "  'product_size_w': 79.9996,\n",
       "  'product_size_h': 40.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:35.744528-W5P58',\n",
       "  'product_size_l': 259.99,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:09:35.744528-flange2',\n",
       "  'product_size_l': 29.9946,\n",
       "  'product_size_w': 79.9977,\n",
       "  'product_size_h': 39.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:45.061868-W6P58',\n",
       "  'product_size_l': 259.99,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:09:03.339898-W1P59',\n",
       "  'product_size_l': 199.993,\n",
       "  'product_size_w': 99.9987,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:03.339898-body',\n",
       "  'product_size_l': 199.993,\n",
       "  'product_size_w': 99.9987,\n",
       "  'product_size_h': 49.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:03.339898-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 50.0001,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:14.338678-W2P59',\n",
       "  'product_size_l': 199.993,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:14.338678-pipe1',\n",
       "  'product_size_l': 30.0039,\n",
       "  'product_size_w': 50.002,\n",
       "  'product_size_h': 29.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:26.391918-W3P59',\n",
       "  'product_size_l': 199.993,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:26.391918-pipe2',\n",
       "  'product_size_l': 29.9964,\n",
       "  'product_size_w': 50.0011,\n",
       "  'product_size_h': 30.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:36.179058-W4P59',\n",
       "  'product_size_l': 229.989,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:09:36.179058-flange1',\n",
       "  'product_size_l': 29.9964,\n",
       "  'product_size_w': 79.9969,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:45.681568-W5P59',\n",
       "  'product_size_l': 259.991,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:45.681568-flange2',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 80.0031,\n",
       "  'product_size_h': 40.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:55.505558-W6P59',\n",
       "  'product_size_l': 259.991,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:13.091088-W1P60',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:13.091088-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0013,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:13.091088-wavyfin',\n",
       "  'product_size_l': 99.9996,\n",
       "  'product_size_w': 50.0015,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:23.696358-W2P60',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:23.696358-pipe1',\n",
       "  'product_size_l': 30.003,\n",
       "  'product_size_w': 50.0017,\n",
       "  'product_size_h': 30.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:35.730938-W3P60',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:35.730938-pipe2',\n",
       "  'product_size_l': 29.9947,\n",
       "  'product_size_w': 50.0021,\n",
       "  'product_size_h': 30.0042,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:45.655308-W4P60',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:45.655308-flange1',\n",
       "  'product_size_l': 29.9975,\n",
       "  'product_size_w': 80.0046,\n",
       "  'product_size_h': 39.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:54.914698-W5P60',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:54.914698-flange2',\n",
       "  'product_size_l': 30.0024,\n",
       "  'product_size_w': 79.9995,\n",
       "  'product_size_h': 39.9926,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:04.760788-W6P60',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:22.781218-W1P61',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 99.9973,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:22.781218-body',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 99.9973,\n",
       "  'product_size_h': 49.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:22.781218-wavyfin',\n",
       "  'product_size_l': 100.005,\n",
       "  'product_size_w': 49.9997,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:33.023408-W2P61',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:33.023408-pipe1',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 50.0009,\n",
       "  'product_size_h': 29.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:45.029708-W3P61',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:45.029708-pipe2',\n",
       "  'product_size_l': 30.0004,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 29.9952,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:54.507538-W4P61',\n",
       "  'product_size_l': 230.006,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:54.507538-flange1',\n",
       "  'product_size_l': 30.001,\n",
       "  'product_size_w': 80.0059,\n",
       "  'product_size_h': 39.9954,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:04.454138-W5P61',\n",
       "  'product_size_l': 260.008,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:04.454138-flange2',\n",
       "  'product_size_l': 30.002,\n",
       "  'product_size_w': 80.0006,\n",
       "  'product_size_h': 39.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:14.399428-W6P61',\n",
       "  'product_size_l': 260.008,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:32.609338-W1P62',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 99.9986,\n",
       "  'product_size_h': 60.0066,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:32.609338-body',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 99.9986,\n",
       "  'product_size_h': 49.9971,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:32.609338-wavyfin',\n",
       "  'product_size_l': 100.005,\n",
       "  'product_size_w': 50.0004,\n",
       "  'product_size_h': 60.0066,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:42.762098-W2P62',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0066,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:42.762098-pipe1',\n",
       "  'product_size_l': 30.0022,\n",
       "  'product_size_w': 50.0041,\n",
       "  'product_size_h': 30.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:54.929528-W3P62',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0066,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:54.929528-pipe2',\n",
       "  'product_size_l': 30.0024,\n",
       "  'product_size_w': 50.0006,\n",
       "  'product_size_h': 29.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:04.730158-W4P62',\n",
       "  'product_size_l': 229.994,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0066,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:04.730158-flange1',\n",
       "  'product_size_l': 29.9977,\n",
       "  'product_size_w': 80.0032,\n",
       "  'product_size_h': 39.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:14.354598-W5P62',\n",
       "  'product_size_l': 259.993,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0066,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:14.354598-flange2',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 79.9946,\n",
       "  'product_size_h': 39.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:24.306458-W6P62',\n",
       "  'product_size_l': 259.993,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0066,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:42.540478-W1P63',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 99.996,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:42.540478-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 99.996,\n",
       "  'product_size_h': 50.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:42.540478-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:52.182468-W2P63',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 139.996,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:52.182468-pipe1',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 50.0,\n",
       "  'product_size_h': 29.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:04.668958-W3P63',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:04.668958-pipe2',\n",
       "  'product_size_l': 29.9974,\n",
       "  'product_size_w': 49.9994,\n",
       "  'product_size_h': 29.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:14.319998-W4P63',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:14.319998-flange1',\n",
       "  'product_size_l': 30.006,\n",
       "  'product_size_w': 80.0016,\n",
       "  'product_size_h': 39.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:24.319858-W5P63',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:24.319858-flange2',\n",
       "  'product_size_l': 30.0006,\n",
       "  'product_size_w': 80.0017,\n",
       "  'product_size_h': 39.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:34.094208-W6P63',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:52.410708-W1P64',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:52.410708-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:09:52.410708-wavyfin',\n",
       "  'product_size_l': 99.9992,\n",
       "  'product_size_w': 50.0012,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:02.290978-W2P64',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.005,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:02.290978-pipe1',\n",
       "  'product_size_l': 30.0024,\n",
       "  'product_size_w': 50.0031,\n",
       "  'product_size_h': 30.0077,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:14.255198-W3P64',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:14.255198-pipe2',\n",
       "  'product_size_l': 29.9971,\n",
       "  'product_size_w': 49.9961,\n",
       "  'product_size_h': 30.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:23.826738-W4P64',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:23.826738-flange1',\n",
       "  'product_size_l': 29.9988,\n",
       "  'product_size_w': 79.9998,\n",
       "  'product_size_h': 40.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:33.250558-W5P64',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:33.250558-flange2',\n",
       "  'product_size_l': 29.997,\n",
       "  'product_size_w': 80.0027,\n",
       "  'product_size_h': 39.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:42.639968-W6P64',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:01.980678-W1P65',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:01.980678-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:01.980678-wavyfin',\n",
       "  'product_size_l': 99.9995,\n",
       "  'product_size_w': 49.9994,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:12.225658-W2P65',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:12.225658-pipe1',\n",
       "  'product_size_l': 30.0014,\n",
       "  'product_size_w': 50.0011,\n",
       "  'product_size_h': 29.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:24.095968-W3P65',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.19,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:10:24.095968-pipe2',\n",
       "  'product_size_l': 29.9988,\n",
       "  'product_size_w': 49.9976,\n",
