HTS_Model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import collections.abc\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "collections.Iterable = collections.abc.Iterable\n",
    "collections.Mapping = collections.abc.Mapping\n",
    "collections.MutableSet = collections.abc.MutableSet\n",
    "collections.MutableMapping = collections.abc.MutableMapping\n",
    "import hts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv(\n",
    "    open(\n",
    "        r'C:\\Users\\cmgas\\OneDrive\\git\\Best-Buy-Case\\train_data.csv', 'rb'),\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "References and documentation for hierarchical time series models:\n",
    "Theory: https://otexts.com/fpp2/hts.html\n",
    "SKU example: https://github.com/carlomazzaferro/scikit-hts-examples/blob/master/notebooks/M5.ipynb\n",
    "Australia state example: https://towardsdatascience.com/introduction-to-hierarchical-time-series-forecasting-part-ii-e73dfd3de86b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\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>Encoded_SKU_ID</th>\n",
       "      <th>SALES_DATE</th>\n",
       "      <th>SUBCLASS_NAME</th>\n",
       "      <th>CLASS_NAME</th>\n",
       "      <th>ML_NAME</th>\n",
       "      <th>CATEGORY_NAME</th>\n",
       "      <th>RETAIL_PRICE</th>\n",
       "      <th>PROMO_PRICE</th>\n",
       "      <th>COMPETITOR_PRICE</th>\n",
       "      <th>Inventory</th>\n",
       "      <th>DAILY_UNITS</th>\n",
       "      <th>GSPI</th>\n",
       "      <th>INDEX OF CONSUMER SENTIMENT</th>\n",
       "      <th>SALES_YEAR</th>\n",
       "      <th>SALES_MONTH</th>\n",
       "      <th>SALES_DAY</th>\n",
       "      <th>SALES_WEEKDAY</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>224</td>\n",
       "      <td>5/28/2017</td>\n",
       "      <td>DSLR CAMERAS</td>\n",
       "      <td>CAMERAS - ILC</td>\n",
       "      <td>ML - ILC Cameras/Lenses</td>\n",
       "      <td>VP - Digital Imaging</td>\n",
       "      <td>4599.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>0</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24</td>\n",
       "      <td>5/28/2017</td>\n",
       "      <td>DIGITAL CAMERAS</td>\n",
       "      <td>CAMERAS - P&amp;S</td>\n",
       "      <td>ML - P&amp;S and Action Cams and Drones</td>\n",
       "      <td>VP - Digital Imaging</td>\n",
       "      <td>388.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>0</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>463</td>\n",
       "      <td>5/28/2017</td>\n",
       "      <td>DIGITAL CAMERAS</td>\n",
       "      <td>CAMERAS - P&amp;S</td>\n",
       "      <td>ML - P&amp;S and Action Cams and Drones</td>\n",
       "      <td>VP - Digital Imaging</td>\n",
       "      <td>139.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>0</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9</td>\n",
       "      <td>5/28/2017</td>\n",
       "      <td>DIGITAL VIDEO</td>\n",
       "      <td>DIGITAL CAMCORDERS</td>\n",
       "      <td>ML - P&amp;S and Action Cams and Drones</td>\n",
       "      <td>VP - Digital Imaging</td>\n",
       "      <td>599.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>0</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>5/28/2017</td>\n",
       "      <td>CAMERA BATTERIES</td>\n",
       "      <td>DIGITAL CAMERA ACCY</td>\n",
       "      <td>ML - DI Accessories</td>\n",
       "      <td>VP - Digital Imaging</td>\n",
       "      <td>39.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Out-of-Stock</td>\n",
       "      <td>0</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Encoded_SKU_ID SALES_DATE         SUBCLASS_NAME           CLASS_NAME  \\\n",
       "0             224  5/28/2017          DSLR CAMERAS        CAMERAS - ILC   \n",
       "1              24  5/28/2017  DIGITAL CAMERAS             CAMERAS - P&S   \n",
       "2             463  5/28/2017  DIGITAL CAMERAS             CAMERAS - P&S   \n",
       "3               9  5/28/2017  DIGITAL VIDEO          DIGITAL CAMCORDERS   \n",
       "4               2  5/28/2017      CAMERA BATTERIES  DIGITAL CAMERA ACCY   \n",
       "\n",
       "                               ML_NAME         CATEGORY_NAME  RETAIL_PRICE  \\\n",
       "0              ML - ILC Cameras/Lenses  VP - Digital Imaging       4599.99   \n",
       "1  ML - P&S and Action Cams and Drones  VP - Digital Imaging        388.99   \n",
       "2  ML - P&S and Action Cams and Drones  VP - Digital Imaging        139.99   \n",
       "3  ML - P&S and Action Cams and Drones  VP - Digital Imaging        599.99   \n",
       "4                  ML - DI Accessories  VP - Digital Imaging         39.99   \n",
       "\n",
       "   PROMO_PRICE  COMPETITOR_PRICE      Inventory  DAILY_UNITS      GSPI  \\\n",
       "0          NaN               NaN  Fully-Stocked            0  0.095363   \n",
       "1          NaN               NaN  Fully-Stocked            0  0.095363   \n",
       "2          NaN               NaN  Fully-Stocked            0  0.095363   \n",
       "3          NaN               NaN  Fully-Stocked            0  0.095363   \n",
       "4          NaN               NaN   Out-of-Stock            0  0.095363   \n",
       "\n",
       "   INDEX OF CONSUMER SENTIMENT  SALES_YEAR  SALES_MONTH  SALES_DAY  \\\n",
       "0                         97.1        2017            5         28   \n",
       "1                         97.1        2017            5         28   \n",
       "2                         97.1        2017            5         28   \n",
       "3                         97.1        2017            5         28   \n",
       "4                         97.1        2017            5         28   \n",
       "\n",
       "   SALES_WEEKDAY  \n",
       "0              6  \n",
       "1              6  \n",
       "2              6  \n",
       "3              6  \n",
       "4              6  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "train =  train.astype({'Encoded_SKU_ID':'str'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "train.columns = [col_name.lower() for col_name in train.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "train[\"subclass_name\"] = train[\"subclass_name\"].apply(lambda x: x.lower().replace(\" \", \"\"))\n",
    "train[\"class_name\"] = train[\"class_name\"].apply(lambda x: x.lower().replace(\" \", \"\"))\n",
    "train[\"ml_name\"] = train[\"ml_name\"].apply(lambda x: x.lower().replace(\" \", \"\"))\n",
    "train[\"category_name\"] = train[\"category_name\"].apply(lambda x: x.lower().replace(\" \", \"\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create the bottom level (level 6) id:\n",
    "train[\"cat_ml_class_sub_sku\"] = train.apply(lambda x: f\"{x['category_name']}_{x['ml_name']}_{x['class_name']}_{x['subclass_name']}_{x['encoded_sku_id']}\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create the level 5 id:\n",
    "train[\"cat_ml_class_sub\"] = train.apply(lambda x: f\"{x['category_name']}_{x['ml_name']}_{x['class_name']}_{x['subclass_name']}\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create the level 4 id:\n",
    "train[\"cat_ml_class\"] = train.apply(lambda x: f\"{x['category_name']}_{x['ml_name']}_{x['class_name']}\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create the level 3 id:\n",
    "train[\"cat_ml\"] = train.apply(lambda x: f\"{x['category_name']}_{x['ml_name']}\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "train['sales_date'] =  pd.to_datetime(train['sales_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>encoded_sku_id</th>\n",
       "      <th>sales_date</th>\n",
       "      <th>subclass_name</th>\n",
       "      <th>class_name</th>\n",
       "      <th>ml_name</th>\n",
       "      <th>category_name</th>\n",
       "      <th>retail_price</th>\n",
       "      <th>promo_price</th>\n",
       "      <th>competitor_price</th>\n",
       "      <th>inventory</th>\n",
       "      <th>...</th>\n",
       "      <th>gspi</th>\n",
       "      <th>index of consumer sentiment</th>\n",
       "      <th>sales_year</th>\n",
       "      <th>sales_month</th>\n",
       "      <th>sales_day</th>\n",
       "      <th>sales_weekday</th>\n",
       "      <th>cat_ml_class_sub_sku</th>\n",
       "      <th>cat_ml_class_sub</th>\n",
       "      <th>cat_ml_class</th>\n",
       "      <th>cat_ml</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>224</td>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>dslrcameras</td>\n",
       "      <td>cameras-ilc</td>\n",
       "      <td>ml-ilccameras/lenses</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>4599.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>vp-digitalimaging_ml-ilccameras/lenses_cameras...</td>\n",
       "      <td>vp-digitalimaging_ml-ilccameras/lenses_cameras...</td>\n",
       "      <td>vp-digitalimaging_ml-ilccameras/lenses_cameras...</td>\n",
       "      <td>vp-digitalimaging_ml-ilccameras/lenses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24</td>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>digitalcameras</td>\n",
       "      <td>cameras-p&amp;s</td>\n",
       "      <td>ml-p&amp;sandactioncamsanddrones</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>388.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>463</td>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>digitalcameras</td>\n",
       "      <td>cameras-p&amp;s</td>\n",
       "      <td>ml-p&amp;sandactioncamsanddrones</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>139.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9</td>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>digitalvideo</td>\n",
       "      <td>digitalcamcorders</td>\n",
       "      <td>ml-p&amp;sandactioncamsanddrones</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>599.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>camerabatteries</td>\n",
       "      <td>digitalcameraaccy</td>\n",
       "      <td>ml-diaccessories</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>39.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Out-of-Stock</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories_digitalcame...</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories_digitalcame...</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories_digitalcame...</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  encoded_sku_id sales_date    subclass_name         class_name  \\\n",
       "0            224 2017-05-28      dslrcameras        cameras-ilc   \n",
       "1             24 2017-05-28   digitalcameras        cameras-p&s   \n",
       "2            463 2017-05-28   digitalcameras        cameras-p&s   \n",
       "3              9 2017-05-28     digitalvideo  digitalcamcorders   \n",
       "4              2 2017-05-28  camerabatteries  digitalcameraaccy   \n",
       "\n",
       "                        ml_name      category_name  retail_price  promo_price  \\\n",
       "0          ml-ilccameras/lenses  vp-digitalimaging       4599.99          NaN   \n",
       "1  ml-p&sandactioncamsanddrones  vp-digitalimaging        388.99          NaN   \n",
       "2  ml-p&sandactioncamsanddrones  vp-digitalimaging        139.99          NaN   \n",
       "3  ml-p&sandactioncamsanddrones  vp-digitalimaging        599.99          NaN   \n",
       "4              ml-diaccessories  vp-digitalimaging         39.99          NaN   \n",
