op30_predict_quality_random_forest.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymysql\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, confusion_matrix\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "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>2020-11-26 11:15:48.336481-W1P10001</td>\n",
       "      <td>59.9996</td>\n",
       "      <td>199.9950</td>\n",
       "      <td>99.9993</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-11-26 11:15:48.336481-body</td>\n",
       "      <td>50.0019</td>\n",
       "      <td>199.9950</td>\n",
       "      <td>99.9993</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-11-26 11:15:48.336481-wavyfin</td>\n",
       "      <td>59.9996</td>\n",
       "      <td>99.9982</td>\n",
       "      <td>49.9993</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-11-26 11:15:48.456994-W2P10001</td>\n",
       "      <td>59.9996</td>\n",
       "      <td>199.9950</td>\n",
       "      <td>140.0000</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-11-26 11:15:48.456994-pipe1</td>\n",
       "      <td>29.9999</td>\n",
       "      <td>30.0037</td>\n",
       "      <td>50.0008</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  2020-11-26 11:15:48.336481-W1P10001         59.9996        199.9950   \n",
       "1      2020-11-26 11:15:48.336481-body         50.0019        199.9950   \n",
       "2   2020-11-26 11:15:48.336481-wavyfin         59.9996         99.9982   \n",
       "3  2020-11-26 11:15:48.456994-W2P10001         59.9996        199.9950   \n",
       "4     2020-11-26 11:15:48.456994-pipe1         29.9999         30.0037   \n",
       "\n",
       "   product_size_w product_test  \n",
       "0         99.9993           OK  \n",
       "1         99.9993           OK  \n",
       "2         49.9993           OK  \n",
       "3        140.0000           OK  \n",
       "4         50.0008           OK  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quality_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(133621, 5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quality_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'product_key': '2020-11-26 11:15:48.336481-W1P10001',\n",
       "  'product_size_l': 199.995,\n",
       "  'product_size_w': 99.9993,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.336481-body',\n",
       "  'product_size_l': 199.995,\n",
       "  'product_size_w': 99.9993,\n",
       "  'product_size_h': 50.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.336481-wavyfin',\n",
       "  'product_size_l': 99.9982,\n",
       "  'product_size_w': 49.9993,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.456994-W2P10001',\n",
       "  'product_size_l': 199.995,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.456994-pipe1',\n",
       "  'product_size_l': 30.0037,\n",
       "  'product_size_w': 50.0008,\n",
       "  'product_size_h': 29.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.456994-W1P10002',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.456994-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.456994-wavyfin',\n",
       "  'product_size_l': 99.9982,\n",
       "  'product_size_w': 49.9988,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.667432-W3P10001',\n",
       "  'product_size_l': 199.995,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.667432-pipe2',\n",
       "  'product_size_l': 30.0024,\n",
       "  'product_size_w': 50.0009,\n",
       "  'product_size_h': 29.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.667432-W2P10002',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.667432-pipe1',\n",
       "  'product_size_l': 30.0014,\n",
       "  'product_size_w': 49.999,\n",
       "  'product_size_h': 30.003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.668433-W1P10003',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 99.9984,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.668433-body',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 99.9984,\n",
       "  'product_size_h': 50.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:48.668433-wavyfin',\n",
       "  'product_size_l': 99.9954,\n",
       "  'product_size_w': 50.0001,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:51.775184-W4P10001',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:51.775184-flange1',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 80.0002,\n",
       "  'product_size_h': 39.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:51.775184-W3P10002',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:51.775184-pipe2',\n",
       "  'product_size_l': 30.0035,\n",
       "  'product_size_w': 49.9985,\n",
       "  'product_size_h': 29.9974,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:51.775184-W2P10003',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:51.775184-pipe1',\n",
       "  'product_size_l': 30.0016,\n",
       "  'product_size_w': 50.0003,\n",
       "  'product_size_h': 29.9946,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:51.775184-W1P10004',\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': '2020-11-26 11:15:51.775184-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0018,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:51.775184-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 50.0006,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-W5P10001',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-flange2',\n",
       "  'product_size_l': 30.0001,\n",
       "  'product_size_w': 79.9977,\n",
       "  'product_size_h': 39.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-W4P10002',\n",
       "  'product_size_l': 229.995,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-flange1',\n",
       "  'product_size_l': 29.9967,\n",
       "  'product_size_w': 80.0017,\n",
       "  'product_size_h': 39.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-W3P10003',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-pipe2',\n",
       "  'product_size_l': 29.9941,\n",
       "  'product_size_w': 50.0037,\n",
       "  'product_size_h': 29.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-W2P10004',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-pipe1',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 49.9994,\n",
       "  'product_size_h': 30.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-W1P10005',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 99.9947,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 99.9947,\n",
       "  'product_size_h': 50.0042,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:52.554039-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 50.0002,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03-W6P10001',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03-W5P10002',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03-flange2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 79.9971,\n",
       "  'product_size_h': 40.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03-W4P10003',\n",
       "  'product_size_l': 230.006,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03-flange1',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 79.9988,\n",
       "  'product_size_h': 39.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03-W3P10004',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.11,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:03-pipe2',\n",
       "  'product_size_l': 29.9987,\n",
       "  'product_size_w': 50.0013,\n",
       "  'product_size_h': 29.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03-W2P10005',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 139.994,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03-pipe1',\n",
       "  'product_size_l': 29.9975,\n",
       "  'product_size_w': 49.9992,\n",
       "  'product_size_h': 30.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.209288-W1P10006',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9994,\n",
       "  'product_size_h': 60.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.209288-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9994,\n",
       "  'product_size_h': 50.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.209288-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 49.9982,\n",
       "  'product_size_h': 60.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-W6P10002',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-W5P10003',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-flange2',\n",
       "  'product_size_l': 30.0007,\n",
       "  'product_size_w': 79.9948,\n",
       "  'product_size_h': 39.9982,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-W4P10004',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 180.11,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-flange1',\n",
       "  'product_size_l': 29.9992,\n",
       "  'product_size_w': 79.9985,\n",
       "  'product_size_h': 39.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-W3P10005',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-pipe2',\n",
       "  'product_size_l': 29.9986,\n",
       "  'product_size_w': 50.0021,\n",
       "  'product_size_h': 30.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-W2P10006',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-pipe1',\n",
       "  'product_size_l': 29.9936,\n",
       "  'product_size_w': 50.0031,\n",
       "  'product_size_h': 30.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-W1P10007',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9957,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9957,\n",
       "  'product_size_h': 50.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:53.808719-wavyfin',\n",
       "  'product_size_l': 99.998,\n",
       "  'product_size_w': 50.0003,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271447-W6P10003',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271447-W5P10004',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.11,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271447-flange2',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 80.0061,\n",
       "  'product_size_h': 39.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271447-W4P10005',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271447-flange1',\n",
       "  'product_size_l': 30.0014,\n",
       "  'product_size_w': 79.9993,\n",
       "  'product_size_h': 39.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271447-W3P10006',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271447-pipe2',\n",
       "  'product_size_l': 30.0015,\n",
       "  'product_size_w': 50.0022,\n",
       "  'product_size_h': 30.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271447-W2P10007',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 139.997,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271447-pipe1',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 50.0025,\n",
       "  'product_size_h': 30.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271614-W1P10008',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9996,\n",
       "  'product_size_h': 60.0032,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271614-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9996,\n",
       "  'product_size_h': 49.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.271614-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 60.0032,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-W6P10004',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.11,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-W5P10005',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-flange2',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 79.9982,\n",
       "  'product_size_h': 39.9978,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-W4P10006',\n",
       "  'product_size_l': 229.995,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-flange1',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 79.9966,\n",
       "  'product_size_h': 39.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-W3P10007',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-pipe2',\n",
       "  'product_size_l': 30.0045,\n",
       "  'product_size_w': 50.0027,\n",
       "  'product_size_h': 29.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-W2P10008',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 60.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-pipe1',\n",
       "  'product_size_l': 29.9931,\n",
       "  'product_size_w': 50.0013,\n",
       "  'product_size_h': 30.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-W1P10009',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 49.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:54.678428-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 50.0029,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.100254-W6P10005',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.100254-W5P10006',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.100254-flange2',\n",
       "  'product_size_l': 30.0002,\n",
       "  'product_size_w': 80.0018,\n",
       "  'product_size_h': 40.0058,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.100254-W4P10007',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.100254-flange1',\n",
       "  'product_size_l': 30.0024,\n",
       "  'product_size_w': 79.9961,\n",
       "  'product_size_h': 39.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.101230-W3P10008',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.101230-pipe2',\n",
       "  'product_size_l': 30.0,\n",
       "  'product_size_w': 50.0062,\n",
       "  'product_size_h': 30.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.101230-W2P10009',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.101230-pipe1',\n",
       "  'product_size_l': 30.0014,\n",
       "  'product_size_w': 50.0024,\n",
       "  'product_size_h': 30.0062,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.101230-W1P10010',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.101230-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.101230-wavyfin',\n",
       "  'product_size_l': 99.9983,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-W6P10006',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-W5P10007',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-flange2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 80.005,\n",
       "  'product_size_h': 39.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-W4P10008',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-flange1',\n",
       "  'product_size_l': 30.0026,\n",
       "  'product_size_w': 79.9978,\n",
       "  'product_size_h': 40.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-W3P10009',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-pipe2',\n",
       "  'product_size_l': 29.9987,\n",
       "  'product_size_w': 50.0005,\n",
       "  'product_size_h': 30.0042,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-W2P10010',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0032,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-pipe1',\n",
       "  'product_size_l': 29.9965,\n",
       "  'product_size_w': 50.0004,\n",
       "  'product_size_h': 30.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-W1P10011',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.479336-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 49.9986,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-W6P10007',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-W5P10008',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-flange2',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 79.9992,\n",
       "  'product_size_h': 39.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-W4P10009',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-flange1',\n",
       "  'product_size_l': 29.9992,\n",
       "  'product_size_w': 80.0001,\n",
       "  'product_size_h': 40.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-W3P10010',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-pipe2',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 50.0011,\n",
       "  'product_size_h': 30.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-W2P10011',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.005,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-pipe1',\n",
       "  'product_size_l': 30.0003,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 29.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-W1P10012',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9965,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9965,\n",
       "  'product_size_h': 50.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:55.951957-wavyfin',\n",
       "  'product_size_l': 99.9959,\n",
       "  'product_size_w': 49.9987,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-W6P10008',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.9955,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-W5P10009',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-flange2',\n",
       "  'product_size_l': 30.0048,\n",
       "  'product_size_w': 79.9969,\n",
       "  'product_size_h': 40.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-W4P10010',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-flange1',\n",
       "  'product_size_l': 30.001,\n",
       "  'product_size_w': 80.0014,\n",
       "  'product_size_h': 39.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-W3P10011',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0032,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-pipe2',\n",
       "  'product_size_l': 29.997,\n",
       "  'product_size_w': 50.0022,\n",
       "  'product_size_h': 29.9975,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-W2P10012',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-pipe1',\n",
       "  'product_size_l': 29.9976,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 29.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-W1P10013',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.004,\n",
       "  'product_size_h': 59.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.004,\n",
       "  'product_size_h': 49.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.379855-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 50.0029,\n",
       "  'product_size_h': 59.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-W6P10009',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-W5P10010',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-flange2',\n",
       "  'product_size_l': 30.003,\n",
       "  'product_size_w': 80.0016,\n",
       "  'product_size_h': 40.0024,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-W4P10011',\n",
       "  'product_size_l': 230.006,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0032,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-flange1',\n",
       "  'product_size_l': 30.0038,\n",
       "  'product_size_w': 79.9951,\n",
       "  'product_size_h': 40.0029,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-W3P10012',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-pipe2',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 49.9985,\n",
       "  'product_size_h': 29.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-W2P10013',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-pipe1',\n",
       "  'product_size_l': 30.0037,\n",
       "  'product_size_w': 50.0023,\n",
       "  'product_size_h': 29.9932,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-W1P10014',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9993,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9993,\n",
       "  'product_size_h': 49.9958,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:56.851932-wavyfin',\n",
       "  'product_size_l': 99.9991,\n",
       "  'product_size_w': 49.9964,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-W6P10010',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-W5P10011',\n",
       "  'product_size_l': 260.01,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0032,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-flange2',\n",
       "  'product_size_l': 30.0038,\n",
       "  'product_size_w': 80.0035,\n",
       "  'product_size_h': 40.0024,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-W4P10012',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-flange1',\n",
       "  'product_size_l': 29.9986,\n",
       "  'product_size_w': 79.9941,\n",
       "  'product_size_h': 40.0038,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-W3P10013',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-pipe2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 50.0046,\n",
       "  'product_size_h': 29.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-W2P10014',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-pipe1',\n",
       "  'product_size_l': 30.0037,\n",
       "  'product_size_w': 50.0044,\n",
       "  'product_size_h': 29.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-W1P10015',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9955,\n",
       "  'product_size_h': 59.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9955,\n",
       "  'product_size_h': 50.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.362188-wavyfin',\n",
       "  'product_size_l': 99.999,\n",
       "  'product_size_w': 49.9989,\n",
       "  'product_size_h': 59.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-W6P10011',\n",
       "  'product_size_l': 260.01,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0032,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-W5P10012',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-flange2',\n",
       "  'product_size_l': 30.003,\n",
       "  'product_size_w': 80.0003,\n",
       "  'product_size_h': 39.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-W4P10013',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-flange1',\n",
       "  'product_size_l': 30.0033,\n",
       "  'product_size_w': 79.9999,\n",