       "  'product_size_h': 30.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:33.762358-W4P65',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 180.19,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:10:33.762358-flange1',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 79.9991,\n",
       "  'product_size_h': 40.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:43.193438-W5P65',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.19,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:10:43.193438-flange2',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 80.0004,\n",
       "  'product_size_h': 40.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:53.046518-W6P65',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.19,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-02 17:10:11.550928-W1P66',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:11.550928-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:11.550928-wavyfin',\n",
       "  'product_size_l': 99.9981,\n",
       "  'product_size_w': 49.9971,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:22.066108-W2P66',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.002,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:22.066108-pipe1',\n",
       "  'product_size_l': 30.0001,\n",
       "  'product_size_w': 49.9994,\n",
       "  'product_size_h': 29.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:33.482648-W3P66',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:33.482648-pipe2',\n",
       "  'product_size_l': 30.0001,\n",
       "  'product_size_w': 50.0021,\n",
       "  'product_size_h': 29.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:43.475508-W4P66',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:43.475508-flange1',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 79.9979,\n",
       "  'product_size_h': 39.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:53.071938-W5P66',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:53.071938-flange2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 79.9992,\n",
       "  'product_size_h': 40.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:02.973208-W6P66',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:21.410348-W1P67',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:21.410348-body',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:21.410348-wavyfin',\n",
       "  'product_size_l': 99.9992,\n",
       "  'product_size_w': 49.9969,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:32.041108-W2P67',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 140.002,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:32.041108-pipe1',\n",
       "  'product_size_l': 30.0009,\n",
       "  'product_size_w': 50.0009,\n",
       "  'product_size_h': 30.0036,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:43.352458-W3P67',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:43.352458-pipe2',\n",
       "  'product_size_l': 30.0013,\n",
       "  'product_size_w': 50.0035,\n",
       "  'product_size_h': 29.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:53.115828-W4P67',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:53.115828-flange1',\n",
       "  'product_size_l': 29.9967,\n",
       "  'product_size_w': 80.0011,\n",
       "  'product_size_h': 39.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:03.072078-W5P67',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:03.072078-flange2',\n",
       "  'product_size_l': 30.004,\n",
       "  'product_size_w': 80.0029,\n",
       "  'product_size_h': 39.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:12.367578-W6P67',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:31.193498-W1P68',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 59.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:31.193498-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 49.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:31.193498-wavyfin',\n",
       "  'product_size_l': 99.9988,\n",
       "  'product_size_w': 50.001,\n",
       "  'product_size_h': 59.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:41.870958-W2P68',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 59.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:41.870958-pipe1',\n",
       "  'product_size_l': 30.0015,\n",
       "  'product_size_w': 49.9975,\n",
       "  'product_size_h': 30.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:52.643948-W3P68',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:52.643948-pipe2',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 30.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:02.218748-W4P68',\n",
       "  'product_size_l': 229.995,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:02.218748-flange1',\n",
       "  'product_size_l': 29.9973,\n",
       "  'product_size_w': 79.999,\n",
       "  'product_size_h': 39.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:12.206848-W5P68',\n",
       "  'product_size_l': 259.993,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:12.206848-flange2',\n",
       "  'product_size_l': 29.998,\n",
       "  'product_size_w': 79.9999,\n",
       "  'product_size_h': 40.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:22.116478-W6P68',\n",
       "  'product_size_l': 259.993,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:41.183788-W1P69',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9962,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:41.183788-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9962,\n",
       "  'product_size_h': 49.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:41.183788-wavyfin',\n",
       "  'product_size_l': 99.9958,\n",
       "  'product_size_w': 49.9993,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:51.590568-W2P69',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:51.590568-pipe1',\n",
       "  'product_size_l': 30.0042,\n",
       "  'product_size_w': 50.0003,\n",
       "  'product_size_h': 30.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:02.491278-W3P69',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:02.491278-pipe2',\n",
       "  'product_size_l': 29.998,\n",
       "  'product_size_w': 50.0001,\n",
       "  'product_size_h': 29.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:12.258018-W4P69',\n",
       "  'product_size_l': 230.005,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:12.258018-flange1',\n",
       "  'product_size_l': 30.0058,\n",
       "  'product_size_w': 79.9948,\n",
       "  'product_size_h': 40.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:21.750638-W5P69',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:21.750638-flange2',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 80.0055,\n",
       "  'product_size_h': 39.9961,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:31.389368-W6P69',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:50.744148-W1P70',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.999,\n",
       "  'product_size_h': 59.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:50.744148-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.999,\n",
       "  'product_size_h': 50.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:10:50.744148-wavyfin',\n",
       "  'product_size_l': 99.997,\n",
       "  'product_size_w': 50.0023,\n",
       "  'product_size_h': 59.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:01.551408-W2P70',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 59.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:01.551408-pipe1',\n",
       "  'product_size_l': 29.9949,\n",
       "  'product_size_w': 50.0008,\n",
       "  'product_size_h': 29.9956,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:11.658808-W3P70',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:11.658808-pipe2',\n",
       "  'product_size_l': 30.0053,\n",
       "  'product_size_w': 50.0,\n",
       "  'product_size_h': 29.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:21.580078-W4P70',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:21.580078-flange1',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 79.9963,\n",
       "  'product_size_h': 39.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:30.977648-W5P70',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:30.977648-flange2',\n",
       "  'product_size_l': 29.9984,\n",
       "  'product_size_w': 79.9964,\n",
       "  'product_size_h': 39.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:40.422118-W6P70',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:00.564058-W1P71',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:00.564058-body',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:00.564058-wavyfin',\n",
       "  'product_size_l': 99.9979,\n",
       "  'product_size_w': 49.9972,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:11.169838-W2P71',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:11.169838-pipe1',\n",
       "  'product_size_l': 29.9979,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 30.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:20.785858-W3P71',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:20.785858-pipe2',\n",
       "  'product_size_l': 29.9963,\n",
       "  'product_size_w': 49.9967,\n",
       "  'product_size_h': 30.0023,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:30.612938-W4P71',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:30.612938-flange1',\n",
       "  'product_size_l': 29.9975,\n",
       "  'product_size_w': 80.0006,\n",
       "  'product_size_h': 39.9978,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:40.377818-W5P71',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:40.377818-flange2',\n",
       "  'product_size_l': 29.9962,\n",
       "  'product_size_w': 80.0004,\n",
       "  'product_size_h': 40.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:50.117568-W6P71',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 60.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:09.698108-W1P72',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9952,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:09.698108-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:09.698108-wavyfin',\n",
       "  'product_size_l': 99.9927,\n",
       "  'product_size_w': 49.9972,\n",
       "  'product_size_h': 59.9952,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:21.002828-W2P72',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 59.9952,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:21.002828-pipe1',\n",
       "  'product_size_l': 29.9942,\n",
       "  'product_size_w': 50.0028,\n",
       "  'product_size_h': 30.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:30.300678-W3P72',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9952,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:30.300678-pipe2',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 50.0006,\n",
       "  'product_size_h': 29.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:40.212418-W4P72',\n",
       "  'product_size_l': 229.994,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9952,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:40.212418-flange1',\n",
       "  'product_size_l': 29.9968,\n",