       "\n",
       "   competitor_price      inventory  ...      gspi  \\\n",
       "0               NaN  Fully-Stocked  ...  0.095363   \n",
       "1               NaN  Fully-Stocked  ...  0.095363   \n",
       "2               NaN  Fully-Stocked  ...  0.095363   \n",
       "3               NaN  Fully-Stocked  ...  0.095363   \n",
       "4               NaN   Out-of-Stock  ...  0.095363   \n",
       "\n",
       "   index of consumer sentiment  sales_year  sales_month  sales_day  \\\n",
       "0                         97.1        2017            5         28   \n",
       "1                         97.1        2017            5         28   \n",
       "2                         97.1        2017            5         28   \n",
       "3                         97.1        2017            5         28   \n",
       "4                         97.1        2017            5         28   \n",
       "\n",
       "   sales_weekday                               cat_ml_class_sub_sku  \\\n",
       "0              6  vp-digitalimaging_ml-ilccameras/lenses_cameras...   \n",
       "1              6  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "2              6  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "3              6  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "4              6  vp-digitalimaging_ml-diaccessories_digitalcame...   \n",
       "\n",
       "                                    cat_ml_class_sub  \\\n",
       "0  vp-digitalimaging_ml-ilccameras/lenses_cameras...   \n",
       "1  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "2  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "3  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "4  vp-digitalimaging_ml-diaccessories_digitalcame...   \n",
       "\n",
       "                                        cat_ml_class  \\\n",
       "0  vp-digitalimaging_ml-ilccameras/lenses_cameras...   \n",
       "1  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "2  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "3  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "4  vp-digitalimaging_ml-diaccessories_digitalcame...   \n",
       "\n",
       "                                           cat_ml  \n",
       "0          vp-digitalimaging_ml-ilccameras/lenses  \n",
       "1  vp-digitalimaging_ml-p&sandactioncamsanddrones  \n",
       "2  vp-digitalimaging_ml-p&sandactioncamsanddrones  \n",
       "3  vp-digitalimaging_ml-p&sandactioncamsanddrones  \n",
       "4              vp-digitalimaging_ml-diaccessories  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>ml_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>category_name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>vp-digitalimaging</th>\n",
       "      <td>{ml-ilccameras/lenses, ml-p&amp;sandactioncamsandd...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vp-electrify&amp;car</th>\n",
       "      <td>{ml-electrify, ml-connectedcar}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vp-majorappliances</th>\n",
       "      <td>{ml-premium, ml-laundry, ml-kitchen}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                              ml_name\n",
       "category_name                                                        \n",
       "vp-digitalimaging   {ml-ilccameras/lenses, ml-p&sandactioncamsandd...\n",
       "vp-electrify&car                      {ml-electrify, ml-connectedcar}\n",
       "vp-majorappliances               {ml-premium, ml-laundry, ml-kitchen}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#inspect all the MLs per category:\n",
    "train.groupby(\"category_name\")[\"ml_name\"].apply(set).to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ml_name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ml-connectedcar</th>\n",
       "      <td>{satelliteradiohdwe, carelectronics, carstereo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ml-diaccessories</th>\n",
       "      <td>{digitalcameraaccy, flashmemory}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ml-electrify</th>\n",
       "      <td>{e-transportation}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ml-ilccameras/lenses</th>\n",
       "      <td>{cameras-ilc, lenses}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ml-kitchen</th>\n",
       "      <td>{builtincooking, dishwashers, kitchenventilati...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ml-laundry</th>\n",
       "      <td>{pedestals&amp;stacking, laundry}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ml-p&amp;sandactioncamsanddrones</th>\n",
       "      <td>{digitalcamcorders, drones, cameras-p&amp;s}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ml-premium</th>\n",
       "      <td>{premiummajorappl}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                     class_name\n",
       "ml_name                                                                        \n",
       "ml-connectedcar               {satelliteradiohdwe, carelectronics, carstereo...\n",
       "ml-diaccessories                               {digitalcameraaccy, flashmemory}\n",
       "ml-electrify                                                 {e-transportation}\n",
       "ml-ilccameras/lenses                                      {cameras-ilc, lenses}\n",
       "ml-kitchen                    {builtincooking, dishwashers, kitchenventilati...\n",
       "ml-laundry                                        {pedestals&stacking, laundry}\n",
       "ml-p&sandactioncamsanddrones           {digitalcamcorders, drones, cameras-p&s}\n",
       "ml-premium                                                   {premiummajorappl}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#inspect all the classes per ML:\n",
    "train.groupby(\"ml_name\")[\"class_name\"].apply(set).to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>subclass_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>class_name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>built-inrefrigeratr</th>\n",
       "      <td>{wineandbevcooler, sowinebevcoolreg}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>builtincooking</th>\n",
       "      <td>{sogascooktopreg, soelsingovenreg, somiccombwl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cameras-ilc</th>\n",
       "      <td>{dslrcameras, mirrorlesscameras}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cameras-p&amp;s</th>\n",
       "      <td>{sodigitalcameras, instantprinthw, digitalcame...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>carelectronics</th>\n",
       "      <td>{radardetector, collisionavoidance, somobileel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>carstereo</th>\n",
       "      <td>{powersports, eqanddsp, amps, soeqanddsp, sopo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>digitalcamcorders</th>\n",
       "      <td>{cameraproproducts, stabilizers, digitalvideo}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>digitalcameraaccy</th>\n",
       "      <td>{flashes, cclighting, digitalphotoframes, trip...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dishwashers</th>\n",
       "      <td>{sodishwasherreg, dishwasher, sodishwasherbbhd}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>drones</th>\n",
       "      <td>{drones}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e-transportation</th>\n",
       "      <td>{scooter}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flashmemory</th>\n",
       "      <td>{mobilephonemedia, compactflashmemory, secured...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freezers</th>\n",
       "      <td>{sofreezerbbhd}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gpsaccessories</th>\n",
       "      <td>{bags, coreaccessories}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gpsnavigation</th>\n",
       "      <td>{portnavdevice}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kitchenventilation</th>\n",
       "      <td>{sorangehoodsreg, rangehoods, soranghoodsbbhd}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>laundry</th>\n",
       "      <td>{soflgasdryerreg, frntloadelecdryer, lndrycomp...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lenses</th>\n",
       "      <td>{mirrorlesslenses, lensescore}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mobileaccessories</th>\n",
       "      <td>{dashkits, miscaccy, sopartsdashkit, socaracce...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otrmicrowave</th>\n",
       "      <td>{sootrmicrobbhd, sootrmicroreg, otrmic}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pedestals&amp;stacking</th>\n",
       "      <td>{stackingkit, pedestal}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>premiummajorappl</th>\n",
       "      <td>{sopacdishwashrreg, sopacacchmdelreg, sopaccmo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ranges</th>\n",
       "      <td>{sogasrangereg, soelecrangebbhd, gasrange, soe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>refrigeration</th>\n",
       "      <td>{sofrnchdrrefrreg, sidebyside, frenchdoorrefri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>satelliteradiohdwe</th>\n",
       "      <td>{satelliteradioacc, sosatelliteradio, tuners, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                         subclass_name\n",
       "class_name                                                            \n",
       "built-inrefrigeratr               {wineandbevcooler, sowinebevcoolreg}\n",
       "builtincooking       {sogascooktopreg, soelsingovenreg, somiccombwl...\n",
       "cameras-ilc                           {dslrcameras, mirrorlesscameras}\n",
       "cameras-p&s          {sodigitalcameras, instantprinthw, digitalcame...\n",
       "carelectronics       {radardetector, collisionavoidance, somobileel...\n",
       "carstereo            {powersports, eqanddsp, amps, soeqanddsp, sopo...\n",
       "digitalcamcorders       {cameraproproducts, stabilizers, digitalvideo}\n",
       "digitalcameraaccy    {flashes, cclighting, digitalphotoframes, trip...\n",
       "dishwashers            {sodishwasherreg, dishwasher, sodishwasherbbhd}\n",
       "drones                                                        {drones}\n",
       "e-transportation                                             {scooter}\n",
       "flashmemory          {mobilephonemedia, compactflashmemory, secured...\n",
       "freezers                                               {sofreezerbbhd}\n",
       "gpsaccessories                                 {bags, coreaccessories}\n",
       "gpsnavigation                                          {portnavdevice}\n",
       "kitchenventilation      {sorangehoodsreg, rangehoods, soranghoodsbbhd}\n",
       "laundry              {soflgasdryerreg, frntloadelecdryer, lndrycomp...\n",
       "lenses                                  {mirrorlesslenses, lensescore}\n",
       "mobileaccessories    {dashkits, miscaccy, sopartsdashkit, socaracce...\n",
       "otrmicrowave                   {sootrmicrobbhd, sootrmicroreg, otrmic}\n",
       "pedestals&stacking                             {stackingkit, pedestal}\n",
       "premiummajorappl     {sopacdishwashrreg, sopacacchmdelreg, sopaccmo...\n",
       "ranges               {sogasrangereg, soelecrangebbhd, gasrange, soe...\n",
       "refrigeration        {sofrnchdrrefrreg, sidebyside, frenchdoorrefri...\n",
       "satelliteradiohdwe   {satelliteradioacc, sosatelliteradio, tuners, ..."