       "  'product_size_h': 40.0018,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-W3P10014',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-pipe2',\n",
       "  'product_size_l': 29.9999,\n",
       "  'product_size_w': 49.9991,\n",
       "  'product_size_h': 29.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-W2P10015',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.005,\n",
       "  'product_size_h': 59.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-pipe1',\n",
       "  'product_size_l': 30.004,\n",
       "  'product_size_w': 50.0005,\n",
       "  'product_size_h': 30.0018,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-W1P10016',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9993,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9993,\n",
       "  'product_size_h': 50.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:57.979921-wavyfin',\n",
       "  'product_size_l': 99.9969,\n",
       "  'product_size_w': 49.9982,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-W6P10012',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-W5P10013',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-flange2',\n",
       "  'product_size_l': 29.9976,\n",
       "  'product_size_w': 79.9985,\n",
       "  'product_size_h': 40.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-W4P10014',\n",
       "  'product_size_l': 230.004,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-flange1',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 79.999,\n",
       "  'product_size_h': 40.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-W3P10015',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-pipe2',\n",
       "  'product_size_l': 29.9984,\n",
       "  'product_size_w': 50.0026,\n",
       "  'product_size_h': 30.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-W2P10016',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-pipe1',\n",
       "  'product_size_l': 30.0036,\n",
       "  'product_size_w': 50.0036,\n",
       "  'product_size_h': 30.0018,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-W1P10017',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:58.503133-wavyfin',\n",
       "  'product_size_l': 99.9947,\n",
       "  'product_size_w': 50.0006,\n",
       "  'product_size_h': 60.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.167362-W6P10013',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.167362-W5P10014',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.167362-flange2',\n",
       "  'product_size_l': 29.9992,\n",
       "  'product_size_w': 79.999,\n",
       "  'product_size_h': 40.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.167362-W4P10015',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.167362-flange1',\n",
       "  'product_size_l': 30.0007,\n",
       "  'product_size_w': 79.9991,\n",
       "  'product_size_h': 40.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.167362-W3P10016',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.167362-pipe2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 49.9963,\n",
       "  'product_size_h': 30.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.167362-W2P10017',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.167362-pipe1',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 50.0038,\n",
       "  'product_size_h': 29.9971,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.168356-W1P10018',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9989,\n",
       "  'product_size_h': 59.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.168356-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9989,\n",
       "  'product_size_h': 49.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.168356-wavyfin',\n",
       "  'product_size_l': 99.9963,\n",
       "  'product_size_w': 49.9972,\n",
       "  'product_size_h': 59.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680817-W6P10014',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680817-W5P10015',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680817-flange2',\n",
       "  'product_size_l': 29.9994,\n",
       "  'product_size_w': 80.0023,\n",
       "  'product_size_h': 40.0023,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680817-W4P10016',\n",
       "  'product_size_l': 229.994,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680817-flange1',\n",
       "  'product_size_l': 29.9966,\n",
       "  'product_size_w': 80.0027,\n",
       "  'product_size_h': 40.002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680817-W3P10017',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680817-pipe2',\n",
       "  'product_size_l': 29.9982,\n",
       "  'product_size_w': 49.9979,\n",
       "  'product_size_h': 30.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680983-W2P10018',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680983-pipe1',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 49.9994,\n",
       "  'product_size_h': 29.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680983-W1P10019',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 99.9986,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680983-body',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 99.9986,\n",
       "  'product_size_h': 50.0074,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:15:59.680983-wavyfin',\n",
       "  'product_size_l': 99.9991,\n",
       "  'product_size_w': 49.9967,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-W6P10015',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-W5P10016',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-flange2',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 79.9976,\n",
       "  'product_size_h': 40.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-W4P10017',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-flange1',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 79.9986,\n",
       "  'product_size_h': 39.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-W3P10018',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-pipe2',\n",
       "  'product_size_l': 30.0004,\n",
       "  'product_size_w': 49.9992,\n",
       "  'product_size_h': 29.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-W2P10019',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 60.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-pipe1',\n",
       "  'product_size_l': 30.0041,\n",
       "  'product_size_w': 49.9996,\n",
       "  'product_size_h': 29.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-W1P10020',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9998,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9998,\n",
       "  'product_size_h': 50.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.135768-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 49.9997,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-W6P10016',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-W5P10017',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-flange2',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 80.0014,\n",
       "  'product_size_h': 39.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-W4P10018',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-flange1',\n",
       "  'product_size_l': 29.9971,\n",
       "  'product_size_w': 79.9958,\n",
       "  'product_size_h': 40.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-W3P10019',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-pipe2',\n",
       "  'product_size_l': 29.9987,\n",
       "  'product_size_w': 49.997,\n",
       "  'product_size_h': 29.9958,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-W2P10020',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.005,\n",
       "  'product_size_h': 59.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-pipe1',\n",
       "  'product_size_l': 29.998,\n",
       "  'product_size_w': 50.0058,\n",
       "  'product_size_h': 30.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-W1P10021',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:00.612991-wavyfin',\n",
       "  'product_size_l': 100.005,\n",
       "  'product_size_w': 50.004,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-W6P10017',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-W5P10018',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-flange2',\n",
       "  'product_size_l': 29.9987,\n",
       "  'product_size_w': 79.9996,\n",
       "  'product_size_h': 39.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-W4P10019',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-flange1',\n",
       "  'product_size_l': 29.9982,\n",
       "  'product_size_w': 79.9997,\n",
       "  'product_size_h': 40.0021,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-W3P10020',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-pipe2',\n",
       "  'product_size_l': 30.0047,\n",
       "  'product_size_w': 50.0002,\n",
       "  'product_size_h': 30.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-W2P10021',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-pipe1',\n",
       "  'product_size_l': 30.0012,\n",
       "  'product_size_w': 50.0027,\n",
       "  'product_size_h': 29.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-W1P10022',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-body',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 50.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:01.445269-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 50.0058,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-W6P10018',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-W5P10019',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-flange2',\n",
       "  'product_size_l': 30.0028,\n",
       "  'product_size_w': 79.9988,\n",
       "  'product_size_h': 40.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-W4P10020',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-flange1',\n",
       "  'product_size_l': 29.9987,\n",
       "  'product_size_w': 80.0054,\n",
       "  'product_size_h': 39.9975,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-W3P10021',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 59.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-pipe2',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 50.0013,\n",
       "  'product_size_h': 29.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-W2P10022',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-pipe1',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 49.9982,\n",
       "  'product_size_h': 29.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-W1P10023',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 49.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.240151-wavyfin',\n",
       "  'product_size_l': 99.9979,\n",
       "  'product_size_w': 49.998,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-W6P10019',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-W5P10020',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-flange2',\n",
       "  'product_size_l': 29.9986,\n",
       "  'product_size_w': 80.0021,\n",
       "  'product_size_h': 40.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-W4P10021',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 59.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-flange1',\n",
       "  'product_size_l': 30.0044,\n",
       "  'product_size_w': 79.9972,\n",
       "  'product_size_h': 39.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-W3P10022',\n",
       "  'product_size_l': 199.994,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-pipe2',\n",
       "  'product_size_l': 30.0025,\n",
       "  'product_size_w': 49.9996,\n",
       "  'product_size_h': 30.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-W2P10023',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-pipe1',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 49.9972,\n",
       "  'product_size_h': 29.9982,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-W1P10024',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 50.0039,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:02.832662-wavyfin',\n",
       "  'product_size_l': 99.9977,\n",
       "  'product_size_w': 50.0022,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-W6P10020',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-W5P10021',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 59.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-flange2',\n",
       "  'product_size_l': 30.0008,\n",
       "  'product_size_w': 79.9985,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-W4P10022',\n",
       "  'product_size_l': 229.993,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-flange1',\n",
       "  'product_size_l': 29.999,\n",
       "  'product_size_w': 79.9945,\n",
       "  'product_size_h': 40.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-W3P10023',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-pipe2',\n",
       "  'product_size_l': 30.0036,\n",
       "  'product_size_w': 49.9985,\n",
       "  'product_size_h': 30.0049,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-W2P10024',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-pipe1',\n",
       "  'product_size_l': 29.9999,\n",
       "  'product_size_w': 49.9975,\n",
       "  'product_size_h': 30.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-W1P10025',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9989,\n",
       "  'product_size_h': 59.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9989,\n",
       "  'product_size_h': 49.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:03.426034-wavyfin',\n",
       "  'product_size_l': 99.9961,\n",
       "  'product_size_w': 49.9996,\n",
       "  'product_size_h': 59.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170493-W6P10021',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 59.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170493-W5P10022',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170493-flange2',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 80.0004,\n",
       "  'product_size_h': 39.9949,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170493-W4P10023',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170493-flange1',\n",
       "  'product_size_l': 30.0,\n",
       "  'product_size_w': 80.0023,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170493-W3P10024',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170493-pipe2',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 49.9963,\n",
       "  'product_size_h': 30.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170982-W2P10025',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170982-pipe1',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 49.9988,\n",
       "  'product_size_h': 30.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170982-W1P10026',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170982-body',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 50.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:04.170982-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 49.9995,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006057-W6P10022',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006057-W5P10023',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006057-flange2',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 79.9985,\n",
       "  'product_size_h': 39.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006057-W4P10024',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006057-flange1',\n",
       "  'product_size_l': 29.9987,\n",
       "  'product_size_w': 79.998,\n",
       "  'product_size_h': 40.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006057-W3P10025',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006057-pipe2',\n",
       "  'product_size_l': 29.9975,\n",
       "  'product_size_w': 50.001,\n",
       "  'product_size_h': 29.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006057-W2P10026',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006057-pipe1',\n",
       "  'product_size_l': 29.9978,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 30.0056,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006748-W1P10027',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006748-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.006748-wavyfin',\n",
       "  'product_size_l': 99.9978,\n",
       "  'product_size_w': 50.0001,\n",
       "  'product_size_h': 60.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733623-W6P10023',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733623-W5P10024',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733623-flange2',\n",
       "  'product_size_l': 30.0016,\n",
       "  'product_size_w': 79.998,\n",
       "  'product_size_h': 40.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733623-W4P10025',\n",
       "  'product_size_l': 229.993,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733623-flange1',\n",
       "  'product_size_l': 29.9969,\n",
       "  'product_size_w': 79.9993,\n",
       "  'product_size_h': 39.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733623-W3P10026',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733623-pipe2',\n",
       "  'product_size_l': 30.0033,\n",
       "  'product_size_w': 49.9996,\n",
       "  'product_size_h': 30.0024,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733623-W2P10027',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 139.994,\n",
       "  'product_size_h': 59.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733623-pipe1',\n",
       "  'product_size_l': 29.9975,\n",
       "  'product_size_w': 49.9956,\n",
       "  'product_size_h': 29.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733804-W1P10028',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9986,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733804-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9986,\n",
       "  'product_size_h': 50.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:05.733804-wavyfin',\n",
       "  'product_size_l': 99.9939,\n",
       "  'product_size_w': 50.0028,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-W6P10024',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-W5P10025',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-flange2',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 79.9993,\n",
       "  'product_size_h': 39.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-W4P10026',\n",
       "  'product_size_l': 230.006,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-flange1',\n",
       "  'product_size_l': 30.0026,\n",
       "  'product_size_w': 79.9997,\n",
       "  'product_size_h': 40.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-W3P10027',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-pipe2',\n",
       "  'product_size_l': 29.9985,\n",
       "  'product_size_w': 49.9952,\n",
       "  'product_size_h': 29.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-W2P10028',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 140.006,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-pipe1',\n",
       "  'product_size_l': 29.9988,\n",
       "  'product_size_w': 50.0025,\n",
       "  'product_size_h': 30.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-W1P10029',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 99.9971,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-body',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 99.9971,\n",
       "  'product_size_h': 49.9978,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.344284-wavyfin',\n",
       "  'product_size_l': 100.005,\n",
       "  'product_size_w': 49.9951,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-W6P10025',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-W5P10026',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-flange2',\n",
       "  'product_size_l': 29.9988,\n",
       "  'product_size_w': 80.0006,\n",
       "  'product_size_h': 40.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-W4P10027',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-flange1',\n",
       "  'product_size_l': 29.9979,\n",
       "  'product_size_w': 80.0026,\n",
       "  'product_size_h': 39.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-W3P10028',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 179.993,\n",
       "  'product_size_h': 59.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-pipe2',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 49.9985,\n",
       "  'product_size_h': 30.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-W2P10029',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.002,\n",
       "  'product_size_h': 60.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-pipe1',\n",
       "  'product_size_l': 29.9976,\n",
       "  'product_size_w': 50.0014,\n",
       "  'product_size_h': 29.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-W1P10030',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:06.922623-wavyfin',\n",
       "  'product_size_l': 99.997,\n",
       "  'product_size_w': 49.9958,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-W6P10026',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-W5P10027',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-flange2',\n",
       "  'product_size_l': 29.9982,\n",
       "  'product_size_w': 79.997,\n",
       "  'product_size_h': 40.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-W4P10028',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 179.993,\n",
       "  'product_size_h': 59.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-flange1',\n",
       "  'product_size_l': 30.0008,\n",
       "  'product_size_w': 79.9991,\n",
       "  'product_size_h': 40.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-W3P10029',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-pipe2',\n",
       "  'product_size_l': 30.0021,\n",
       "  'product_size_w': 50.0009,\n",