       "  'product_size_w': 79.9949,\n",
       "  'product_size_h': 40.0094,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:49.665678-W5P72',\n",
       "  'product_size_l': 259.992,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9952,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:49.665678-flange2',\n",
       "  'product_size_l': 29.9974,\n",
       "  'product_size_w': 80.0049,\n",
       "  'product_size_h': 39.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:59.463948-W6P72',\n",
       "  'product_size_l': 259.992,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9952,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:19.251988-W1P73',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 99.9977,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:19.251988-body',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 99.9977,\n",
       "  'product_size_h': 50.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:19.251988-wavyfin',\n",
       "  'product_size_l': 99.9977,\n",
       "  'product_size_w': 49.9987,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-02 17:11:30.577508-W2P73',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 139.996,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " ...]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quality_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 설비 데이터 가져오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_machine_data_list_for_predict():\n",
    "    conn = pymysql.connect(host='127.0.0.1', user='root', password='carry789', db='projectdata', charset='utf8')\n",
    "\n",
    "    sql = '''\n",
    "        select product_key, machine_data, machine_data_code, process_time, end_time\n",
    "        from machine\n",
    "    '''\n",
    "\n",
    "    cursor = conn.cursor()\n",
    "    cursor.execute(sql)\n",
    "    row = cursor.fetchall()\n",
    "\n",
    "    data_list = []\n",
    "\n",
    "    for obj in row:\n",
    "        data_dic = {\n",
    "            'product_key' : obj[0],\n",
    "            'machine_data': obj[1],\n",
    "            'machine_data_code': obj[2],\n",
    "            'process_time': obj[3],\n",
    "            'end_time': obj[4]\n",
    "        }\n",
    "        data_list.append(data_dic)\n",
    "\n",
    "    conn.close()\n",
    "\n",
    "    return data_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "machine_data = get_machine_data_list_for_predict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'product_key': '2020-10-31 16:38:15.951609-W1P0',\n",
       "  'machine_data': 96.3835,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.56103,\n",
       "  'end_time': datetime.datetime(2020, 10, 31, 16, 38, 16)},\n",
       " {'product_key': '2020-10-31 16:38:25.871779-W2P0',\n",
       "  'machine_data': 99.4246,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.92017,\n",
       "  'end_time': datetime.datetime(2020, 10, 31, 16, 38, 26)},\n",
       " {'product_key': '2020-10-31 16:38:35.729839-W3P0',\n",
       "  'machine_data': 92.004,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.85806,\n",
       "  'end_time': datetime.datetime(2020, 10, 31, 16, 38, 36)},\n",
       " {'product_key': '2020-10-31 16:38:45.587019-W4P0',\n",
       "  'machine_data': 506.854,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.85718,\n",
       "  'end_time': datetime.datetime(2020, 10, 31, 16, 38, 46)},\n",
       " {'product_key': '2020-10-31 16:38:54.696989-W5P0',\n",
       "  'machine_data': 508.294,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.10997,\n",
       "  'end_time': datetime.datetime(2020, 10, 31, 16, 38, 55)},\n",
       " {'product_key': '2020-10-31 16:39:04.376949-W6P0',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.67996,\n",
       "  'end_time': datetime.datetime(2020, 10, 31, 16, 39, 4)},\n",
       " {'product_key': '2020-10-31 16:38:25.877709-W1P1',\n",
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       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.89266,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 13)},\n",
       " {'product_key': '2020-11-02 17:24:22.939668-W6P149',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.66203,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 23)},\n",
       " {'product_key': '2020-11-02 17:23:40.703788-W1P150',\n",
       "  'machine_data': 89.4715,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.94677,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 23, 41)},\n",
       " {'product_key': '2020-11-02 17:23:50.328138-W2P150',\n",
       "  'machine_data': 99.3644,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.62435,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 23, 50)},\n",
       " {'product_key': '2020-11-02 17:24:03.600178-W3P150',\n",
       "  'machine_data': 90.4517,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.89166,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 4)},\n",
       " {'product_key': '2020-11-02 17:24:13.395708-W4P150',\n",
       "  'machine_data': 491.327,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.79553,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 13)},\n",
       " {'product_key': '2020-11-02 17:24:22.930178-W5P150',\n",
       "  'machine_data': 503.411,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.53447,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 23)},\n",
       " {'product_key': '2020-11-02 17:24:32.375548-W6P150',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.44537,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 32)},\n",
       " {'product_key': '2020-11-02 17:23:50.545098-W1P151',\n",
       "  'machine_data': 89.9285,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.84131,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 23, 51)},\n",
       " {'product_key': '2020-11-02 17:23:59.927038-W2P151',\n",
       "  'machine_data': 92.0914,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.38194,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24)},\n",
       " {'product_key': '2020-11-02 17:24:13.320838-W3P151',\n",
       "  'machine_data': 89.7554,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.72066,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 13)},\n",
       " {'product_key': '2020-11-02 17:24:23.099788-W4P151',\n",
       "  'machine_data': 489.589,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.77895,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 23)},\n",
       " {'product_key': '2020-11-02 17:24:33.081278-W5P151',\n",
       "  'machine_data': 489.937,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.98149,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 33)},\n",
       " {'product_key': '2020-11-02 17:24:43.029498-W6P151',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.94822,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 43)},\n",
       " {'product_key': '2020-11-02 17:23:59.743428-W1P152',\n",
       "  'machine_data': 98.6438,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.19833,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24)},\n",
       " {'product_key': '2020-11-02 17:24:09.283888-W2P152',\n",
       "  'machine_data': 91.9866,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.35685,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 9)},\n",
       " {'product_key': '2020-11-02 17:24:23.116748-W3P152',\n",
       "  'machine_data': 91.435,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.79591,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 23)},\n",
       " {'product_key': '2020-11-02 17:24:33.007738-W4P152',\n",
       "  'machine_data': 505.326,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.89099,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 33)},\n",
       " {'product_key': '2020-11-02 17:24:42.507718-W5P152',\n",
       "  'machine_data': 500.879,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.49998,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 43)},\n",
       " {'product_key': '2020-11-02 17:24:52.328658-W6P152',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.82094,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 52)},\n",
       " {'product_key': '2020-11-02 17:24:09.743278-W1P153',\n",
       "  'machine_data': 91.9583,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.99985,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 10)},\n",
       " {'product_key': '2020-11-02 17:24:19.690658-W2P153',\n",
       "  'machine_data': 89.6625,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.94738,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 20)},\n",
       " {'product_key': '2020-11-02 17:24:32.979828-W3P153',\n",
       "  'machine_data': 89.9305,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.86308,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 33)},\n",
       " {'product_key': '2020-11-02 17:24:42.977038-W4P153',\n",
       "  'machine_data': 509.115,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.99721,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 43)},\n",
       " {'product_key': '2020-11-02 17:24:52.469868-W5P153',\n",
       "  'machine_data': 510.454,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.49283,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 52)},\n",
       " {'product_key': '2020-11-02 17:25:01.743938-W6P153',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.27407,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 25, 2)},\n",
       " {'product_key': '2020-11-02 17:24:19.324728-W1P154',\n",
       "  'machine_data': 94.0545,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.58145,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 19)},\n",
       " {'product_key': '2020-11-02 17:24:29.088698-W2P154',\n",
       "  'machine_data': 98.275,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.39804,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 29)},\n",
       " {'product_key': '2020-11-02 17:24:42.641308-W3P154',\n",
       "  'machine_data': 99.842,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.66148,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 43)},\n",
       " {'product_key': '2020-11-02 17:24:51.945838-W4P154',\n",
       "  'machine_data': 495.148,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.30453,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 52)},\n",
       " {'product_key': '2020-11-02 17:25:01.919868-W5P154',\n",
       "  'machine_data': 507.002,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.97403,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 25, 2)},\n",
       " {'product_key': '2020-11-02 17:25:11.805608-W6P154',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.88574,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 25, 12)},\n",
       " {'product_key': '2020-11-02 17:24:29.310938-W1P155',\n",
       "  'machine_data': 93.9301,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.98621,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 29)},\n",
       " {'product_key': '2020-11-02 17:24:38.733908-W2P155',\n",
       "  'machine_data': 98.529,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.42297,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 39)},\n",