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#inspect all the subclasses per class:\n",
    "train.groupby(\"class_name\")[\"subclass_name\"].apply(set).to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>encoded_sku_id</th>\n",
       "      <th>sales_date</th>\n",
       "      <th>subclass_name</th>\n",
       "      <th>class_name</th>\n",
       "      <th>ml_name</th>\n",
       "      <th>category_name</th>\n",
       "      <th>retail_price</th>\n",
       "      <th>promo_price</th>\n",
       "      <th>competitor_price</th>\n",
       "      <th>inventory</th>\n",
       "      <th>...</th>\n",
       "      <th>gspi</th>\n",
       "      <th>index of consumer sentiment</th>\n",
       "      <th>sales_year</th>\n",
       "      <th>sales_month</th>\n",
       "      <th>sales_day</th>\n",
       "      <th>sales_weekday</th>\n",
       "      <th>cat_ml_class_sub_sku</th>\n",
       "      <th>cat_ml_class_sub</th>\n",
       "      <th>cat_ml_class</th>\n",
       "      <th>cat_ml</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>224</td>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>dslrcameras</td>\n",
       "      <td>cameras-ilc</td>\n",
       "      <td>ml-ilccameras/lenses</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>4599.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>vp-digitalimaging_ml-ilccameras/lenses_cameras...</td>\n",
       "      <td>vp-digitalimaging_ml-ilccameras/lenses_cameras...</td>\n",
       "      <td>vp-digitalimaging_ml-ilccameras/lenses_cameras...</td>\n",
       "      <td>vp-digitalimaging_ml-ilccameras/lenses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24</td>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>digitalcameras</td>\n",
       "      <td>cameras-p&amp;s</td>\n",
       "      <td>ml-p&amp;sandactioncamsanddrones</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>388.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>463</td>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>digitalcameras</td>\n",
       "      <td>cameras-p&amp;s</td>\n",
       "      <td>ml-p&amp;sandactioncamsanddrones</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>139.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9</td>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>digitalvideo</td>\n",
       "      <td>digitalcamcorders</td>\n",
       "      <td>ml-p&amp;sandactioncamsanddrones</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>599.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones...</td>\n",
       "      <td>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>2017-05-28</td>\n",
       "      <td>camerabatteries</td>\n",
       "      <td>digitalcameraaccy</td>\n",
       "      <td>ml-diaccessories</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>39.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Out-of-Stock</td>\n",
       "      <td>...</td>\n",
       "      <td>0.095363</td>\n",
       "      <td>97.1</td>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories_digitalcame...</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories_digitalcame...</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories_digitalcame...</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  encoded_sku_id sales_date    subclass_name         class_name  \\\n",
       "0            224 2017-05-28      dslrcameras        cameras-ilc   \n",
       "1             24 2017-05-28   digitalcameras        cameras-p&s   \n",
       "2            463 2017-05-28   digitalcameras        cameras-p&s   \n",
       "3              9 2017-05-28     digitalvideo  digitalcamcorders   \n",
       "4              2 2017-05-28  camerabatteries  digitalcameraaccy   \n",
       "\n",
       "                        ml_name      category_name  retail_price  promo_price  \\\n",
       "0          ml-ilccameras/lenses  vp-digitalimaging       4599.99          NaN   \n",
       "1  ml-p&sandactioncamsanddrones  vp-digitalimaging        388.99          NaN   \n",
       "2  ml-p&sandactioncamsanddrones  vp-digitalimaging        139.99          NaN   \n",
       "3  ml-p&sandactioncamsanddrones  vp-digitalimaging        599.99          NaN   \n",
       "4              ml-diaccessories  vp-digitalimaging         39.99          NaN   \n",
       "\n",
       "   competitor_price      inventory  ...      gspi  \\\n",
       "0               NaN  Fully-Stocked  ...  0.095363   \n",
       "1               NaN  Fully-Stocked  ...  0.095363   \n",
       "2               NaN  Fully-Stocked  ...  0.095363   \n",
       "3               NaN  Fully-Stocked  ...  0.095363   \n",
       "4               NaN   Out-of-Stock  ...  0.095363   \n",
       "\n",
       "   index of consumer sentiment  sales_year  sales_month  sales_day  \\\n",
       "0                         97.1        2017            5         28   \n",
       "1                         97.1        2017            5         28   \n",
       "2                         97.1        2017            5         28   \n",
       "3                         97.1        2017            5         28   \n",
       "4                         97.1        2017            5         28   \n",
       "\n",
       "   sales_weekday                               cat_ml_class_sub_sku  \\\n",
       "0              6  vp-digitalimaging_ml-ilccameras/lenses_cameras...   \n",
       "1              6  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "2              6  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "3              6  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "4              6  vp-digitalimaging_ml-diaccessories_digitalcame...   \n",
       "\n",
       "                                    cat_ml_class_sub  \\\n",
       "0  vp-digitalimaging_ml-ilccameras/lenses_cameras...   \n",
       "1  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "2  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "3  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "4  vp-digitalimaging_ml-diaccessories_digitalcame...   \n",
       "\n",
       "                                        cat_ml_class  \\\n",
       "0  vp-digitalimaging_ml-ilccameras/lenses_cameras...   \n",
       "1  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "2  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "3  vp-digitalimaging_ml-p&sandactioncamsanddrones...   \n",
       "4  vp-digitalimaging_ml-diaccessories_digitalcame...   \n",
       "\n",
       "                                           cat_ml  \n",
       "0          vp-digitalimaging_ml-ilccameras/lenses  \n",
       "1  vp-digitalimaging_ml-p&sandactioncamsanddrones  \n",
       "2  vp-digitalimaging_ml-p&sandactioncamsanddrones  \n",
       "3  vp-digitalimaging_ml-p&sandactioncamsanddrones  \n",
       "4              vp-digitalimaging_ml-diaccessories  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create a DataFrame\n",
    "\n",
    "#bottom level df\n",
    "df_level_6 = np.round(pd.pivot_table(train, values='daily_units', index='sales_date', columns='cat_ml_class_sub_sku'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#level 5 df\n",
    "df_level_5 = train.groupby([\"subclass_name\", \"class_name\", \"ml_name\", \"category_name\", \"sales_date\", \"cat_ml_class_sub\"])['daily_units'].sum().reset_index(drop=False) \\\n",
    "    .pivot(index=\"sales_date\", columns=\"cat_ml_class_sub\", values=\"daily_units\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#level 4 df\n",
    "df_level_4 = train.groupby([\"class_name\", \"ml_name\", \"category_name\", \"sales_date\", \"cat_ml_class\"])['daily_units'].sum().reset_index(drop=False) \\\n",
    "    .pivot(index=\"sales_date\", columns=\"cat_ml_class\", values=\"daily_units\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#level 3 df\n",
    "df_level_3 = train.groupby([\"ml_name\", \"category_name\", \"sales_date\", \"cat_ml\"])['daily_units'].sum().reset_index(drop=False) \\\n",
    "    .pivot(index=\"sales_date\", columns=\"cat_ml\", values=\"daily_units\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#level 2 df\n",
    "df_level_2 = train.groupby([\"category_name\", \"sales_date\"])['daily_units'].sum().reset_index(drop=False) \\\n",
    "    .pivot(index=\"sales_date\", columns=\"category_name\", values=\"daily_units\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#level 1 df\n",
    "df_level_1 = train.groupby(\"sales_date\")['daily_units'].sum().to_frame().rename(columns={'daily_units': 'total'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#join the dataframes\n",
    "\n",
    "hierarchy_df = pd.DataFrame()\n",
    "hierarchy_df = df_level_6.join(df_level_5).join(df_level_4).join(df_level_3).join(df_level_2).join(df_level_1) \n",
    "hierarchy_df.index = pd.to_datetime(hierarchy_df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_163</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_229</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_252</th>\n",
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       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_542</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_557</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_8</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_107</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_197</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_2</th>\n",
       "      <th>...</th>\n",
       "      <th>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</th>\n",
       "      <th>vp-electrify&amp;car_ml-connectedcar</th>\n",
       "      <th>vp-electrify&amp;car_ml-electrify</th>\n",
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       "      <th>vp-majorappliances_ml-premium</th>\n",
       "      <th>vp-digitalimaging</th>\n",
       "      <th>vp-electrify&amp;car</th>\n",
       "      <th>vp-majorappliances</th>\n",
       "      <th>total</th>\n",
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       "    <tr>\n",
       "      <th>sales_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-05-28</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2017-05-29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
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       "      <th>2017-05-30</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>2017-05-31</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>2017-06-01</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-20</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>495.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1152.0</td>\n",
       "      <td>495.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-21</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>554.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1350.0</td>\n",
       "      <td>555.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>2262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-22</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1351.0</td>\n",
       "      <td>630.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>2355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-23</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>731.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1442.0</td>\n",
       "      <td>732.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>2673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-24</th>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1051.0</td>\n",
       "      <td>564.0</td>\n",
       "      <td>438.0</td>\n",
       "      <td>2053</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1884 rows × 728 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_163  \\\n",
       "sales_date                                                                           \n",
       "2017-05-28                                                NaN                        \n",
       "2017-05-29                                                NaN                        \n",
       "2017-05-30                                                NaN                        \n",
       "2017-05-31                                                NaN                        \n",
       "2017-06-01                                                NaN                        \n",
       "...                                                       ...                        \n",
       "2022-07-20                                                1.0                        \n",
       "2022-07-21                                                0.0                        \n",
       "2022-07-22                                                0.0                        \n",
       "2022-07-23                                                0.0                        \n",
       "2022-07-24                                                1.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_229  \\\n",
       "sales_date                                                                           \n",
       "2017-05-28                                                NaN                        \n",
       "2017-05-29                                                NaN                        \n",
       "2017-05-30                                                NaN                        \n",
       "2017-05-31                                                NaN                        \n",
       "2017-06-01                                                NaN                        \n",
       "...                                                       ...                        \n",
       "2022-07-20                                                1.0                        \n",
       "2022-07-21                                                1.0                        \n",
       "2022-07-22                                                2.0                        \n",
       "2022-07-23                                                2.0                        \n",
       "2022-07-24                                                4.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_252  \\\n",
       "sales_date                                                                           \n",
       "2017-05-28                                                NaN                        \n",
       "2017-05-29                                                NaN                        \n",
       "2017-05-30                                                NaN                        \n",
       "2017-05-31                                                NaN                        \n",
       "2017-06-01                                                NaN                        \n",
       "...                                                       ...                        \n",
       "2022-07-20                                               29.0                        \n",
       "2022-07-21                                               31.0                        \n",
       "2022-07-22                                               37.0                        \n",
       "2022-07-23                                               55.0                        \n",
       "2022-07-24                                               34.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_484  \\\n",
       "sales_date                                                                           \n",
       "2017-05-28                                                NaN                        \n",
       "2017-05-29                                                NaN                        \n",
       "2017-05-30                                                NaN                        \n",
       "2017-05-31                                                NaN                        \n",
       "2017-06-01                                                NaN                        \n",
       "...                                                       ...                        \n",
       "2022-07-20                                                1.0                        \n",
       "2022-07-21                                                0.0                        \n",
       "2022-07-22                                                3.0                        \n",
       "2022-07-23                                                5.0                        \n",
       "2022-07-24                                                2.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_542  \\\n",
       "sales_date                                                                           \n",
       "2017-05-28                                                NaN                        \n",
       "2017-05-29                                                NaN                        \n",
       "2017-05-30                                                NaN                        \n",
       "2017-05-31                                                NaN                        \n",
       "2017-06-01                                                NaN                        \n",
       "...                                                       ...                        \n",
       "2022-07-20                                                0.0                        \n",
       "2022-07-21                                                1.0                        \n",
       "2022-07-22                                                0.0                        \n",
       "2022-07-23                                                0.0                        \n",
       "2022-07-24                                                0.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_557  \\\n",
       "sales_date                                                                           \n",
       "2017-05-28                                                NaN                        \n",
       "2017-05-29                                                NaN                        \n",
       "2017-05-30                                                NaN                        \n",
       "2017-05-31                                                NaN                        \n",
       "2017-06-01                                                NaN                        \n",
       "...                                                       ...                        \n",
       "2022-07-20                                              149.0                        \n",
       "2022-07-21                                              136.0                        \n",
       "2022-07-22                                              148.0                        \n",
       "2022-07-23                                              124.0                        \n",
       "2022-07-24                                               99.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_8  \\\n",
