get_data_for_predict.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "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": 28,
   "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": 2,
   "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": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "quality_data = get_quality_data_list_for_predict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "quality_df = pd.DataFrame(quality_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quality_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(120000, 5)"
      ]
     },
     "execution_count": 15,
     "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": 13,
   "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>0</th>\n",
       "      <td>2020-10-31 16:38:16</td>\n",
       "      <td>96.3835</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.56103</td>\n",
       "      <td>2020-10-31 16:38:15.951609-W1P0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-10-31 16:38:26</td>\n",
       "      <td>99.4246</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.92017</td>\n",
       "      <td>2020-10-31 16:38:25.871779-W2P0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-10-31 16:38:36</td>\n",
       "      <td>92.0040</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.85806</td>\n",
       "      <td>2020-10-31 16:38:35.729839-W3P0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-10-31 16:38:46</td>\n",
       "      <td>506.8540</td>\n",
       "      <td>T01</td>\n",
       "      <td>9.85718</td>\n",
       "      <td>2020-10-31 16:38:45.587019-W4P0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-10-31 16:38:55</td>\n",
       "      <td>508.2940</td>\n",
       "      <td>T01</td>\n",
       "      <td>9.10997</td>\n",
       "      <td>2020-10-31 16:38:54.696989-W5P0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             end_time  machine_data machine_data_code  process_time  \\\n",
       "0 2020-10-31 16:38:16       96.3835               E01       9.56103   \n",
       "1 2020-10-31 16:38:26       99.4246               E01       9.92017   \n",
       "2 2020-10-31 16:38:36       92.0040               E01       9.85806   \n",
       "3 2020-10-31 16:38:46      506.8540               T01       9.85718   \n",
       "4 2020-10-31 16:38:55      508.2940               T01       9.10997   \n",
       "\n",
       "                       product_key  \n",
       "0  2020-10-31 16:38:15.951609-W1P0  \n",
       "1  2020-10-31 16:38:25.871779-W2P0  \n",
       "2  2020-10-31 16:38:35.729839-W3P0  \n",
       "3  2020-10-31 16:38:45.587019-W4P0  \n",
       "4  2020-10-31 16:38:54.696989-W5P0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "machine_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60000, 5)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "machine_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "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'): # '2020-1316016-03121-W1P1001'\n",
    "        product_key_list.append(instance['product_key']) #완제품 키 파싱한거죠.\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": 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>product_key</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>...</th>\n",
       "      <th>op50_temperature</th>\n",
       "      <th>op50_process_time</th>\n",
       "      <th>op50_test</th>\n",
       "      <th>op50_timestamp</th>\n",
       "      <th>op60_l</th>\n",
       "      <th>op60_w</th>\n",
       "      <th>op60_h</th>\n",
       "      <th>op60_process_time</th>\n",
       "      <th>op60_test</th>\n",
       "      <th>op60_timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-10-31 16:39:04.376949-W6P0</td>\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>...</td>\n",
       "      <td>508.294</td>\n",
       "      <td>9.10997</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:38:55</td>\n",
       "      <td>259.997</td>\n",
       "      <td>179.998</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>9.67996</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-10-31 16:39:14.642119-W6P1</td>\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>...</td>\n",
       "      <td>510.700</td>\n",
       "      <td>9.53136</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:05</td>\n",
       "      <td>259.997</td>\n",
       "      <td>179.995</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>9.72926</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-10-31 16:39:24.709599-W6P2</td>\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>...</td>\n",
       "      <td>502.674</td>\n",
       "      <td>9.98043</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:15</td>\n",
       "      <td>259.996</td>\n",
       "      <td>179.994</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>9.88122</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-10-31 16:39:33.261319-W6P3</td>\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>...</td>\n",
       "      <td>508.166</td>\n",
       "      <td>9.29674</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:24</td>\n",
       "      <td>259.996</td>\n",
       "      <td>179.997</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>9.30522</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-10-31 16:39:44.534059-W6P4</td>\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>...</td>\n",
       "      <td>501.293</td>\n",
       "      <td>9.97032</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:35</td>\n",
       "      <td>260.003</td>\n",
       "      <td>180.008</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>9.73550</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-10-31 16:39:54.014949-W6P5</td>\n",
       "      <td>200.000</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0013</td>\n",
       "      <td>99.9968</td>\n",
       "      <td>50.0010</td>\n",
       "      <td>59.9995</td>\n",
       "      <td>200.000</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>59.9995</td>\n",
       "      <td>...</td>\n",
       "      <td>492.091</td>\n",
       "      <td>9.83224</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:45</td>\n",
       "      <td>259.999</td>\n",
       "      <td>180.002</td>\n",
       "      <td>59.9995</td>\n",
       "      <td>9.48987</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-10-31 16:40:02.884699-W6P6</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9968</td>\n",
       "      <td>50.0019</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>50.0019</td>\n",
       "      <td>60.0036</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9968</td>\n",
       "      <td>60.0036</td>\n",
       "      <td>...</td>\n",
       "      <td>490.553</td>\n",
       "      <td>9.76691</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:39:53</td>\n",
       "      <td>259.998</td>\n",
       "      <td>179.998</td>\n",
       "      <td>60.0036</td>\n",
       "      <td>9.41496</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:40:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-10-31 16:40:13.331249-W6P7</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9975</td>\n",
       "      <td>49.9977</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>60.0049</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9975</td>\n",
       "      <td>60.0049</td>\n",
       "      <td>...</td>\n",
       "      <td>504.986</td>\n",
       "      <td>9.84399</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:40:04</td>\n",
       "      <td>259.997</td>\n",
       "      <td>179.998</td>\n",
       "      <td>60.0049</td>\n",
       "      <td>9.44266</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:40:13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020-10-31 16:40:22.232409-W6P8</td>\n",
       "      <td>199.996</td>\n",
       "      <td>99.9987</td>\n",
       "      <td>49.9980</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>49.9977</td>\n",
       "      <td>59.9996</td>\n",
       "      <td>199.996</td>\n",
       "      <td>99.9987</td>\n",
       "      <td>59.9996</td>\n",
       "      <td>...</td>\n",
       "      <td>507.962</td>\n",
       "      <td>9.51374</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:40:13</td>\n",
       "      <td>259.995</td>\n",
       "      <td>179.999</td>\n",
       "      <td>59.9996</td>\n",
       "      <td>9.04937</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-31 16:40:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-10-31 16:40:33.021159-W6P9</td>\n",
       "      <td>200.003</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>49.9963</td>\n",
       "      <td>99.9982</td>\n",
       "      <td>49.9984</td>\n",
       "      <td>59.9978</td>\n",
       "      <td>200.003</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>59.9978</td>\n",
       "      <td>...</td>\n",
       "      <td>501.646</td>\n",
       "      <td>9.29291</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-10-31 16:40:23</td>\n",
       "      <td>259.997</td>\n",
       "      <td>180.151</td>\n",
       "      <td>59.9978</td>\n",
       "      <td>9.95942</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-10-31 16:40:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2020-11-02 17:00:21.636868-W6P0</td>\n",
       "      <td>199.994</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>49.9995</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0018</td>\n",
       "      <td>59.9954</td>\n",
       "      <td>199.994</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>59.9954</td>\n",
       "      <td>...</td>\n",
       "      <td>501.684</td>\n",
       "      <td>9.63383</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:00:12</td>\n",
       "      <td>259.989</td>\n",
       "      <td>180.242</td>\n",
       "      <td>59.9954</td>\n",
       "      <td>9.26982</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:00:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2020-11-02 17:00:32.355478-W6P1</td>\n",
       "      <td>200.005</td>\n",
       "      <td>99.9992</td>\n",
       "      <td>50.0024</td>\n",
       "      <td>99.9992</td>\n",
       "      <td>50.0001</td>\n",
       "      <td>59.9962</td>\n",
       "      <td>200.005</td>\n",
       "      <td>99.9992</td>\n",
       "      <td>59.9962</td>\n",
       "      <td>...</td>\n",
       "      <td>497.430</td>\n",
       "      <td>9.99523</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:00:23</td>\n",
       "      <td>260.008</td>\n",
       "      <td>180.001</td>\n",
       "      <td>59.9962</td>\n",
       "      <td>9.83967</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:00:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2020-11-02 17:00:41.529608-W6P2</td>\n",
       "      <td>200.002</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>49.9968</td>\n",
       "      <td>99.9999</td>\n",
       "      <td>49.9970</td>\n",
       "      <td>59.9955</td>\n",
       "      <td>200.002</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>59.9955</td>\n",
       "      <td>...</td>\n",