       " {'product_key': '2020-11-02 17:24:52.217938-W3P155',\n",
       "  'machine_data': 99.3373,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.57663,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 52)},\n",
       " {'product_key': '2020-11-02 17:25:01.949868-W4P155',\n",
       "  'machine_data': 509.069,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.73193,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 25, 2)},\n",
       " {'product_key': '2020-11-02 17:25:11.429618-W5P155',\n",
       "  'machine_data': 490.879,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.47975,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 25, 11)},\n",
       " {'product_key': '2020-11-02 17:25:20.541628-W6P155',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.11201,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 25, 21)},\n",
       " {'product_key': '2020-11-02 17:24:38.430668-W1P156',\n",
       "  'machine_data': 89.1256,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.11973,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 38)},\n",
       " {'product_key': '2020-11-02 17:24:48.532688-W2P156',\n",
       "  'machine_data': 97.9195,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.79878,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 24, 49)},\n",
       " {'product_key': '2020-11-02 17:25:01.633828-W3P156',\n",
       "  'machine_data': 99.2084,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.41589,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 25, 2)},\n",
       " {'product_key': '2020-11-02 17:25:11.157338-W4P156',\n",
       "  'machine_data': 493.214,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.52351,\n",
       "  'end_time': datetime.datetime(2020, 11, 2, 17, 25, 11)},\n",
       " ...]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "machine_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "machine_df = pd.DataFrame(machine_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>end_time</th>\n",
       "      <th>machine_data</th>\n",
       "      <th>machine_data_code</th>\n",
       "      <th>process_time</th>\n",
       "      <th>product_key</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>95976</th>\n",
       "      <td>2020-11-25 14:45:08</td>\n",
       "      <td>509.8260</td>\n",
       "      <td>T01</td>\n",
       "      <td>9.53664</td>\n",
       "      <td>2020-11-25 14:45:08.352853-W5P12632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95977</th>\n",
       "      <td>2020-11-25 14:45:08</td>\n",
       "      <td>496.8810</td>\n",
       "      <td>T01</td>\n",
       "      <td>9.52124</td>\n",
       "      <td>2020-11-25 14:45:08.352853-W4P12633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95978</th>\n",
       "      <td>2020-11-25 14:45:08</td>\n",
       "      <td>98.5657</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.27426</td>\n",
       "      <td>2020-11-25 14:45:08.352853-W3P12634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95979</th>\n",
       "      <td>2020-11-25 14:45:08</td>\n",
       "      <td>96.7370</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.53493</td>\n",
       "      <td>2020-11-25 14:45:08.352853-W2P12635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95980</th>\n",
       "      <td>2020-11-25 14:45:08</td>\n",
       "      <td>98.5741</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.86838</td>\n",
       "      <td>2020-11-25 14:45:08.352853-W1P12636</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 end_time  machine_data machine_data_code  process_time  \\\n",
       "95976 2020-11-25 14:45:08      509.8260               T01       9.53664   \n",
       "95977 2020-11-25 14:45:08      496.8810               T01       9.52124   \n",
       "95978 2020-11-25 14:45:08       98.5657               E01       9.27426   \n",
       "95979 2020-11-25 14:45:08       96.7370               E01       9.53493   \n",
       "95980 2020-11-25 14:45:08       98.5741               E01       9.86838   \n",
       "\n",
       "                               product_key  \n",
       "95976  2020-11-25 14:45:08.352853-W5P12632  \n",
       "95977  2020-11-25 14:45:08.352853-W4P12633  \n",
       "95978  2020-11-25 14:45:08.352853-W3P12634  \n",
       "95979  2020-11-25 14:45:08.352853-W2P12635  \n",
       "95980  2020-11-25 14:45:08.352853-W1P12636  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "machine_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(95981, 5)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "machine_df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 데이터프레임 만들기\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "arrays must all be same length",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-15-1bb3baacc934>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m    262\u001b[0m                    \u001b[1;34m'op60_l'\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mop60_l_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'op60_w'\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mop60_w_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'op60_h'\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mop60_h_list\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    263\u001b[0m                    \u001b[1;34m'op60_process_time'\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mop60_process_time_list\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 264\u001b[1;33m                    'op60_test' : op60_test_list, 'op60_timestamp' : op60_timestamp})\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, data, index, columns, dtype, copy)\u001b[0m\n\u001b[0;32m    390\u001b[0m                                  dtype=dtype, copy=copy)\n\u001b[0;32m    391\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdict\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 392\u001b[1;33m             \u001b[0mmgr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minit_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    393\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mMaskedArray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    394\u001b[0m             \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmrecords\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mmrecords\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals\\construction.py\u001b[0m in \u001b[0;36minit_dict\u001b[1;34m(data, index, columns, dtype)\u001b[0m\n\u001b[0;32m    210\u001b[0m         \u001b[0marrays\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    211\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 212\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0marrays_to_mgr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marrays\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata_names\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    213\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    214\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals\\construction.py\u001b[0m in \u001b[0;36marrays_to_mgr\u001b[1;34m(arrays, arr_names, index, columns, dtype)\u001b[0m\n\u001b[0;32m     49\u001b[0m     \u001b[1;31m# figure out the index, if necessary\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     50\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mindex\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 51\u001b[1;33m         \u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mextract_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marrays\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     52\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     53\u001b[0m         \u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mensure_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals\\construction.py\u001b[0m in \u001b[0;36mextract_index\u001b[1;34m(data)\u001b[0m\n\u001b[0;32m    315\u001b[0m             \u001b[0mlengths\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mraw_lengths\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    316\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlengths\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 317\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'arrays must all be same length'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    318\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    319\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mhave_dicts\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: arrays must all be same length"
     ]
    }
   ],
   "source": [
    "product_key_list = []\n",
    "body_l_list = []\n",
    "body_w_list = []\n",
    "body_h_list = []\n",
    "\n",
    "wavyfin_l_list = []\n",
    "wavyfin_w_list = []\n",
    "wavyfin_h_list = []\n",
    "\n",
    "op10_l_list = []\n",
    "op10_w_list = []\n",
    "op10_h_list = []\n",
    "\n",
    "pipe1_l_list = []\n",
    "pipe1_w_list = []\n",
    "pipe1_h_list = []\n",
    "\n",
    "op20_l_list = []\n",
    "op20_w_list = []\n",
    "op20_h_list = []\n",
    "\n",
    "pipe2_l_list = []\n",
    "pipe2_w_list = []\n",
    "pipe2_h_list = []\n",
    "\n",
    "op30_l_list = []\n",
    "op30_w_list = []\n",
    "op30_h_list = []\n",
    "\n",
    "flange1_l_list = []\n",
    "flange1_w_list = []\n",
    "flange1_h_list = []\n",
    "\n",
    "op40_l_list = []\n",
    "op40_w_list = []\n",
    "op40_h_list = []\n",
    "\n",
    "flange2_l_list = []\n",
    "flange2_w_list = []\n",
    "flange2_h_list = []\n",
    "\n",
    "op50_l_list = []\n",
    "op50_w_list = []\n",
    "op50_h_list = []\n",
    "\n",
    "op60_l_list = []\n",
    "op60_w_list = []\n",
    "op60_h_list = []\n",
    "\n",
    "op10_electricity_list = []\n",
    "op10_process_time_list = []\n",
    "\n",
    "op20_electricity_list = []\n",
    "op20_process_time_list = []\n",
    "\n",
    "op30_electricity_list = []\n",
    "op30_process_time_list = []\n",
    "\n",
    "op40_temperature_list = []\n",
    "op40_process_time_list = []\n",
    "\n",
    "op50_temperature_list = []\n",
    "op50_process_time_list = []\n",
    "\n",
    "op60_process_time_list = []\n",
    "\n",
    "op10_test_list = []\n",
    "op20_test_list = []\n",
    "op30_test_list = []\n",
    "op40_test_list = []\n",
    "op50_test_list = []\n",
    "op60_test_list = []\n",
    "\n",
    "op10_timestamp = []\n",
    "op20_timestamp = []\n",
    "op30_timestamp = []\n",
    "op40_timestamp = []\n",
    "op50_timestamp = []\n",
    "op60_timestamp = []\n",
    "\n",
    "\n",
    "for instance in quality_data:\n",
    "    \n",
    "    if (instance['product_key'][27:29] == 'W6'):\n",
    "        product_key_list.append(instance['product_key'])\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'body'):\n",
    "        body_l_list.append(instance['product_size_l'])\n",
    "        body_w_list.append(instance['product_size_w'])\n",
    "        body_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'wavyfin'):\n",
    "        wavyfin_l_list.append(instance['product_size_l'])\n",
    "        wavyfin_w_list.append(instance['product_size_w'])\n",
    "        wavyfin_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W1'):\n",
    "        op10_l_list.append(instance['product_size_l'])\n",