       "  'product_size_h': 30.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-W2P10030',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.002,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-pipe1',\n",
       "  'product_size_l': 29.9952,\n",
       "  'product_size_w': 50.0029,\n",
       "  'product_size_h': 30.0021,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-W1P10031',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9971,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.359456-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 49.9958,\n",
       "  'product_size_h': 59.9971,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-W6P10027',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-W5P10028',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 179.993,\n",
       "  'product_size_h': 59.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-flange2',\n",
       "  'product_size_l': 30.0014,\n",
       "  'product_size_w': 80.001,\n",
       "  'product_size_h': 40.0043,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-W4P10029',\n",
       "  'product_size_l': 230.004,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-flange1',\n",
       "  'product_size_l': 30.0004,\n",
       "  'product_size_w': 80.0001,\n",
       "  'product_size_h': 40.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-W3P10030',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-pipe2',\n",
       "  'product_size_l': 30.0002,\n",
       "  'product_size_w': 49.996,\n",
       "  'product_size_h': 29.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-W2P10031',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 139.996,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-pipe1',\n",
       "  'product_size_l': 29.9983,\n",
       "  'product_size_w': 49.9986,\n",
       "  'product_size_h': 30.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-W1P10032',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9971,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9971,\n",
       "  'product_size_h': 49.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:07.888543-wavyfin',\n",
       "  'product_size_l': 99.9971,\n",
       "  'product_size_w': 49.9992,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-W6P10028',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 179.993,\n",
       "  'product_size_h': 59.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-W5P10029',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-flange2',\n",
       "  'product_size_l': 30.0004,\n",
       "  'product_size_w': 80.0011,\n",
       "  'product_size_h': 40.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-W4P10030',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-flange1',\n",
       "  'product_size_l': 29.9983,\n",
       "  'product_size_w': 80.0027,\n",
       "  'product_size_h': 39.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-W3P10031',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-pipe2',\n",
       "  'product_size_l': 29.998,\n",
       "  'product_size_w': 50.0003,\n",
       "  'product_size_h': 29.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-W2P10032',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.005,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-pipe1',\n",
       "  'product_size_l': 30.0009,\n",
       "  'product_size_w': 50.0041,\n",
       "  'product_size_h': 29.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-W1P10033',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9991,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9991,\n",
       "  'product_size_h': 49.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:08.356299-wavyfin',\n",
       "  'product_size_l': 99.9988,\n",
       "  'product_size_w': 50.0025,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-W6P10029',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-W5P10030',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-flange2',\n",
       "  'product_size_l': 29.9979,\n",
       "  'product_size_w': 79.9988,\n",
       "  'product_size_h': 39.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-W4P10031',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-flange1',\n",
       "  'product_size_l': 30.0003,\n",
       "  'product_size_w': 80.0024,\n",
       "  'product_size_h': 40.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-W3P10032',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-pipe2',\n",
       "  'product_size_l': 29.9978,\n",
       "  'product_size_w': 50.0018,\n",
       "  'product_size_h': 29.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-W2P10033',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 140.006,\n",
       "  'product_size_h': 59.9971,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-pipe1',\n",
       "  'product_size_l': 29.993,\n",
       "  'product_size_w': 50.0047,\n",
       "  'product_size_h': 30.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-W1P10034',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 49.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.008046-wavyfin',\n",
       "  'product_size_l': 99.9999,\n",
       "  'product_size_w': 50.002,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-W6P10030',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0033,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-W5P10031',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-flange2',\n",
       "  'product_size_l': 30.0022,\n",
       "  'product_size_w': 79.9969,\n",
       "  'product_size_h': 40.007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-W4P10032',\n",
       "  'product_size_l': 230.004,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-flange1',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 80.0022,\n",
       "  'product_size_h': 39.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-W3P10033',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-pipe2',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 50.0011,\n",
       "  'product_size_h': 30.0013,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-W2P10034',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.997,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-pipe1',\n",
       "  'product_size_l': 30.0026,\n",
       "  'product_size_w': 50.0,\n",
       "  'product_size_h': 29.9948,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-W1P10035',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.998,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.998,\n",
       "  'product_size_h': 50.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:09.835920-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-W6P10031',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-W5P10032',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-flange2',\n",
       "  'product_size_l': 30.0021,\n",
       "  'product_size_w': 79.9987,\n",
       "  'product_size_h': 40.0052,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-W4P10033',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-flange1',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 80.0008,\n",
       "  'product_size_h': 39.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-W3P10034',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 180.145,\n",
       "  'product_size_h': 59.9971,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-pipe2',\n",
       "  'product_size_l': 29.9965,\n",
       "  'product_size_w': 50.0027,\n",
       "  'product_size_h': 29.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-W2P10035',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.995,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-pipe1',\n",
       "  'product_size_l': 30.0032,\n",
       "  'product_size_w': 49.996,\n",
       "  'product_size_h': 30.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-W1P10036',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9955,\n",
       "  'product_size_h': 60.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9955,\n",
       "  'product_size_h': 50.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.251720-wavyfin',\n",
       "  'product_size_l': 99.9992,\n",
       "  'product_size_w': 50.0035,\n",
       "  'product_size_h': 60.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-W6P10032',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-W5P10033',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-flange2',\n",
       "  'product_size_l': 30.0008,\n",
       "  'product_size_w': 79.9982,\n",
       "  'product_size_h': 40.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-W4P10034',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 180.145,\n",
       "  'product_size_h': 59.9971,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-flange1',\n",
       "  'product_size_l': 30.001,\n",
       "  'product_size_w': 80.0002,\n",
       "  'product_size_h': 40.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-W3P10035',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-pipe2',\n",
       "  'product_size_l': 30.001,\n",
       "  'product_size_w': 50.0029,\n",
       "  'product_size_h': 30.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-W2P10036',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-pipe1',\n",
       "  'product_size_l': 29.9978,\n",
       "  'product_size_w': 49.9998,\n",
       "  'product_size_h': 29.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-W1P10037',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9976,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9976,\n",
       "  'product_size_h': 49.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:10.596858-wavyfin',\n",
       "  'product_size_l': 99.9959,\n",
       "  'product_size_w': 49.9998,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.086494-W6P10033',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.086494-W5P10034',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.145,\n",
       "  'product_size_h': 59.9971,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:11.086494-flange2',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 79.9997,\n",
       "  'product_size_h': 40.0021,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.086494-W4P10035',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.086494-flange1',\n",
       "  'product_size_l': 30.0022,\n",
       "  'product_size_w': 80.0041,\n",
       "  'product_size_h': 39.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.086494-W3P10036',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.086494-pipe2',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 49.9986,\n",
       "  'product_size_h': 30.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.086494-W2P10037',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.086494-pipe1',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 50.0046,\n",
       "  'product_size_h': 29.9975,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.087492-W1P10038',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.006,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.087492-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.006,\n",
       "  'product_size_h': 49.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.087492-wavyfin',\n",
       "  'product_size_l': 99.9967,\n",
       "  'product_size_w': 50.0038,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-W6P10034',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.145,\n",
       "  'product_size_h': 59.9971,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-W5P10035',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-flange2',\n",
       "  'product_size_l': 30.0035,\n",
       "  'product_size_w': 79.9998,\n",
       "  'product_size_h': 40.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-W4P10036',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-flange1',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 79.9972,\n",
       "  'product_size_h': 40.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-W3P10037',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-pipe2',\n",
       "  'product_size_l': 29.9986,\n",
       "  'product_size_w': 50.003,\n",
       "  'product_size_h': 30.0045,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-W2P10038',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-pipe1',\n",
       "  'product_size_l': 30.0032,\n",
       "  'product_size_w': 50.0047,\n",
       "  'product_size_h': 30.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-W1P10039',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9997,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9997,\n",
       "  'product_size_h': 50.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:11.635022-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 49.999,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-W6P10035',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-W5P10036',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-flange2',\n",
       "  'product_size_l': 29.999,\n",
       "  'product_size_w': 79.9981,\n",
       "  'product_size_h': 40.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-W4P10037',\n",
       "  'product_size_l': 230.005,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-flange1',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 80.0052,\n",
       "  'product_size_h': 39.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-W3P10038',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-pipe2',\n",
       "  'product_size_l': 30.0,\n",
       "  'product_size_w': 49.9998,\n",
       "  'product_size_h': 30.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-W2P10039',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-pipe1',\n",
       "  'product_size_l': 30.0,\n",
       "  'product_size_w': 50.0023,\n",
       "  'product_size_h': 30.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-W1P10040',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9987,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9987,\n",
       "  'product_size_h': 50.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.071030-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 49.9957,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.739448-W6P10036',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.994,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.739448-W5P10037',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.739448-flange2',\n",
       "  'product_size_l': 30.0001,\n",
       "  'product_size_w': 80.0016,\n",
       "  'product_size_h': 40.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.739448-W4P10038',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.739448-flange1',\n",
       "  'product_size_l': 30.001,\n",
       "  'product_size_w': 79.9996,\n",
       "  'product_size_h': 39.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.739448-W3P10039',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.739448-pipe2',\n",
       "  'product_size_l': 30.0012,\n",
       "  'product_size_w': 50.0029,\n",
       "  'product_size_h': 29.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.739448-W2P10040',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.739448-pipe1',\n",
       "  'product_size_l': 29.9966,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 30.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.740069-W1P10041',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9978,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.740069-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9978,\n",
       "  'product_size_h': 49.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:12.740069-wavyfin',\n",
       "  'product_size_l': 99.9998,\n",
       "  'product_size_w': 49.9978,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-W6P10037',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 180.007,\n",
       "  'product_size_h': 60.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-W5P10038',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-flange2',\n",
       "  'product_size_l': 29.9999,\n",
       "  'product_size_w': 80.0022,\n",
       "  'product_size_h': 39.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-W4P10039',\n",
       "  'product_size_l': 230.005,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-flange1',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 80.0038,\n",
       "  'product_size_h': 39.9974,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-W3P10040',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.132,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-pipe2',\n",
       "  'product_size_l': 29.9985,\n",
       "  'product_size_w': 50.0,\n",
       "  'product_size_h': 30.0038,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-W2P10041',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-pipe1',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 50.0006,\n",
       "  'product_size_h': 30.0042,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-W1P10042',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.289628-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 50.0041,\n",
       "  'product_size_h': 59.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.883050-W6P10038',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.883050-W5P10039',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.883050-flange2',\n",
       "  'product_size_l': 30.0009,\n",
       "  'product_size_w': 80.0021,\n",
       "  'product_size_h': 39.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.883050-W4P10040',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.132,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:13.883050-flange1',\n",
       "  'product_size_l': 30.002,\n",
       "  'product_size_w': 80.0029,\n",
       "  'product_size_h': 39.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.884010-W3P10041',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.884010-pipe2',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 50.0006,\n",
       "  'product_size_h': 29.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.884010-W2P10042',\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': '2020-11-26 11:16:13.884010-pipe1',\n",
       "  'product_size_l': 30.0016,\n",
       "  'product_size_w': 50.0043,\n",
       "  'product_size_h': 29.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.884010-W1P10043',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 99.9985,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.884010-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 99.9985,\n",
       "  'product_size_h': 50.0042,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:13.884010-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 50.0013,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-W6P10039',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 60.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-W5P10040',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.132,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-flange2',\n",
       "  'product_size_l': 30.0014,\n",
       "  'product_size_w': 79.9999,\n",
       "  'product_size_h': 39.9935,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-W4P10041',\n",
       "  'product_size_l': 229.001,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-flange1',\n",
       "  'product_size_l': 30.0047,\n",
       "  'product_size_w': 79.9965,\n",
       "  'product_size_h': 40.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-W3P10042',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-pipe2',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 50.0006,\n",
       "  'product_size_h': 30.0015,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-W2P10043',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.997,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-pipe1',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 49.9995,\n",
       "  'product_size_h': 30.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-W1P10044',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 50.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.463462-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 50.0031,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.990053-W6P10040',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 180.132,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:14.990053-W5P10041',\n",
       "  'product_size_l': 258.998,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:14.990053-flange2',\n",
       "  'product_size_l': 29.9964,\n",
       "  'product_size_w': 79.999,\n",
       "  'product_size_h': 39.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.990053-W4P10042',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.990053-flange1',\n",
       "  'product_size_l': 29.9976,\n",
       "  'product_size_w': 79.9946,\n",
       "  'product_size_h': 40.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.990053-W3P10043',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.13,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:14.990053-pipe2',\n",
       "  'product_size_l': 30.0007,\n",
       "  'product_size_w': 50.0006,\n",
       "  'product_size_h': 30.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.990053-W2P10044',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.990053-pipe1',\n",
       "  'product_size_l': 30.0012,\n",
       "  'product_size_w': 49.997,\n",
       "  'product_size_h': 29.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.991050-W1P10045',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 99.9933,\n",
       "  'product_size_h': 60.0046,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.991050-body',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 99.9933,\n",
       "  'product_size_h': 49.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:14.991050-wavyfin',\n",
       "  'product_size_l': 99.9986,\n",
       "  'product_size_w': 50.0013,\n",
       "  'product_size_h': 60.0046,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-W6P10041',\n",