       "sales_date                                                                         \n",
       "2017-05-28                                                NaN                      \n",
       "2017-05-29                                                NaN                      \n",
       "2017-05-30                                                NaN                      \n",
       "2017-05-31                                                NaN                      \n",
       "2017-06-01                                                NaN                      \n",
       "...                                                       ...                      \n",
       "2022-07-20                                                3.0                      \n",
       "2022-07-21                                                7.0                      \n",
       "2022-07-22                                               10.0                      \n",
       "2022-07-23                                               10.0                      \n",
       "2022-07-24                                                7.0                      \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_107  \\\n",
       "sales_date                                                                             \n",
       "2017-05-28                                                0.0                          \n",
       "2017-05-29                                                0.0                          \n",
       "2017-05-30                                                0.0                          \n",
       "2017-05-31                                                0.0                          \n",
       "2017-06-01                                                0.0                          \n",
       "...                                                       ...                          \n",
       "2022-07-20                                                1.0                          \n",
       "2022-07-21                                                4.0                          \n",
       "2022-07-22                                                4.0                          \n",
       "2022-07-23                                                3.0                          \n",
       "2022-07-24                                                1.0                          \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_197  \\\n",
       "sales_date                                                                             \n",
       "2017-05-28                                                0.0                          \n",
       "2017-05-29                                                0.0                          \n",
       "2017-05-30                                                0.0                          \n",
       "2017-05-31                                                0.0                          \n",
       "2017-06-01                                                0.0                          \n",
       "...                                                       ...                          \n",
       "2022-07-20                                                9.0                          \n",
       "2022-07-21                                                9.0                          \n",
       "2022-07-22                                                8.0                          \n",
       "2022-07-23                                               13.0                          \n",
       "2022-07-24                                                7.0                          \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_2  \\\n",
       "sales_date                                                                           \n",
       "2017-05-28                                                0.0                        \n",
       "2017-05-29                                                0.0                        \n",
       "2017-05-30                                                0.0                        \n",
       "2017-05-31                                                0.0                        \n",
       "2017-06-01                                                0.0                        \n",
       "...                                                       ...                        \n",
       "2022-07-20                                                5.0                        \n",
       "2022-07-21                                                4.0                        \n",
       "2022-07-22                                                2.0                        \n",
       "2022-07-23                                                2.0                        \n",
       "2022-07-24                                                1.0                        \n",
       "\n",
       "            ...  vp-digitalimaging_ml-p&sandactioncamsanddrones  \\\n",
       "sales_date  ...                                                   \n",
       "2017-05-28  ...                                             0.0   \n",
       "2017-05-29  ...                                             0.0   \n",
       "2017-05-30  ...                                             0.0   \n",
       "2017-05-31  ...                                             0.0   \n",
       "2017-06-01  ...                                             0.0   \n",
       "...         ...                                             ...   \n",
       "2022-07-20  ...                                            23.0   \n",
       "2022-07-21  ...                                            21.0   \n",
       "2022-07-22  ...                                            25.0   \n",
       "2022-07-23  ...                                            26.0   \n",
       "2022-07-24  ...                                            17.0   \n",
       "\n",
       "            vp-electrify&car_ml-connectedcar  vp-electrify&car_ml-electrify  \\\n",
       "sales_date                                                                    \n",
       "2017-05-28                               0.0                            NaN   \n",
       "2017-05-29                               0.0                            NaN   \n",
       "2017-05-30                               0.0                            NaN   \n",
       "2017-05-31                               0.0                            NaN   \n",
       "2017-06-01                               0.0                            NaN   \n",
       "...                                      ...                            ...   \n",
       "2022-07-20                             495.0                            0.0   \n",
       "2022-07-21                             554.0                            1.0   \n",
       "2022-07-22                             628.0                            2.0   \n",
       "2022-07-23                             731.0                            1.0   \n",
       "2022-07-24                             563.0                            1.0   \n",
       "\n",
       "            vp-majorappliances_ml-kitchen  vp-majorappliances_ml-laundry  \\\n",
       "sales_date                                                                 \n",
       "2017-05-28                            NaN                            NaN   \n",
       "2017-05-29                            NaN                            NaN   \n",
       "2017-05-30                            NaN                            NaN   \n",
       "2017-05-31                            NaN                            NaN   \n",
       "2017-06-01                            NaN                            NaN   \n",
       "...                                   ...                            ...   \n",
       "2022-07-20                          286.0                           67.0   \n",
       "2022-07-21                          291.0                           54.0   \n",
       "2022-07-22                          300.0                           69.0   \n",
       "2022-07-23                          354.0                          141.0   \n",
       "2022-07-24                          314.0                          117.0   \n",
       "\n",
       "            vp-majorappliances_ml-premium  vp-digitalimaging  \\\n",
       "sales_date                                                     \n",
       "2017-05-28                            NaN                0.0   \n",
       "2017-05-29                            NaN                0.0   \n",
       "2017-05-30                            NaN                0.0   \n",
       "2017-05-31                            NaN                0.0   \n",
       "2017-06-01                            NaN                0.0   \n",
       "...                                   ...                ...   \n",
       "2022-07-20                            7.0             1152.0   \n",
       "2022-07-21                           12.0             1350.0   \n",
       "2022-07-22                            5.0             1351.0   \n",
       "2022-07-23                            4.0             1442.0   \n",
       "2022-07-24                            7.0             1051.0   \n",
       "\n",
       "            vp-electrify&car  vp-majorappliances  total  \n",
       "sales_date                                               \n",
       "2017-05-28               0.0                 NaN      0  \n",
       "2017-05-29               0.0                 NaN      0  \n",
       "2017-05-30               0.0                 NaN      0  \n",
       "2017-05-31               0.0                 NaN      0  \n",
       "2017-06-01               0.0                 NaN      0  \n",
       "...                      ...                 ...    ...  \n",
       "2022-07-20             495.0               360.0   2007  \n",
       "2022-07-21             555.0               357.0   2262  \n",
       "2022-07-22             630.0               374.0   2355  \n",
       "2022-07-23             732.0               499.0   2673  \n",
       "2022-07-24             564.0               438.0   2053  \n",
       "\n",
       "[1884 rows x 728 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hierarchy_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "hierarchy_df.replace(np.nan, 0, inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of time series at level 6: 575\n",
      "Number of time series at level 5: 116\n",
      "Number of time series at level 4: 25\n",
      "Number of time series at level 3: 8\n",
      "Number of time series at level 2: 3\n",
      "Number of time series at level 1: 1\n"
     ]
    }
   ],
   "source": [
    "print(f\"Number of time series at level 6: {df_level_6.shape[1]}\")\n",
    "print(f\"Number of time series at level 5: {df_level_5.shape[1]}\")\n",
    "print(f\"Number of time series at level 4: {df_level_4.shape[1]}\")\n",
    "print(f\"Number of time series at level 3: {df_level_3.shape[1]}\")\n",
    "print(f\"Number of time series at level 2: {df_level_2.shape[1]}\")\n",
    "print(f\"Number of time series at level 1: {df_level_1.shape[1]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create the hierarchy \n",
    "\n",
    "category = train.category_name.unique()\n",
    "ml = train.cat_ml.unique()\n",
    "class_name = train.cat_ml_class.unique()\n",
    "subclass = train.cat_ml_class_sub.unique()\n",
    "skus = train.cat_ml_class_sub_sku.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['vp-digitalimaging', 'vp-electrify&car', 'vp-majorappliances'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "total = {'total': list(category)}\n",
    "category_h = {k: [v for v in ml if v.startswith(k)] for k in category}\n",
    "ml_h = {k: [v for v in class_name if v.startswith(k)] for k in ml}\n",
    "class_h = {k: [v for v in subclass if v.startswith(k)] for k in class_name}\n",
    "subclass_h = {k: [v for v in skus if v.startswith(k)] for k in subclass}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "#store the hierarchy \n",
    "hierarchy = {**total, **category_h, **ml_h, **class_h, **subclass_h}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'total': ['vp-digitalimaging', 'vp-electrify&car', 'vp-majorappliances'],\n",
       " 'vp-digitalimaging': ['vp-digitalimaging_ml-ilccameras/lenses',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones',\n",
       "  'vp-digitalimaging_ml-diaccessories'],\n",
       " 'vp-electrify&car': ['vp-electrify&car_ml-connectedcar',\n",
       "  'vp-electrify&car_ml-electrify'],\n",
       " 'vp-majorappliances': ['vp-majorappliances_ml-kitchen',\n",
       "  'vp-majorappliances_ml-laundry',\n",
       "  'vp-majorappliances_ml-premium'],\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses': ['vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_drones'],\n",
       " 'vp-digitalimaging_ml-diaccessories': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory'],\n",
       " 'vp-electrify&car_ml-connectedcar': ['vp-electrify&car_ml-connectedcar_carstereo',\n",
       "  'vp-electrify&car_ml-connectedcar_gpsaccessories',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories',\n",
       "  'vp-electrify&car_ml-connectedcar_satelliteradiohdwe',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics',\n",
       "  'vp-electrify&car_ml-connectedcar_gpsnavigation'],\n",
       " 'vp-majorappliances_ml-kitchen': ['vp-majorappliances_ml-kitchen_otrmicrowave',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking',\n",
       "  'vp-majorappliances_ml-kitchen_built-inrefrigeratr',\n",
       "  'vp-majorappliances_ml-kitchen_dishwashers',\n",
       "  'vp-majorappliances_ml-kitchen_freezers',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation',\n",
       "  'vp-majorappliances_ml-kitchen_ranges',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration'],\n",
       " 'vp-majorappliances_ml-laundry': ['vp-majorappliances_ml-laundry_pedestals&stacking',\n",
       "  'vp-majorappliances_ml-laundry_laundry'],\n",
       " 'vp-majorappliances_ml-premium': ['vp-majorappliances_ml-premium_premiummajorappl'],\n",
       " 'vp-electrify&car_ml-electrify': ['vp-electrify&car_ml-electrify_e-transportation'],\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc': ['vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_sodigitalcameras',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_instantprinthw'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_digitalvideo',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_cameraproproducts',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_stabilizers'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_digitalphotoframes',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_flashes',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_socameraaccy',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_optics',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_instantprint'],\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses': ['vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses'],\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo': ['vp-electrify&car_ml-connectedcar_carstereo_amps',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_powersports',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_speakers',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_eqanddsp',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_soeqanddsp',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_sopowersports',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_cddecks'],\n",
       " 'vp-electrify&car_ml-connectedcar_gpsaccessories': ['vp-electrify&car_ml-connectedcar_gpsaccessories_bags',\n",
       "  'vp-electrify&car_ml-connectedcar_gpsaccessories_coreaccessories'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories': ['vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_powersportsaccy',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_securityaccy',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsdashkit',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsspeakers'],\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe': ['vp-electrify&car_ml-connectedcar_satelliteradiohdwe_satelliteradioacc',\n",
       "  'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_sosatelliteradio',\n",
       "  'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_tuners',\n",
       "  'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_xmprepaidservcard'],\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics': ['vp-electrify&car_ml-connectedcar_carelectronics_dashcams',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_somobileelectronic',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_autosecurityparts',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_accessories',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_collisionavoidance',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_bluetooh&mp3accy',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_soremotehardware',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_radardetector',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_ltecarhardware'],\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave': ['vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_otrmic',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicrobbhd'],\n",
       " 'vp-majorappliances_ml-laundry_pedestals&stacking': ['vp-majorappliances_ml-laundry_pedestals&stacking_stackingkit',\n",
       "  'vp-majorappliances_ml-laundry_pedestals&stacking_pedestal'],\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory': ['vp-digitalimaging_ml-diaccessories_flashmemory_flashmemoryreaders',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_compactflashmemory'],\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking': ['vp-majorappliances_ml-kitchen_builtincooking_sobimicroreg',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soeleccooktopsreg',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_somiccmbwlovbbhd',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_sorangetopreg'],\n",
       " 'vp-majorappliances_ml-kitchen_built-inrefrigeratr': ['vp-majorappliances_ml-kitchen_built-inrefrigeratr_sowinebevcoolreg',\n",
       "  'vp-majorappliances_ml-kitchen_built-inrefrigeratr_wineandbevcooler'],\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers': ['vp-majorappliances_ml-kitchen_dishwashers_dishwasher',\n",
       "  'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg',\n",
       "  'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherbbhd'],\n",
       " 'vp-majorappliances_ml-kitchen_freezers': ['vp-majorappliances_ml-kitchen_freezers_sofreezerbbhd'],\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation': ['vp-majorappliances_ml-kitchen_kitchenventilation_rangehoods',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_soranghoodsbbhd'],\n",