    "        op10_w_list.append(instance['product_size_w'])\n",
    "        op10_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W1'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op10_test_list.append(0)\n",
    "        else:\n",
    "            op10_test_list.append(1)\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'pipe1'):\n",
    "        pipe1_l_list.append(instance['product_size_l'])\n",
    "        pipe1_w_list.append(instance['product_size_w'])\n",
    "        pipe1_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W2'):\n",
    "        op20_l_list.append(instance['product_size_l'])\n",
    "        op20_w_list.append(instance['product_size_w'])\n",
    "        op20_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W2'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op20_test_list.append(0)\n",
    "        else:\n",
    "            op20_test_list.append(1)\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'pipe2'):\n",
    "        pipe2_l_list.append(instance['product_size_l'])\n",
    "        pipe2_w_list.append(instance['product_size_w'])\n",
    "        pipe2_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W3'):\n",
    "        op30_l_list.append(instance['product_size_l'])\n",
    "        op30_w_list.append(instance['product_size_w'])\n",
    "        op30_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W3'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op30_test_list.append(0)\n",
    "        else:\n",
    "            op30_test_list.append(1)\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'flange1'):\n",
    "        flange1_l_list.append(instance['product_size_l'])\n",
    "        flange1_w_list.append(instance['product_size_w'])\n",
    "        flange1_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W4'):\n",
    "        op40_l_list.append(instance['product_size_l'])\n",
    "        op40_w_list.append(instance['product_size_w'])\n",
    "        op40_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W4'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op40_test_list.append(0)\n",
    "        else:\n",
    "            op40_test_list.append(1)\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'flange2'):\n",
    "        flange2_l_list.append(instance['product_size_l'])\n",
    "        flange2_w_list.append(instance['product_size_w'])\n",
    "        flange2_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W5'):\n",
    "        op50_l_list.append(instance['product_size_l'])\n",
    "        op50_w_list.append(instance['product_size_w'])\n",
    "        op50_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W5'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op50_test_list.append(0)\n",
    "        else:\n",
    "            op50_test_list.append(1)\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W6'):\n",
    "        op60_l_list.append(instance['product_size_l'])\n",
    "        op60_w_list.append(instance['product_size_w'])\n",
    "        op60_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W6'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op60_test_list.append(0)\n",
    "        else:\n",
    "            op60_test_list.append(1)\n",
    "        \n",
    "for instance in machine_data:\n",
    "    \n",
    "    if (instance['product_key'][27:29] == 'W1'):\n",
    "        op10_electricity_list.append(instance['machine_data'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W1'):\n",
    "        op10_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W1'):\n",
    "        op10_timestamp.append(instance['end_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W2'):\n",
    "        op20_electricity_list.append(instance['machine_data'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W2'):\n",
    "        op20_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W2'):\n",
    "        op20_timestamp.append(instance['end_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W3'):\n",
    "        op30_electricity_list.append(instance['machine_data'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W3'):\n",
    "        op30_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W3'):\n",
    "        op30_timestamp.append(instance['end_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W4'):\n",
    "        op40_temperature_list.append(instance['machine_data'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W4'):\n",
    "        op40_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W4'):\n",
    "        op40_timestamp.append(instance['end_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W5'):\n",
    "        op50_temperature_list.append(instance['machine_data'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W5'):\n",
    "        op50_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W5'):\n",
    "        op50_timestamp.append(instance['end_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W6'):\n",
    "        op60_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W6'):\n",
    "        op60_timestamp.append(instance['end_time'])\n",
    "        \n",
    "df = pd.DataFrame({\"product_key\" : product_key_list, 'body_l' : body_l_list, 'body_w' : body_w_list, 'body_h' : body_h_list,\n",
    "                   'wavyfin_l' : wavyfin_l_list, 'wavyfin_w' : wavyfin_w_list, 'wavyfin_h' : wavyfin_h_list,\n",
    "                   'op10_l' : op10_l_list, 'op10_w' : op10_w_list, 'op10_h' : op10_h_list,\n",
    "                   'op10_electricity' : op10_electricity_list, 'op10_process_time' : op10_process_time_list,\n",
    "                   'op10_test' : op10_test_list, 'op10_timestamp' : op10_timestamp,\n",
    "                   \n",
    "                   'pipe1_l' : pipe1_l_list, 'pipe1_w' : pipe1_w_list, 'pipe1_h' : pipe1_h_list,\n",
    "                   'op20_l' : op20_l_list, 'op20_w' : op20_w_list, 'op20_h' : op20_h_list,\n",
    "                   'op20_electricity' : op20_electricity_list, 'op20_process_time' : op20_process_time_list,\n",
    "                   'op20_test' : op20_test_list, 'op20_timestamp' : op20_timestamp,\n",
    "                   \n",
    "                   'pipe2_l' : pipe2_l_list, 'pipe2_w' : pipe2_w_list, 'pipe2_h' : pipe2_h_list,\n",
    "                   'op30_l' : op30_l_list, 'op30_w' : op30_w_list, 'op30_h' : op30_h_list,\n",
    "                   'op30_electricity' : op30_electricity_list, 'op30_process_time' : op30_process_time_list,\n",
    "                   'op30_test' : op30_test_list, 'op30_timestamp' : op30_timestamp,\n",
    "                   \n",
    "                   'flange1_l' : flange1_l_list, 'flange1_w' : flange1_w_list, 'flange1_h' : flange1_h_list,\n",
    "                   'op40_l' : op40_l_list, 'op40_w' : op40_w_list, 'op40_h' : op40_h_list,\n",
    "                   'op40_temperature' : op40_temperature_list, 'op40_process_time' : op40_process_time_list,\n",
    "                   'op40_test' : op40_test_list, 'op40_timestamp' : op40_timestamp,\n",
    "                   \n",
    "                   'flange2_l' : flange2_l_list, 'flange2_w' : flange2_w_list, 'flange2_h' : flange2_h_list,\n",
    "                   'op50_l' : op50_l_list, 'op50_w' : op50_w_list, 'op50_h' : op50_h_list,\n",
    "                   'op50_temperature' : op50_temperature_list, 'op50_process_time' : op50_process_time_list,\n",
    "                   'op50_test' : op50_test_list, 'op50_timestamp' : op50_timestamp,\n",
    "                   \n",
    "                   'op60_l' : op60_l_list, 'op60_w' : op60_w_list, 'op60_h' : op60_h_list,\n",
    "                   'op60_process_time' : op60_process_time_list, \n",
    "                   'op60_test' : op60_test_list, 'op60_timestamp' : op60_timestamp})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 부품 데이터로 양품 불량 예측 하기 (XGboost)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>body_l</th>\n",
       "      <th>body_w</th>\n",
       "      <th>body_h</th>\n",
       "      <th>wavyfin_l</th>\n",
       "      <th>wavyfin_w</th>\n",
       "      <th>wavyfin_h</th>\n",
       "      <th>op10_l</th>\n",
       "      <th>op10_w</th>\n",
       "      <th>op10_h</th>\n",
       "      <th>op10_electricity</th>\n",
       "      <th>...</th>\n",
       "      <th>op20_test</th>\n",
       "      <th>pipe2_l</th>\n",
       "      <th>pipe2_w</th>\n",
       "      <th>pipe2_h</th>\n",
       "      <th>op30_l</th>\n",
       "      <th>op30_w</th>\n",
       "      <th>op30_h</th>\n",
       "      <th>op30_electricity</th>\n",
       "      <th>op30_process_time</th>\n",
       "      <th>op30_test</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>49.9983</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>49.9968</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>96.3835</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9949</td>\n",
       "      <td>50.0008</td>\n",
       "      <td>30.0014</td>\n",
       "      <td>200.001</td>\n",
       "      <td>179.998</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>92.0040</td>\n",
       "      <td>9.85806</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>50.0004</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>50.0027</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>96.1544</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9978</td>\n",
       "      <td>49.9976</td>\n",
       "      <td>30.0030</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.995</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>90.5035</td>\n",
       "      <td>9.77801</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>50.0002</td>\n",
       "      <td>100.0040</td>\n",
       "      <td>50.0012</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>89.4278</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9971</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>30.0020</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.994</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>95.8751</td>\n",
       "      <td>9.80490</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9965</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>50.0007</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9965</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>91.6879</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9989</td>\n",
       "      <td>50.0010</td>\n",
       "      <td>29.9991</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.997</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>93.8166</td>\n",
       "      <td>9.77961</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0050</td>\n",
       "      <td>50.0025</td>\n",
       "      <td>99.9983</td>\n",
       "      <td>50.0028</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0050</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>90.5444</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0022</td>\n",
       "      <td>49.9988</td>\n",
       "      <td>30.0051</td>\n",
       "      <td>199.999</td>\n",
       "      <td>180.008</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>98.1582</td>\n",
       "      <td>9.99238</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    body_l    body_w   body_h  wavyfin_l  wavyfin_w  wavyfin_h   op10_l  \\\n",