       "  'product_size_l': 258.998,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-W5P10042',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-flange2',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 80.0006,\n",
       "  'product_size_h': 39.9982,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-W4P10043',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 180.13,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-flange1',\n",
       "  'product_size_l': 29.9944,\n",
       "  'product_size_w': 79.9999,\n",
       "  'product_size_h': 39.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-W3P10044',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-pipe2',\n",
       "  'product_size_l': 30.002,\n",
       "  'product_size_w': 49.9977,\n",
       "  'product_size_h': 29.9966,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-W2P10045',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-pipe1',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 50.0022,\n",
       "  'product_size_h': 30.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-W1P10046',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9997,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9997,\n",
       "  'product_size_h': 49.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:15.487823-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 50.0005,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-W6P10042',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-W5P10043',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.13,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-flange2',\n",
       "  'product_size_l': 29.9988,\n",
       "  'product_size_w': 79.9983,\n",
       "  'product_size_h': 39.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-W4P10044',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-flange1',\n",
       "  'product_size_l': 30.0004,\n",
       "  'product_size_w': 79.9967,\n",
       "  'product_size_h': 40.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-W3P10045',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-pipe2',\n",
       "  'product_size_l': 29.999,\n",
       "  'product_size_w': 50.0008,\n",
       "  'product_size_h': 29.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-W2P10046',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.009,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-pipe1',\n",
       "  'product_size_l': 29.9975,\n",
       "  'product_size_w': 50.0039,\n",
       "  'product_size_h': 30.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-W1P10047',\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': '2020-11-26 11:16:16.247105-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.9967,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.247105-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 50.0022,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.851498-W6P10043',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.13,\n",
       "  'product_size_h': 60.0031,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:16.851498-W5P10044',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.851498-flange2',\n",
       "  'product_size_l': 30.0028,\n",
       "  'product_size_w': 80.0032,\n",
       "  'product_size_h': 40.0061,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.851498-W4P10045',\n",
       "  'product_size_l': 229.994,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9973,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.851498-flange1',\n",
       "  'product_size_l': 29.9956,\n",
       "  'product_size_w': 79.9994,\n",
       "  'product_size_h': 40.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.851498-W3P10046',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 180.11,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:16.851498-pipe2',\n",
       "  'product_size_l': 30.0013,\n",
       "  'product_size_w': 50.0017,\n",
       "  'product_size_h': 30.0032,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.851498-W2P10047',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 139.991,\n",
       "  'product_size_h': 60.0046,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.851498-pipe1',\n",
       "  'product_size_l': 29.9954,\n",
       "  'product_size_w': 49.9973,\n",
       "  'product_size_h': 29.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.852075-W1P10048',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.852075-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:16.852075-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 50.0015,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-W6P10044',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-W5P10045',\n",
       "  'product_size_l': 258.998,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9973,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-flange2',\n",
       "  'product_size_l': 30.0032,\n",
       "  'product_size_w': 79.9977,\n",
       "  'product_size_h': 40.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-W4P10046',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 180.11,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-flange1',\n",
       "  'product_size_l': 30.0016,\n",
       "  'product_size_w': 80.0025,\n",
       "  'product_size_h': 40.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-W3P10047',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.011,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-pipe2',\n",
       "  'product_size_l': 30.0002,\n",
       "  'product_size_w': 50.0015,\n",
       "  'product_size_h': 29.9959,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-W2P10048',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-pipe1',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 49.9979,\n",
       "  'product_size_h': 29.9949,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-W1P10049',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9998,\n",
       "  'product_size_h': 60.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9998,\n",
       "  'product_size_h': 50.0044,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.365171-wavyfin',\n",
       "  'product_size_l': 99.9992,\n",
       "  'product_size_w': 50.0081,\n",
       "  'product_size_h': 60.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-W6P10045',\n",
       "  'product_size_l': 258.998,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9973,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-W5P10046',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 180.11,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-flange2',\n",
       "  'product_size_l': 29.9992,\n",
       "  'product_size_w': 79.9998,\n",
       "  'product_size_h': 40.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-W4P10047',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 180.011,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-flange1',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 80.0021,\n",
       "  'product_size_h': 39.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-W3P10048',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 179.988,\n",
       "  'product_size_h': 60.0046,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-pipe2',\n",
       "  'product_size_l': 30.003,\n",
       "  'product_size_w': 49.9975,\n",
       "  'product_size_h': 30.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-W2P10049',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-pipe1',\n",
       "  'product_size_l': 29.9994,\n",
       "  'product_size_w': 49.9982,\n",
       "  'product_size_h': 29.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-W1P10050',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9975,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9975,\n",
       "  'product_size_h': 49.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:17.832539-wavyfin',\n",
       "  'product_size_l': 99.9988,\n",
       "  'product_size_w': 49.9997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-W6P10046',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 180.11,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-W5P10047',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.011,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-flange2',\n",
       "  'product_size_l': 30.0003,\n",
       "  'product_size_w': 79.9947,\n",
       "  'product_size_h': 40.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-W4P10048',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 179.988,\n",
       "  'product_size_h': 60.0046,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-flange1',\n",
       "  'product_size_l': 29.9976,\n",
       "  'product_size_w': 79.9945,\n",
       "  'product_size_h': 39.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-W3P10049',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-pipe2',\n",
       "  'product_size_l': 30.0001,\n",
       "  'product_size_w': 50.0026,\n",
       "  'product_size_h': 29.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-W2P10050',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-pipe1',\n",
       "  'product_size_l': 29.9958,\n",
       "  'product_size_w': 49.9982,\n",
       "  'product_size_h': 29.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-W1P10051',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.0024,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:18.566493-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 49.9986,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-W6P10047',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.011,\n",
       "  'product_size_h': 59.9967,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-W5P10048',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 179.988,\n",
       "  'product_size_h': 60.0046,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-flange2',\n",
       "  'product_size_l': 29.9986,\n",
       "  'product_size_w': 79.9943,\n",
       "  'product_size_h': 40.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-W4P10049',\n",
       "  'product_size_l': 229.995,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-flange1',\n",
       "  'product_size_l': 29.9964,\n",
       "  'product_size_w': 79.9991,\n",
       "  'product_size_h': 39.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-W3P10050',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-pipe2',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 50.0014,\n",
       "  'product_size_h': 30.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-W2P10051',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-pipe1',\n",
       "  'product_size_l': 30.0003,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 29.9962,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-W1P10052',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.421206-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 49.9985,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-W6P10048',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 179.988,\n",
       "  'product_size_h': 60.0046,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-W5P10049',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-flange2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 79.9991,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-W4P10050',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-flange1',\n",
       "  'product_size_l': 29.9957,\n",
       "  'product_size_w': 79.9969,\n",
       "  'product_size_h': 39.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-W3P10051',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-pipe2',\n",
       "  'product_size_l': 30.0002,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 29.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-W2P10052',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-pipe1',\n",
       "  'product_size_l': 30.0033,\n",
       "  'product_size_w': 50.0,\n",
       "  'product_size_h': 30.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-W1P10053',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9986,\n",
       "  'product_size_h': 60.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9986,\n",
       "  'product_size_h': 50.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:19.907906-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 50.0004,\n",
       "  'product_size_h': 60.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-W6P10049',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-W5P10050',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-flange2',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 80.0023,\n",
       "  'product_size_h': 39.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-W4P10051',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-flange1',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 80.0017,\n",
       "  'product_size_h': 39.9949,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-W3P10052',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-pipe2',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 50.0025,\n",
       "  'product_size_h': 30.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-W2P10053',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-pipe1',\n",
       "  'product_size_l': 29.9975,\n",
       "  'product_size_w': 50.0007,\n",
       "  'product_size_h': 30.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-W1P10054',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 100.004,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-body',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 100.004,\n",
       "  'product_size_h': 50.0051,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.303071-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 50.0,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-W6P10050',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9981,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-W5P10051',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-flange2',\n",
       "  'product_size_l': 29.9963,\n",
       "  'product_size_w': 80.0001,\n",
       "  'product_size_h': 39.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-W4P10052',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-flange1',\n",
       "  'product_size_l': 29.9992,\n",
       "  'product_size_w': 79.9998,\n",
       "  'product_size_h': 39.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-W3P10053',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-pipe2',\n",
       "  'product_size_l': 30.0009,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 29.9974,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-W2P10054',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.002,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-pipe1',\n",
       "  'product_size_l': 30.0016,\n",
       "  'product_size_w': 50.0008,\n",
       "  'product_size_h': 30.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-W1P10055',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:20.863350-wavyfin',\n",
       "  'product_size_l': 99.9996,\n",
       "  'product_size_w': 50.0009,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-W6P10051',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-W5P10052',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-flange2',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 79.997,\n",
       "  'product_size_h': 40.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-W4P10053',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-flange1',\n",
       "  'product_size_l': 30.001,\n",
       "  'product_size_w': 80.0046,\n",
       "  'product_size_h': 40.003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-W3P10054',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-pipe2',\n",
       "  'product_size_l': 29.9972,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 29.9965,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-W2P10055',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 139.996,\n",
       "  'product_size_h': 60.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-pipe1',\n",
       "  'product_size_l': 29.9964,\n",
       "  'product_size_w': 49.9978,\n",
       "  'product_size_h': 30.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-W1P10056',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9985,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9985,\n",
       "  'product_size_h': 50.0018,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:21.400910-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 50.0038,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-W6P10052',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0017,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-W5P10053',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-flange2',\n",
       "  'product_size_l': 29.9978,\n",
       "  'product_size_w': 79.9997,\n",
       "  'product_size_h': 40.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-W4P10054',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-flange1',\n",
       "  'product_size_l': 30.0021,\n",
       "  'product_size_w': 79.998,\n",
       "  'product_size_h': 40.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-W3P10055',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-pipe2',\n",
       "  'product_size_l': 30.0037,\n",
       "  'product_size_w': 49.9987,\n",
       "  'product_size_h': 30.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-W2P10056',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-pipe1',\n",
       "  'product_size_l': 30.0007,\n",
       "  'product_size_w': 49.9999,\n",
       "  'product_size_h': 30.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-W1P10057',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.9977,\n",
       "  'product_size_h': 60.0043,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.9977,\n",
       "  'product_size_h': 49.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.075107-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 50.0004,\n",
       "  'product_size_h': 60.0043,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-W6P10053',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 179.997,\n",
       "  'product_size_h': 59.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-W5P10054',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-flange2',\n",
       "  'product_size_l': 30.0004,\n",
       "  'product_size_w': 80.0015,\n",
       "  'product_size_h': 39.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-W4P10055',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-flange1',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 80.0004,\n",
       "  'product_size_h': 40.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-W3P10056',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-pipe2',\n",
       "  'product_size_l': 30.0007,\n",
       "  'product_size_w': 49.999,\n",
       "  'product_size_h': 29.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-W2P10057',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-pipe1',\n",
       "  'product_size_l': 29.9999,\n",
       "  'product_size_w': 50.0032,\n",
       "  'product_size_h': 30.0068,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-W1P10058',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.482023-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 50.0043,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-W6P10054',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-W5P10055',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-flange2',\n",
       "  'product_size_l': 30.0032,\n",
       "  'product_size_w': 79.9998,\n",
       "  'product_size_h': 39.9951,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-W4P10056',\n",
       "  'product_size_l': 229.994,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-flange1',\n",
       "  'product_size_l': 29.9945,\n",
       "  'product_size_w': 80.0008,\n",
       "  'product_size_h': 39.9986,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-W3P10057',\n",
       "  'product_size_l': 200.004,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-pipe2',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 49.9977,\n",
       "  'product_size_h': 30.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-W2P10058',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.007,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-pipe1',\n",
       "  'product_size_l': 30.005,\n",
       "  'product_size_w': 50.0087,\n",
       "  'product_size_h': 30.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-W1P10059',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9969,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9969,\n",
       "  'product_size_h': 49.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:22.907886-wavyfin',\n",
       "  'product_size_l': 99.9997,\n",
       "  'product_size_w': 50.0014,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-W6P10055',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.0,\n",
       "  'product_size_h': 59.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-W5P10056',\n",
       "  'product_size_l': 259.99,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-flange2',\n",
       "  'product_size_l': 29.9965,\n",
       "  'product_size_w': 80.0018,\n",
       "  'product_size_h': 39.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-W4P10057',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-flange1',\n",
       "  'product_size_l': 29.9956,\n",
       "  'product_size_w': 80.001,\n",
       "  'product_size_h': 39.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-W3P10058',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.149,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-pipe2',\n",
       "  'product_size_l': 29.9981,\n",
       "  'product_size_w': 49.9985,\n",
       "  'product_size_h': 29.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-W2P10059',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 139.998,\n",