       " 'vp-majorappliances_ml-laundry_laundry': ['vp-majorappliances_ml-laundry_laundry_frntloadelecdryer',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frontloadgasdryer',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frontloadwasher',\n",
       "  'vp-majorappliances_ml-laundry_laundry_soflwasherreg',\n",
       "  'vp-majorappliances_ml-laundry_laundry_sotlgasdryerreg',\n",
       "  'vp-majorappliances_ml-laundry_laundry_stackedeleclaundry',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadelecdryer',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadwasher',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadgasdryer',\n",
       "  'vp-majorappliances_ml-laundry_laundry_sofleleclaundreg',\n",
       "  'vp-majorappliances_ml-laundry_laundry_soflgasdryerreg',\n",
       "  'vp-majorappliances_ml-laundry_laundry_lndrycompactwasher',\n",
       "  'vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd',\n",
       "  'vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd'],\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl': ['vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg',\n",
       "  'vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd',\n",
       "  'vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg',\n",
       "  'vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg',\n",
       "  'vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg'],\n",
       " 'vp-majorappliances_ml-kitchen_ranges': ['vp-majorappliances_ml-kitchen_ranges_gasrange',\n",
       "  'vp-majorappliances_ml-kitchen_ranges_soelecrangebbhd',\n",
       "  'vp-majorappliances_ml-kitchen_ranges_sogasrangereg',\n",
       "  'vp-majorappliances_ml-kitchen_ranges_soelecrangesreg'],\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration': ['vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_sofrnchdrrefrreg',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_sorefrigreg',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_topmountrefrig',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_sidebyside'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_drones': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_drones_drones'],\n",
       " 'vp-electrify&car_ml-connectedcar_gpsnavigation': ['vp-electrify&car_ml-connectedcar_gpsnavigation_portnavdevice'],\n",
       " 'vp-electrify&car_ml-electrify_e-transportation': ['vp-electrify&car_ml-electrify_e-transportation_scooter'],\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras': ['vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras_224',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras_438',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras_230',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras_95'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_24',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_463',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_304',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_478',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_153',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_465'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_digitalvideo': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_digitalvideo_9',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_digitalvideo_357'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_2',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_26',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_32',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_49',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_107',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_197',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_267',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_322',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_411',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_434',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_488',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_536',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_333',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_530'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_84',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_149',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_200',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_156',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_555',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_20',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_198',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_274',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_543',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_183',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_548',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_38'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_204',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_350',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_541',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_571',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_545',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_456',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_487',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_217',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_454',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_483'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_digitalphotoframes': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_digitalphotoframes_37',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_digitalphotoframes_160',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_digitalphotoframes_503'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_1',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_91',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_94',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_146',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_234',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_236',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_270',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_319',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_342',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_344',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_369',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_370',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_394',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_400',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_181',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_182',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_57',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_395',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_565',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_398',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_489',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_527',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_510',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_569',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_52',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_506',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_507',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_532',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_366',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_462',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_560'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_35',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_144',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_271',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_439',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_25',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_313',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_50',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_408',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_433',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_460',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_448',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_573',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_451'],\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore': ['vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_41',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_154',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_178',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_257',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_264',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_268',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_269',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_464',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_467',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_492',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_498',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_175',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_367',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_90',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_533'],\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses': ['vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_12',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_46',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_66',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_135',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_168',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_215',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_239',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_243',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_259',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_276',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_377',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_390',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_132',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_80',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_459',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_531',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_474',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_115',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_567'],\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_amps': ['vp-electrify&car_ml-connectedcar_carstereo_amps_247',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_amps_191',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_amps_551',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_amps_416'],\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_powersports': ['vp-electrify&car_ml-connectedcar_carstereo_powersports_112',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_powersports_286',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_powersports_70',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_powersports_105',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_powersports_297',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_powersports_295'],\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_speakers': ['vp-electrify&car_ml-connectedcar_carstereo_speakers_273',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_speakers_402',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_speakers_317'],\n",
       " 'vp-electrify&car_ml-connectedcar_gpsaccessories_bags': ['vp-electrify&car_ml-connectedcar_gpsaccessories_bags_42'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy': ['vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_14',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_48',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_124',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_142',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_162',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_219',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_240',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_263',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_290',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_315',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_328',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_345',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_404',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_103',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_388',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_425',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_500',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_476'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits': ['vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_16',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_62',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_68',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_76',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_81',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_147',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_161',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_180',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_203',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_205',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_220',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_285',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_327',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_368',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_372',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_529',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_539'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness': ['vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_10',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_29',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_34',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_51',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_116',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_179',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_190',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_206',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_232',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_245',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_262',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_277',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_289',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_338',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_380',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_406',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_314',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_320',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_167'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy': ['vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_11',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_15',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_73',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_78',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_99',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_102',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_121',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_174',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_187',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_195',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_214',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_287',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_305',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_316',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_417',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_475'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_powersportsaccy': ['vp-electrify&car_ml-connectedcar_mobileaccessories_powersportsaccy_266'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_securityaccy': ['vp-electrify&car_ml-connectedcar_mobileaccessories_securityaccy_355',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_securityaccy_379',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_securityaccy_568'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories': ['vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_5',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_7',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_43',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_44',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_54',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_59',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_77',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_79',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_86',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_92',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_122',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_131',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_133',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_164',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_170',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_173',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_176',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_184',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_211',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_213',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_227',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_244',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_250',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_251',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_256',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_261',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_282',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_283',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_296',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_303',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_311',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_325',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_346',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_352',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_354',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_356',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_363',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_364',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_373',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_384',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_393',