       "      <td>494.446</td>\n",
       "      <td>9.27997</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:00:32</td>\n",
       "      <td>260.001</td>\n",
       "      <td>179.996</td>\n",
       "      <td>59.9955</td>\n",
       "      <td>9.99560</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2020-11-02 17:00:51.488768-W6P3</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9956</td>\n",
       "      <td>50.0022</td>\n",
       "      <td>99.9981</td>\n",
       "      <td>49.9999</td>\n",
       "      <td>60.0034</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9956</td>\n",
       "      <td>60.0034</td>\n",
       "      <td>...</td>\n",
       "      <td>495.085</td>\n",
       "      <td>9.44036</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:00:42</td>\n",
       "      <td>259.999</td>\n",
       "      <td>180.160</td>\n",
       "      <td>60.0034</td>\n",
       "      <td>9.83023</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:00:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2020-11-02 17:01:01.795268-W6P4</td>\n",
       "      <td>200.001</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>50.0021</td>\n",
       "      <td>99.9975</td>\n",
       "      <td>50.0005</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>200.001</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>...</td>\n",
       "      <td>501.068</td>\n",
       "      <td>9.71493</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:00:52</td>\n",
       "      <td>260.006</td>\n",
       "      <td>180.192</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>9.91312</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:01:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2020-11-02 17:01:11.412518-W6P5</td>\n",
       "      <td>199.998</td>\n",
       "      <td>100.0060</td>\n",
       "      <td>49.9971</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>49.9962</td>\n",
       "      <td>60.0000</td>\n",
       "      <td>199.998</td>\n",
       "      <td>100.0060</td>\n",
       "      <td>60.0000</td>\n",
       "      <td>...</td>\n",
       "      <td>496.332</td>\n",
       "      <td>9.47433</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:01</td>\n",
       "      <td>259.994</td>\n",
       "      <td>180.006</td>\n",
       "      <td>60.0000</td>\n",
       "      <td>9.99194</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2020-11-02 17:01:21.090548-W6P6</td>\n",
       "      <td>200.000</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0017</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0005</td>\n",
       "      <td>59.9990</td>\n",
       "      <td>200.000</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>59.9990</td>\n",
       "      <td>...</td>\n",
       "      <td>505.865</td>\n",
       "      <td>9.21202</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:11</td>\n",
       "      <td>260.000</td>\n",
       "      <td>179.995</td>\n",
       "      <td>59.9990</td>\n",
       "      <td>9.95233</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2020-11-02 17:01:31.719718-W6P7</td>\n",
       "      <td>199.998</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0011</td>\n",
       "      <td>99.9970</td>\n",
       "      <td>49.9990</td>\n",
       "      <td>59.9931</td>\n",
       "      <td>199.998</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>59.9931</td>\n",
       "      <td>...</td>\n",
       "      <td>505.634</td>\n",
       "      <td>9.77657</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:22</td>\n",
       "      <td>260.000</td>\n",
       "      <td>180.000</td>\n",
       "      <td>59.9931</td>\n",
       "      <td>9.94421</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2020-11-02 17:01:41.281208-W6P8</td>\n",
       "      <td>200.003</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>49.9992</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>50.0009</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>200.003</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>...</td>\n",
       "      <td>500.041</td>\n",
       "      <td>9.53542</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:32</td>\n",
       "      <td>259.998</td>\n",
       "      <td>179.999</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>9.75332</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2020-11-02 17:01:50.609468-W6P9</td>\n",
       "      <td>200.002</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9997</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>50.0020</td>\n",
       "      <td>60.0003</td>\n",
       "      <td>200.002</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>60.0003</td>\n",
       "      <td>...</td>\n",
       "      <td>509.226</td>\n",
       "      <td>9.31987</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:41</td>\n",
       "      <td>260.007</td>\n",
       "      <td>180.008</td>\n",
       "      <td>60.0003</td>\n",
       "      <td>9.96852</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2020-11-02 17:02:01.500888-W6P10</td>\n",
       "      <td>199.997</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0030</td>\n",
       "      <td>99.9993</td>\n",
       "      <td>49.9997</td>\n",
       "      <td>59.9964</td>\n",
       "      <td>199.997</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>59.9964</td>\n",
       "      <td>...</td>\n",
       "      <td>498.097</td>\n",
       "      <td>9.98844</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:01:52</td>\n",
       "      <td>259.994</td>\n",
       "      <td>179.998</td>\n",
       "      <td>59.9964</td>\n",
       "      <td>9.92476</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:02:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2020-11-02 17:02:10.591648-W6P11</td>\n",
       "      <td>200.003</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>49.9997</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>50.0026</td>\n",
       "      <td>60.0026</td>\n",
       "      <td>200.003</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>60.0026</td>\n",
       "      <td>...</td>\n",
       "      <td>489.279</td>\n",
       "      <td>9.96315</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:02:01</td>\n",
       "      <td>260.001</td>\n",
       "      <td>180.002</td>\n",
       "      <td>60.0026</td>\n",
       "      <td>9.68670</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:02:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2020-11-02 17:02:20.447468-W6P12</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0005</td>\n",
       "      <td>100.0040</td>\n",
       "      <td>49.9985</td>\n",
       "      <td>59.9972</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>59.9972</td>\n",
       "      <td>...</td>\n",
       "      <td>495.885</td>\n",
       "      <td>9.68710</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:02:11</td>\n",
       "      <td>260.000</td>\n",
       "      <td>180.182</td>\n",
       "      <td>59.9972</td>\n",
       "      <td>9.46285</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:02:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2020-11-02 17:02:29.200238-W6P13</td>\n",
       "      <td>199.996</td>\n",
       "      <td>99.9990</td>\n",
       "      <td>50.0014</td>\n",
       "      <td>100.0060</td>\n",
       "      <td>49.9999</td>\n",
       "      <td>59.9984</td>\n",
       "      <td>199.996</td>\n",
       "      <td>99.9990</td>\n",
       "      <td>59.9984</td>\n",
       "      <td>...</td>\n",
       "      <td>502.855</td>\n",
       "      <td>9.65620</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:02:19</td>\n",
       "      <td>259.989</td>\n",
       "      <td>179.997</td>\n",
       "      <td>59.9984</td>\n",
       "      <td>9.89768</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:02:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2020-11-02 17:02:39.743598-W6P14</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9997</td>\n",
       "      <td>49.9964</td>\n",
       "      <td>99.9975</td>\n",
       "      <td>50.0063</td>\n",
       "      <td>60.0014</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9997</td>\n",
       "      <td>60.0014</td>\n",
       "      <td>...</td>\n",
       "      <td>498.222</td>\n",
       "      <td>9.96154</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:02:30</td>\n",
       "      <td>260.001</td>\n",
       "      <td>180.005</td>\n",
       "      <td>60.0014</td>\n",
       "      <td>9.64124</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:02:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2020-11-02 17:02:47.817718-W6P15</td>\n",
       "      <td>200.002</td>\n",
       "      <td>100.0070</td>\n",
       "      <td>50.0007</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>49.9983</td>\n",
       "      <td>59.9963</td>\n",
       "      <td>200.002</td>\n",
       "      <td>100.0070</td>\n",
       "      <td>59.9963</td>\n",
       "      <td>...</td>\n",
       "      <td>489.725</td>\n",
       "      <td>9.38789</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:02:39</td>\n",
       "      <td>260.001</td>\n",
       "      <td>180.013</td>\n",
       "      <td>59.9963</td>\n",
       "      <td>9.23753</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-02 17:02:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2020-11-02 17:02:58.280828-W6P16</td>\n",
       "      <td>200.000</td>\n",
       "      <td>99.9998</td>\n",
       "      <td>50.0010</td>\n",
       "      <td>99.9974</td>\n",
       "      <td>49.9988</td>\n",
       "      <td>59.9967</td>\n",
       "      <td>200.000</td>\n",
       "      <td>99.9998</td>\n",
       "      <td>59.9967</td>\n",
       "      <td>...</td>\n",
       "      <td>492.957</td>\n",
       "      <td>9.39853</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:02:49</td>\n",
       "      <td>259.999</td>\n",
       "      <td>179.995</td>\n",
       "      <td>59.9967</td>\n",
       "      <td>9.76716</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:02:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2020-11-02 17:03:08.426598-W6P17</td>\n",
       "      <td>199.997</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>49.9975</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9995</td>\n",
       "      <td>59.9987</td>\n",
       "      <td>199.997</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>59.9987</td>\n",
       "      <td>...</td>\n",
       "      <td>492.207</td>\n",
       "      <td>9.41717</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:02:59</td>\n",
       "      <td>259.996</td>\n",
       "      <td>179.996</td>\n",
       "      <td>59.9987</td>\n",
       "      <td>9.71568</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:03:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2020-11-02 17:03:18.236018-W6P18</td>\n",
       "      <td>199.998</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9952</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>49.9997</td>\n",