       "  'product_size_h': 60.0043,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-pipe1',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 50.0002,\n",
       "  'product_size_h': 30.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-W1P10060',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 100.006,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-body',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 100.006,\n",
       "  'product_size_h': 49.9982,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.367655-wavyfin',\n",
       "  'product_size_l': 100.002,\n",
       "  'product_size_w': 50.0015,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-W6P10056',\n",
       "  'product_size_l': 259.99,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0037,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-W5P10057',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-flange2',\n",
       "  'product_size_l': 30.0007,\n",
       "  'product_size_w': 79.9979,\n",
       "  'product_size_h': 39.9946,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-W4P10058',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 180.149,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-flange1',\n",
       "  'product_size_l': 30.003,\n",
       "  'product_size_w': 80.0011,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-W3P10059',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-pipe2',\n",
       "  'product_size_l': 30.0,\n",
       "  'product_size_w': 50.0022,\n",
       "  'product_size_h': 30.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-W2P10060',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-pipe1',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 50.0018,\n",
       "  'product_size_h': 30.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-W1P10061',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.0023,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:23.787529-wavyfin',\n",
       "  'product_size_l': 99.9999,\n",
       "  'product_size_w': 49.9969,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-W6P10057',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-W5P10058',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.149,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-flange2',\n",
       "  'product_size_l': 29.9939,\n",
       "  'product_size_w': 79.9985,\n",
       "  'product_size_h': 39.9975,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-W4P10059',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-flange1',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 80.0021,\n",
       "  'product_size_h': 40.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-W3P10060',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0043,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-pipe2',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 49.9982,\n",
       "  'product_size_h': 29.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-W2P10061',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.993,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-pipe1',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 49.9962,\n",
       "  'product_size_h': 29.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-W1P10062',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9987,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9987,\n",
       "  'product_size_h': 49.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.128650-wavyfin',\n",
       "  'product_size_l': 99.9968,\n",
       "  'product_size_w': 50.0033,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-W6P10058',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.149,\n",
       "  'product_size_h': 59.998,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-W5P10059',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-flange2',\n",
       "  'product_size_l': 29.9973,\n",
       "  'product_size_w': 79.9937,\n",
       "  'product_size_h': 39.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-W4P10060',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0043,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-flange1',\n",
       "  'product_size_l': 30.0025,\n",
       "  'product_size_w': 79.998,\n",
       "  'product_size_h': 39.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-W3P10061',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-pipe2',\n",
       "  'product_size_l': 30.0012,\n",
       "  'product_size_w': 49.9997,\n",
       "  'product_size_h': 30.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-W2P10062',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-pipe1',\n",
       "  'product_size_l': 30.0043,\n",
       "  'product_size_w': 49.998,\n",
       "  'product_size_h': 29.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-W1P10063',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 50.0031,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:24.508739-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 49.9989,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-W6P10059',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.009,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-W5P10060',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0043,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-flange2',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 79.9986,\n",
       "  'product_size_h': 39.9983,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-W4P10061',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-flange1',\n",
       "  'product_size_l': 30.0013,\n",
       "  'product_size_w': 80.0037,\n",
       "  'product_size_h': 39.9972,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-W3P10062',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.993,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-pipe2',\n",
       "  'product_size_l': 29.9971,\n",
       "  'product_size_w': 50.0003,\n",
       "  'product_size_h': 29.9947,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-W2P10063',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.005,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-pipe1',\n",
       "  'product_size_l': 30.0009,\n",
       "  'product_size_w': 50.0029,\n",
       "  'product_size_h': 29.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-W1P10064',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.010259-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 49.9949,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.777741-W6P10060',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 60.0043,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.777741-W5P10061',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.777741-flange2',\n",
       "  'product_size_l': 30.0033,\n",
       "  'product_size_w': 80.0006,\n",
       "  'product_size_h': 39.9957,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.777741-W4P10062',\n",
       "  'product_size_l': 229.997,\n",
       "  'product_size_w': 179.993,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.777741-flange1',\n",
       "  'product_size_l': 29.9969,\n",
       "  'product_size_w': 79.999,\n",
       "  'product_size_h': 40.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.777741-W3P10063',\n",
       "  'product_size_l': 199.996,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.777741-pipe2',\n",
       "  'product_size_l': 30.0033,\n",
       "  'product_size_w': 49.991,\n",
       "  'product_size_h': 30.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.777741-W2P10064',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.777741-pipe1',\n",
       "  'product_size_l': 30.0008,\n",
       "  'product_size_w': 50.0017,\n",
       "  'product_size_h': 30.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.778258-W1P10065',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9982,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.778258-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.9982,\n",
       "  'product_size_h': 49.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:25.778258-wavyfin',\n",
       "  'product_size_l': 99.9976,\n",
       "  'product_size_w': 49.9957,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-W6P10061',\n",
       "  'product_size_l': 260.005,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-W5P10062',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 179.993,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-flange2',\n",
       "  'product_size_l': 29.9978,\n",
       "  'product_size_w': 80.0,\n",
       "  'product_size_h': 39.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-W4P10063',\n",
       "  'product_size_l': 229.995,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-flange1',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 79.9987,\n",
       "  'product_size_h': 40.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-W3P10064',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-pipe2',\n",
       "  'product_size_l': 30.0,\n",
       "  'product_size_w': 49.9983,\n",
       "  'product_size_h': 30.0039,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-W2P10065',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-pipe1',\n",
       "  'product_size_l': 30.0034,\n",
       "  'product_size_w': 49.9974,\n",
       "  'product_size_h': 30.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-W1P10066',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 49.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.443430-wavyfin',\n",
       "  'product_size_l': 99.9994,\n",
       "  'product_size_w': 49.999,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-W6P10062',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 179.993,\n",
       "  'product_size_h': 60.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-W5P10063',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-flange2',\n",
       "  'product_size_l': 30.0026,\n",
       "  'product_size_w': 80.0026,\n",
       "  'product_size_h': 40.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-W4P10064',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-flange1',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 80.001,\n",
       "  'product_size_h': 39.9956,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-W3P10065',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-pipe2',\n",
       "  'product_size_l': 30.0027,\n",
       "  'product_size_w': 50.0017,\n",
       "  'product_size_h': 30.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-W2P10066',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-pipe1',\n",
       "  'product_size_l': 29.9969,\n",
       "  'product_size_w': 49.9987,\n",
       "  'product_size_h': 30.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-W1P10067',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9957,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-body',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 99.9957,\n",
       "  'product_size_h': 50.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:26.834432-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 49.9996,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-W6P10063',\n",
       "  'product_size_l': 259.998,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 60.0025,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-W5P10064',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-flange2',\n",
       "  'product_size_l': 30.0,\n",
       "  'product_size_w': 80.0019,\n",
       "  'product_size_h': 40.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-W4P10065',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-flange1',\n",
       "  'product_size_l': 30.0012,\n",
       "  'product_size_w': 79.9994,\n",
       "  'product_size_h': 40.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-W3P10066',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-pipe2',\n",
       "  'product_size_l': 29.9989,\n",
       "  'product_size_w': 49.9988,\n",
       "  'product_size_h': 30.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-W2P10067',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-pipe1',\n",
       "  'product_size_l': 29.9971,\n",
       "  'product_size_w': 50.0012,\n",
       "  'product_size_h': 29.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-W1P10068',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.9973,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-body',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 99.9973,\n",
       "  'product_size_h': 49.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:27.450339-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 49.999,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-W6P10064',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-W5P10065',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-flange2',\n",
       "  'product_size_l': 30.0027,\n",
       "  'product_size_w': 80.0047,\n",
       "  'product_size_h': 40.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-W4P10066',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-flange1',\n",
       "  'product_size_l': 30.0015,\n",
       "  'product_size_w': 80.0022,\n",
       "  'product_size_h': 39.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-W3P10067',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-pipe2',\n",
       "  'product_size_l': 29.9968,\n",
       "  'product_size_w': 49.9994,\n",
       "  'product_size_h': 30.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-W2P10068',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-pipe1',\n",
       "  'product_size_l': 30.0003,\n",
       "  'product_size_w': 50.0009,\n",
       "  'product_size_h': 30.0023,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-W1P10069',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9992,\n",
       "  'product_size_h': 59.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 99.9992,\n",
       "  'product_size_h': 50.0055,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.096009-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 49.9997,\n",
       "  'product_size_h': 59.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-W6P10065',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-W5P10066',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-flange2',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 80.0017,\n",
       "  'product_size_h': 40.0039,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-W4P10067',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-flange1',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 79.9974,\n",
       "  'product_size_h': 40.0032,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-W3P10068',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-pipe2',\n",
       "  'product_size_l': 30.0044,\n",
       "  'product_size_w': 50.002,\n",
       "  'product_size_h': 29.9953,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-W2P10069',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 139.995,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-pipe1',\n",
       "  'product_size_l': 30.0024,\n",
       "  'product_size_w': 49.9994,\n",
       "  'product_size_h': 30.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-W1P10070',\n",
       "  'product_size_l': 199.992,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-body',\n",
       "  'product_size_l': 199.992,\n",
       "  'product_size_w': 100.005,\n",
       "  'product_size_h': 49.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.496938-wavyfin',\n",
       "  'product_size_l': 99.9993,\n",
       "  'product_size_w': 49.9986,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-W6P10066',\n",
       "  'product_size_l': 260.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 59.9991,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-W5P10067',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-flange2',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 79.9966,\n",
       "  'product_size_h': 40.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-W4P10068',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-flange1',\n",
       "  'product_size_l': 29.9961,\n",
       "  'product_size_w': 79.9987,\n",
       "  'product_size_h': 40.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-W3P10069',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-pipe2',\n",
       "  'product_size_l': 29.9998,\n",
       "  'product_size_w': 49.9981,\n",
       "  'product_size_h': 29.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-W2P10070',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-pipe1',\n",
       "  'product_size_l': 30.0037,\n",
       "  'product_size_w': 50.0029,\n",
       "  'product_size_h': 30.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-W1P10071',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0022,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:28.809103-wavyfin',\n",
       "  'product_size_l': 99.9998,\n",
       "  'product_size_w': 50.0039,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-W6P10067',\n",
       "  'product_size_l': 260.001,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-W5P10068',\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': '2020-11-26 11:16:29.265881-flange2',\n",
       "  'product_size_l': 30.0049,\n",
       "  'product_size_w': 80.0015,\n",
       "  'product_size_h': 40.0047,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-W4P10069',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-flange1',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 80.002,\n",
       "  'product_size_h': 39.9971,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-W3P10070',\n",
       "  'product_size_l': 200.003,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-pipe2',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 50.0008,\n",
       "  'product_size_h': 29.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-W2P10071',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-pipe1',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 50.0016,\n",
       "  'product_size_h': 30.0,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-W1P10072',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 59.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-body',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 100.003,\n",
       "  'product_size_h': 50.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.265881-wavyfin',\n",
       "  'product_size_l': 99.9961,\n",
       "  'product_size_w': 49.9982,\n",
       "  'product_size_h': 59.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-W6P10068',\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': '2020-11-26 11:16:29.828379-W5P10069',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-flange2',\n",
       "  'product_size_l': 30.0011,\n",
       "  'product_size_w': 79.999,\n",
       "  'product_size_h': 40.0012,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-W4P10070',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-flange1',\n",
       "  'product_size_l': 29.9975,\n",
       "  'product_size_w': 79.9983,\n",
       "  'product_size_h': 39.996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-W3P10071',\n",
       "  'product_size_l': 200.001,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-pipe2',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 50.0015,\n",
       "  'product_size_h': 30.0006,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-W2P10072',\n",
       "  'product_size_l': 199.992,\n",
       "  'product_size_w': 140.007,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-pipe1',\n",
       "  'product_size_l': 29.9962,\n",
       "  'product_size_w': 50.0021,\n",
       "  'product_size_h': 29.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-W1P10073',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:29.828379-wavyfin',\n",
       "  'product_size_l': 99.9999,\n",
       "  'product_size_w': 49.9988,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-W6P10069',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 179.999,\n",
       "  'product_size_h': 60.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-W5P10070',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-flange2',\n",
       "  'product_size_l': 30.0009,\n",
       "  'product_size_w': 79.9997,\n",
       "  'product_size_h': 40.0028,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-W4P10071',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-flange1',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 79.9996,\n",
       "  'product_size_h': 40.0041,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-W3P10072',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-pipe2',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 50.0009,\n",
       "  'product_size_h': 30.001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-W2P10073',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.002,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-pipe1',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 50.0013,\n",
       "  'product_size_h': 30.0021,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-W1P10074',\n",
       "  'product_size_l': 199.991,\n",
       "  'product_size_w': 99.9993,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-body',\n",
       "  'product_size_l': 199.991,\n",
       "  'product_size_w': 99.9993,\n",
       "  'product_size_h': 50.0063,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.186423-wavyfin',\n",
       "  'product_size_l': 99.9999,\n",
       "  'product_size_w': 49.9965,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-W6P10070',\n",
       "  'product_size_l': 260.002,\n",
       "  'product_size_w': 179.996,\n",
       "  'product_size_h': 59.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-W5P10071',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-flange2',\n",
       "  'product_size_l': 30.0006,\n",
       "  'product_size_w': 79.9975,\n",
       "  'product_size_h': 40.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-W4P10072',\n",