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_401',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_426',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_444',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_472',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_486',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_520',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_554',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_556',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_56',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_280',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_300',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_155',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_457',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_293',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_88'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts': ['vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_39',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_45',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_65',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_75',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_100',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_111',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_120',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_123',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_129',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_143',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_166',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_171',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_199',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_209',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_225',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_258',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_272',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_292',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_302',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_318',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_329',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_334',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_337',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_340',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_362',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_386',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_458',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_477',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_495',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_522',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_544',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsdashkit_21',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsdashkit_63',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_3',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_196',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_119',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_309',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_23',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_177',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_158',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_323',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_139',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_186',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_60',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_343',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsspeakers_150',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsspeakers_512',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_64'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsdashkit': ['vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsdashkit_21',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsdashkit_63'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness': ['vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness_19',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness_109',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness_238',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness_241'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure': ['vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure_6',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure_18',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure_138',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure_326',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure_382'],\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_satelliteradioacc': ['vp-electrify&car_ml-connectedcar_satelliteradiohdwe_satelliteradioacc_172'],\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_sosatelliteradio': ['vp-electrify&car_ml-connectedcar_satelliteradiohdwe_sosatelliteradio_420',\n",
       "  'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_sosatelliteradio_61'],\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_tuners': ['vp-electrify&car_ml-connectedcar_satelliteradiohdwe_tuners_152',\n",
       "  'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_tuners_40'],\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_xmprepaidservcard': ['vp-electrify&car_ml-connectedcar_satelliteradiohdwe_xmprepaidservcard_212'],\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_eqanddsp': ['vp-electrify&car_ml-connectedcar_carstereo_eqanddsp_442'],\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_soeqanddsp': ['vp-electrify&car_ml-connectedcar_carstereo_soeqanddsp_265',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_soeqanddsp_201'],\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_dashcams': ['vp-electrify&car_ml-connectedcar_carelectronics_dashcams_221',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_dashcams_331',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_dashcams_348',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_dashcams_537'],\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_somobileelectronic': ['vp-electrify&car_ml-connectedcar_carelectronics_somobileelectronic_358'],\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_autosecurityparts': ['vp-electrify&car_ml-connectedcar_carelectronics_autosecurityparts_546'],\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_sopowersports': ['vp-electrify&car_ml-connectedcar_carstereo_sopowersports_248'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_flashes': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_flashes_83'],\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg': ['vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_550',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_528',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_216',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_378',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_446',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_281',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_447',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_437',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_473',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_449'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_sodigitalcameras': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_sodigitalcameras_157'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_542',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_229',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_8',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_163',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_252',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_484',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_557'],\n",
       " 'vp-majorappliances_ml-laundry_pedestals&stacking_stackingkit': ['vp-majorappliances_ml-laundry_pedestals&stacking_stackingkit_519'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_cameraproproducts': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_cameraproproducts_72',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_cameraproproducts_113'],\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_flashmemoryreaders': ['vp-digitalimaging_ml-diaccessories_flashmemory_flashmemoryreaders_298'],\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sobimicroreg': ['vp-majorappliances_ml-kitchen_builtincooking_sobimicroreg_291'],\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg': ['vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg_106',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg_130',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg_284',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg_496',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg_125'],\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg': ['vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_93',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_275',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_445',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_360',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_55',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_336'],\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeleccooktopsreg': ['vp-majorappliances_ml-kitchen_builtincooking_soeleccooktopsreg_294',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soeleccooktopsreg_501',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_soeleccooktopsreg_436'],\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg': ['vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg_22',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg_58',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg_28',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg_375',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg_192'],\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccmbwlovbbhd': ['vp-majorappliances_ml-kitchen_builtincooking_somiccmbwlovbbhd_523'],\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg': ['vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_189',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_341',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_374',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_422',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_423',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_440'],\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sorangetopreg': ['vp-majorappliances_ml-kitchen_builtincooking_sorangetopreg_136',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_sorangetopreg_233',\n",
       "  'vp-majorappliances_ml-kitchen_builtincooking_sorangetopreg_415'],\n",
       " 'vp-majorappliances_ml-kitchen_built-inrefrigeratr_sowinebevcoolreg': ['vp-majorappliances_ml-kitchen_built-inrefrigeratr_sowinebevcoolreg_137'],\n",
       " 'vp-majorappliances_ml-kitchen_built-inrefrigeratr_wineandbevcooler': ['vp-majorappliances_ml-kitchen_built-inrefrigeratr_wineandbevcooler_188'],\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_dishwasher': ['vp-majorappliances_ml-kitchen_dishwashers_dishwasher_140',\n",
       "  'vp-majorappliances_ml-kitchen_dishwashers_dishwasher_479',\n",
       "  'vp-majorappliances_ml-kitchen_dishwashers_dishwasher_514',\n",
       "  'vp-majorappliances_ml-kitchen_dishwashers_dishwasher_385'],\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg': ['vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg_249',\n",
       "  'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg_399',\n",
       "  'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg_480',\n",
       "  'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg_193'],\n",
       " 'vp-majorappliances_ml-kitchen_freezers_sofreezerbbhd': ['vp-majorappliances_ml-kitchen_freezers_sofreezerbbhd_351'],\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_rangehoods': ['vp-majorappliances_ml-kitchen_kitchenventilation_rangehoods_310',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_rangehoods_365'],\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg': ['vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_30',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_53',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_96',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_428',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_504',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_505',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_513',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_553',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_570',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_4',\n",
       "  'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_36'],\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_soranghoodsbbhd': ['vp-majorappliances_ml-kitchen_kitchenventilation_soranghoodsbbhd_306'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer': ['vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_255',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_450',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_468',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_497',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_509',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_71'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadgasdryer': ['vp-majorappliances_ml-laundry_laundry_frontloadgasdryer_414'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadwasher': ['vp-majorappliances_ml-laundry_laundry_frontloadwasher_228',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frontloadwasher_128',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frontloadwasher_260',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frontloadwasher_516',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frontloadwasher_515',\n",
       "  'vp-majorappliances_ml-laundry_laundry_frontloadwasher_397'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_soflwasherreg': ['vp-majorappliances_ml-laundry_laundry_soflwasherreg_371',\n",
       "  'vp-majorappliances_ml-laundry_laundry_soflwasherreg_540',\n",
       "  'vp-majorappliances_ml-laundry_laundry_soflwasherreg_535'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_sotlgasdryerreg': ['vp-majorappliances_ml-laundry_laundry_sotlgasdryerreg_165'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_stackedeleclaundry': ['vp-majorappliances_ml-laundry_laundry_stackedeleclaundry_419'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadelecdryer': ['vp-majorappliances_ml-laundry_laundry_toploadelecdryer_202',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_312',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_74',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_563',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_288',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_278'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadwasher': ['vp-majorappliances_ml-laundry_laundry_toploadwasher_558',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadwasher_279',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadwasher_443'],\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_otrmic': ['vp-majorappliances_ml-kitchen_otrmicrowave_otrmic_387',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_otrmic_207',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_otrmic_101',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_otrmic_424'],\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicrobbhd': ['vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicrobbhd_526',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicrobbhd_223',\n",
       "  'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicrobbhd_452'],\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg': ['vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_98',\n",
       "  'vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_151'],\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd': ['vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd_517'],\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg': ['vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg_148'],\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg': ['vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg_127'],\n",
       " 'vp-majorappliances_ml-kitchen_ranges_gasrange': ['vp-majorappliances_ml-kitchen_ranges_gasrange_359',\n",
       "  'vp-majorappliances_ml-kitchen_ranges_gasrange_332'],\n",
       " 'vp-majorappliances_ml-kitchen_ranges_soelecrangebbhd': ['vp-majorappliances_ml-kitchen_ranges_soelecrangebbhd_69',\n",
       "  'vp-majorappliances_ml-kitchen_ranges_soelecrangebbhd_308'],\n",
       " 'vp-majorappliances_ml-kitchen_ranges_sogasrangereg': ['vp-majorappliances_ml-kitchen_ranges_sogasrangereg_104',\n",
       "  'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_108',\n",
       "  'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_435',\n",
       "  'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_453',\n",
       "  'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_525',\n",
       "  'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_376'],\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig': ['vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_134',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_235',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_418',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_429',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_491',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_455',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_85'],\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sofrnchdrrefrreg': ['vp-majorappliances_ml-kitchen_refrigeration_sofrnchdrrefrreg_222',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_sofrnchdrrefrreg_141'],\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sorefrigreg': ['vp-majorappliances_ml-kitchen_refrigeration_sorefrigreg_159',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_sorefrigreg_441'],\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_topmountrefrig': ['vp-majorappliances_ml-kitchen_refrigeration_topmountrefrig_412',\n",
       "  'vp-majorappliances_ml-kitchen_refrigeration_topmountrefrig_430'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadgasdryer': ['vp-majorappliances_ml-laundry_laundry_toploadgasdryer_210',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadgasdryer_185',\n",
       "  'vp-majorappliances_ml-laundry_laundry_toploadgasdryer_432'],\n",