       "0  200.001   99.9996  49.9983    99.9994    49.9968    60.0001  200.001   \n",
       "1  199.999   99.9967  50.0004    99.9994    50.0027    60.0057  199.999   \n",
       "2  199.999   99.9991  50.0002   100.0040    50.0012    60.0035  199.999   \n",
       "3  199.999   99.9965  49.9978    99.9996    50.0007    60.0007  199.999   \n",
       "4  199.999  100.0050  50.0025    99.9983    50.0028    60.0012  199.999   \n",
       "\n",
       "     op10_w   op10_h  op10_electricity  ...  op20_test  pipe2_l  pipe2_w  \\\n",
       "0   99.9996  60.0001           96.3835  ...          0  29.9949  50.0008   \n",
       "1   99.9967  60.0057           96.1544  ...          0  29.9978  49.9976   \n",
       "2   99.9991  60.0035           89.4278  ...          0  29.9971  49.9978   \n",
       "3   99.9965  60.0007           91.6879  ...          0  29.9989  50.0010   \n",
       "4  100.0050  60.0012           90.5444  ...          0  30.0022  49.9988   \n",
       "\n",
       "   pipe2_h   op30_l   op30_w   op30_h  op30_electricity  op30_process_time  \\\n",
       "0  30.0014  200.001  179.998  60.0001           92.0040            9.85806   \n",
       "1  30.0030  199.999  179.995  60.0057           90.5035            9.77801   \n",
       "2  30.0020  199.999  179.994  60.0035           95.8751            9.80490   \n",
       "3  29.9991  199.999  179.997  60.0007           93.8166            9.77961   \n",
       "4  30.0051  199.999  180.008  60.0012           98.1582            9.99238   \n",
       "\n",
       "   op30_test  \n",
       "0          0  \n",
       "1          0  \n",
       "2          0  \n",
       "3          0  \n",
       "4          0  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = df.drop(['op60_timestamp', 'op60_process_time', \n",
    "             'op60_h', 'op60_w', 'op60_l', 'op60_test', \n",
    "             'op50_timestamp', 'op50_process_time', \n",
    "             'op50_h', 'op50_w', 'op50_l', 'op50_temperature', 'op50_test',\n",
    "             'op40_timestamp', 'op40_process_time', \n",
    "             'op40_h', 'op40_w', 'op40_l', 'op40_temperature', 'op40_test',\n",
    "             'flange1_l', 'flange1_w', 'flange1_h', 'flange2_l', 'flange2_w', 'flange2_h', \n",
    "             'op10_timestamp', 'op20_timestamp', 'op30_timestamp',\n",
    "             'product_key'], axis = 1)\n",
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0\n",
       "1    0\n",
       "2    0\n",
       "3    0\n",
       "4    0\n",
       "Name: op60_test, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = df['op60_test']\n",
    "y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    7909\n",
      "1    2091\n",
      "Name: op60_test, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(df['op60_test'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X,\n",
    "                                                    y, \n",
    "                                                    test_size=0.1, \n",
    "                                                    shuffle=False, \n",
    "                                                    random_state=1004)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9000, 30)\n",
      "(1000, 30)\n",
      "(9000,)\n",
      "(1000,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape)\n",
    "print(X_test.shape)\n",
    "print(y_train.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>body_l</th>\n",
       "      <th>body_w</th>\n",
       "      <th>body_h</th>\n",
       "      <th>wavyfin_l</th>\n",
       "      <th>wavyfin_w</th>\n",
       "      <th>wavyfin_h</th>\n",
       "      <th>op10_l</th>\n",
       "      <th>op10_w</th>\n",
       "      <th>op10_h</th>\n",
       "      <th>op10_electricity</th>\n",
       "      <th>...</th>\n",
       "      <th>op20_test</th>\n",
       "      <th>pipe2_l</th>\n",
       "      <th>pipe2_w</th>\n",
       "      <th>pipe2_h</th>\n",
       "      <th>op30_l</th>\n",
       "      <th>op30_w</th>\n",
       "      <th>op30_h</th>\n",
       "      <th>op30_electricity</th>\n",
       "      <th>op30_process_time</th>\n",
       "      <th>op30_test</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>49.9983</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>49.9968</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>96.3835</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9949</td>\n",
       "      <td>50.0008</td>\n",
       "      <td>30.0014</td>\n",
       "      <td>200.001</td>\n",
       "      <td>179.998</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>92.0040</td>\n",
       "      <td>9.85806</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>50.0004</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>50.0027</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>96.1544</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9978</td>\n",
       "      <td>49.9976</td>\n",
       "      <td>30.0030</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.995</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>90.5035</td>\n",
       "      <td>9.77801</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>50.0002</td>\n",
       "      <td>100.0040</td>\n",
       "      <td>50.0012</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>89.4278</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9971</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>30.0020</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.994</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>95.8751</td>\n",
       "      <td>9.80490</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9965</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>50.0007</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9965</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>91.6879</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9989</td>\n",
       "      <td>50.0010</td>\n",
       "      <td>29.9991</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.997</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>93.8166</td>\n",
       "      <td>9.77961</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0050</td>\n",
       "      <td>50.0025</td>\n",
       "      <td>99.9983</td>\n",
       "      <td>50.0028</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0050</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>90.5444</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0022</td>\n",
       "      <td>49.9988</td>\n",
       "      <td>30.0051</td>\n",
       "      <td>199.999</td>\n",
       "      <td>180.008</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>98.1582</td>\n",
       "      <td>9.99238</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    body_l    body_w   body_h  wavyfin_l  wavyfin_w  wavyfin_h   op10_l  \\\n",
       "0  200.001   99.9996  49.9983    99.9994    49.9968    60.0001  200.001   \n",
       "1  199.999   99.9967  50.0004    99.9994    50.0027    60.0057  199.999   \n",
       "2  199.999   99.9991  50.0002   100.0040    50.0012    60.0035  199.999   \n",
       "3  199.999   99.9965  49.9978    99.9996    50.0007    60.0007  199.999   \n",
       "4  199.999  100.0050  50.0025    99.9983    50.0028    60.0012  199.999   \n",
       "\n",
       "     op10_w   op10_h  op10_electricity  ...  op20_test  pipe2_l  pipe2_w  \\\n",
       "0   99.9996  60.0001           96.3835  ...          0  29.9949  50.0008   \n",
       "1   99.9967  60.0057           96.1544  ...          0  29.9978  49.9976   \n",
       "2   99.9991  60.0035           89.4278  ...          0  29.9971  49.9978   \n",
       "3   99.9965  60.0007           91.6879  ...          0  29.9989  50.0010   \n",
       "4  100.0050  60.0012           90.5444  ...          0  30.0022  49.9988   \n",
       "\n",
       "   pipe2_h   op30_l   op30_w   op30_h  op30_electricity  op30_process_time  \\\n",
       "0  30.0014  200.001  179.998  60.0001           92.0040            9.85806   \n",
       "1  30.0030  199.999  179.995  60.0057           90.5035            9.77801   \n",
       "2  30.0020  199.999  179.994  60.0035           95.8751            9.80490   \n",
       "3  29.9991  199.999  179.997  60.0007           93.8166            9.77961   \n",
       "4  30.0051  199.999  180.008  60.0012           98.1582            9.99238   \n",
       "\n",
       "   op30_test  \n",
       "0          0  \n",
       "1          0  \n",
       "2          0  \n",
       "3          0  \n",
       "4          0  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10000 entries, 0 to 9999\n",
      "Data columns (total 30 columns):\n",
      "body_l               10000 non-null float64\n",
      "body_w               10000 non-null float64\n",
      "body_h               10000 non-null float64\n",
      "wavyfin_l            10000 non-null float64\n",
      "wavyfin_w            10000 non-null float64\n",
      "wavyfin_h            10000 non-null float64\n",
      "op10_l               10000 non-null float64\n",
      "op10_w               10000 non-null float64\n",
      "op10_h               10000 non-null float64\n",
      "op10_electricity     10000 non-null float64\n",
      "op10_process_time    10000 non-null float64\n",
      "op10_test            10000 non-null int64\n",
      "pipe1_l              10000 non-null float64\n",
      "pipe1_w              10000 non-null float64\n",
      "pipe1_h              10000 non-null float64\n",
      "op20_l               10000 non-null float64\n",
      "op20_w               10000 non-null float64\n",
      "op20_h               10000 non-null float64\n",
      "op20_electricity     10000 non-null float64\n",
      "op20_process_time    10000 non-null float64\n",
      "op20_test            10000 non-null int64\n",
      "pipe2_l              10000 non-null float64\n",
      "pipe2_w              10000 non-null float64\n",
      "pipe2_h              10000 non-null float64\n",
      "op30_l               10000 non-null float64\n",
      "op30_w               10000 non-null float64\n",
      "op30_h               10000 non-null float64\n",
      "op30_electricity     10000 non-null float64\n",
      "op30_process_time    10000 non-null float64\n",
      "op30_test            10000 non-null int64\n",
      "dtypes: float64(27), int64(3)\n",
      "memory usage: 2.3 MB\n"
     ]
    }
   ],
   "source": [
    "X.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0\n",
       "1    0\n",
       "2    0\n",
       "3    0\n",
       "4    0\n",
       "Name: op60_test, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "dtrain = xgb.DMatrix(data = X_train, label = y_train)\n",
    "dtest = xgb.DMatrix(data = X_test, label = y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "wlist = [(dtrain, 'train'), (dtest, 'eval')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {'max_depth' : 10,\n",
    "         'eta': 0.01,\n",
    "         'objective' : 'binary:logistic',\n",
    "          'eval_metric' : 'error',\n",
    "         'early_stopping':200\n",
    "         }\n",
    "num_rounds = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\ttrain-error:0.014889\teval-error:0.023\n",