       "  'product_size_l': 230.002,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-flange1',\n",
       "  'product_size_l': 30.0001,\n",
       "  'product_size_w': 79.9991,\n",
       "  'product_size_h': 39.9979,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-W3P10073',\n",
       "  'product_size_l': 199.992,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-pipe2',\n",
       "  'product_size_l': 30.0005,\n",
       "  'product_size_w': 50.0012,\n",
       "  'product_size_h': 29.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-W2P10074',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 140.005,\n",
       "  'product_size_h': 59.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-pipe1',\n",
       "  'product_size_l': 29.9987,\n",
       "  'product_size_w': 50.002,\n",
       "  'product_size_h': 30.0044,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-W1P10075',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9976,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 99.9976,\n",
       "  'product_size_h': 49.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.538529-wavyfin',\n",
       "  'product_size_l': 100.004,\n",
       "  'product_size_w': 49.9969,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-W6P10071',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 60.0034,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-W5P10072',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-flange2',\n",
       "  'product_size_l': 29.9972,\n",
       "  'product_size_w': 79.9974,\n",
       "  'product_size_h': 39.9982,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-W4P10073',\n",
       "  'product_size_l': 229.99,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-flange1',\n",
       "  'product_size_l': 29.9974,\n",
       "  'product_size_w': 79.9979,\n",
       "  'product_size_h': 39.9997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-W3P10074',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-pipe2',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 30.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-W2P10075',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-pipe1',\n",
       "  'product_size_l': 29.9942,\n",
       "  'product_size_w': 50.0013,\n",
       "  'product_size_h': 29.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-W1P10076',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.997,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 99.997,\n",
       "  'product_size_h': 50.0029,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:30.941403-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 50.0003,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-W6P10072',\n",
       "  'product_size_l': 259.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9968,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-W5P10073',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-flange2',\n",
       "  'product_size_l': 30.0041,\n",
       "  'product_size_w': 79.9979,\n",
       "  'product_size_h': 40.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-W4P10074',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-flange1',\n",
       "  'product_size_l': 29.9995,\n",
       "  'product_size_w': 80.002,\n",
       "  'product_size_h': 40.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-W3P10075',\n",
       "  'product_size_l': 199.997,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-pipe2',\n",
       "  'product_size_l': 30.0025,\n",
       "  'product_size_w': 50.0002,\n",
       "  'product_size_h': 30.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-W2P10076',\n",
       "  'product_size_l': 199.991,\n",
       "  'product_size_w': 140.004,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-pipe1',\n",
       "  'product_size_l': 30.0,\n",
       "  'product_size_w': 50.0043,\n",
       "  'product_size_h': 29.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-W1P10077',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-body',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 100.002,\n",
       "  'product_size_h': 49.997,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.594656-wavyfin',\n",
       "  'product_size_l': 100.003,\n",
       "  'product_size_w': 49.9935,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-W6P10073',\n",
       "  'product_size_l': 259.994,\n",
       "  'product_size_w': 180.008,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-W5P10074',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-flange2',\n",
       "  'product_size_l': 29.9964,\n",
       "  'product_size_w': 80.0041,\n",
       "  'product_size_h': 40.0021,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-W4P10075',\n",
       "  'product_size_l': 229.999,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-flange1',\n",
       "  'product_size_l': 30.0021,\n",
       "  'product_size_w': 79.9992,\n",
       "  'product_size_h': 39.9982,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-W3P10076',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-pipe2',\n",
       "  'product_size_l': 29.998,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 30.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-W2P10077',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 139.997,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-pipe1',\n",
       "  'product_size_l': 29.996,\n",
       "  'product_size_w': 49.999,\n",
       "  'product_size_h': 29.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-W1P10078',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9982,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9982,\n",
       "  'product_size_h': 50.0018,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:31.983615-wavyfin',\n",
       "  'product_size_l': 100.0,\n",
       "  'product_size_w': 49.9972,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-W6P10074',\n",
       "  'product_size_l': 259.996,\n",
       "  'product_size_w': 180.004,\n",
       "  'product_size_h': 59.9993,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-W5P10075',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-flange2',\n",
       "  'product_size_l': 30.0046,\n",
       "  'product_size_w': 79.9991,\n",
       "  'product_size_h': 39.9995,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-W4P10076',\n",
       "  'product_size_l': 230.003,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-flange1',\n",
       "  'product_size_l': 30.0032,\n",
       "  'product_size_w': 80.0015,\n",
       "  'product_size_h': 40.0014,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-W3P10077',\n",
       "  'product_size_l': 199.991,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-pipe2',\n",
       "  'product_size_l': 29.9987,\n",
       "  'product_size_w': 49.9943,\n",
       "  'product_size_h': 30.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-W2P10078',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-pipe1',\n",
       "  'product_size_l': 29.9955,\n",
       "  'product_size_w': 50.0035,\n",
       "  'product_size_h': 29.9999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-W1P10079',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.004,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-body',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 100.004,\n",
       "  'product_size_h': 49.9984,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:32.477546-wavyfin',\n",
       "  'product_size_l': 99.9992,\n",
       "  'product_size_w': 50.0018,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-W6P10075',\n",
       "  'product_size_l': 260.004,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 59.9969,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-W5P10076',\n",
       "  'product_size_l': 260.008,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-flange2',\n",
       "  'product_size_l': 30.0056,\n",
       "  'product_size_w': 79.9985,\n",
       "  'product_size_h': 40.0009,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-W4P10077',\n",
       "  'product_size_l': 229.992,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-flange1',\n",
       "  'product_size_l': 30.0002,\n",
       "  'product_size_w': 79.9992,\n",
       "  'product_size_h': 40.0032,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-W3P10078',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-pipe2',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 50.001,\n",
       "  'product_size_h': 30.0026,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-W2P10079',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 140.001,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-pipe1',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 49.999,\n",
       "  'product_size_h': 29.9996,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-W1P10080',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.041786-wavyfin',\n",
       "  'product_size_l': 99.9995,\n",
       "  'product_size_w': 49.9959,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-W6P10076',\n",
       "  'product_size_l': 260.008,\n",
       "  'product_size_w': 180.005,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-W5P10077',\n",
       "  'product_size_l': 259.99,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-flange2',\n",
       "  'product_size_l': 29.9979,\n",
       "  'product_size_w': 80.0021,\n",
       "  'product_size_h': 39.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-W4P10078',\n",
       "  'product_size_l': 230.0,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-flange1',\n",
       "  'product_size_l': 30.0017,\n",
       "  'product_size_w': 80.0002,\n",
       "  'product_size_h': 40.0007,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-W3P10079',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-pipe2',\n",
       "  'product_size_l': 29.9996,\n",
       "  'product_size_w': 50.0028,\n",
       "  'product_size_h': 29.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-W2P10080',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 140.002,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-pipe1',\n",
       "  'product_size_l': 29.9954,\n",
       "  'product_size_w': 50.0036,\n",
       "  'product_size_h': 30.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-W1P10081',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 60.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.0,\n",
       "  'product_size_h': 50.0003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:33.523498-wavyfin',\n",
       "  'product_size_l': 99.9981,\n",
       "  'product_size_w': 50.0005,\n",
       "  'product_size_h': 60.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-W6P10077',\n",
       "  'product_size_l': 259.99,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0011,\n",
       "  'product_test': 'NOK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-W5P10078',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-flange2',\n",
       "  'product_size_l': 29.9956,\n",
       "  'product_size_w': 79.9961,\n",
       "  'product_size_h': 39.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-W4P10079',\n",
       "  'product_size_l': 230.004,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-flange1',\n",
       "  'product_size_l': 30.0037,\n",
       "  'product_size_w': 80.0031,\n",
       "  'product_size_h': 39.9923,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-W3P10080',\n",
       "  'product_size_l': 200.005,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-pipe2',\n",
       "  'product_size_l': 29.9952,\n",
       "  'product_size_w': 50.0001,\n",
       "  'product_size_h': 29.9994,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-W2P10081',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 140.003,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-pipe1',\n",
       "  'product_size_l': 30.0018,\n",
       "  'product_size_w': 49.9993,\n",
       "  'product_size_h': 29.9998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-W1P10082',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.998,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.127883-wavyfin',\n",
       "  'product_size_l': 99.998,\n",
       "  'product_size_w': 50.0015,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-W6P10078',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 179.998,\n",
       "  'product_size_h': 60.0027,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-W5P10079',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-flange2',\n",
       "  'product_size_l': 29.9991,\n",
       "  'product_size_w': 79.9993,\n",
       "  'product_size_h': 40.0002,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-W4P10080',\n",
       "  'product_size_l': 230.007,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-flange1',\n",
       "  'product_size_l': 30.0023,\n",
       "  'product_size_w': 80.0003,\n",
       "  'product_size_h': 39.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-W3P10081',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-pipe2',\n",
       "  'product_size_l': 30.0041,\n",
       "  'product_size_w': 50.0,\n",
       "  'product_size_h': 29.9963,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-W2P10082',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 139.999,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-pipe1',\n",
       "  'product_size_l': 29.9997,\n",
       "  'product_size_w': 49.998,\n",
       "  'product_size_h': 30.0049,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-W1P10083',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9976,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-body',\n",
       "  'product_size_l': 199.999,\n",
       "  'product_size_w': 99.9976,\n",
       "  'product_size_h': 49.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:34.660458-wavyfin',\n",
       "  'product_size_l': 99.9973,\n",
       "  'product_size_w': 49.9984,\n",
       "  'product_size_h': 60.0004,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-W6P10079',\n",
       "  'product_size_l': 260.003,\n",
       "  'product_size_w': 180.003,\n",
       "  'product_size_h': 59.999,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-W5P10080',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-flange2',\n",
       "  'product_size_l': 29.9992,\n",
       "  'product_size_w': 79.9994,\n",
       "  'product_size_h': 39.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-W4P10081',\n",
       "  'product_size_l': 229.998,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-flange1',\n",
       "  'product_size_l': 29.9993,\n",
       "  'product_size_w': 80.0011,\n",
       "  'product_size_h': 40.0019,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-W3P10082',\n",
       "  'product_size_l': 199.998,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-pipe2',\n",
       "  'product_size_l': 30.0019,\n",
       "  'product_size_w': 50.0026,\n",
       "  'product_size_h': 29.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-W2P10083',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 140.0,\n",
       "  'product_size_h': 60.0005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-pipe1',\n",
       "  'product_size_l': 29.998,\n",
       "  'product_size_w': 50.0001,\n",
       "  'product_size_h': 30.005,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-W1P10084',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 59.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-body',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 50.0021,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.181326-wavyfin',\n",
       "  'product_size_l': 100.001,\n",
       "  'product_size_w': 50.0028,\n",
       "  'product_size_h': 59.9992,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-W6P10080',\n",
       "  'product_size_l': 260.006,\n",
       "  'product_size_w': 180.001,\n",
       "  'product_size_h': 59.9977,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-W5P10081',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-flange2',\n",
       "  'product_size_l': 29.999,\n",
       "  'product_size_w': 79.9977,\n",
       "  'product_size_h': 39.9987,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-W4P10082',\n",
       "  'product_size_l': 229.996,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-flange1',\n",
       "  'product_size_l': 29.9972,\n",
       "  'product_size_w': 79.9993,\n",
       "  'product_size_h': 39.9985,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-W3P10083',\n",
       "  'product_size_l': 200.0,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-pipe2',\n",
       "  'product_size_l': 29.9971,\n",
       "  'product_size_w': 49.9954,\n",
       "  'product_size_h': 30.003,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-W2P10084',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 140.009,\n",
       "  'product_size_h': 60.0001,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-pipe1',\n",
       "  'product_size_l': 29.9974,\n",
       "  'product_size_w': 50.0081,\n",
       "  'product_size_h': 29.9989,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-W1P10085',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 60.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-body',\n",
       "  'product_size_l': 200.002,\n",
       "  'product_size_w': 100.001,\n",
       "  'product_size_h': 49.9976,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:35.782459-wavyfin',\n",
       "  'product_size_l': 99.9946,\n",
       "  'product_size_w': 50.0019,\n",
       "  'product_size_h': 60.0008,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:36.274148-W6P10081',\n",
       "  'product_size_l': 259.997,\n",
       "  'product_size_w': 180.002,\n",
       "  'product_size_h': 59.9988,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:36.274148-W5P10082',\n",
       "  'product_size_l': 259.995,\n",
       "  'product_size_w': 180.006,\n",
       "  'product_size_h': 60.0016,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:36.274148-flange2',\n",
       "  'product_size_l': 29.9994,\n",
       "  'product_size_w': 79.9942,\n",
       "  'product_size_h': 40.0035,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:36.274148-W4P10083',\n",
       "  'product_size_l': 230.001,\n",
       "  'product_size_w': 179.995,\n",
       "  'product_size_h': 59.9964,\n",
       "  'product_test': 'OK'},\n",
       " {'product_key': '2020-11-26 11:16:36.274148-flange1',\n",
       "  'product_size_l': 30.001,\n",
       "  'product_size_w': 80.0005,\n",
       "  'product_size_h': 39.9986,\n",
       "  'product_test': 'OK'},\n",
       " ...]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quality_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 설비 데이터 가져오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "machine_data = get_machine_data_list_for_predict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'product_key': '2020-11-26 11:15:48.336481-W1P10001',\n",
       "  'machine_data': 91.3879,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.7307,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 15, 48)},\n",
       " {'product_key': '2020-11-26 11:15:48.456994-W2P10001',\n",
       "  'machine_data': 91.1521,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.52234,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 15, 48)},\n",
       " {'product_key': '2020-11-26 11:15:48.456994-W1P10002',\n",
       "  'machine_data': 96.032,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.91897,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 15, 48)},\n",
       " {'product_key': '2020-11-26 11:15:48.667432-W3P10001',\n",
       "  'machine_data': 97.5243,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.79128,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 15, 49)},\n",
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       "  'machine_data': 93.4237,\n",
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       "  'machine_data': 94.5675,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.96881,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 25)},\n",
       " {'product_key': '2020-11-26 11:17:25.124531-W1P10161',\n",
       "  'machine_data': 92.4694,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.98761,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 25)},\n",
       " {'product_key': '2020-11-26 11:17:25.780919-W6P10157',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.82646,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:25.780919-W5P10158',\n",
       "  'machine_data': 510.092,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.50228,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:25.780919-W4P10159',\n",
       "  'machine_data': 509.61,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.81522,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:25.780919-W3P10160',\n",
       "  'machine_data': 90.3312,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.2241,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:25.780919-W2P10161',\n",
       "  'machine_data': 94.0232,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.99956,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:25.780919-W1P10162',\n",
       "  'machine_data': 96.7981,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.97284,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:26.394139-W6P10158',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.88324,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:26.394139-W5P10159',\n",
       "  'machine_data': 503.835,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.98654,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:26.394139-W4P10160',\n",
       "  'machine_data': 497.147,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.32571,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:26.394139-W3P10161',\n",