       "      <td>59.9966</td>\n",
       "      <td>199.998</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>59.9966</td>\n",
       "      <td>...</td>\n",
       "      <td>493.539</td>\n",
       "      <td>9.92257</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:03:08</td>\n",
       "      <td>259.997</td>\n",
       "      <td>180.005</td>\n",
       "      <td>59.9966</td>\n",
       "      <td>9.82576</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:03:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2020-11-02 17:03:26.524978-W6P19</td>\n",
       "      <td>200.002</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>49.9985</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>49.9989</td>\n",
       "      <td>59.9998</td>\n",
       "      <td>200.002</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>59.9998</td>\n",
       "      <td>...</td>\n",
       "      <td>492.248</td>\n",
       "      <td>9.32231</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:03:17</td>\n",
       "      <td>260.002</td>\n",
       "      <td>180.001</td>\n",
       "      <td>59.9998</td>\n",
       "      <td>9.68881</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-02 17:03:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9970</th>\n",
       "      <td>2020-11-03 19:46:05.397068-W6P9960</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>49.9979</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>49.9989</td>\n",
       "      <td>59.9990</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>59.9990</td>\n",
       "      <td>...</td>\n",
       "      <td>496.893</td>\n",
       "      <td>9.76065</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:45:56</td>\n",
       "      <td>260.002</td>\n",
       "      <td>180.167</td>\n",
       "      <td>59.9990</td>\n",
       "      <td>9.45584</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:46:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9971</th>\n",
       "      <td>2020-11-03 19:46:14.685168-W6P9961</td>\n",
       "      <td>200.005</td>\n",
       "      <td>99.9987</td>\n",
       "      <td>49.9991</td>\n",
       "      <td>100.0070</td>\n",
       "      <td>50.0006</td>\n",
       "      <td>60.0047</td>\n",
       "      <td>200.005</td>\n",
       "      <td>99.9987</td>\n",
       "      <td>60.0047</td>\n",
       "      <td>...</td>\n",
       "      <td>508.208</td>\n",
       "      <td>9.56969</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:46:05</td>\n",
       "      <td>260.006</td>\n",
       "      <td>180.189</td>\n",
       "      <td>60.0047</td>\n",
       "      <td>9.34744</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:46:15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9972</th>\n",
       "      <td>2020-11-03 19:46:25.609578-W6P9962</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0004</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>50.0010</td>\n",
       "      <td>59.9998</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>59.9998</td>\n",
       "      <td>...</td>\n",
       "      <td>510.036</td>\n",
       "      <td>9.98881</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:46:16</td>\n",
       "      <td>259.998</td>\n",
       "      <td>179.996</td>\n",
       "      <td>59.9998</td>\n",
       "      <td>9.86822</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:46:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9973</th>\n",
       "      <td>2020-11-03 19:46:35.544858-W6P9963</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9979</td>\n",
       "      <td>49.9979</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>50.0026</td>\n",
       "      <td>60.0053</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9979</td>\n",
       "      <td>60.0053</td>\n",
       "      <td>...</td>\n",
       "      <td>504.566</td>\n",
       "      <td>9.81532</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:46:26</td>\n",
       "      <td>260.000</td>\n",
       "      <td>179.995</td>\n",
       "      <td>60.0053</td>\n",
       "      <td>9.92397</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:46:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9974</th>\n",
       "      <td>2020-11-03 19:46:45.524048-W6P9964</td>\n",
       "      <td>200.004</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>49.9981</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>49.9992</td>\n",
       "      <td>59.9965</td>\n",
       "      <td>200.004</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>59.9965</td>\n",
       "      <td>...</td>\n",
       "      <td>490.574</td>\n",
       "      <td>9.99390</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:46:36</td>\n",
       "      <td>260.005</td>\n",
       "      <td>179.993</td>\n",
       "      <td>59.9965</td>\n",
       "      <td>9.86716</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:46:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9975</th>\n",
       "      <td>2020-11-03 19:46:55.005108-W6P9965</td>\n",
       "      <td>199.996</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9991</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0040</td>\n",
       "      <td>59.9967</td>\n",
       "      <td>199.996</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>59.9967</td>\n",
       "      <td>...</td>\n",
       "      <td>495.147</td>\n",
       "      <td>9.63933</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:46:45</td>\n",
       "      <td>259.993</td>\n",
       "      <td>180.182</td>\n",
       "      <td>59.9967</td>\n",
       "      <td>9.99310</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:46:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9976</th>\n",
       "      <td>2020-11-03 19:47:04.686958-W6P9966</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9983</td>\n",
       "      <td>50.0036</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>50.0025</td>\n",
       "      <td>60.0010</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9983</td>\n",
       "      <td>60.0010</td>\n",
       "      <td>...</td>\n",
       "      <td>496.304</td>\n",
       "      <td>9.70470</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:46:55</td>\n",
       "      <td>260.000</td>\n",
       "      <td>179.995</td>\n",
       "      <td>60.0010</td>\n",
       "      <td>9.93692</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:47:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9977</th>\n",
       "      <td>2020-11-03 19:47:12.804018-W6P9967</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9963</td>\n",
       "      <td>49.9970</td>\n",
       "      <td>99.9999</td>\n",
       "      <td>49.9966</td>\n",
       "      <td>60.0022</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9963</td>\n",
       "      <td>60.0022</td>\n",
       "      <td>...</td>\n",
       "      <td>495.368</td>\n",
       "      <td>9.20425</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:47:03</td>\n",
       "      <td>259.998</td>\n",
       "      <td>179.991</td>\n",
       "      <td>60.0022</td>\n",
       "      <td>9.30589</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:47:13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9978</th>\n",
       "      <td>2020-11-03 19:47:23.531598-W6P9968</td>\n",
       "      <td>200.003</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>50.0007</td>\n",
       "      <td>99.9986</td>\n",
       "      <td>50.0021</td>\n",
       "      <td>60.0020</td>\n",
       "      <td>200.003</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>60.0020</td>\n",
       "      <td>...</td>\n",
       "      <td>494.252</td>\n",
       "      <td>9.69871</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:47:14</td>\n",
       "      <td>260.001</td>\n",
       "      <td>180.007</td>\n",
       "      <td>60.0020</td>\n",
       "      <td>9.84794</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:47:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9979</th>\n",
       "      <td>2020-11-03 19:47:32.778098-W6P9969</td>\n",
       "      <td>200.003</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>50.0023</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>50.0034</td>\n",
       "      <td>59.9987</td>\n",
       "      <td>200.003</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>59.9987</td>\n",
       "      <td>...</td>\n",
       "      <td>498.624</td>\n",
       "      <td>9.33255</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:47:23</td>\n",
       "      <td>260.003</td>\n",
       "      <td>180.001</td>\n",
       "      <td>59.9987</td>\n",
       "      <td>9.62204</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:47:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9980</th>\n",
       "      <td>2020-11-03 19:47:43.306358-W6P9970</td>\n",
       "      <td>200.003</td>\n",
       "      <td>99.9992</td>\n",
       "      <td>50.0009</td>\n",
       "      <td>99.9986</td>\n",
       "      <td>50.0017</td>\n",
       "      <td>59.9979</td>\n",
       "      <td>200.003</td>\n",
       "      <td>99.9992</td>\n",
       "      <td>59.9979</td>\n",
       "      <td>...</td>\n",
       "      <td>493.621</td>\n",
       "      <td>9.79406</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:47:33</td>\n",
       "      <td>260.003</td>\n",
       "      <td>179.999</td>\n",
       "      <td>59.9979</td>\n",
       "      <td>9.95002</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:47:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9981</th>\n",
       "      <td>2020-11-03 19:47:51.798008-W6P9971</td>\n",
       "      <td>199.998</td>\n",
       "      <td>99.9950</td>\n",
       "      <td>50.0005</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>49.9976</td>\n",
       "      <td>60.0008</td>\n",
       "      <td>199.998</td>\n",
       "      <td>99.9950</td>\n",
       "      <td>60.0008</td>\n",
       "      <td>...</td>\n",
       "      <td>510.450</td>\n",
       "      <td>9.69287</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:47:42</td>\n",
       "      <td>259.997</td>\n",
       "      <td>180.104</td>\n",
       "      <td>60.0008</td>\n",
       "      <td>9.66693</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:47:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9982</th>\n",
       "      <td>2020-11-03 19:48:02.300238-W6P9972</td>\n",
       "      <td>200.004</td>\n",
       "      <td>99.9986</td>\n",
       "      <td>49.9985</td>\n",
       "      <td>100.0040</td>\n",
       "      <td>49.9994</td>\n",
       "      <td>59.9976</td>\n",
       "      <td>200.004</td>\n",
       "      <td>99.9986</td>\n",
       "      <td>59.9976</td>\n",
       "      <td>...</td>\n",
       "      <td>489.062</td>\n",
       "      <td>9.95014</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:47:53</td>\n",
       "      <td>260.003</td>\n",
       "      <td>180.006</td>\n",
       "      <td>59.9976</td>\n",
       "      <td>9.33134</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:48:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9983</th>\n",