      "Multiple eval metrics have been passed: 'eval-error' will be used for early stopping.\n",
      "\n",
      "Will train until eval-error hasn't improved in 200 rounds.\n",
      "[1]\ttrain-error:0.013889\teval-error:0.019\n",
      "[2]\ttrain-error:0.014444\teval-error:0.018\n",
      "[3]\ttrain-error:0.014111\teval-error:0.019\n",
      "[4]\ttrain-error:0.014111\teval-error:0.019\n",
      "[5]\ttrain-error:0.014222\teval-error:0.018\n",
      "[6]\ttrain-error:0.014111\teval-error:0.019\n",
      "[7]\ttrain-error:0.013667\teval-error:0.019\n",
      "[8]\ttrain-error:0.014222\teval-error:0.019\n",
      "[9]\ttrain-error:0.014111\teval-error:0.019\n",
      "[10]\ttrain-error:0.014222\teval-error:0.019\n",
      "[11]\ttrain-error:0.014222\teval-error:0.019\n",
      "[12]\ttrain-error:0.014333\teval-error:0.019\n",
      "[13]\ttrain-error:0.014222\teval-error:0.019\n",
      "[14]\ttrain-error:0.014222\teval-error:0.019\n",
      "[15]\ttrain-error:0.014111\teval-error:0.019\n",
      "[16]\ttrain-error:0.014222\teval-error:0.019\n",
      "[17]\ttrain-error:0.014111\teval-error:0.019\n",
      "[18]\ttrain-error:0.014111\teval-error:0.019\n",
      "[19]\ttrain-error:0.014111\teval-error:0.019\n",
      "[20]\ttrain-error:0.014111\teval-error:0.019\n",
      "[21]\ttrain-error:0.014111\teval-error:0.019\n",
      "[22]\ttrain-error:0.014111\teval-error:0.019\n",
      "[23]\ttrain-error:0.014111\teval-error:0.019\n",
      "[24]\ttrain-error:0.014111\teval-error:0.019\n",
      "[25]\ttrain-error:0.014111\teval-error:0.019\n",
      "[26]\ttrain-error:0.014111\teval-error:0.019\n",
      "[27]\ttrain-error:0.014111\teval-error:0.019\n",
      "[28]\ttrain-error:0.014111\teval-error:0.019\n",
      "[29]\ttrain-error:0.014111\teval-error:0.019\n",
      "[30]\ttrain-error:0.014\teval-error:0.019\n",
      "[31]\ttrain-error:0.014111\teval-error:0.019\n",
      "[32]\ttrain-error:0.014\teval-error:0.019\n",
      "[33]\ttrain-error:0.013778\teval-error:0.02\n",
      "[34]\ttrain-error:0.013778\teval-error:0.02\n",
      "[35]\ttrain-error:0.014\teval-error:0.02\n",
      "[36]\ttrain-error:0.013778\teval-error:0.02\n",
      "[37]\ttrain-error:0.013889\teval-error:0.02\n",
      "[38]\ttrain-error:0.013889\teval-error:0.02\n",
      "[39]\ttrain-error:0.013889\teval-error:0.02\n",
      "[40]\ttrain-error:0.013778\teval-error:0.02\n",
      "[41]\ttrain-error:0.013778\teval-error:0.02\n",
      "[42]\ttrain-error:0.013778\teval-error:0.02\n",
      "[43]\ttrain-error:0.013778\teval-error:0.02\n",
      "[44]\ttrain-error:0.013667\teval-error:0.02\n",
      "[45]\ttrain-error:0.013667\teval-error:0.02\n",
      "[46]\ttrain-error:0.013667\teval-error:0.02\n",
      "[47]\ttrain-error:0.013667\teval-error:0.02\n",
      "[48]\ttrain-error:0.013667\teval-error:0.019\n",
      "[49]\ttrain-error:0.013667\teval-error:0.019\n",
      "[50]\ttrain-error:0.013667\teval-error:0.019\n",
      "[51]\ttrain-error:0.013778\teval-error:0.018\n",
      "[52]\ttrain-error:0.013556\teval-error:0.018\n",
      "[53]\ttrain-error:0.013556\teval-error:0.018\n",
      "[54]\ttrain-error:0.013556\teval-error:0.018\n",
      "[55]\ttrain-error:0.013667\teval-error:0.018\n",
      "[56]\ttrain-error:0.013556\teval-error:0.018\n",
      "[57]\ttrain-error:0.013444\teval-error:0.018\n",
      "[58]\ttrain-error:0.013333\teval-error:0.018\n",
      "[59]\ttrain-error:0.013444\teval-error:0.018\n",
      "[60]\ttrain-error:0.013444\teval-error:0.018\n",
      "[61]\ttrain-error:0.013333\teval-error:0.018\n",
      "[62]\ttrain-error:0.013333\teval-error:0.018\n",
      "[63]\ttrain-error:0.013222\teval-error:0.018\n",
      "[64]\ttrain-error:0.013222\teval-error:0.02\n",
      "[65]\ttrain-error:0.013333\teval-error:0.018\n",
      "[66]\ttrain-error:0.013444\teval-error:0.018\n",
      "[67]\ttrain-error:0.013222\teval-error:0.02\n",
      "[68]\ttrain-error:0.013556\teval-error:0.018\n",
      "[69]\ttrain-error:0.013444\teval-error:0.018\n",
      "[70]\ttrain-error:0.013444\teval-error:0.02\n",
      "[71]\ttrain-error:0.013444\teval-error:0.02\n",
      "[72]\ttrain-error:0.013444\teval-error:0.02\n",
      "[73]\ttrain-error:0.013222\teval-error:0.02\n",
      "[74]\ttrain-error:0.013333\teval-error:0.018\n",
      "[75]\ttrain-error:0.013333\teval-error:0.018\n",
      "[76]\ttrain-error:0.013222\teval-error:0.02\n",
      "[77]\ttrain-error:0.013111\teval-error:0.02\n",
      "[78]\ttrain-error:0.013111\teval-error:0.02\n",
      "[79]\ttrain-error:0.013111\teval-error:0.02\n",
      "[80]\ttrain-error:0.013111\teval-error:0.02\n",
      "[81]\ttrain-error:0.013111\teval-error:0.02\n",
      "[82]\ttrain-error:0.013\teval-error:0.02\n",
      "[83]\ttrain-error:0.013111\teval-error:0.02\n",
      "[84]\ttrain-error:0.013111\teval-error:0.02\n",
      "[85]\ttrain-error:0.013111\teval-error:0.02\n",
      "[86]\ttrain-error:0.013111\teval-error:0.02\n",
      "[87]\ttrain-error:0.013\teval-error:0.02\n",
      "[88]\ttrain-error:0.013111\teval-error:0.02\n",
      "[89]\ttrain-error:0.013111\teval-error:0.02\n",
      "[90]\ttrain-error:0.013111\teval-error:0.02\n",
      "[91]\ttrain-error:0.013111\teval-error:0.02\n",
      "[92]\ttrain-error:0.013\teval-error:0.02\n",
      "[93]\ttrain-error:0.013222\teval-error:0.02\n",
      "[94]\ttrain-error:0.013222\teval-error:0.02\n",
      "[95]\ttrain-error:0.013111\teval-error:0.02\n",
      "[96]\ttrain-error:0.013222\teval-error:0.02\n",
      "[97]\ttrain-error:0.013111\teval-error:0.02\n",
      "[98]\ttrain-error:0.013111\teval-error:0.02\n",
      "[99]\ttrain-error:0.013111\teval-error:0.02\n",
      "[100]\ttrain-error:0.013111\teval-error:0.02\n",
      "[101]\ttrain-error:0.013111\teval-error:0.02\n",
      "[102]\ttrain-error:0.013111\teval-error:0.02\n",
      "[103]\ttrain-error:0.013111\teval-error:0.02\n",
      "[104]\ttrain-error:0.013111\teval-error:0.02\n",
      "[105]\ttrain-error:0.013\teval-error:0.02\n",
      "[106]\ttrain-error:0.013\teval-error:0.02\n",
      "[107]\ttrain-error:0.013\teval-error:0.02\n",
      "[108]\ttrain-error:0.013\teval-error:0.02\n",
      "[109]\ttrain-error:0.013\teval-error:0.02\n",
      "[110]\ttrain-error:0.013\teval-error:0.02\n",
      "[111]\ttrain-error:0.013\teval-error:0.02\n",
      "[112]\ttrain-error:0.012889\teval-error:0.02\n",
      "[113]\ttrain-error:0.012778\teval-error:0.02\n",
      "[114]\ttrain-error:0.012778\teval-error:0.02\n",
      "[115]\ttrain-error:0.012778\teval-error:0.02\n",
      "[116]\ttrain-error:0.012778\teval-error:0.02\n",
      "[117]\ttrain-error:0.012889\teval-error:0.02\n",
      "[118]\ttrain-error:0.012889\teval-error:0.019\n",
      "[119]\ttrain-error:0.012778\teval-error:0.017\n",
      "[120]\ttrain-error:0.012778\teval-error:0.018\n",
      "[121]\ttrain-error:0.012778\teval-error:0.018\n",
      "[122]\ttrain-error:0.012778\teval-error:0.018\n",
      "[123]\ttrain-error:0.012778\teval-error:0.018\n",
      "[124]\ttrain-error:0.012778\teval-error:0.018\n",
      "[125]\ttrain-error:0.012778\teval-error:0.018\n",
      "[126]\ttrain-error:0.012778\teval-error:0.018\n",
      "[127]\ttrain-error:0.012778\teval-error:0.018\n",
      "[128]\ttrain-error:0.012778\teval-error:0.018\n",
      "[129]\ttrain-error:0.012778\teval-error:0.018\n",
      "[130]\ttrain-error:0.012778\teval-error:0.018\n",
      "[131]\ttrain-error:0.012667\teval-error:0.018\n",
      "[132]\ttrain-error:0.012556\teval-error:0.018\n",
      "[133]\ttrain-error:0.012556\teval-error:0.018\n",
      "[134]\ttrain-error:0.012444\teval-error:0.018\n",
      "[135]\ttrain-error:0.012444\teval-error:0.018\n",
      "[136]\ttrain-error:0.012556\teval-error:0.018\n",
      "[137]\ttrain-error:0.012556\teval-error:0.018\n",
      "[138]\ttrain-error:0.012556\teval-error:0.018\n",
      "[139]\ttrain-error:0.012556\teval-error:0.018\n",
      "[140]\ttrain-error:0.012556\teval-error:0.018\n",
      "[141]\ttrain-error:0.012556\teval-error:0.017\n",
      "[142]\ttrain-error:0.012556\teval-error:0.018\n",
      "[143]\ttrain-error:0.012556\teval-error:0.018\n",
      "[144]\ttrain-error:0.012556\teval-error:0.017\n",
      "[145]\ttrain-error:0.012444\teval-error:0.018\n",
      "[146]\ttrain-error:0.012444\teval-error:0.018\n",
      "[147]\ttrain-error:0.012444\teval-error:0.017\n",
      "[148]\ttrain-error:0.012444\teval-error:0.018\n",
      "[149]\ttrain-error:0.012444\teval-error:0.018\n",
      "[150]\ttrain-error:0.012444\teval-error:0.017\n",
      "[151]\ttrain-error:0.012444\teval-error:0.018\n",
      "[152]\ttrain-error:0.012444\teval-error:0.018\n",
      "[153]\ttrain-error:0.012333\teval-error:0.017\n",
      "[154]\ttrain-error:0.012444\teval-error:0.018\n",
      "[155]\ttrain-error:0.012444\teval-error:0.018\n",
      "[156]\ttrain-error:0.012333\teval-error:0.016\n",
      "[157]\ttrain-error:0.012222\teval-error:0.017\n",
      "[158]\ttrain-error:0.012444\teval-error:0.017\n",
      "[159]\ttrain-error:0.012444\teval-error:0.016\n",
      "[160]\ttrain-error:0.012222\teval-error:0.017\n",
      "[161]\ttrain-error:0.012222\teval-error:0.017\n",
      "[162]\ttrain-error:0.012222\teval-error:0.017\n",
      "[163]\ttrain-error:0.012222\teval-error:0.018\n",
      "[164]\ttrain-error:0.012111\teval-error:0.016\n",
      "[165]\ttrain-error:0.012222\teval-error:0.015\n",
      "[166]\ttrain-error:0.012222\teval-error:0.016\n",
      "[167]\ttrain-error:0.012111\teval-error:0.015\n",
      "[168]\ttrain-error:0.012111\teval-error:0.015\n",
      "[169]\ttrain-error:0.012111\teval-error:0.016\n",
      "[170]\ttrain-error:0.012111\teval-error:0.015\n",
      "[171]\ttrain-error:0.012111\teval-error:0.016\n",
      "[172]\ttrain-error:0.012111\teval-error:0.015\n",
      "[173]\ttrain-error:0.012111\teval-error:0.015\n",
      "[174]\ttrain-error:0.012111\teval-error:0.015\n",
      "[175]\ttrain-error:0.012\teval-error:0.015\n",
      "[176]\ttrain-error:0.012\teval-error:0.015\n",
      "[177]\ttrain-error:0.011889\teval-error:0.015\n",
      "[178]\ttrain-error:0.011889\teval-error:0.016\n",
      "[179]\ttrain-error:0.011889\teval-error:0.016\n",
      "[180]\ttrain-error:0.011889\teval-error:0.016\n",
      "[181]\ttrain-error:0.011889\teval-error:0.016\n",
      "[182]\ttrain-error:0.011889\teval-error:0.016\n",
      "[183]\ttrain-error:0.011889\teval-error:0.016\n",
      "[184]\ttrain-error:0.011889\teval-error:0.016\n",
      "[185]\ttrain-error:0.011778\teval-error:0.016\n",
      "[186]\ttrain-error:0.011778\teval-error:0.016\n",
      "[187]\ttrain-error:0.011778\teval-error:0.016\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[188]\ttrain-error:0.011667\teval-error:0.016\n",
      "[189]\ttrain-error:0.011667\teval-error:0.016\n",
      "[190]\ttrain-error:0.011667\teval-error:0.016\n",
      "[191]\ttrain-error:0.011667\teval-error:0.016\n",
      "[192]\ttrain-error:0.011667\teval-error:0.016\n",
      "[193]\ttrain-error:0.011556\teval-error:0.016\n",
      "[194]\ttrain-error:0.011556\teval-error:0.016\n",
      "[195]\ttrain-error:0.011444\teval-error:0.016\n",
      "[196]\ttrain-error:0.011444\teval-error:0.016\n",
      "[197]\ttrain-error:0.011444\teval-error:0.016\n",
      "[198]\ttrain-error:0.011444\teval-error:0.016\n",