       "  'machine_data': 98.4408,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.50851,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:26.394139-W2P10162',\n",
       "  'machine_data': 99.3776,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.38657,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:26.394139-W1P10163',\n",
       "  'machine_data': 90.665,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.33874,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 26)},\n",
       " {'product_key': '2020-11-26 11:17:27.299718-W6P10159',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.99646,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 27)},\n",
       " {'product_key': '2020-11-26 11:17:27.299718-W5P10160',\n",
       "  'machine_data': 490.196,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.98633,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 27)},\n",
       " {'product_key': '2020-11-26 11:17:27.299718-W4P10161',\n",
       "  'machine_data': 501.53,\n",
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       "  'process_time': 9.55953,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 27)},\n",
       " {'product_key': '2020-11-26 11:17:27.299718-W3P10162',\n",
       "  'machine_data': 98.7101,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.83582,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 27)},\n",
       " {'product_key': '2020-11-26 11:17:27.299718-W2P10163',\n",
       "  'machine_data': 90.3707,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.59943,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 27)},\n",
       " {'product_key': '2020-11-26 11:17:27.299718-W1P10164',\n",
       "  'machine_data': 93.7007,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.96729,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 27)},\n",
       " {'product_key': '2020-11-26 11:17:28.345921-W6P10160',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.55743,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 28)},\n",
       " {'product_key': '2020-11-26 11:17:28.345921-W5P10161',\n",
       "  'machine_data': 509.77,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.5644,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 28)},\n",
       " {'product_key': '2020-11-26 11:17:28.345921-W4P10162',\n",
       "  'machine_data': 491.811,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.44142,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 28)},\n",
       " {'product_key': '2020-11-26 11:17:28.345921-W3P10163',\n",
       "  'machine_data': 93.2882,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.66049,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 28)},\n",
       " {'product_key': '2020-11-26 11:17:28.345921-W2P10164',\n",
       "  'machine_data': 91.1011,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.93784,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 28)},\n",
       " {'product_key': '2020-11-26 11:17:28.345921-W1P10165',\n",
       "  'machine_data': 95.8141,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.9009,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 28)},\n",
       " {'product_key': '2020-11-26 11:17:29.131214-W6P10161',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.7604,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 29)},\n",
       " {'product_key': '2020-11-26 11:17:29.131214-W5P10162',\n",
       "  'machine_data': 496.127,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.56325,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 29)},\n",
       " {'product_key': '2020-11-26 11:17:29.131214-W4P10163',\n",
       "  'machine_data': 498.231,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.40971,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 29)},\n",
       " {'product_key': '2020-11-26 11:17:29.131214-W3P10164',\n",
       "  'machine_data': 91.6676,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.3216,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 29)},\n",
       " {'product_key': '2020-11-26 11:17:29.131214-W2P10165',\n",
       "  'machine_data': 91.7886,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.49832,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 29)},\n",
       " {'product_key': '2020-11-26 11:17:29.131214-W1P10166',\n",
       "  'machine_data': 89.2857,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.44459,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 29)},\n",
       " {'product_key': '2020-11-26 11:17:29.926691-W6P10162',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.42828,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 30)},\n",
       " {'product_key': '2020-11-26 11:17:29.926691-W5P10163',\n",
       "  'machine_data': 496.115,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.58927,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 30)},\n",
       " {'product_key': '2020-11-26 11:17:29.926691-W4P10164',\n",
       "  'machine_data': 494.844,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.76436,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 30)},\n",
       " {'product_key': '2020-11-26 11:17:29.926691-W3P10165',\n",
       "  'machine_data': 98.4854,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.66415,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 30)},\n",
       " {'product_key': '2020-11-26 11:17:29.926691-W2P10166',\n",
       "  'machine_data': 94.9674,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.39621,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 30)},\n",
       " {'product_key': '2020-11-26 11:17:29.926691-W1P10167',\n",
       "  'machine_data': 98.6816,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.9862,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 30)},\n",
       " {'product_key': '2020-11-26 11:17:30.554016-W6P10163',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.35684,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:30.554016-W5P10164',\n",
       "  'machine_data': 501.262,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.4121,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:30.554016-W4P10165',\n",
       "  'machine_data': 498.39,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.33519,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:30.554016-W3P10166',\n",
       "  'machine_data': 92.2819,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.4427,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:30.554016-W2P10167',\n",
       "  'machine_data': 91.0626,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.73822,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:30.554016-W1P10168',\n",
       "  'machine_data': 90.6352,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.83737,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:31.223226-W6P10164',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.60989,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:31.223226-W5P10165',\n",
       "  'machine_data': 500.942,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.67398,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:31.223226-W4P10166',\n",
       "  'machine_data': 502.125,\n",
       "  'machine_data_code': 'T01',\n",
       "  'process_time': 9.88822,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:31.223226-W3P10167',\n",
       "  'machine_data': 92.787,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.63624,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:31.223226-W2P10168',\n",
       "  'machine_data': 96.8137,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.5922,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:31.223226-W1P10169',\n",
       "  'machine_data': 90.5204,\n",
       "  'machine_data_code': 'E01',\n",
       "  'process_time': 9.34238,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 31)},\n",
       " {'product_key': '2020-11-26 11:17:32.189297-W6P10165',\n",
       "  'machine_data': 131.1,\n",
       "  'machine_data_code': 'TEST',\n",
       "  'process_time': 9.91248,\n",
       "  'end_time': datetime.datetime(2020, 11, 26, 11, 17, 32)},\n",
       " ...]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "machine_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "machine_df = pd.DataFrame(machine_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>2020-11-26 11:15:48</td>\n",
       "      <td>91.3879</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.73070</td>\n",
       "      <td>2020-11-26 11:15:48.336481-W1P10001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-11-26 11:15:48</td>\n",
       "      <td>91.1521</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.52234</td>\n",
       "      <td>2020-11-26 11:15:48.456994-W2P10001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-11-26 11:15:48</td>\n",
       "      <td>96.0320</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.91897</td>\n",
       "      <td>2020-11-26 11:15:48.456994-W1P10002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-11-26 11:15:49</td>\n",
       "      <td>97.5243</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.79128</td>\n",
       "      <td>2020-11-26 11:15:48.667432-W3P10001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-11-26 11:15:49</td>\n",
       "      <td>93.4237</td>\n",
       "      <td>E01</td>\n",
       "      <td>9.56667</td>\n",
       "      <td>2020-11-26 11:15:48.667432-W2P10002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             end_time  machine_data machine_data_code  process_time  \\\n",
       "0 2020-11-26 11:15:48       91.3879               E01       9.73070   \n",
       "1 2020-11-26 11:15:48       91.1521               E01       9.52234   \n",
       "2 2020-11-26 11:15:48       96.0320               E01       9.91897   \n",
       "3 2020-11-26 11:15:49       97.5243               E01       9.79128   \n",
       "4 2020-11-26 11:15:49       93.4237               E01       9.56667   \n",
       "\n",
       "                           product_key  \n",
       "0  2020-11-26 11:15:48.336481-W1P10001  \n",
       "1  2020-11-26 11:15:48.456994-W2P10001  \n",
       "2  2020-11-26 11:15:48.456994-W1P10002  \n",
       "3  2020-11-26 11:15:48.667432-W3P10001  \n",
       "4  2020-11-26 11:15:48.667432-W2P10002  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "machine_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(66805, 5)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "machine_df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 데이터프레임 만들기\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "arrays must all be same length",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-14-1bb3baacc934>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m    262\u001b[0m                    \u001b[1;34m'op60_l'\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mop60_l_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'op60_w'\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mop60_w_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'op60_h'\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mop60_h_list\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    263\u001b[0m                    \u001b[1;34m'op60_process_time'\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mop60_process_time_list\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 264\u001b[1;33m                    'op60_test' : op60_test_list, 'op60_timestamp' : op60_timestamp})\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, data, index, columns, dtype, copy)\u001b[0m\n\u001b[0;32m    390\u001b[0m                                  dtype=dtype, copy=copy)\n\u001b[0;32m    391\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdict\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 392\u001b[1;33m             \u001b[0mmgr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minit_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    393\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mMaskedArray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    394\u001b[0m             \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmrecords\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mmrecords\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals\\construction.py\u001b[0m in \u001b[0;36minit_dict\u001b[1;34m(data, index, columns, dtype)\u001b[0m\n\u001b[0;32m    210\u001b[0m         \u001b[0marrays\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    211\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 212\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0marrays_to_mgr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marrays\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata_names\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    213\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    214\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals\\construction.py\u001b[0m in \u001b[0;36marrays_to_mgr\u001b[1;34m(arrays, arr_names, index, columns, dtype)\u001b[0m\n\u001b[0;32m     49\u001b[0m     \u001b[1;31m# figure out the index, if necessary\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     50\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mindex\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 51\u001b[1;33m         \u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mextract_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marrays\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     52\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     53\u001b[0m         \u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mensure_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals\\construction.py\u001b[0m in \u001b[0;36mextract_index\u001b[1;34m(data)\u001b[0m\n\u001b[0;32m    315\u001b[0m             \u001b[0mlengths\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mraw_lengths\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    316\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlengths\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 317\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'arrays must all be same length'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    318\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    319\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mhave_dicts\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: arrays must all be same length"
     ]
    }
   ],
   "source": [
    "product_key_list = []\n",
    "body_l_list = []\n",
    "body_w_list = []\n",
    "body_h_list = []\n",
    "\n",
    "wavyfin_l_list = []\n",
    "wavyfin_w_list = []\n",
    "wavyfin_h_list = []\n",
    "\n",
    "op10_l_list = []\n",
    "op10_w_list = []\n",
    "op10_h_list = []\n",
    "\n",
    "pipe1_l_list = []\n",
    "pipe1_w_list = []\n",
    "pipe1_h_list = []\n",
    "\n",
    "op20_l_list = []\n",
    "op20_w_list = []\n",
    "op20_h_list = []\n",
    "\n",
    "pipe2_l_list = []\n",
    "pipe2_w_list = []\n",
    "pipe2_h_list = []\n",
    "\n",
    "op30_l_list = []\n",
    "op30_w_list = []\n",
    "op30_h_list = []\n",
    "\n",
    "flange1_l_list = []\n",
    "flange1_w_list = []\n",
    "flange1_h_list = []\n",
    "\n",
    "op40_l_list = []\n",
    "op40_w_list = []\n",
    "op40_h_list = []\n",
    "\n",
    "flange2_l_list = []\n",
    "flange2_w_list = []\n",
    "flange2_h_list = []\n",
    "\n",
    "op50_l_list = []\n",
    "op50_w_list = []\n",
    "op50_h_list = []\n",
    "\n",
    "op60_l_list = []\n",
    "op60_w_list = []\n",
    "op60_h_list = []\n",
    "\n",
    "op10_electricity_list = []\n",
    "op10_process_time_list = []\n",
    "\n",
    "op20_electricity_list = []\n",
    "op20_process_time_list = []\n",
    "\n",
    "op30_electricity_list = []\n",
    "op30_process_time_list = []\n",
    "\n",
    "op40_temperature_list = []\n",
    "op40_process_time_list = []\n",
    "\n",
    "op50_temperature_list = []\n",
    "op50_process_time_list = []\n",
    "\n",
    "op60_process_time_list = []\n",
    "\n",
    "op10_test_list = []\n",
    "op20_test_list = []\n",
    "op30_test_list = []\n",
    "op40_test_list = []\n",
    "op50_test_list = []\n",
    "op60_test_list = []\n",
    "\n",
    "op10_timestamp = []\n",
    "op20_timestamp = []\n",
    "op30_timestamp = []\n",
    "op40_timestamp = []\n",
    "op50_timestamp = []\n",
    "op60_timestamp = []\n",
    "\n",
    "\n",
    "for instance in quality_data:\n",
    "    \n",
    "    bar_count = 0\n",
    "    for index in range(len(key50)):\n",
    "\n",
    "        if key50[index] == '-':\n",
    "            bar_count = bar_count + 1\n",
    "\n",
    "            if bar_count == 3:\n",
    "                break\n",
    "\n",
    "    if (instance['product_key'][27:29] == 'W6'):\n",
    "        product_key_list.append(instance['product_key'])\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'body'):\n",
    "        body_l_list.append(instance['product_size_l'])\n",
    "        body_w_list.append(instance['product_size_w'])\n",
    "        body_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'wavyfin'):\n",
    "        wavyfin_l_list.append(instance['product_size_l'])\n",
    "        wavyfin_w_list.append(instance['product_size_w'])\n",
    "        wavyfin_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W1'):\n",
    "        op10_l_list.append(instance['product_size_l'])\n",
    "        op10_w_list.append(instance['product_size_w'])\n",
    "        op10_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W1'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op10_test_list.append(0)\n",
    "        else:\n",
    "            op10_test_list.append(1)\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'pipe1'):\n",
    "        pipe1_l_list.append(instance['product_size_l'])\n",
    "        pipe1_w_list.append(instance['product_size_w'])\n",
    "        pipe1_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W2'):\n",
    "        op20_l_list.append(instance['product_size_l'])\n",
    "        op20_w_list.append(instance['product_size_w'])\n",
    "        op20_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W2'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op20_test_list.append(0)\n",
    "        else:\n",
    "            op20_test_list.append(1)\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'pipe2'):\n",
    "        pipe2_l_list.append(instance['product_size_l'])\n",
    "        pipe2_w_list.append(instance['product_size_w'])\n",
    "        pipe2_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W3'):\n",
    "        op30_l_list.append(instance['product_size_l'])\n",
    "        op30_w_list.append(instance['product_size_w'])\n",
    "        op30_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W3'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op30_test_list.append(0)\n",
    "        else:\n",
    "            op30_test_list.append(1)\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'flange1'):\n",
    "        flange1_l_list.append(instance['product_size_l'])\n",
    "        flange1_w_list.append(instance['product_size_w'])\n",
    "        flange1_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W4'):\n",
    "        op40_l_list.append(instance['product_size_l'])\n",
    "        op40_w_list.append(instance['product_size_w'])\n",
    "        op40_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W4'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op40_test_list.append(0)\n",
    "        else:\n",
    "            op40_test_list.append(1)\n",
    "        \n",
    "    if (instance['product_key'][27:] == 'flange2'):\n",
    "        flange2_l_list.append(instance['product_size_l'])\n",
    "        flange2_w_list.append(instance['product_size_w'])\n",
    "        flange2_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W5'):\n",
    "        op50_l_list.append(instance['product_size_l'])\n",
    "        op50_w_list.append(instance['product_size_w'])\n",
    "        op50_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W5'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op50_test_list.append(0)\n",
    "        else:\n",
    "            op50_test_list.append(1)\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W6'):\n",
    "        op60_l_list.append(instance['product_size_l'])\n",
    "        op60_w_list.append(instance['product_size_w'])\n",
    "        op60_h_list.append(instance['product_size_h'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W6'):\n",
    "        if instance['product_test'] == 'OK':\n",
    "            op60_test_list.append(0)\n",
    "        else:\n",
    "            op60_test_list.append(1)\n",
    "        \n",
    "for instance in machine_data:\n",
    "    \n",
    "    if (instance['product_key'][27:29] == 'W1'):\n",
    "        op10_electricity_list.append(instance['machine_data'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W1'):\n",
    "        op10_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W1'):\n",
    "        op10_timestamp.append(instance['end_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W2'):\n",
    "        op20_electricity_list.append(instance['machine_data'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W2'):\n",
    "        op20_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W2'):\n",
    "        op20_timestamp.append(instance['end_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W3'):\n",
    "        op30_electricity_list.append(instance['machine_data'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W3'):\n",
    "        op30_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W3'):\n",
    "        op30_timestamp.append(instance['end_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W4'):\n",
    "        op40_temperature_list.append(instance['machine_data'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W4'):\n",
    "        op40_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W4'):\n",
    "        op40_timestamp.append(instance['end_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W5'):\n",