       "      <td>2020-11-03 19:48:11.420368-W6P9973</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9999</td>\n",
       "      <td>50.0008</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9996</td>\n",
       "      <td>59.9954</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9999</td>\n",
       "      <td>59.9954</td>\n",
       "      <td>...</td>\n",
       "      <td>500.371</td>\n",
       "      <td>9.33802</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:48:02</td>\n",
       "      <td>259.998</td>\n",
       "      <td>179.998</td>\n",
       "      <td>59.9954</td>\n",
       "      <td>9.22125</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:48:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9984</th>\n",
       "      <td>2020-11-03 19:48:21.012438-W6P9974</td>\n",
       "      <td>200.002</td>\n",
       "      <td>99.9998</td>\n",
       "      <td>49.9992</td>\n",
       "      <td>99.9974</td>\n",
       "      <td>49.9979</td>\n",
       "      <td>59.9994</td>\n",
       "      <td>200.002</td>\n",
       "      <td>99.9998</td>\n",
       "      <td>59.9994</td>\n",
       "      <td>...</td>\n",
       "      <td>502.299</td>\n",
       "      <td>9.62890</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:48:11</td>\n",
       "      <td>260.005</td>\n",
       "      <td>179.995</td>\n",
       "      <td>59.9994</td>\n",
       "      <td>9.58570</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:48:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9985</th>\n",
       "      <td>2020-11-03 19:48:31.016338-W6P9975</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>49.9996</td>\n",
       "      <td>100.0040</td>\n",
       "      <td>50.0001</td>\n",
       "      <td>60.0005</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>60.0005</td>\n",
       "      <td>...</td>\n",
       "      <td>491.304</td>\n",
       "      <td>9.83878</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:48:21</td>\n",
       "      <td>260.001</td>\n",
       "      <td>179.996</td>\n",
       "      <td>60.0005</td>\n",
       "      <td>9.53066</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:48:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9986</th>\n",
       "      <td>2020-11-03 19:48:40.981998-W6P9976</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9966</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9956</td>\n",
       "      <td>60.0032</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>60.0032</td>\n",
       "      <td>...</td>\n",
       "      <td>489.059</td>\n",
       "      <td>9.91244</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:48:31</td>\n",
       "      <td>259.999</td>\n",
       "      <td>180.117</td>\n",
       "      <td>60.0032</td>\n",
       "      <td>9.61752</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:48:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9987</th>\n",
       "      <td>2020-11-03 19:48:50.490838-W6P9977</td>\n",
       "      <td>200.003</td>\n",
       "      <td>99.9980</td>\n",
       "      <td>50.0002</td>\n",
       "      <td>99.9987</td>\n",
       "      <td>50.0045</td>\n",
       "      <td>59.9998</td>\n",
       "      <td>200.003</td>\n",
       "      <td>99.9980</td>\n",
       "      <td>59.9998</td>\n",
       "      <td>...</td>\n",
       "      <td>496.736</td>\n",
       "      <td>9.61919</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:48:41</td>\n",
       "      <td>260.005</td>\n",
       "      <td>179.994</td>\n",
       "      <td>59.9998</td>\n",
       "      <td>9.65820</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:48:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9988</th>\n",
       "      <td>2020-11-03 19:48:59.536298-W6P9978</td>\n",
       "      <td>200.001</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9991</td>\n",
       "      <td>99.9981</td>\n",
       "      <td>49.9935</td>\n",
       "      <td>60.0042</td>\n",
       "      <td>200.001</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>60.0042</td>\n",
       "      <td>...</td>\n",
       "      <td>492.287</td>\n",
       "      <td>9.35595</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:48:50</td>\n",
       "      <td>259.997</td>\n",
       "      <td>180.009</td>\n",
       "      <td>60.0042</td>\n",
       "      <td>9.21076</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:49:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9989</th>\n",
       "      <td>2020-11-03 19:49:09.592078-W6P9979</td>\n",
       "      <td>200.000</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>49.9986</td>\n",
       "      <td>99.9958</td>\n",
       "      <td>49.9998</td>\n",
       "      <td>59.9974</td>\n",
       "      <td>200.000</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>59.9974</td>\n",
       "      <td>...</td>\n",
       "      <td>507.450</td>\n",
       "      <td>9.62126</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:49:00</td>\n",
       "      <td>260.002</td>\n",
       "      <td>179.996</td>\n",
       "      <td>59.9974</td>\n",
       "      <td>9.85338</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:49:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9990</th>\n",
       "      <td>2020-11-03 19:49:19.120268-W6P9980</td>\n",
       "      <td>200.000</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>49.9996</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>50.0007</td>\n",
       "      <td>60.0022</td>\n",
       "      <td>200.000</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>60.0022</td>\n",
       "      <td>...</td>\n",
       "      <td>506.565</td>\n",
       "      <td>9.18138</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:49:09</td>\n",
       "      <td>259.998</td>\n",
       "      <td>180.012</td>\n",
       "      <td>60.0022</td>\n",
       "      <td>9.73113</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:49:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9991</th>\n",
       "      <td>2020-11-03 19:49:29.437558-W6P9981</td>\n",
       "      <td>200.004</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>50.0035</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>50.0005</td>\n",
       "      <td>60.0030</td>\n",
       "      <td>200.004</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>60.0030</td>\n",
       "      <td>...</td>\n",
       "      <td>489.122</td>\n",
       "      <td>9.91909</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:49:20</td>\n",
       "      <td>260.006</td>\n",
       "      <td>180.341</td>\n",
       "      <td>60.0030</td>\n",
       "      <td>9.47571</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:49:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9992</th>\n",
       "      <td>2020-11-03 19:49:38.962998-W6P9982</td>\n",
       "      <td>200.002</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9958</td>\n",
       "      <td>99.9951</td>\n",
       "      <td>49.9972</td>\n",
       "      <td>59.9948</td>\n",
       "      <td>200.002</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>59.9948</td>\n",
       "      <td>...</td>\n",
       "      <td>508.555</td>\n",
       "      <td>9.97552</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:49:29</td>\n",
       "      <td>259.999</td>\n",
       "      <td>180.152</td>\n",
       "      <td>59.9948</td>\n",
       "      <td>9.69876</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:49:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9993</th>\n",
       "      <td>2020-11-03 19:49:49.125318-W6P9983</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9968</td>\n",
       "      <td>49.9952</td>\n",
       "      <td>100.0020</td>\n",
       "      <td>49.9996</td>\n",
       "      <td>60.0016</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9968</td>\n",
       "      <td>60.0016</td>\n",
       "      <td>...</td>\n",
       "      <td>497.791</td>\n",
       "      <td>9.82405</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:49:39</td>\n",
       "      <td>259.999</td>\n",
       "      <td>180.004</td>\n",
       "      <td>60.0016</td>\n",
       "      <td>9.68038</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:49:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9994</th>\n",
       "      <td>2020-11-03 19:49:58.322618-W6P9984</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0003</td>\n",
       "      <td>99.9973</td>\n",
       "      <td>50.0012</td>\n",
       "      <td>60.0017</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>60.0017</td>\n",
       "      <td>...</td>\n",
       "      <td>504.062</td>\n",
       "      <td>9.76715</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:49:49</td>\n",
       "      <td>260.004</td>\n",
       "      <td>180.002</td>\n",
       "      <td>60.0017</td>\n",
       "      <td>9.58114</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:49:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>2020-11-03 19:50:08.071378-W6P9985</td>\n",
       "      <td>199.998</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>99.9983</td>\n",
       "      <td>49.9981</td>\n",
       "      <td>59.9971</td>\n",
       "      <td>199.998</td>\n",
       "      <td>100.0030</td>\n",
       "      <td>59.9971</td>\n",
       "      <td>...</td>\n",
       "      <td>508.674</td>\n",
       "      <td>9.86244</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:49:58</td>\n",
       "      <td>259.995</td>\n",
       "      <td>180.003</td>\n",
       "      <td>59.9971</td>\n",
       "      <td>9.65633</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:50:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>2020-11-03 19:50:16.883518-W6P9986</td>\n",
       "      <td>200.002</td>\n",
       "      <td>99.9984</td>\n",
       "      <td>50.0018</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9971</td>\n",
       "      <td>59.9999</td>\n",
       "      <td>200.002</td>\n",
       "      <td>99.9984</td>\n",
       "      <td>59.9999</td>\n",
       "      <td>...</td>\n",
       "      <td>510.026</td>\n",
       "      <td>9.71244</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:50:07</td>\n",
       "      <td>260.006</td>\n",
       "      <td>180.326</td>\n",
       "      <td>59.9999</td>\n",
       "      <td>9.40403</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-03 19:50:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>2020-11-03 19:50:26.627448-W6P9987</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9981</td>\n",
       "      <td>50.0023</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>49.9981</td>\n",
       "      <td>59.9962</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9981</td>\n",
       "      <td>59.9962</td>\n",
       "      <td>...</td>\n",
       "      <td>491.495</td>\n",
       "      <td>9.96221</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:50:17</td>\n",
       "      <td>260.003</td>\n",
       "      <td>180.001</td>\n",