      "[199]\ttrain-error:0.011444\teval-error:0.016\n",
      "[200]\ttrain-error:0.011444\teval-error:0.016\n",
      "[201]\ttrain-error:0.011444\teval-error:0.016\n",
      "[202]\ttrain-error:0.011444\teval-error:0.016\n",
      "[203]\ttrain-error:0.011444\teval-error:0.016\n",
      "[204]\ttrain-error:0.011444\teval-error:0.016\n",
      "[205]\ttrain-error:0.011444\teval-error:0.016\n",
      "[206]\ttrain-error:0.011444\teval-error:0.016\n",
      "[207]\ttrain-error:0.011444\teval-error:0.016\n",
      "[208]\ttrain-error:0.011444\teval-error:0.016\n",
      "[209]\ttrain-error:0.011333\teval-error:0.016\n",
      "[210]\ttrain-error:0.011222\teval-error:0.016\n",
      "[211]\ttrain-error:0.011222\teval-error:0.016\n",
      "[212]\ttrain-error:0.011222\teval-error:0.016\n",
      "[213]\ttrain-error:0.011222\teval-error:0.016\n",
      "[214]\ttrain-error:0.011222\teval-error:0.016\n",
      "[215]\ttrain-error:0.011222\teval-error:0.016\n",
      "[216]\ttrain-error:0.011111\teval-error:0.016\n",
      "[217]\ttrain-error:0.011111\teval-error:0.016\n",
      "[218]\ttrain-error:0.011111\teval-error:0.016\n",
      "[219]\ttrain-error:0.011111\teval-error:0.016\n",
      "[220]\ttrain-error:0.011\teval-error:0.016\n",
      "[221]\ttrain-error:0.011\teval-error:0.016\n",
      "[222]\ttrain-error:0.011\teval-error:0.016\n",
      "[223]\ttrain-error:0.010889\teval-error:0.016\n",
      "[224]\ttrain-error:0.010889\teval-error:0.016\n",
      "[225]\ttrain-error:0.010889\teval-error:0.016\n",
      "[226]\ttrain-error:0.010889\teval-error:0.016\n",
      "[227]\ttrain-error:0.010889\teval-error:0.016\n",
      "[228]\ttrain-error:0.010889\teval-error:0.016\n",
      "[229]\ttrain-error:0.010889\teval-error:0.016\n",
      "[230]\ttrain-error:0.010889\teval-error:0.016\n",
      "[231]\ttrain-error:0.010889\teval-error:0.016\n",
      "[232]\ttrain-error:0.010889\teval-error:0.016\n",
      "[233]\ttrain-error:0.010778\teval-error:0.016\n",
      "[234]\ttrain-error:0.010667\teval-error:0.016\n",
      "[235]\ttrain-error:0.010667\teval-error:0.016\n",
      "[236]\ttrain-error:0.010667\teval-error:0.016\n",
      "[237]\ttrain-error:0.010667\teval-error:0.016\n",
      "[238]\ttrain-error:0.010667\teval-error:0.016\n",
      "[239]\ttrain-error:0.010556\teval-error:0.016\n",
      "[240]\ttrain-error:0.010556\teval-error:0.016\n",
      "[241]\ttrain-error:0.010556\teval-error:0.016\n",
      "[242]\ttrain-error:0.010556\teval-error:0.016\n",
      "[243]\ttrain-error:0.010556\teval-error:0.016\n",
      "[244]\ttrain-error:0.010556\teval-error:0.016\n",
      "[245]\ttrain-error:0.010556\teval-error:0.016\n",
      "[246]\ttrain-error:0.010444\teval-error:0.016\n",
      "[247]\ttrain-error:0.010444\teval-error:0.016\n",
      "[248]\ttrain-error:0.010333\teval-error:0.016\n",
      "[249]\ttrain-error:0.010333\teval-error:0.016\n",
      "[250]\ttrain-error:0.010333\teval-error:0.016\n",
      "[251]\ttrain-error:0.010111\teval-error:0.016\n",
      "[252]\ttrain-error:0.010111\teval-error:0.016\n",
      "[253]\ttrain-error:0.01\teval-error:0.016\n",
      "[254]\ttrain-error:0.01\teval-error:0.016\n",
      "[255]\ttrain-error:0.01\teval-error:0.016\n",
      "[256]\ttrain-error:0.01\teval-error:0.016\n",
      "[257]\ttrain-error:0.01\teval-error:0.016\n",
      "[258]\ttrain-error:0.009889\teval-error:0.016\n",
      "[259]\ttrain-error:0.009889\teval-error:0.016\n",
      "[260]\ttrain-error:0.009778\teval-error:0.016\n",
      "[261]\ttrain-error:0.009778\teval-error:0.016\n",
      "[262]\ttrain-error:0.009778\teval-error:0.016\n",
      "[263]\ttrain-error:0.009778\teval-error:0.016\n",
      "[264]\ttrain-error:0.009667\teval-error:0.016\n",
      "[265]\ttrain-error:0.009667\teval-error:0.016\n",
      "[266]\ttrain-error:0.009556\teval-error:0.016\n",
      "[267]\ttrain-error:0.009556\teval-error:0.016\n",
      "[268]\ttrain-error:0.009556\teval-error:0.016\n",
      "[269]\ttrain-error:0.009556\teval-error:0.016\n",
      "[270]\ttrain-error:0.009556\teval-error:0.016\n",
      "[271]\ttrain-error:0.009556\teval-error:0.016\n",
      "[272]\ttrain-error:0.009444\teval-error:0.016\n",
      "[273]\ttrain-error:0.009444\teval-error:0.016\n",
      "[274]\ttrain-error:0.009444\teval-error:0.016\n",
      "[275]\ttrain-error:0.009444\teval-error:0.016\n",
      "[276]\ttrain-error:0.009333\teval-error:0.016\n",
      "[277]\ttrain-error:0.009333\teval-error:0.016\n",
      "[278]\ttrain-error:0.009333\teval-error:0.016\n",
      "[279]\ttrain-error:0.009222\teval-error:0.016\n",
      "[280]\ttrain-error:0.009222\teval-error:0.016\n",
      "[281]\ttrain-error:0.009222\teval-error:0.016\n",
      "[282]\ttrain-error:0.009222\teval-error:0.016\n",
      "[283]\ttrain-error:0.009222\teval-error:0.016\n",
      "[284]\ttrain-error:0.009111\teval-error:0.016\n",
      "[285]\ttrain-error:0.009\teval-error:0.016\n",
      "[286]\ttrain-error:0.009\teval-error:0.016\n",
      "[287]\ttrain-error:0.009\teval-error:0.016\n",
      "[288]\ttrain-error:0.009\teval-error:0.016\n",
      "[289]\ttrain-error:0.009\teval-error:0.016\n",
      "[290]\ttrain-error:0.009\teval-error:0.016\n",
      "[291]\ttrain-error:0.009\teval-error:0.016\n",
      "[292]\ttrain-error:0.009\teval-error:0.016\n",
      "[293]\ttrain-error:0.008778\teval-error:0.016\n",
      "[294]\ttrain-error:0.008778\teval-error:0.016\n",
      "[295]\ttrain-error:0.008778\teval-error:0.016\n",
      "[296]\ttrain-error:0.008667\teval-error:0.016\n",
      "[297]\ttrain-error:0.008667\teval-error:0.016\n",
      "[298]\ttrain-error:0.008667\teval-error:0.016\n",
      "[299]\ttrain-error:0.008667\teval-error:0.016\n",
      "[300]\ttrain-error:0.008667\teval-error:0.016\n",
      "[301]\ttrain-error:0.008667\teval-error:0.016\n",
      "[302]\ttrain-error:0.008667\teval-error:0.016\n",
      "[303]\ttrain-error:0.008556\teval-error:0.016\n",
      "[304]\ttrain-error:0.008667\teval-error:0.016\n",
      "[305]\ttrain-error:0.008667\teval-error:0.016\n",
      "[306]\ttrain-error:0.008556\teval-error:0.016\n",
      "[307]\ttrain-error:0.008556\teval-error:0.016\n",
      "[308]\ttrain-error:0.008556\teval-error:0.016\n",
      "[309]\ttrain-error:0.008556\teval-error:0.016\n",
      "[310]\ttrain-error:0.008556\teval-error:0.016\n",
      "[311]\ttrain-error:0.008444\teval-error:0.016\n",
      "[312]\ttrain-error:0.008444\teval-error:0.016\n",
      "[313]\ttrain-error:0.008444\teval-error:0.016\n",
      "[314]\ttrain-error:0.008444\teval-error:0.016\n",
      "[315]\ttrain-error:0.008444\teval-error:0.016\n",
      "[316]\ttrain-error:0.008444\teval-error:0.016\n",
      "[317]\ttrain-error:0.008444\teval-error:0.016\n",
      "[318]\ttrain-error:0.008444\teval-error:0.016\n",
      "[319]\ttrain-error:0.008444\teval-error:0.016\n",
      "[320]\ttrain-error:0.008444\teval-error:0.016\n",
      "[321]\ttrain-error:0.008444\teval-error:0.016\n",
      "[322]\ttrain-error:0.008444\teval-error:0.016\n",
      "[323]\ttrain-error:0.008333\teval-error:0.016\n",
      "[324]\ttrain-error:0.008333\teval-error:0.016\n",
      "[325]\ttrain-error:0.008333\teval-error:0.016\n",
      "[326]\ttrain-error:0.008333\teval-error:0.016\n",
      "[327]\ttrain-error:0.008222\teval-error:0.016\n",
      "[328]\ttrain-error:0.008222\teval-error:0.016\n",
      "[329]\ttrain-error:0.008222\teval-error:0.016\n",
      "[330]\ttrain-error:0.008111\teval-error:0.016\n",
      "[331]\ttrain-error:0.008111\teval-error:0.016\n",
      "[332]\ttrain-error:0.008111\teval-error:0.016\n",
      "[333]\ttrain-error:0.008111\teval-error:0.016\n",
      "[334]\ttrain-error:0.008111\teval-error:0.016\n",
      "[335]\ttrain-error:0.008111\teval-error:0.016\n",
      "[336]\ttrain-error:0.008111\teval-error:0.016\n",
      "[337]\ttrain-error:0.008111\teval-error:0.016\n",
      "[338]\ttrain-error:0.008\teval-error:0.016\n",
      "[339]\ttrain-error:0.007889\teval-error:0.016\n",
      "[340]\ttrain-error:0.007889\teval-error:0.016\n",
      "[341]\ttrain-error:0.008\teval-error:0.016\n",
      "[342]\ttrain-error:0.007889\teval-error:0.016\n",
      "[343]\ttrain-error:0.007889\teval-error:0.016\n",
      "[344]\ttrain-error:0.007889\teval-error:0.016\n",
      "[345]\ttrain-error:0.007889\teval-error:0.016\n",
      "[346]\ttrain-error:0.007778\teval-error:0.016\n",
      "[347]\ttrain-error:0.007667\teval-error:0.016\n",
      "[348]\ttrain-error:0.007333\teval-error:0.016\n",
      "[349]\ttrain-error:0.007333\teval-error:0.016\n",
      "[350]\ttrain-error:0.007333\teval-error:0.016\n",
      "[351]\ttrain-error:0.007333\teval-error:0.016\n",
      "[352]\ttrain-error:0.007333\teval-error:0.016\n",
      "[353]\ttrain-error:0.007222\teval-error:0.016\n",
      "[354]\ttrain-error:0.007111\teval-error:0.016\n",
      "[355]\ttrain-error:0.007111\teval-error:0.016\n",
      "[356]\ttrain-error:0.007111\teval-error:0.016\n",
      "[357]\ttrain-error:0.007111\teval-error:0.016\n",
      "[358]\ttrain-error:0.007111\teval-error:0.016\n",
      "[359]\ttrain-error:0.007111\teval-error:0.016\n",
      "[360]\ttrain-error:0.007111\teval-error:0.016\n",
      "[361]\ttrain-error:0.007111\teval-error:0.016\n",
      "[362]\ttrain-error:0.007111\teval-error:0.016\n",
      "[363]\ttrain-error:0.007111\teval-error:0.016\n",
      "[364]\ttrain-error:0.007111\teval-error:0.016\n",
      "[365]\ttrain-error:0.007111\teval-error:0.016\n",
      "Stopping. Best iteration:\n",
      "[165]\ttrain-error:0.012222\teval-error:0.015\n",
      "\n"
     ]
    }
   ],
   "source": [
    "xgb_model = xgb.train(params = params, dtrain = dtrain, num_boost_round = num_rounds,\n",
    "                     early_stopping_rounds = 200, evals = wlist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.029 0.024 0.027 0.021 0.017 0.017 0.019 0.03  0.031 0.024]\n",
      "predict() 수행 결과값을 10개만 표시, 예측 확률 값으로 표시\n",
      "예측값 100개만 표시:  [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0]\n"
     ]
    }
   ],
   "source": [
    "pred_probs = xgb_model.predict(dtest)\n",
    "print(np.round(pred_probs[:10], 3))\n",
    "\n",
    "print('predict() 수행 결과값을 10개만 표시, 예측 확률 값으로 표시')\n",
    "preds = [1 if x > 0.5 else 0 for x in pred_probs]\n",
    "print('예측값 100개만 표시: ', preds[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import accuracy_score, precision_score , recall_score , confusion_matrix\n",
    "\n",
    "def get_clf_eval(y_test , pred):\n",
    "    confusion = confusion_matrix( y_test, pred)\n",
    "    accuracy = accuracy_score(y_test , pred)\n",
    "    precision = precision_score(y_test , pred)\n",
    "    recall = recall_score(y_test , pred)\n",
    "    print('오차 행렬')\n",
    "    print(confusion)\n",
    "    print('정확도: {0:.4f}, 정밀도: {1:.4f}, 재현율: {2:.4f}'.format(accuracy , precision ,recall))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "오차 행렬\n",
      "[[792   0]\n",
      " [ 16 192]]\n",
      "정확도: 0.9840, 정밀도: 1.0000, 재현율: 0.9231\n"
     ]
    }
   ],
   "source": [
    "get_clf_eval(y_test, preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "joblib.dump(rf_clf, 'trained_model_xgb.pkl')\n",
    "print(\"파일 저장완료\")"
   ]
  }
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