       " 'vp-majorappliances_ml-kitchen_ranges_soelecrangesreg': ['vp-majorappliances_ml-kitchen_ranges_soelecrangesreg_518'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_301',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_339',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_383',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_485',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_407',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_194',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_67'],\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_accessories': ['vp-electrify&car_ml-connectedcar_carelectronics_accessories_389',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_accessories_208',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_accessories_87',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_accessories_549',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_accessories_559',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_accessories_17',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_accessories_118'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_494',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_353',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_461',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_511',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_410',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_566',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_572'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_drones_drones': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_drones_drones_242'],\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia': ['vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia_97',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia_482',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia_335',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia_396'],\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_collisionavoidance': ['vp-electrify&car_ml-connectedcar_carelectronics_collisionavoidance_381',\n",
       "  'vp-electrify&car_ml-connectedcar_carelectronics_collisionavoidance_82'],\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg': ['vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_508',\n",
       "  'vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_391'],\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras': ['vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras_218',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras_552',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras_413',\n",
       "  'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras_31'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_sofleleclaundreg': ['vp-majorappliances_ml-laundry_laundry_sofleleclaundreg_299',\n",
       "  'vp-majorappliances_ml-laundry_laundry_sofleleclaundreg_231'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_soflgasdryerreg': ['vp-majorappliances_ml-laundry_laundry_soflgasdryerreg_117'],\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor': ['vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor_347',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor_237',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor_469',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor_431'],\n",
       " 'vp-majorappliances_ml-laundry_pedestals&stacking_pedestal': ['vp-majorappliances_ml-laundry_pedestals&stacking_pedestal_499'],\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation': ['vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_321',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_307',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_324',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_169',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_561',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_538',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_13',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_33',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_521'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_lndrycompactwasher': ['vp-majorappliances_ml-laundry_laundry_lndrycompactwasher_564'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_socameraaccy': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_socameraaccy_562'],\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherbbhd': ['vp-majorappliances_ml-kitchen_dishwashers_sodishwasherbbhd_349'],\n",
       " 'vp-electrify&car_ml-connectedcar_gpsnavigation_portnavdevice': ['vp-electrify&car_ml-connectedcar_gpsnavigation_portnavdevice_47',\n",
       "  'vp-electrify&car_ml-connectedcar_gpsnavigation_portnavdevice_392'],\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsspeakers': ['vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsspeakers_150',\n",
       "  'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsspeakers_512'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_stabilizers': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_stabilizers_114',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_stabilizers_421'],\n",
       " 'vp-electrify&car_ml-electrify_e-transportation_scooter': ['vp-electrify&car_ml-electrify_e-transportation_scooter_409'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_490',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_502',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_126',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_226',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_403',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_110',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_253',\n",
       "  'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_493'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_optics': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_optics_246'],\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_compactflashmemory': ['vp-digitalimaging_ml-diaccessories_flashmemory_compactflashmemory_405',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_compactflashmemory_361',\n",
       "  'vp-digitalimaging_ml-diaccessories_flashmemory_compactflashmemory_254'],\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_bluetooh&mp3accy': ['vp-electrify&car_ml-connectedcar_carelectronics_bluetooh&mp3accy_524'],\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_soremotehardware': ['vp-electrify&car_ml-connectedcar_carelectronics_soremotehardware_471'],\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sidebyside': ['vp-majorappliances_ml-kitchen_refrigeration_sidebyside_470'],\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_cddecks': ['vp-electrify&car_ml-connectedcar_carstereo_cddecks_427',\n",
       "  'vp-electrify&car_ml-connectedcar_carstereo_cddecks_481'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd': ['vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd_534'],\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_instantprint': ['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_instantprint_574'],\n",
       " 'vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd': ['vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_547',\n",
       "  'vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_89'],\n",
       " 'vp-electrify&car_ml-connectedcar_gpsaccessories_coreaccessories': ['vp-electrify&car_ml-connectedcar_gpsaccessories_coreaccessories_330'],\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_radardetector': ['vp-electrify&car_ml-connectedcar_carelectronics_radardetector_466'],\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_instantprinthw': ['vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_instantprinthw_575',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_instantprinthw_27'],\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_ltecarhardware': ['vp-electrify&car_ml-connectedcar_carelectronics_ltecarhardware_145']}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hierarchy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'vp-digitalimaging': ['vp-digitalimaging_ml-ilccameras/lenses',\n",
       "  'vp-digitalimaging_ml-p&sandactioncamsanddrones',\n",
       "  'vp-digitalimaging_ml-diaccessories'],\n",
       " 'vp-electrify&car': ['vp-electrify&car_ml-connectedcar',\n",
       "  'vp-electrify&car_ml-electrify'],\n",
       " 'vp-majorappliances': ['vp-majorappliances_ml-kitchen',\n",
       "  'vp-majorappliances_ml-laundry',\n",
       "  'vp-majorappliances_ml-premium']}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "category_h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_163    0\n",
       "vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_229    0\n",
       "vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_252    0\n",
       "vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_484    0\n",
       "vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_542    0\n",
       "                                                                         ..\n",
       "vp-majorappliances_ml-premium                                             0\n",
       "vp-digitalimaging                                                         0\n",
       "vp-electrify&car                                                          0\n",
       "vp-majorappliances                                                        0\n",
       "total                                                                     0\n",
       "Length: 728, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hierarchy_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Daily SKU Sales - Total'}, xlabel='sales_date'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hierarchy_df['total'].plot(title=\"Daily SKU Sales - Total\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x18b848dead0>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = hierarchy_df[hierarchy['total']].plot(title=\"Daily Sales by Category\")\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Fitting models: 100%|██████████| 732/732 [2:57:32<00:00, 14.55s/it]    \n"
     ]
    }
   ],
   "source": [
    "#Auto-ARIMA: bottom-up approach\n",
    "\n",
    "model_bu_arima = hts.HTSRegressor(model='auto_arima', revision_method='BU', n_jobs=0)\n",
    "model_bu_arima = model_bu_arima.fit(hierarchy_df, hierarchy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Fitting models: 100%|██████████| 732/732 [00:02<00:00, 303.47it/s]\n"
     ]
    }
   ],
   "source": [
    "#predict the next seven days\n",
    "pred_bu_arima = model_bu_arima.predict(steps_ahead=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "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>total</th>\n",
       "      <th>vp-digitalimaging</th>\n",
       "      <th>vp-electrify&amp;car</th>\n",
       "      <th>vp-majorappliances</th>\n",
       "      <th>vp-digitalimaging_ml-ilccameras/lenses</th>\n",
       "      <th>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories</th>\n",
       "      <th>vp-electrify&amp;car_ml-connectedcar</th>\n",
       "      <th>vp-electrify&amp;car_ml-electrify</th>\n",
       "      <th>vp-majorappliances_ml-kitchen</th>\n",
       "      <th>...</th>\n",
       "      <th>vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd_534</th>\n",
       "      <th>vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_547</th>\n",
       "      <th>vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_89</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_98</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_151</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd_517</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg_148</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg_127</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_508</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_391</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-05-28</th>\n",
       "      <td>149.369896</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-29</th>\n",
       "      <td>41.640509</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-30</th>\n",
       "      <td>40.423213</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-31</th>\n",
       "      <td>37.983089</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-01</th>\n",
       "      <td>37.120553</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-27</th>\n",
       "      <td>2255.250704</td>\n",
       "      <td>2.946304</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.448480</td>\n",
       "      <td>2.799195</td>\n",
       "      <td>3.148248</td>\n",
       "      <td>6.138516</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.204724</td>\n",
       "      <td>...</td>\n",
       "      <td>6.138516</td>\n",
       "      <td>2.039483</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733194</td>\n",
       "      <td>1.066001</td>\n",
       "      <td>1.448480</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.492242</td>\n",
       "      <td>1.454062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-28</th>\n",
       "      <td>2376.569860</td>\n",
       "      <td>3.078714</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.455025</td>\n",
       "      <td>2.719945</td>\n",
       "      <td>3.212081</td>\n",
       "      <td>5.735047</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.258361</td>\n",
       "      <td>...</td>\n",
       "      <td>5.735047</td>\n",
       "      <td>2.103316</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733091</td>\n",
       "      <td>0.986853</td>\n",
       "      <td>1.455025</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.624635</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-29</th>\n",
       "      <td>2495.025122</td>\n",
       "      <td>3.050848</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.389742</td>\n",
       "      <td>2.792449</td>\n",
       "      <td>3.264313</td>\n",
       "      <td>6.759916</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.305667</td>\n",
       "      <td>...</td>\n",
       "      <td>6.759916</td>\n",
       "      <td>2.155548</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733084</td>\n",
       "      <td>1.059366</td>\n",
       "      <td>1.389742</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.596768</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-30</th>\n",
       "      <td>2510.560115</td>\n",
       "      <td>3.051024</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.317800</td>\n",
       "      <td>2.811061</td>\n",
       "      <td>3.307053</td>\n",
       "      <td>8.167360</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.347390</td>\n",
       "      <td>...</td>\n",
       "      <td>8.167360</td>\n",
       "      <td>2.198288</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733083</td>\n",
       "      <td>1.077978</td>\n",
       "      <td>1.317800</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.596943</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-31</th>\n",
       "      <td>2455.516460</td>\n",
       "      <td>3.053775</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.331071</td>\n",
       "      <td>2.734543</td>\n",
       "      <td>3.342025</td>\n",
       "      <td>7.853206</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.384188</td>\n",
       "      <td>...</td>\n",
       "      <td>7.853206</td>\n",
       "      <td>2.233260</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733083</td>\n",
       "      <td>1.001460</td>\n",
       "      <td>1.331071</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.599695</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1891 rows × 732 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  total  vp-digitalimaging  vp-electrify&car  \\\n",
       "2017-05-28   149.369896           0.000000          0.000000   \n",
       "2017-05-29    41.640509           0.000000          0.000000   \n",
       "2017-05-30    40.423213           0.000000          0.000000   \n",
       "2017-05-31    37.983089           0.000000          0.000000   \n",
       "2017-06-01    37.120553           0.000000          0.000000   \n",
       "...                 ...                ...               ...   \n",
       "2022-07-27  2255.250704           2.946304          0.732633   \n",
       "2022-07-28  2376.569860           3.078714          0.732633   \n",
       "2022-07-29  2495.025122           3.050848          0.732633   \n",
       "2022-07-30  2510.560115           3.051024          0.732633   \n",
       "2022-07-31  2455.516460           3.053775          0.732633   \n",
       "\n",
       "            vp-majorappliances  vp-digitalimaging_ml-ilccameras/lenses  \\\n",
       "2017-05-28             0.00000                                0.000000   \n",
       "2017-05-29             0.00000                                0.000000   \n",
       "2017-05-30             0.00000                                0.000000   \n",
       "2017-05-31             0.00000                                0.000000   \n",
       "2017-06-01             0.00000                                0.000000   \n",
       "...                        ...                                     ...   \n",
       "2022-07-27             1.12582                                1.448480   \n",
       "2022-07-28             1.12582                                1.455025   \n",
       "2022-07-29             1.12582                                1.389742   \n",
       "2022-07-30             1.12582                                1.317800   \n",
       "2022-07-31             1.12582                                1.331071   \n",
       "\n",
       "            vp-digitalimaging_ml-p&sandactioncamsanddrones  \\\n",
       "2017-05-28                                        0.000000   \n",
       "2017-05-29                                        0.000000   \n",
       "2017-05-30                                        0.000000   \n",
       "2017-05-31                                        0.000000   \n",
       "2017-06-01                                        0.000000   \n",
       "...                                                    ...   \n",
       "2022-07-27                                        2.799195   \n",
       "2022-07-28                                        2.719945   \n",
       "2022-07-29                                        2.792449   \n",
       "2022-07-30                                        2.811061   \n",
       "2022-07-31                                        2.734543   \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories  \\\n",
       "2017-05-28                            0.000000   \n",
       "2017-05-29                            0.000000   \n",
       "2017-05-30                            0.000000   \n",
       "2017-05-31                            0.000000   \n",
       "2017-06-01                            0.000000   \n",
       "...                                        ...   \n",
       "2022-07-27                            3.148248   \n",
       "2022-07-28                            3.212081   \n",