       "      <td>59.9962</td>\n",
       "      <td>9.17243</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:50:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>2020-11-03 19:50:35.929338-W6P9988</td>\n",
       "      <td>200.003</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>49.9980</td>\n",
       "      <td>99.9979</td>\n",
       "      <td>49.9918</td>\n",
       "      <td>60.0009</td>\n",
       "      <td>200.003</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>60.0009</td>\n",
       "      <td>...</td>\n",
       "      <td>506.193</td>\n",
       "      <td>9.37513</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:50:27</td>\n",
       "      <td>260.002</td>\n",
       "      <td>180.001</td>\n",
       "      <td>60.0009</td>\n",
       "      <td>9.35170</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:50:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9999</th>\n",
       "      <td>2020-11-03 19:50:45.264398-W6P9989</td>\n",
       "      <td>199.997</td>\n",
       "      <td>99.9953</td>\n",
       "      <td>50.0047</td>\n",
       "      <td>100.0010</td>\n",
       "      <td>50.0016</td>\n",
       "      <td>59.9984</td>\n",
       "      <td>199.997</td>\n",
       "      <td>99.9953</td>\n",
       "      <td>59.9984</td>\n",
       "      <td>...</td>\n",
       "      <td>497.809</td>\n",
       "      <td>9.70351</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:50:36</td>\n",
       "      <td>259.992</td>\n",
       "      <td>180.000</td>\n",
       "      <td>59.9984</td>\n",
       "      <td>9.40226</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-03 19:50:45</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             product_key   body_l    body_w   body_h  \\\n",
       "0        2020-10-31 16:39:04.376949-W6P0  200.001   99.9996  49.9983   \n",
       "1        2020-10-31 16:39:14.642119-W6P1  199.999   99.9967  50.0004   \n",
       "2        2020-10-31 16:39:24.709599-W6P2  199.999   99.9991  50.0002   \n",
       "3        2020-10-31 16:39:33.261319-W6P3  199.999   99.9965  49.9978   \n",
       "4        2020-10-31 16:39:44.534059-W6P4  199.999  100.0050  50.0025   \n",
       "5        2020-10-31 16:39:54.014949-W6P5  200.000  100.0010  50.0013   \n",
       "6        2020-10-31 16:40:02.884699-W6P6  199.999   99.9968  50.0019   \n",
       "7        2020-10-31 16:40:13.331249-W6P7  199.999   99.9975  49.9977   \n",
       "8        2020-10-31 16:40:22.232409-W6P8  199.996   99.9987  49.9980   \n",
       "9        2020-10-31 16:40:33.021159-W6P9  200.003  100.0030  49.9963   \n",
       "10       2020-11-02 17:00:21.636868-W6P0  199.994  100.0020  49.9995   \n",
       "11       2020-11-02 17:00:32.355478-W6P1  200.005   99.9992  50.0024   \n",
       "12       2020-11-02 17:00:41.529608-W6P2  200.002  100.0000  49.9968   \n",
       "13       2020-11-02 17:00:51.488768-W6P3  200.001   99.9956  50.0022   \n",
       "14       2020-11-02 17:01:01.795268-W6P4  200.001  100.0030  50.0021   \n",
       "15       2020-11-02 17:01:11.412518-W6P5  199.998  100.0060  49.9971   \n",
       "16       2020-11-02 17:01:21.090548-W6P6  200.000  100.0010  50.0017   \n",
       "17       2020-11-02 17:01:31.719718-W6P7  199.998  100.0010  50.0011   \n",
       "18       2020-11-02 17:01:41.281208-W6P8  200.003  100.0030  49.9992   \n",
       "19       2020-11-02 17:01:50.609468-W6P9  200.002  100.0010  49.9997   \n",
       "20      2020-11-02 17:02:01.500888-W6P10  199.997  100.0010  50.0030   \n",
       "21      2020-11-02 17:02:10.591648-W6P11  200.003   99.9967  49.9997   \n",
       "22      2020-11-02 17:02:20.447468-W6P12  199.999  100.0010  50.0005   \n",
       "23      2020-11-02 17:02:29.200238-W6P13  199.996   99.9990  50.0014   \n",
       "24      2020-11-02 17:02:39.743598-W6P14  200.001   99.9997  49.9964   \n",
       "25      2020-11-02 17:02:47.817718-W6P15  200.002  100.0070  50.0007   \n",
       "26      2020-11-02 17:02:58.280828-W6P16  200.000   99.9998  50.0010   \n",
       "27      2020-11-02 17:03:08.426598-W6P17  199.997  100.0020  49.9975   \n",
       "28      2020-11-02 17:03:18.236018-W6P18  199.998  100.0010  49.9952   \n",
       "29      2020-11-02 17:03:26.524978-W6P19  200.002   99.9996  49.9985   \n",
       "...                                  ...      ...       ...      ...   \n",
       "9970  2020-11-03 19:46:05.397068-W6P9960  199.999  100.0020  49.9979   \n",
       "9971  2020-11-03 19:46:14.685168-W6P9961  200.005   99.9987  49.9991   \n",
       "9972  2020-11-03 19:46:25.609578-W6P9962  199.999  100.0010  50.0004   \n",
       "9973  2020-11-03 19:46:35.544858-W6P9963  199.999   99.9979  49.9979   \n",
       "9974  2020-11-03 19:46:45.524048-W6P9964  200.004  100.0000  49.9981   \n",
       "9975  2020-11-03 19:46:55.005108-W6P9965  199.996  100.0010  49.9991   \n",
       "9976  2020-11-03 19:47:04.686958-W6P9966  199.999   99.9983  50.0036   \n",
       "9977  2020-11-03 19:47:12.804018-W6P9967  200.001   99.9963  49.9970   \n",
       "9978  2020-11-03 19:47:23.531598-W6P9968  200.003  100.0020  50.0007   \n",
       "9979  2020-11-03 19:47:32.778098-W6P9969  200.003  100.0030  50.0023   \n",
       "9980  2020-11-03 19:47:43.306358-W6P9970  200.003   99.9992  50.0009   \n",
       "9981  2020-11-03 19:47:51.798008-W6P9971  199.998   99.9950  50.0005   \n",
       "9982  2020-11-03 19:48:02.300238-W6P9972  200.004   99.9986  49.9985   \n",
       "9983  2020-11-03 19:48:11.420368-W6P9973  200.001   99.9999  50.0008   \n",
       "9984  2020-11-03 19:48:21.012438-W6P9974  200.002   99.9998  49.9992   \n",
       "9985  2020-11-03 19:48:31.016338-W6P9975  200.001   99.9994  49.9996   \n",
       "9986  2020-11-03 19:48:40.981998-W6P9976  199.999  100.0010  49.9966   \n",
       "9987  2020-11-03 19:48:50.490838-W6P9977  200.003   99.9980  50.0002   \n",
       "9988  2020-11-03 19:48:59.536298-W6P9978  200.001  100.0010  49.9991   \n",
       "9989  2020-11-03 19:49:09.592078-W6P9979  200.000   99.9991  49.9986   \n",
       "9990  2020-11-03 19:49:19.120268-W6P9980  200.000  100.0030  49.9996   \n",
       "9991  2020-11-03 19:49:29.437558-W6P9981  200.004  100.0020  50.0035   \n",
       "9992  2020-11-03 19:49:38.962998-W6P9982  200.002  100.0010  49.9958   \n",
       "9993  2020-11-03 19:49:49.125318-W6P9983  200.001   99.9968  49.9952   \n",
       "9994  2020-11-03 19:49:58.322618-W6P9984  199.999  100.0010  50.0003   \n",
       "9995  2020-11-03 19:50:08.071378-W6P9985  199.998  100.0030  49.9978   \n",
       "9996  2020-11-03 19:50:16.883518-W6P9986  200.002   99.9984  50.0018   \n",
       "9997  2020-11-03 19:50:26.627448-W6P9987  200.001   99.9981  50.0023   \n",
       "9998  2020-11-03 19:50:35.929338-W6P9988  200.003  100.0000  49.9980   \n",
       "9999  2020-11-03 19:50:45.264398-W6P9989  199.997   99.9953  50.0047   \n",
       "\n",
       "      wavyfin_l  wavyfin_w  wavyfin_h   op10_l    op10_w   op10_h  ...  \\\n",
       "0       99.9994    49.9968    60.0001  200.001   99.9996  60.0001  ...   \n",
       "1       99.9994    50.0027    60.0057  199.999   99.9967  60.0057  ...   \n",
       "2      100.0040    50.0012    60.0035  199.999   99.9991  60.0035  ...   \n",
       "3       99.9996    50.0007    60.0007  199.999   99.9965  60.0007  ...   \n",
       "4       99.9983    50.0028    60.0012  199.999  100.0050  60.0012  ...   \n",
       "5       99.9968    50.0010    59.9995  200.000  100.0010  59.9995  ...   \n",
       "6       99.9996    50.0019    60.0036  199.999   99.9968  60.0036  ...   \n",
       "7      100.0020    49.9978    60.0049  199.999   99.9975  60.0049  ...   \n",
       "8      100.0020    49.9977    59.9996  199.996   99.9987  59.9996  ...   \n",
       "9       99.9982    49.9984    59.9978  200.003  100.0030  59.9978  ...   \n",
       "10     100.0010    50.0018    59.9954  199.994  100.0020  59.9954  ...   \n",
       "11      99.9992    50.0001    59.9962  200.005   99.9992  59.9962  ...   \n",
       "12      99.9999    49.9970    59.9955  200.002  100.0000  59.9955  ...   \n",
       "13      99.9981    49.9999    60.0034  200.001   99.9956  60.0034  ...   \n",
       "14      99.9975    50.0005    60.0007  200.001  100.0030  60.0007  ...   \n",
       "15     100.0000    49.9962    60.0000  199.998  100.0060  60.0000  ...   \n",
       "16     100.0010    50.0005    59.9990  200.000  100.0010  59.9990  ...   \n",
       "17      99.9970    49.9990    59.9931  199.998  100.0010  59.9931  ...   \n",
       "18      99.9967    50.0009    60.0007  200.003  100.0030  60.0007  ...   \n",
       "19     100.0030    50.0020    60.0003  200.002  100.0010  60.0003  ...   \n",
       "20      99.9993    49.9997    59.9964  199.997  100.0010  59.9964  ...   \n",
       "21     100.0030    50.0026    60.0026  200.003   99.9967  60.0026  ...   \n",
       "22     100.0040    49.9985    59.9972  199.999  100.0010  59.9972  ...   \n",
       "23     100.0060    49.9999    59.9984  199.996   99.9990  59.9984  ...   \n",
       "24      99.9975    50.0063    60.0014  200.001   99.9997  60.0014  ...   \n",
       "25     100.0020    49.9983    59.9963  200.002  100.0070  59.9963  ...   \n",
       "26      99.9974    49.9988    59.9967  200.000   99.9998  59.9967  ...   \n",
       "27     100.0010    49.9995    59.9987  199.997  100.0020  59.9987  ...   \n",
       "28      99.9991    49.9997    59.9966  199.998  100.0010  59.9966  ...   \n",
       "29      99.9994    49.9989    59.9998  200.002   99.9996  59.9998  ...   \n",
       "...         ...        ...        ...      ...       ...      ...  ...   \n",
       "9970   100.0030    49.9989    59.9990  199.999  100.0020  59.9990  ...   \n",
       "9971   100.0070    50.0006    60.0047  200.005   99.9987  60.0047  ...   \n",
       "9972   100.0000    50.0010    59.9998  199.999  100.0010  59.9998  ...   \n",
       "9973   100.0020    50.0026    60.0053  199.999   99.9979  60.0053  ...   \n",
       "9974   100.0000    49.9992    59.9965  200.004  100.0000  59.9965  ...   \n",
       "9975   100.0010    50.0040    59.9967  199.996  100.0010  59.9967  ...   \n",
       "9976   100.0020    50.0025    60.0010  199.999   99.9983  60.0010  ...   \n",
       "9977    99.9999    49.9966    60.0022  200.001   99.9963  60.0022  ...   \n",
       "9978    99.9986    50.0021    60.0020  200.003  100.0020  60.0020  ...   \n",
       "9979   100.0020    50.0034    59.9987  200.003  100.0030  59.9987  ...   \n",
       "9980    99.9986    50.0017    59.9979  200.003   99.9992  59.9979  ...   \n",
       "9981   100.0020    49.9976    60.0008  199.998   99.9950  60.0008  ...   \n",
       "9982   100.0040    49.9994    59.9976  200.004   99.9986  59.9976  ...   \n",
       "9983   100.0010    49.9996    59.9954  200.001   99.9999  59.9954  ...   \n",
       "9984    99.9974    49.9979    59.9994  200.002   99.9998  59.9994  ...   \n",
       "9985   100.0040    50.0001    60.0005  200.001   99.9994  60.0005  ...   \n",
       "9986   100.0010    49.9956    60.0032  199.999  100.0010  60.0032  ...   \n",
       "9987    99.9987    50.0045    59.9998  200.003   99.9980  59.9998  ...   \n",