    "        op50_temperature_list.append(instance['machine_data'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W5'):\n",
    "        op50_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W5'):\n",
    "        op50_timestamp.append(instance['end_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W6'):\n",
    "        op60_process_time_list.append(instance['process_time'])\n",
    "        \n",
    "    if (instance['product_key'][27:29] == 'W6'):\n",
    "        op60_timestamp.append(instance['end_time'])\n",
    "        \n",
    "df = pd.DataFrame({\"product_key\" : product_key_list, 'body_l' : body_l_list, 'body_w' : body_w_list, 'body_h' : body_h_list,\n",
    "                   'wavyfin_l' : wavyfin_l_list, 'wavyfin_w' : wavyfin_w_list, 'wavyfin_h' : wavyfin_h_list,\n",
    "                   'op10_l' : op10_l_list, 'op10_w' : op10_w_list, 'op10_h' : op10_h_list,\n",
    "                   'op10_electricity' : op10_electricity_list, 'op10_process_time' : op10_process_time_list,\n",
    "                   'op10_test' : op10_test_list, 'op10_timestamp' : op10_timestamp,\n",
    "                   \n",
    "                   'pipe1_l' : pipe1_l_list, 'pipe1_w' : pipe1_w_list, 'pipe1_h' : pipe1_h_list,\n",
    "                   'op20_l' : op20_l_list, 'op20_w' : op20_w_list, 'op20_h' : op20_h_list,\n",
    "                   'op20_electricity' : op20_electricity_list, 'op20_process_time' : op20_process_time_list,\n",
    "                   'op20_test' : op20_test_list, 'op20_timestamp' : op20_timestamp,\n",
    "                   \n",
    "                   'pipe2_l' : pipe2_l_list, 'pipe2_w' : pipe2_w_list, 'pipe2_h' : pipe2_h_list,\n",
    "                   'op30_l' : op30_l_list, 'op30_w' : op30_w_list, 'op30_h' : op30_h_list,\n",
    "                   'op30_electricity' : op30_electricity_list, 'op30_process_time' : op30_process_time_list,\n",
    "                   'op30_test' : op30_test_list, 'op30_timestamp' : op30_timestamp,\n",
    "                   \n",
    "                   'flange1_l' : flange1_l_list, 'flange1_w' : flange1_w_list, 'flange1_h' : flange1_h_list,\n",
    "                   'op40_l' : op40_l_list, 'op40_w' : op40_w_list, 'op40_h' : op40_h_list,\n",
    "                   'op40_temperature' : op40_temperature_list, 'op40_process_time' : op40_process_time_list,\n",
    "                   'op40_test' : op40_test_list, 'op40_timestamp' : op40_timestamp,\n",
    "                   \n",
    "                   'flange2_l' : flange2_l_list, 'flange2_w' : flange2_w_list, 'flange2_h' : flange2_h_list,\n",
    "                   'op50_l' : op50_l_list, 'op50_w' : op50_w_list, 'op50_h' : op50_h_list,\n",
    "                   'op50_temperature' : op50_temperature_list, 'op50_process_time' : op50_process_time_list,\n",
    "                   'op50_test' : op50_test_list, 'op50_timestamp' : op50_timestamp,\n",
    "                   \n",
    "                   'op60_l' : op60_l_list, 'op60_w' : op60_w_list, 'op60_h' : op60_h_list,\n",
    "                   'op60_process_time' : op60_process_time_list, \n",
    "                   'op60_test' : op60_test_list, 'op60_timestamp' : op60_timestamp})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 부품 데이터로 양품 불량 예측 하기 (XGboost)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>body_l</th>\n",
       "      <th>body_w</th>\n",
       "      <th>body_h</th>\n",
       "      <th>wavyfin_l</th>\n",
       "      <th>wavyfin_w</th>\n",
       "      <th>wavyfin_h</th>\n",
       "      <th>op10_l</th>\n",
       "      <th>op10_w</th>\n",
       "      <th>op10_h</th>\n",
       "      <th>op10_electricity</th>\n",
       "      <th>...</th>\n",
       "      <th>op20_test</th>\n",
       "      <th>pipe2_l</th>\n",
       "      <th>pipe2_w</th>\n",
       "      <th>pipe2_h</th>\n",
       "      <th>op30_l</th>\n",
       "      <th>op30_w</th>\n",
       "      <th>op30_h</th>\n",
       "      <th>op30_electricity</th>\n",
       "      <th>op30_process_time</th>\n",
       "      <th>op30_test</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>49.9983</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>49.9968</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>96.3835</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9949</td>\n",
       "      <td>50.0008</td>\n",
       "      <td>30.0014</td>\n",
       "      <td>200.001</td>\n",
       "      <td>179.998</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>92.0040</td>\n",
       "      <td>9.85806</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>50.0004</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>50.0027</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>96.1544</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9978</td>\n",
       "      <td>49.9976</td>\n",
       "      <td>30.0030</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.995</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>90.5035</td>\n",
       "      <td>9.77801</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>50.0002</td>\n",
       "      <td>100.0040</td>\n",
       "      <td>50.0012</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>89.4278</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9971</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>30.0020</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.994</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>95.8751</td>\n",
       "      <td>9.80490</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9965</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>50.0007</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9965</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>91.6879</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9989</td>\n",
       "      <td>50.0010</td>\n",
       "      <td>29.9991</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.997</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>93.8166</td>\n",
       "      <td>9.77961</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0050</td>\n",
       "      <td>50.0025</td>\n",
       "      <td>99.9983</td>\n",
       "      <td>50.0028</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0050</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>90.5444</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0022</td>\n",
       "      <td>49.9988</td>\n",
       "      <td>30.0051</td>\n",
       "      <td>199.999</td>\n",
       "      <td>180.008</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>98.1582</td>\n",
       "      <td>9.99238</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    body_l    body_w   body_h  wavyfin_l  wavyfin_w  wavyfin_h   op10_l  \\\n",
       "0  200.001   99.9996  49.9983    99.9994    49.9968    60.0001  200.001   \n",
       "1  199.999   99.9967  50.0004    99.9994    50.0027    60.0057  199.999   \n",
       "2  199.999   99.9991  50.0002   100.0040    50.0012    60.0035  199.999   \n",
       "3  199.999   99.9965  49.9978    99.9996    50.0007    60.0007  199.999   \n",
       "4  199.999  100.0050  50.0025    99.9983    50.0028    60.0012  199.999   \n",
       "\n",
       "     op10_w   op10_h  op10_electricity  ...  op20_test  pipe2_l  pipe2_w  \\\n",
       "0   99.9996  60.0001           96.3835  ...          0  29.9949  50.0008   \n",
       "1   99.9967  60.0057           96.1544  ...          0  29.9978  49.9976   \n",
       "2   99.9991  60.0035           89.4278  ...          0  29.9971  49.9978   \n",
       "3   99.9965  60.0007           91.6879  ...          0  29.9989  50.0010   \n",
       "4  100.0050  60.0012           90.5444  ...          0  30.0022  49.9988   \n",
       "\n",
       "   pipe2_h   op30_l   op30_w   op30_h  op30_electricity  op30_process_time  \\\n",
       "0  30.0014  200.001  179.998  60.0001           92.0040            9.85806   \n",
       "1  30.0030  199.999  179.995  60.0057           90.5035            9.77801   \n",
       "2  30.0020  199.999  179.994  60.0035           95.8751            9.80490   \n",
       "3  29.9991  199.999  179.997  60.0007           93.8166            9.77961   \n",
       "4  30.0051  199.999  180.008  60.0012           98.1582            9.99238   \n",
       "\n",
       "   op30_test  \n",
       "0          0  \n",
       "1          0  \n",
       "2          0  \n",
       "3          0  \n",
       "4          0  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = df.drop(['op60_timestamp', 'op60_process_time', \n",
    "             'op60_h', 'op60_w', 'op60_l', 'op60_test', \n",
    "             'op50_timestamp', 'op50_process_time', \n",
    "             'op50_h', 'op50_w', 'op50_l', 'op50_temperature', 'op50_test',\n",
    "             'op40_timestamp', 'op40_process_time', \n",
    "             'op40_h', 'op40_w', 'op40_l', 'op40_temperature', 'op40_test',\n",
    "             'flange1_l', 'flange1_w', 'flange1_h', 'flange2_l', 'flange2_w', 'flange2_h', \n",
    "             'op10_timestamp', 'op20_timestamp', 'op30_timestamp',\n",
    "             'product_key'], axis = 1)\n",
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = df['op60_test']\n",
    "y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10000 entries, 0 to 9999\n",
      "Data columns (total 30 columns):\n",
      "body_l               10000 non-null float64\n",
      "body_w               10000 non-null float64\n",
      "body_h               10000 non-null float64\n",
      "wavyfin_l            10000 non-null float64\n",
      "wavyfin_w            10000 non-null float64\n",
      "wavyfin_h            10000 non-null float64\n",
      "op10_l               10000 non-null float64\n",
      "op10_w               10000 non-null float64\n",
      "op10_h               10000 non-null float64\n",
      "op10_electricity     10000 non-null float64\n",
      "op10_process_time    10000 non-null float64\n",
      "op10_test            10000 non-null int64\n",
      "pipe1_l              10000 non-null float64\n",
      "pipe1_w              10000 non-null float64\n",
      "pipe1_h              10000 non-null float64\n",
      "op20_l               10000 non-null float64\n",
      "op20_w               10000 non-null float64\n",
      "op20_h               10000 non-null float64\n",
      "op20_electricity     10000 non-null float64\n",
      "op20_process_time    10000 non-null float64\n",
      "op20_test            10000 non-null int64\n",
      "pipe2_l              10000 non-null float64\n",
      "pipe2_w              10000 non-null float64\n",
      "pipe2_h              10000 non-null float64\n",
      "op30_l               10000 non-null float64\n",
      "op30_w               10000 non-null float64\n",
      "op30_h               10000 non-null float64\n",
      "op30_electricity     10000 non-null float64\n",
      "op30_process_time    10000 non-null float64\n",
      "op30_test            10000 non-null int64\n",
      "dtypes: float64(27), int64(3)\n",
      "memory usage: 2.3 MB\n"
     ]
    }
   ],
   "source": [
    "X.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "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": 83,
   "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": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9000, 30)\n",
      "(1000, 30)\n",
      "(9000,)\n",
      "(1000,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape)\n",
    "print(X_test.shape)\n",
    "print(y_train.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>body_l</th>\n",
       "      <th>body_w</th>\n",
       "      <th>body_h</th>\n",
       "      <th>wavyfin_l</th>\n",
       "      <th>wavyfin_w</th>\n",
       "      <th>wavyfin_h</th>\n",
       "      <th>op10_l</th>\n",
       "      <th>op10_w</th>\n",
       "      <th>op10_h</th>\n",
       "      <th>op10_electricity</th>\n",
       "      <th>...</th>\n",
       "      <th>op20_test</th>\n",
       "      <th>pipe2_l</th>\n",
       "      <th>pipe2_w</th>\n",
       "      <th>pipe2_h</th>\n",
       "      <th>op30_l</th>\n",
       "      <th>op30_w</th>\n",
       "      <th>op30_h</th>\n",
       "      <th>op30_electricity</th>\n",
       "      <th>op30_process_time</th>\n",
       "      <th>op30_test</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>49.9983</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>49.9968</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>200.001</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>96.3835</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9949</td>\n",
       "      <td>50.0008</td>\n",
       "      <td>30.0014</td>\n",
       "      <td>200.001</td>\n",
       "      <td>179.998</td>\n",
       "      <td>60.0001</td>\n",
       "      <td>92.0040</td>\n",
       "      <td>9.85806</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>50.0004</td>\n",
       "      <td>99.9994</td>\n",
       "      <td>50.0027</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9967</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>96.1544</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9978</td>\n",
       "      <td>49.9976</td>\n",
       "      <td>30.0030</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.995</td>\n",
       "      <td>60.0057</td>\n",
       "      <td>90.5035</td>\n",
       "      <td>9.77801</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>50.0002</td>\n",
       "      <td>100.0040</td>\n",
       "      <td>50.0012</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9991</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>89.4278</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9971</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>30.0020</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.994</td>\n",
       "      <td>60.0035</td>\n",
       "      <td>95.8751</td>\n",
       "      <td>9.80490</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9965</td>\n",
       "      <td>49.9978</td>\n",
       "      <td>99.9996</td>\n",
       "      <td>50.0007</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>199.999</td>\n",
       "      <td>99.9965</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>91.6879</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9989</td>\n",
       "      <td>50.0010</td>\n",
       "      <td>29.9991</td>\n",
       "      <td>199.999</td>\n",
       "      <td>179.997</td>\n",
       "      <td>60.0007</td>\n",
       "      <td>93.8166</td>\n",
       "      <td>9.77961</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0050</td>\n",
       "      <td>50.0025</td>\n",
       "      <td>99.9983</td>\n",
       "      <td>50.0028</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>199.999</td>\n",
       "      <td>100.0050</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>90.5444</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0022</td>\n",
       "      <td>49.9988</td>\n",
       "      <td>30.0051</td>\n",
       "      <td>199.999</td>\n",
       "      <td>180.008</td>\n",
       "      <td>60.0012</td>\n",
       "      <td>98.1582</td>\n",
       "      <td>9.99238</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    body_l    body_w   body_h  wavyfin_l  wavyfin_w  wavyfin_h   op10_l  \\\n",
       "0  200.001   99.9996  49.9983    99.9994    49.9968    60.0001  200.001   \n",
       "1  199.999   99.9967  50.0004    99.9994    50.0027    60.0057  199.999   \n",
       "2  199.999   99.9991  50.0002   100.0040    50.0012    60.0035  199.999   \n",
       "3  199.999   99.9965  49.9978    99.9996    50.0007    60.0007  199.999   \n",
       "4  199.999  100.0050  50.0025    99.9983    50.0028    60.0012  199.999   \n",
       "\n",
       "     op10_w   op10_h  op10_electricity  ...  op20_test  pipe2_l  pipe2_w  \\\n",
       "0   99.9996  60.0001           96.3835  ...          0  29.9949  50.0008   \n",
       "1   99.9967  60.0057           96.1544  ...          0  29.9978  49.9976   \n",
       "2   99.9991  60.0035           89.4278  ...          0  29.9971  49.9978   \n",
       "3   99.9965  60.0007           91.6879  ...          0  29.9989  50.0010   \n",
       "4  100.0050  60.0012           90.5444  ...          0  30.0022  49.9988   \n",
       "\n",
       "   pipe2_h   op30_l   op30_w   op30_h  op30_electricity  op30_process_time  \\\n",
       "0  30.0014  200.001  179.998  60.0001           92.0040            9.85806   \n",
       "1  30.0030  199.999  179.995  60.0057           90.5035            9.77801   \n",
       "2  30.0020  199.999  179.994  60.0035           95.8751            9.80490   \n",
       "3  29.9991  199.999  179.997  60.0007           93.8166            9.77961   \n",
       "4  30.0051  199.999  180.008  60.0012           98.1582            9.99238   \n",
       "\n",
       "   op30_test  \n",
       "0          0  \n",
       "1          0  \n",
       "2          0  \n",
       "3          0  \n",
       "4          0  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10000 entries, 0 to 9999\n",
      "Data columns (total 30 columns):\n",
      "body_l               10000 non-null float64\n",
      "body_w               10000 non-null float64\n",
      "body_h               10000 non-null float64\n",
      "wavyfin_l            10000 non-null float64\n",
      "wavyfin_w            10000 non-null float64\n",
      "wavyfin_h            10000 non-null float64\n",
      "op10_l               10000 non-null float64\n",
      "op10_w               10000 non-null float64\n",
      "op10_h               10000 non-null float64\n",
      "op10_electricity     10000 non-null float64\n",
      "op10_process_time    10000 non-null float64\n",
      "op10_test            10000 non-null int64\n",
      "pipe1_l              10000 non-null float64\n",
      "pipe1_w              10000 non-null float64\n",
      "pipe1_h              10000 non-null float64\n",
      "op20_l               10000 non-null float64\n",
      "op20_w               10000 non-null float64\n",
      "op20_h               10000 non-null float64\n",
      "op20_electricity     10000 non-null float64\n",
      "op20_process_time    10000 non-null float64\n",
      "op20_test            10000 non-null int64\n",
      "pipe2_l              10000 non-null float64\n",
      "pipe2_w              10000 non-null float64\n",
      "pipe2_h              10000 non-null float64\n",
      "op30_l               10000 non-null float64\n",
      "op30_w               10000 non-null float64\n",
      "op30_h               10000 non-null float64\n",
      "op30_electricity     10000 non-null float64\n",
      "op30_process_time    10000 non-null float64\n",
      "op30_test            10000 non-null int64\n",
      "dtypes: float64(27), int64(3)\n",
      "memory usage: 2.3 MB\n"
     ]
    }
   ],
   "source": [
    "X.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "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": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "랜덤 포레스트 정확도: 0.9840\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "rf_clf = RandomForestClassifier(random_state=0)\n",
    "rf_clf.fit(X_train, y_train)\n",
    "saved_model = pickle.dumps(rf_clf)\n",
    "preds = rf_clf.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, preds)\n",
    "print('랜덤 포레스트 정확도: {0:.4f}'.format(accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "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": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "오차 행렬\n",
      "[[792   0]\n",
      " [ 16 192]]\n",
      "정확도: 0.9840, 정밀도: 1.0000, 재현율: 0.9231\n"
     ]
    }
   ],
   "source": [
    "get_clf_eval(y_test, preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0\n",
      " 1 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0\n",
      " 0 0 0 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0\n",
      " 0 0 0 1 0 0 1 0 1 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0\n",
      " 0 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0\n",
      " 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 1 0\n",
      " 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 1 0 0\n",
      " 1 0 0 1 0 1 0 0 1 1 1 0 0 0 1 0 1 1 1 0 0 1 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0\n",
      " 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 1 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 1 0 1 1 1 0 0 1 0 1 0 0 0 0\n",
      " 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 0 1 0 0 0 0 1 0\n",
      " 0 0 0 0 0 1 0 0 0 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\n",
      " 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1\n",
      " 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 1 1 0 0 0 0 0\n",
      " 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0 1 0 0 0 0\n",
      " 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0\n",
      " 1 0 1 1 0 0 0 1 1 0 0 1 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 1 0 1 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 0 0 0 1 0 1 1\n",
      " 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 1\n",
      " 0 0 0 0 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 1 0 0 1 0 0 0\n",
      " 0 1 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0\n",
      " 0 0 0 0 0 1 1 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 1 1 0 0 1 0 0 0 0 1 0\n",
      " 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1\n",
      " 0 0 0 0 0 0 1 1 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 1 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 1 1 1 0 0 0 1 0 0\n",
      " 0]\n",
      "랜덤 포레스트 정확도: 0.9840\n"
     ]
    }
   ],
   "source": [
    "saved_model = pickle.dumps(rf_clf)\n",
    "\n",
    "clf_from_pickle = pickle.loads(saved_model)\n",
    "\n",
    "preds = clf_from_pickle.predict(X_test)\n",
    "print(preds)\n",
    "accuracy = accuracy_score(y_test, preds)\n",
    "print('랜덤 포레스트 정확도: {0:.4f}'.format(accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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