       "9988    99.9981    49.9935    60.0042  200.001  100.0010  60.0042  ...   \n",
       "9989    99.9958    49.9998    59.9974  200.000   99.9991  59.9974  ...   \n",
       "9990   100.0020    50.0007    60.0022  200.000  100.0030  60.0022  ...   \n",
       "9991   100.0020    50.0005    60.0030  200.004  100.0020  60.0030  ...   \n",
       "9992    99.9951    49.9972    59.9948  200.002  100.0010  59.9948  ...   \n",
       "9993   100.0020    49.9996    60.0016  200.001   99.9968  60.0016  ...   \n",
       "9994    99.9973    50.0012    60.0017  199.999  100.0010  60.0017  ...   \n",
       "9995    99.9983    49.9981    59.9971  199.998  100.0030  59.9971  ...   \n",
       "9996   100.0010    49.9971    59.9999  200.002   99.9984  59.9999  ...   \n",
       "9997   100.0010    49.9981    59.9962  200.001   99.9981  59.9962  ...   \n",
       "9998    99.9979    49.9918    60.0009  200.003  100.0000  60.0009  ...   \n",
       "9999   100.0010    50.0016    59.9984  199.997   99.9953  59.9984  ...   \n",
       "\n",
       "      op50_temperature  op50_process_time  op50_test      op50_timestamp  \\\n",
       "0              508.294            9.10997          0 2020-10-31 16:38:55   \n",
       "1              510.700            9.53136          0 2020-10-31 16:39:05   \n",
       "2              502.674            9.98043          0 2020-10-31 16:39:15   \n",
       "3              508.166            9.29674          0 2020-10-31 16:39:24   \n",
       "4              501.293            9.97032          0 2020-10-31 16:39:35   \n",
       "5              492.091            9.83224          0 2020-10-31 16:39:45   \n",
       "6              490.553            9.76691          0 2020-10-31 16:39:53   \n",
       "7              504.986            9.84399          0 2020-10-31 16:40:04   \n",
       "8              507.962            9.51374          0 2020-10-31 16:40:13   \n",
       "9              501.646            9.29291          1 2020-10-31 16:40:23   \n",
       "10             501.684            9.63383          1 2020-11-02 17:00:12   \n",
       "11             497.430            9.99523          0 2020-11-02 17:00:23   \n",
       "12             494.446            9.27997          0 2020-11-02 17:00:32   \n",
       "13             495.085            9.44036          1 2020-11-02 17:00:42   \n",
       "14             501.068            9.71493          1 2020-11-02 17:00:52   \n",
       "15             496.332            9.47433          0 2020-11-02 17:01:01   \n",
       "16             505.865            9.21202          0 2020-11-02 17:01:11   \n",
       "17             505.634            9.77657          0 2020-11-02 17:01:22   \n",
       "18             500.041            9.53542          0 2020-11-02 17:01:32   \n",
       "19             509.226            9.31987          0 2020-11-02 17:01:41   \n",
       "20             498.097            9.98844          0 2020-11-02 17:01:52   \n",
       "21             489.279            9.96315          0 2020-11-02 17:02:01   \n",
       "22             495.885            9.68710          1 2020-11-02 17:02:11   \n",
       "23             502.855            9.65620          1 2020-11-02 17:02:19   \n",
       "24             498.222            9.96154          0 2020-11-02 17:02:30   \n",
       "25             489.725            9.38789          1 2020-11-02 17:02:39   \n",
       "26             492.957            9.39853          0 2020-11-02 17:02:49   \n",
       "27             492.207            9.41717          0 2020-11-02 17:02:59   \n",
       "28             493.539            9.92257          0 2020-11-02 17:03:08   \n",
       "29             492.248            9.32231          0 2020-11-02 17:03:17   \n",
       "...                ...                ...        ...                 ...   \n",
       "9970           496.893            9.76065          1 2020-11-03 19:45:56   \n",
       "9971           508.208            9.56969          1 2020-11-03 19:46:05   \n",
       "9972           510.036            9.98881          0 2020-11-03 19:46:16   \n",
       "9973           504.566            9.81532          0 2020-11-03 19:46:26   \n",
       "9974           490.574            9.99390          0 2020-11-03 19:46:36   \n",
       "9975           495.147            9.63933          1 2020-11-03 19:46:45   \n",
       "9976           496.304            9.70470          0 2020-11-03 19:46:55   \n",
       "9977           495.368            9.20425          0 2020-11-03 19:47:03   \n",
       "9978           494.252            9.69871          0 2020-11-03 19:47:14   \n",
       "9979           498.624            9.33255          0 2020-11-03 19:47:23   \n",
       "9980           493.621            9.79406          0 2020-11-03 19:47:33   \n",
       "9981           510.450            9.69287          1 2020-11-03 19:47:42   \n",
       "9982           489.062            9.95014          0 2020-11-03 19:47:53   \n",
       "9983           500.371            9.33802          0 2020-11-03 19:48:02   \n",
       "9984           502.299            9.62890          0 2020-11-03 19:48:11   \n",
       "9985           491.304            9.83878          0 2020-11-03 19:48:21   \n",
       "9986           489.059            9.91244          1 2020-11-03 19:48:31   \n",
       "9987           496.736            9.61919          0 2020-11-03 19:48:41   \n",
       "9988           492.287            9.35595          0 2020-11-03 19:48:50   \n",
       "9989           507.450            9.62126          0 2020-11-03 19:49:00   \n",
       "9990           506.565            9.18138          1 2020-11-03 19:49:09   \n",
       "9991           489.122            9.91909          1 2020-11-03 19:49:20   \n",
       "9992           508.555            9.97552          1 2020-11-03 19:49:29   \n",
       "9993           497.791            9.82405          0 2020-11-03 19:49:39   \n",
       "9994           504.062            9.76715          0 2020-11-03 19:49:49   \n",
       "9995           508.674            9.86244          0 2020-11-03 19:49:58   \n",
       "9996           510.026            9.71244          1 2020-11-03 19:50:07   \n",
       "9997           491.495            9.96221          0 2020-11-03 19:50:17   \n",
       "9998           506.193            9.37513          0 2020-11-03 19:50:27   \n",
       "9999           497.809            9.70351          0 2020-11-03 19:50:36   \n",
       "\n",
       "       op60_l   op60_w   op60_h  op60_process_time  op60_test  \\\n",
       "0     259.997  179.998  60.0001            9.67996          0   \n",
       "1     259.997  179.995  60.0057            9.72926          0   \n",
       "2     259.996  179.994  60.0035            9.88122          0   \n",
       "3     259.996  179.997  60.0007            9.30522          0   \n",
       "4     260.003  180.008  60.0012            9.73550          0   \n",
       "5     259.999  180.002  59.9995            9.48987          0   \n",
       "6     259.998  179.998  60.0036            9.41496          0   \n",
       "7     259.997  179.998  60.0049            9.44266          0   \n",
       "8     259.995  179.999  59.9996            9.04937          0   \n",
       "9     259.997  180.151  59.9978            9.95942          1   \n",
       "10    259.989  180.242  59.9954            9.26982          1   \n",
       "11    260.008  180.001  59.9962            9.83967          0   \n",
       "12    260.001  179.996  59.9955            9.99560          0   \n",
       "13    259.999  180.160  60.0034            9.83023          1   \n",
       "14    260.006  180.192  60.0007            9.91312          1   \n",
       "15    259.994  180.006  60.0000            9.99194          0   \n",
       "16    260.000  179.995  59.9990            9.95233          0   \n",
       "17    260.000  180.000  59.9931            9.94421          0   \n",
       "18    259.998  179.999  60.0007            9.75332          0   \n",
       "19    260.007  180.008  60.0003            9.96852          0   \n",
       "20    259.994  179.998  59.9964            9.92476          0   \n",
       "21    260.001  180.002  60.0026            9.68670          0   \n",
       "22    260.000  180.182  59.9972            9.46285          1   \n",
       "23    259.989  179.997  59.9984            9.89768          1   \n",
       "24    260.001  180.005  60.0014            9.64124          0   \n",
       "25    260.001  180.013  59.9963            9.23753          1   \n",
       "26    259.999  179.995  59.9967            9.76716          0   \n",
       "27    259.996  179.996  59.9987            9.71568          0   \n",
       "28    259.997  180.005  59.9966            9.82576          0   \n",
       "29    260.002  180.001  59.9998            9.68881          0   \n",
       "...       ...      ...      ...                ...        ...   \n",
       "9970  260.002  180.167  59.9990            9.45584          1   \n",
       "9971  260.006  180.189  60.0047            9.34744          1   \n",
       "9972  259.998  179.996  59.9998            9.86822          0   \n",
       "9973  260.000  179.995  60.0053            9.92397          0   \n",
       "9974  260.005  179.993  59.9965            9.86716          0   \n",
       "9975  259.993  180.182  59.9967            9.99310          1   \n",
       "9976  260.000  179.995  60.0010            9.93692          0   \n",
       "9977  259.998  179.991  60.0022            9.30589          0   \n",
       "9978  260.001  180.007  60.0020            9.84794          0   \n",
       "9979  260.003  180.001  59.9987            9.62204          0   \n",
       "9980  260.003  179.999  59.9979            9.95002          0   \n",
       "9981  259.997  180.104  60.0008            9.66693          1   \n",
       "9982  260.003  180.006  59.9976            9.33134          0   \n",
       "9983  259.998  179.998  59.9954            9.22125          0   \n",
       "9984  260.005  179.995  59.9994            9.58570          0   \n",
       "9985  260.001  179.996  60.0005            9.53066          0   \n",
       "9986  259.999  180.117  60.0032            9.61752          1   \n",
       "9987  260.005  179.994  59.9998            9.65820          0   \n",
       "9988  259.997  180.009  60.0042            9.21076          0   \n",
       "9989  260.002  179.996  59.9974            9.85338          0   \n",
       "9990  259.998  180.012  60.0022            9.73113          1   \n",
       "9991  260.006  180.341  60.0030            9.47571          1   \n",
       "9992  259.999  180.152  59.9948            9.69876          1   \n",
       "9993  259.999  180.004  60.0016            9.68038          0   \n",
       "9994  260.004  180.002  60.0017            9.58114          0   \n",
       "9995  259.995  180.003  59.9971            9.65633          0   \n",
       "9996  260.006  180.326  59.9999            9.40403          1   \n",
       "9997  260.003  180.001  59.9962            9.17243          0   \n",
       "9998  260.002  180.001  60.0009            9.35170          0   \n",
       "9999  259.992  180.000  59.9984            9.40226          0   \n",
       "\n",
       "          op60_timestamp  \n",
       "0    2020-10-31 16:39:04  \n",
       "1    2020-10-31 16:39:15  \n",
       "2    2020-10-31 16:39:25  \n",
       "3    2020-10-31 16:39:33  \n",
       "4    2020-10-31 16:39:45  \n",
       "5    2020-10-31 16:39:54  \n",
       "6    2020-10-31 16:40:03  \n",
       "7    2020-10-31 16:40:13  \n",
       "8    2020-10-31 16:40:22  \n",
       "9    2020-10-31 16:40:33  \n",
       "10   2020-11-02 17:00:22  \n",
       "11   2020-11-02 17:00:32  \n",
       "12   2020-11-02 17:00:42  \n",
       "13   2020-11-02 17:00:51  \n",
       "14   2020-11-02 17:01:02  \n",
       "15   2020-11-02 17:01:11  \n",
       "16   2020-11-02 17:01:21  \n",
       "17   2020-11-02 17:01:32  \n",
       "18   2020-11-02 17:01:41  \n",
       "19   2020-11-02 17:01:51  \n",
       "20   2020-11-02 17:02:02  \n",
       "21   2020-11-02 17:02:11  \n",
       "22   2020-11-02 17:02:20  \n",
       "23   2020-11-02 17:02:29  \n",
       "24   2020-11-02 17:02:40  \n",
       "25   2020-11-02 17:02:48  \n",
       "26   2020-11-02 17:02:58  \n",
       "27   2020-11-02 17:03:08  \n",
       "28   2020-11-02 17:03:18  \n",
       "29   2020-11-02 17:03:27  \n",
       "...                  ...  \n",
       "9970 2020-11-03 19:46:05  \n",
       "9971 2020-11-03 19:46:15  \n",
       "9972 2020-11-03 19:46:26  \n",
       "9973 2020-11-03 19:46:36  \n",
       "9974 2020-11-03 19:46:46  \n",
       "9975 2020-11-03 19:46:55  \n",
       "9976 2020-11-03 19:47:05  \n",
       "9977 2020-11-03 19:47:13  \n",
       "9978 2020-11-03 19:47:24  \n",
       "9979 2020-11-03 19:47:33  \n",
       "9980 2020-11-03 19:47:43  \n",
       "9981 2020-11-03 19:47:52  \n",
       "9982 2020-11-03 19:48:02  \n",
       "9983 2020-11-03 19:48:11  \n",
       "9984 2020-11-03 19:48:21  \n",
       "9985 2020-11-03 19:48:31  \n",
       "9986 2020-11-03 19:48:41  \n",
       "9987 2020-11-03 19:48:50  \n",
       "9988 2020-11-03 19:49:00  \n",
       "9989 2020-11-03 19:49:10  \n",
       "9990 2020-11-03 19:49:19  \n",
       "9991 2020-11-03 19:49:29  \n",
       "9992 2020-11-03 19:49:39  \n",
       "9993 2020-11-03 19:49:49  \n",
       "9994 2020-11-03 19:49:58  \n",
       "9995 2020-11-03 19:50:08  \n",
       "9996 2020-11-03 19:50:17  \n",
       "9997 2020-11-03 19:50:27  \n",
       "9998 2020-11-03 19:50:36  \n",
       "9999 2020-11-03 19:50:45  \n",
       "\n",
       "[10000 rows x 60 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 부품 데이터로 양품 불량 예측 하기 (XGboost)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>pipe1_l</th>\n",
       "      <th>pipe1_w</th>\n",
       "      <th>pipe1_h</th>\n",
       "      <th>pipe2_l</th>\n",
       "      <th>pipe2_w</th>\n",
       "      <th>pipe2_h</th>\n",
       "      <th>flange1</th>\n",
       "      <th>flange1_w</th>\n",
       "      <th>flange1_h</th>\n",
       "      <th>flange2</th>\n",
       "      <th>flange2_w</th>\n",
       "      <th>flange2_h</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>29.9990</td>\n",
       "      <td>49.9981</td>\n",
       "      <td>30.0007</td>\n",
       "      <td>29.9949</td>\n",
       "      <td>50.0008</td>\n",
       "      <td>30.0014</td>\n",
       "      <td>29.9945</td>\n",
       "      <td>80.0050</td>\n",
       "      <td>39.9989</td>\n",
       "      <td>30.0018</td>\n",
       "      <td>80.0032</td>\n",
       "      <td>39.9973</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>30.0047</td>\n",
       "      <td>50.0005</td>\n",
       "      <td>29.9994</td>\n",
       "      <td>29.9978</td>\n",
       "      <td>49.9976</td>\n",
       "      <td>30.0030</td>\n",
       "      <td>29.9996</td>\n",
       "      <td>79.9997</td>\n",
       "      <td>40.0001</td>\n",
       "      <td>29.9978</td>\n",
       "      <td>79.9976</td>\n",
       "      <td>39.9996</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>30.0033</td>\n",
       "      <td>49.9968</td>\n",
       "      <td>29.9987</td>\n",
       "      <td>29.9971</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>30.0020</td>\n",
       "      <td>29.9961</td>\n",
       "      <td>80.0058</td>\n",
       "      <td>40.0014</td>\n",
       "      <td>30.0011</td>\n",
       "      <td>79.9972</td>\n",
       "      <td>40.0037</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>30.0026</td>\n",
       "      <td>49.9999</td>\n",
       "      <td>30.0024</td>\n",
       "      <td>29.9989</td>\n",
       "      <td>50.0010</td>\n",
       "      <td>29.9991</td>\n",
       "      <td>29.9973</td>\n",
       "      <td>79.9949</td>\n",
       "      <td>40.0008</td>\n",
       "      <td>30.0002</td>\n",
       "      <td>79.9991</td>\n",
       "      <td>39.9979</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>29.9999</td>\n",
       "      <td>50.0046</td>\n",
       "      <td>30.0037</td>\n",
       "      <td>30.0022</td>\n",
       "      <td>49.9988</td>\n",
       "      <td>30.0051</td>\n",
       "      <td>29.9993</td>\n",
       "      <td>80.0016</td>\n",
       "      <td>39.9985</td>\n",
       "      <td>30.0040</td>\n",
       "      <td>80.0012</td>\n",
       "      <td>39.9984</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    body_l    body_w   body_h  wavyfin_l  wavyfin_w  wavyfin_h  pipe1_l  \\\n",
       "0  200.001   99.9996  49.9983    99.9994    49.9968    60.0001  29.9990   \n",
       "1  199.999   99.9967  50.0004    99.9994    50.0027    60.0057  30.0047   \n",
       "2  199.999   99.9991  50.0002   100.0040    50.0012    60.0035  30.0033   \n",
       "3  199.999   99.9965  49.9978    99.9996    50.0007    60.0007  30.0026   \n",
       "4  199.999  100.0050  50.0025    99.9983    50.0028    60.0012  29.9999   \n",
       "\n",
       "   pipe1_w  pipe1_h  pipe2_l  pipe2_w  pipe2_h  flange1  flange1_w  flange1_h  \\\n",
       "0  49.9981  30.0007  29.9949  50.0008  30.0014  29.9945    80.0050    39.9989   \n",
       "1  50.0005  29.9994  29.9978  49.9976  30.0030  29.9996    79.9997    40.0001   \n",
       "2  49.9968  29.9987  29.9971  49.9978  30.0020  29.9961    80.0058    40.0014   \n",
       "3  49.9999  30.0024  29.9989  50.0010  29.9991  29.9973    79.9949    40.0008   \n",
       "4  50.0046  30.0037  30.0022  49.9988  30.0051  29.9993    80.0016    39.9985   \n",
       "\n",
       "   flange2  flange2_w  flange2_h  \n",
       "0  30.0018    80.0032    39.9973  \n",
       "1  29.9978    79.9976    39.9996  \n",
       "2  30.0011    79.9972    40.0037  \n",
       "3  30.0002    79.9991    39.9979  \n",
       "4  30.0040    80.0012    39.9984  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train = 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",
    "                   'op30_timestamp', 'op30_process_time', \n",
    "                   'op30_h', 'op30_w', 'op30_l', 'op30_electricity', 'op30_test',\n",
    "                   'op20_timestamp', 'op20_process_time', \n",
    "                   'op20_h', 'op20_w', 'op20_l', 'op20_electricity', 'op20_test',\n",
    "                   'op10_timestamp', 'op10_process_time', \n",
    "                   'op10_h', 'op10_w', 'op10_l', 'op10_electricity', 'op10_test',\n",
    "                   'product_key'], axis = 1)\n",
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = df['op60_test']\n",
    "y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "    .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>pipe1_l</th>\n",
       "      <th>pipe1_w</th>\n",
       "      <th>pipe1_h</th>\n",
       "      <th>pipe2_l</th>\n",
       "      <th>pipe2_w</th>\n",
       "      <th>pipe2_h</th>\n",
       "      <th>flange1</th>\n",
       "      <th>flange1_w</th>\n",
       "      <th>flange1_h</th>\n",
       "      <th>flange2</th>\n",
       "      <th>flange2_w</th>\n",
       "      <th>flange2_h</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>29.9990</td>\n",
       "      <td>49.9981</td>\n",
       "      <td>30.0007</td>\n",
       "      <td>29.9949</td>\n",
       "      <td>50.0008</td>\n",
       "      <td>30.0014</td>\n",
       "      <td>29.9945</td>\n",
       "      <td>80.0050</td>\n",
       "      <td>39.9989</td>\n",
       "      <td>30.0018</td>\n",
       "      <td>80.0032</td>\n",
       "      <td>39.9973</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>30.0047</td>\n",
       "      <td>50.0005</td>\n",
       "      <td>29.9994</td>\n",
       "      <td>29.9978</td>\n",
       "      <td>49.9976</td>\n",
       "      <td>30.0030</td>\n",
       "      <td>29.9996</td>\n",
       "      <td>79.9997</td>\n",
       "      <td>40.0001</td>\n",
       "      <td>29.9978</td>\n",
       "      <td>79.9976</td>\n",
       "      <td>39.9996</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>30.0033</td>\n",
       "      <td>49.9968</td>\n",
       "      <td>29.9987</td>\n",
       "      <td>29.9971</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>30.0020</td>\n",
       "      <td>29.9961</td>\n",
       "      <td>80.0058</td>\n",
       "      <td>40.0014</td>\n",
       "      <td>30.0011</td>\n",
       "      <td>79.9972</td>\n",
       "      <td>40.0037</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>30.0026</td>\n",
       "      <td>49.9999</td>\n",
       "      <td>30.0024</td>\n",
       "      <td>29.9989</td>\n",
       "      <td>50.0010</td>\n",
       "      <td>29.9991</td>\n",
       "      <td>29.9973</td>\n",
       "      <td>79.9949</td>\n",
       "      <td>40.0008</td>\n",
       "      <td>30.0002</td>\n",
       "      <td>79.9991</td>\n",
       "      <td>39.9979</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>29.9999</td>\n",
       "      <td>50.0046</td>\n",
       "      <td>30.0037</td>\n",
       "      <td>30.0022</td>\n",
       "      <td>49.9988</td>\n",
       "      <td>30.0051</td>\n",
       "      <td>29.9993</td>\n",
       "      <td>80.0016</td>\n",
       "      <td>39.9985</td>\n",
       "      <td>30.0040</td>\n",
       "      <td>80.0012</td>\n",
       "      <td>39.9984</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    body_l    body_w   body_h  wavyfin_l  wavyfin_w  wavyfin_h  pipe1_l  \\\n",
       "0  200.001   99.9996  49.9983    99.9994    49.9968    60.0001  29.9990   \n",
       "1  199.999   99.9967  50.0004    99.9994    50.0027    60.0057  30.0047   \n",
       "2  199.999   99.9991  50.0002   100.0040    50.0012    60.0035  30.0033   \n",
       "3  199.999   99.9965  49.9978    99.9996    50.0007    60.0007  30.0026   \n",
       "4  199.999  100.0050  50.0025    99.9983    50.0028    60.0012  29.9999   \n",
       "\n",
       "   pipe1_w  pipe1_h  pipe2_l  pipe2_w  pipe2_h  flange1  flange1_w  flange1_h  \\\n",
       "0  49.9981  30.0007  29.9949  50.0008  30.0014  29.9945    80.0050    39.9989   \n",
       "1  50.0005  29.9994  29.9978  49.9976  30.0030  29.9996    79.9997    40.0001   \n",
       "2  49.9968  29.9987  29.9971  49.9978  30.0020  29.9961    80.0058    40.0014   \n",
       "3  49.9999  30.0024  29.9989  50.0010  29.9991  29.9973    79.9949    40.0008   \n",
       "4  50.0046  30.0037  30.0022  49.9988  30.0051  29.9993    80.0016    39.9985   \n",
       "\n",
       "   flange2  flange2_w  flange2_h  \n",
       "0  30.0018    80.0032    39.9973  \n",
       "1  29.9978    79.9976    39.9996  \n",
       "2  30.0011    79.9972    40.0037  \n",
       "3  30.0002    79.9991    39.9979  \n",
       "4  30.0040    80.0012    39.9984  "
      ]
     },
     "execution_count": 23,
     "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",
    "                   'op30_timestamp', 'op30_process_time', \n",
    "                   'op30_h', 'op30_w', 'op30_l', 'op30_electricity', 'op30_test',\n",
    "                   'op20_timestamp', 'op20_process_time', \n",
    "                   'op20_h', 'op20_w', 'op20_l', 'op20_electricity', 'op20_test',\n",
    "                   'op10_timestamp', 'op10_process_time', \n",
    "                   'op10_h', 'op10_w', 'op10_l', 'op10_electricity', 'op10_test',\n",
    "                   'product_key'], axis = 1)\n",
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "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": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9000, 18)\n",
      "(1000, 18)\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": 75,
   "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": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "wlist = [(dtrain, 'train'), (dtest, 'eval')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "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": 172,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\ttrain-error:0.182111\teval-error:0.204\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 1000 rounds.\n",
      "[1]\ttrain-error:0.178778\teval-error:0.208\n",
      "[2]\ttrain-error:0.181222\teval-error:0.208\n",
      "[3]\ttrain-error:0.178889\teval-error:0.21\n",
      "[4]\ttrain-error:0.180111\teval-error:0.206\n",
      "[5]\ttrain-error:0.178778\teval-error:0.21\n",
      "[6]\ttrain-error:0.179778\teval-error:0.207\n",
      "[7]\ttrain-error:0.179889\teval-error:0.208\n",
      "[8]\ttrain-error:0.18\teval-error:0.208\n",
      "[9]\ttrain-error:0.179333\teval-error:0.209\n",
      "[10]\ttrain-error:0.179111\teval-error:0.208\n",
      "[11]\ttrain-error:0.178889\teval-error:0.209\n",
      "[12]\ttrain-error:0.179\teval-error:0.209\n",
      "[13]\ttrain-error:0.178778\teval-error:0.209\n",
      "[14]\ttrain-error:0.178222\teval-error:0.209\n",
      "[15]\ttrain-error:0.177889\teval-error:0.209\n",
      "[16]\ttrain-error:0.177778\teval-error:0.209\n",
      "[17]\ttrain-error:0.178\teval-error:0.209\n",
      "[18]\ttrain-error:0.177667\teval-error:0.21\n",
      "[19]\ttrain-error:0.177444\teval-error:0.21\n",
      "[20]\ttrain-error:0.177667\teval-error:0.208\n",
      "[21]\ttrain-error:0.177444\teval-error:0.209\n",
      "[22]\ttrain-error:0.177889\teval-error:0.209\n",
      "[23]\ttrain-error:0.178333\teval-error:0.209\n",
      "[24]\ttrain-error:0.177556\teval-error:0.209\n",
      "[25]\ttrain-error:0.177\teval-error:0.207\n",
      "[26]\ttrain-error:0.177333\teval-error:0.208\n",
      "[27]\ttrain-error:0.177222\teval-error:0.207\n",
      "[28]\ttrain-error:0.177222\teval-error:0.207\n",
      "[29]\ttrain-error:0.177\teval-error:0.207\n",
      "[30]\ttrain-error:0.176889\teval-error:0.206\n",
      "[31]\ttrain-error:0.176889\teval-error:0.205\n",
      "[32]\ttrain-error:0.176556\teval-error:0.204\n",
      "[33]\ttrain-error:0.176778\teval-error:0.205\n",
      "[34]\ttrain-error:0.176222\teval-error:0.204\n",
      "[35]\ttrain-error:0.176444\teval-error:0.205\n",
      "[36]\ttrain-error:0.176222\teval-error:0.205\n",
      "[37]\ttrain-error:0.176333\teval-error:0.204\n",
      "[38]\ttrain-error:0.175889\teval-error:0.204\n",
      "[39]\ttrain-error:0.175556\teval-error:0.203\n",
      "[40]\ttrain-error:0.175333\teval-error:0.203\n",
      "[41]\ttrain-error:0.175333\teval-error:0.203\n",
      "[42]\ttrain-error:0.174778\teval-error:0.203\n",
      "[43]\ttrain-error:0.175\teval-error:0.204\n",
      "[44]\ttrain-error:0.175\teval-error:0.204\n",
      "[45]\ttrain-error:0.174667\teval-error:0.204\n",
      "[46]\ttrain-error:0.174667\teval-error:0.205\n",
      "[47]\ttrain-error:0.174556\teval-error:0.204\n",
      "[48]\ttrain-error:0.174\teval-error:0.204\n",
      "[49]\ttrain-error:0.173778\teval-error:0.204\n",
      "[50]\ttrain-error:0.174\teval-error:0.203\n",
      "[51]\ttrain-error:0.173889\teval-error:0.202\n",
      "[52]\ttrain-error:0.173111\teval-error:0.201\n",
      "[53]\ttrain-error:0.173444\teval-error:0.203\n",
      "[54]\ttrain-error:0.172667\teval-error:0.199\n",
      "[55]\ttrain-error:0.172\teval-error:0.199\n",
      "[56]\ttrain-error:0.173111\teval-error:0.203\n",
      "[57]\ttrain-error:0.172111\teval-error:0.199\n",
      "[58]\ttrain-error:0.172111\teval-error:0.197\n",
      "[59]\ttrain-error:0.171667\teval-error:0.198\n",
      "[60]\ttrain-error:0.171778\teval-error:0.198\n",
      "[61]\ttrain-error:0.171556\teval-error:0.198\n",
      "[62]\ttrain-error:0.171667\teval-error:0.199\n",
      "[63]\ttrain-error:0.171667\teval-error:0.198\n",
      "[64]\ttrain-error:0.171667\teval-error:0.196\n",
      "[65]\ttrain-error:0.171556\teval-error:0.197\n",
      "[66]\ttrain-error:0.171222\teval-error:0.197\n",
      "[67]\ttrain-error:0.171111\teval-error:0.197\n",
      "[68]\ttrain-error:0.171\teval-error:0.198\n",
      "[69]\ttrain-error:0.170889\teval-error:0.197\n",
      "[70]\ttrain-error:0.170889\teval-error:0.197\n",
      "[71]\ttrain-error:0.171\teval-error:0.198\n",
      "[72]\ttrain-error:0.170778\teval-error:0.198\n",
      "[73]\ttrain-error:0.170889\teval-error:0.197\n",
      "[74]\ttrain-error:0.170667\teval-error:0.197\n",
      "[75]\ttrain-error:0.170889\teval-error:0.197\n",
      "[76]\ttrain-error:0.170556\teval-error:0.197\n",
      "[77]\ttrain-error:0.170889\teval-error:0.197\n",
      "[78]\ttrain-error:0.170778\teval-error:0.198\n",
      "[79]\ttrain-error:0.170667\teval-error:0.197\n",
      "[80]\ttrain-error:0.170667\teval-error:0.197\n",
      "[81]\ttrain-error:0.170778\teval-error:0.197\n",
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    {
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     "output_type": "stream",
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      "[477]\ttrain-error:0.129889\teval-error:0.194\n",
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      "[484]\ttrain-error:0.128889\teval-error:0.194\n",
      "[485]\ttrain-error:0.128889\teval-error:0.194\n",
      "[486]\ttrain-error:0.128778\teval-error:0.194\n",
      "[487]\ttrain-error:0.128778\teval-error:0.194\n",
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      "[499]\ttrain-error:0.126667\teval-error:0.194\n",
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      "[542]\ttrain-error:0.121778\teval-error:0.194\n",
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      "[557]\ttrain-error:0.120556\teval-error:0.194\n",
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      "[562]\ttrain-error:0.120222\teval-error:0.194\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[564]\ttrain-error:0.119889\teval-error:0.194\n",
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      "[962]\ttrain-error:0.083111\teval-error:0.194\n",
      "[963]\ttrain-error:0.083\teval-error:0.194\n",
      "[964]\ttrain-error:0.082556\teval-error:0.194\n",
      "[965]\ttrain-error:0.082444\teval-error:0.194\n",
      "[966]\ttrain-error:0.082444\teval-error:0.194\n",
      "[967]\ttrain-error:0.082222\teval-error:0.194\n",
      "[968]\ttrain-error:0.082222\teval-error:0.194\n",
      "[969]\ttrain-error:0.081778\teval-error:0.194\n",
      "[970]\ttrain-error:0.081778\teval-error:0.194\n",
      "[971]\ttrain-error:0.081778\teval-error:0.194\n",
      "[972]\ttrain-error:0.081667\teval-error:0.194\n",
      "[973]\ttrain-error:0.081667\teval-error:0.194\n",
      "[974]\ttrain-error:0.081556\teval-error:0.194\n",
      "[975]\ttrain-error:0.081222\teval-error:0.194\n",
      "[976]\ttrain-error:0.081222\teval-error:0.194\n",
      "[977]\ttrain-error:0.081111\teval-error:0.194\n",
      "[978]\ttrain-error:0.081\teval-error:0.194\n",
      "[979]\ttrain-error:0.080889\teval-error:0.194\n",
      "[980]\ttrain-error:0.080889\teval-error:0.194\n",
      "[981]\ttrain-error:0.080778\teval-error:0.194\n",
      "[982]\ttrain-error:0.080778\teval-error:0.194\n",
      "[983]\ttrain-error:0.080778\teval-error:0.194\n",
      "[984]\ttrain-error:0.080444\teval-error:0.194\n",
      "[985]\ttrain-error:0.080222\teval-error:0.194\n",
      "[986]\ttrain-error:0.08\teval-error:0.194\n",
      "[987]\ttrain-error:0.08\teval-error:0.194\n",
      "[988]\ttrain-error:0.08\teval-error:0.193\n",
      "[989]\ttrain-error:0.08\teval-error:0.193\n",
      "[990]\ttrain-error:0.079778\teval-error:0.193\n",
      "[991]\ttrain-error:0.079778\teval-error:0.193\n",
      "[992]\ttrain-error:0.079778\teval-error:0.193\n",
      "[993]\ttrain-error:0.079667\teval-error:0.193\n",
      "[994]\ttrain-error:0.079556\teval-error:0.193\n",
      "[995]\ttrain-error:0.079556\teval-error:0.193\n",
      "[996]\ttrain-error:0.079556\teval-error:0.193\n",
      "[997]\ttrain-error:0.079222\teval-error:0.193\n",
      "[998]\ttrain-error:0.079111\teval-error:0.193\n",
      "[999]\ttrain-error:0.079\teval-error:0.193\n"
     ]
    }
   ],
   "source": [
    "xgb_model = xgb.train(params = params, dtrain = dtrain, num_boost_round = num_rounds,\n",
    "                     early_stopping_rounds = 1000, evals = wlist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.145 0.153 0.044 0.159 0.113 0.108 0.426 0.205 0.152 0.156]\n",
      "predict() 수행 결과값을 10개만 표시, 예측 확률 값으로 표시\n",
      "예측값 100개만 표시:  [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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": 174,
   "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": 175,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "오차 행렬\n",
      "[[787   5]\n",
      " [188  20]]\n",
      "정확도: 0.8070, 정밀도: 0.8000, 재현율: 0.0962\n"
     ]
    }
   ],
   "source": [
    "get_clf_eval(y_test, preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "# depth = 10, eta = 0.01, round = 1000 /  정확도: 0.8070, 정밀도: 0.8000, 재현율: 0.0962\n",
    "# depth = 10, eta = 0.001, round = 1000 / 정확도: 0.8040, 정밀도: 0.7727, 재현율: 0.0817\n",
    "# depth = 9, eta = 0.001, round = 1000 /  정확도: 0.8020, 정밀도: 0.7273, 재현율: 0.0769\n",
    "# depth = 8, eta = 0.001, round = 1000 /  정확도: 0.7990, 정밀도: 0.6842, 재현율: 0.0625\n",
    "# depth = 8, eta = 0.0001, round = 1000 / 정확도: 0.7960, 정밀도: 0.5833, 재현율: 0.0673\n",
    "# depth = 7, eta = 0.0001, round = 1000 / 정확도: 0.7960, 정밀도: 0.5833, 재현율: 0.0673\n",
    "# depth = 6, eta = 0.0001, round = 1000 / 정확도: 0.7930, 정밀도: 0.5238, 재현율: 0.0529\n",
    "# depth = 5, eta = 0.0001, round = 1000 / 정확도: 0.7950, 정밀도: 0.5789, 재현율: 0.0529\n",
    "# depth = 4, eta = 0.0001, round = 1000 / 정확도: 0.7950, 정밀도: 0.5882, 재현율: 0.0481"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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