       "2022-07-29                            3.264313   \n",
       "2022-07-30                            3.307053   \n",
       "2022-07-31                            3.342025   \n",
       "\n",
       "            vp-electrify&car_ml-connectedcar  vp-electrify&car_ml-electrify  \\\n",
       "2017-05-28                          0.000000                       0.000000   \n",
       "2017-05-29                          0.000000                       0.000000   \n",
       "2017-05-30                          0.000000                       0.000000   \n",
       "2017-05-31                          0.000000                       0.000000   \n",
       "2017-06-01                          0.000000                       0.000000   \n",
       "...                                      ...                            ...   \n",
       "2022-07-27                          6.138516                       1.887116   \n",
       "2022-07-28                          5.735047                       1.887116   \n",
       "2022-07-29                          6.759916                       1.887116   \n",
       "2022-07-30                          8.167360                       1.887116   \n",
       "2022-07-31                          7.853206                       1.887116   \n",
       "\n",
       "            vp-majorappliances_ml-kitchen  ...  \\\n",
       "2017-05-28                       0.000000  ...   \n",
       "2017-05-29                       0.000000  ...   \n",
       "2017-05-30                       0.000000  ...   \n",
       "2017-05-31                       0.000000  ...   \n",
       "2017-06-01                       0.000000  ...   \n",
       "...                                   ...  ...   \n",
       "2022-07-27                       1.204724  ...   \n",
       "2022-07-28                       1.258361  ...   \n",
       "2022-07-29                       1.305667  ...   \n",
       "2022-07-30                       1.347390  ...   \n",
       "2022-07-31                       1.384188  ...   \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd_534  \\\n",
       "2017-05-28                                           0.000000           \n",
       "2017-05-29                                           0.000000           \n",
       "2017-05-30                                           0.000000           \n",
       "2017-05-31                                           0.000000           \n",
       "2017-06-01                                           0.000000           \n",
       "...                                                       ...           \n",
       "2022-07-27                                           6.138516           \n",
       "2022-07-28                                           5.735047           \n",
       "2022-07-29                                           6.759916           \n",
       "2022-07-30                                           8.167360           \n",
       "2022-07-31                                           7.853206           \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_547  \\\n",
       "2017-05-28                                           0.000000          \n",
       "2017-05-29                                           0.000000          \n",
       "2017-05-30                                           0.000000          \n",
       "2017-05-31                                           0.000000          \n",
       "2017-06-01                                           0.000000          \n",
       "...                                                       ...          \n",
       "2022-07-27                                           2.039483          \n",
       "2022-07-28                                           2.103316          \n",
       "2022-07-29                                           2.155548          \n",
       "2022-07-30                                           2.198288          \n",
       "2022-07-31                                           2.233260          \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_89  \\\n",
       "2017-05-28                                           0.000000         \n",
       "2017-05-29                                           0.000000         \n",
       "2017-05-30                                           0.000000         \n",
       "2017-05-31                                           0.000000         \n",
       "2017-06-01                                           0.000000         \n",
       "...                                                       ...         \n",
       "2022-07-27                                           1.108765         \n",
       "2022-07-28                                           1.108765         \n",
       "2022-07-29                                           1.108765         \n",
       "2022-07-30                                           1.108765         \n",
       "2022-07-31                                           1.108765         \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_98  \\\n",
       "2017-05-28                                           0.000000                    \n",
       "2017-05-29                                           0.000000                    \n",
       "2017-05-30                                           0.000000                    \n",
       "2017-05-31                                           0.000000                    \n",
       "2017-06-01                                           0.000000                    \n",
       "...                                                       ...                    \n",
       "2022-07-27                                           1.733194                    \n",
       "2022-07-28                                           1.733091                    \n",
       "2022-07-29                                           1.733084                    \n",
       "2022-07-30                                           1.733083                    \n",
       "2022-07-31                                           1.733083                    \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_151  \\\n",
       "2017-05-28                                           0.000000                     \n",
       "2017-05-29                                           0.000000                     \n",
       "2017-05-30                                           0.000000                     \n",
       "2017-05-31                                           0.000000                     \n",
       "2017-06-01                                           0.000000                     \n",
       "...                                                       ...                     \n",
       "2022-07-27                                           1.066001                     \n",
       "2022-07-28                                           0.986853                     \n",
       "2022-07-29                                           1.059366                     \n",
       "2022-07-30                                           1.077978                     \n",
       "2022-07-31                                           1.001460                     \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd_517  \\\n",
       "2017-05-28                                           0.000000                  \n",
       "2017-05-29                                           0.000000                  \n",
       "2017-05-30                                           0.000000                  \n",
       "2017-05-31                                           0.000000                  \n",
       "2017-06-01                                           0.000000                  \n",
       "...                                                       ...                  \n",
       "2022-07-27                                           1.448480                  \n",
       "2022-07-28                                           1.455025                  \n",
       "2022-07-29                                           1.389742                  \n",
       "2022-07-30                                           1.317800                  \n",
       "2022-07-31                                           1.331071                  \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg_148  \\\n",
       "2017-05-28                                            0.00000                \n",
       "2017-05-29                                            0.00000                \n",
       "2017-05-30                                            0.00000                \n",
       "2017-05-31                                            0.00000                \n",
       "2017-06-01                                            0.00000                \n",
       "...                                                       ...                \n",
       "2022-07-27                                            1.12582                \n",
       "2022-07-28                                            1.12582                \n",
       "2022-07-29                                            1.12582                \n",
       "2022-07-30                                            1.12582                \n",
       "2022-07-31                                            1.12582                \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg_127  \\\n",
       "2017-05-28                                           0.000000                     \n",
       "2017-05-29                                           0.000000                     \n",
       "2017-05-30                                           0.000000                     \n",
       "2017-05-31                                           0.000000                     \n",
       "2017-06-01                                           0.000000                     \n",
       "...                                                       ...                     \n",
       "2022-07-27                                           0.732633                     \n",
       "2022-07-28                                           0.732633                     \n",
       "2022-07-29                                           0.732633                     \n",
       "2022-07-30                                           0.732633                     \n",
       "2022-07-31                                           0.732633                     \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_508  \\\n",
       "2017-05-28                                           0.000000                      \n",
       "2017-05-29                                           0.000000                      \n",
       "2017-05-30                                           0.000000                      \n",
       "2017-05-31                                           0.000000                      \n",
       "2017-06-01                                           0.000000                      \n",
       "...                                                       ...                      \n",
       "2022-07-27                                           1.492242                      \n",
       "2022-07-28                                           1.624635                      \n",
       "2022-07-29                                           1.596768                      \n",
       "2022-07-30                                           1.596943                      \n",
       "2022-07-31                                           1.599695                      \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_391  \n",
       "2017-05-28                                           0.000000                     \n",
       "2017-05-29                                           0.000000                     \n",
       "2017-05-30                                           0.000000                     \n",
       "2017-05-31                                           0.000000                     \n",
       "2017-06-01                                           0.000000                     \n",
       "...                                                       ...                     \n",
       "2022-07-27                                           1.454062                     \n",
       "2022-07-28                                           1.454080                     \n",
       "2022-07-29                                           1.454080                     \n",
       "2022-07-30                                           1.454080                     \n",
       "2022-07-31                                           1.454080                     \n",
       "\n",
       "[1891 rows x 732 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_bu_arima"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total</th>\n",
       "      <th>vp-digitalimaging</th>\n",
       "      <th>vp-electrify&amp;car</th>\n",
       "      <th>vp-majorappliances</th>\n",
       "      <th>vp-digitalimaging_ml-ilccameras/lenses</th>\n",
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       "      <th>vp-electrify&amp;car_ml-connectedcar</th>\n",
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       "      <th>vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd_534</th>\n",
       "      <th>vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_547</th>\n",
       "      <th>vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_89</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_98</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_151</th>\n",
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       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_508</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_391</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-07-25</th>\n",
       "      <td>2176.129245</td>\n",
       "      <td>2.844636</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.593480</td>\n",
       "      <td>2.732569</td>\n",
       "      <td>2.990328</td>\n",
       "      <td>6.901006</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.002296</td>\n",
       "      <td>...</td>\n",
       "      <td>6.901006</td>\n",
       "      <td>1.866136</td>\n",
       "      <td>1.124192</td>\n",
       "      <td>1.752993</td>\n",
       "      <td>0.979577</td>\n",
       "      <td>1.593480</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.406241</td>\n",
       "      <td>1.438395</td>\n",
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       "    <tr>\n",
       "      <th>2022-07-26</th>\n",
       "      <td>2280.065855</td>\n",
       "      <td>3.309309</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.505549</td>\n",
       "      <td>2.820175</td>\n",
       "      <td>3.061500</td>\n",
       "      <td>6.389187</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.155902</td>\n",
       "      <td>...</td>\n",
       "      <td>6.389187</td>\n",
       "      <td>1.961473</td>\n",
       "      <td>1.100027</td>\n",
       "      <td>1.734568</td>\n",
       "      <td>1.085607</td>\n",
       "      <td>1.505549</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.855771</td>\n",
       "      <td>1.453538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-27</th>\n",
       "      <td>2255.250704</td>\n",
       "      <td>2.946304</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.448480</td>\n",
       "      <td>2.799195</td>\n",
       "      <td>3.148248</td>\n",
       "      <td>6.138516</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.204724</td>\n",
       "      <td>...</td>\n",
       "      <td>6.138516</td>\n",
       "      <td>2.039483</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733194</td>\n",
       "      <td>1.066001</td>\n",
       "      <td>1.448480</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.492242</td>\n",
       "      <td>1.454062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-28</th>\n",
       "      <td>2376.569860</td>\n",
       "      <td>3.078714</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.455025</td>\n",
       "      <td>2.719945</td>\n",
       "      <td>3.212081</td>\n",
       "      <td>5.735047</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.258361</td>\n",
       "      <td>...</td>\n",
       "      <td>5.735047</td>\n",
       "      <td>2.103316</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733091</td>\n",
       "      <td>0.986853</td>\n",
       "      <td>1.455025</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.624635</td>\n",
       "      <td>1.454080</td>\n",
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       "    <tr>\n",
       "      <th>2022-07-29</th>\n",
       "      <td>2495.025122</td>\n",
       "      <td>3.050848</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.389742</td>\n",
       "      <td>2.792449</td>\n",
       "      <td>3.264313</td>\n",
       "      <td>6.759916</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.305667</td>\n",
       "      <td>...</td>\n",
       "      <td>6.759916</td>\n",
       "      <td>2.155548</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733084</td>\n",
       "      <td>1.059366</td>\n",
       "      <td>1.389742</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.596768</td>\n",
       "      <td>1.454080</td>\n",
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       "    <tr>\n",
       "      <th>2022-07-30</th>\n",
       "      <td>2510.560115</td>\n",
       "      <td>3.051024</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.317800</td>\n",
       "      <td>2.811061</td>\n",
       "      <td>3.307053</td>\n",
       "      <td>8.167360</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.347390</td>\n",
       "      <td>...</td>\n",
       "      <td>8.167360</td>\n",
       "      <td>2.198288</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733083</td>\n",
       "      <td>1.077978</td>\n",
       "      <td>1.317800</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.596943</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-31</th>\n",
       "      <td>2455.516460</td>\n",
       "      <td>3.053775</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.331071</td>\n",
       "      <td>2.734543</td>\n",
       "      <td>3.342025</td>\n",
       "      <td>7.853206</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.384188</td>\n",
       "      <td>...</td>\n",
       "      <td>7.853206</td>\n",
       "      <td>2.233260</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733083</td>\n",
       "      <td>1.001460</td>\n",
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       "      <td>0.732633</td>\n",
       "      <td>1.599695</td>\n",
       "      <td>1.454080</td>\n",
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       "<p>7 rows × 732 columns</p>\n",
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      "text/plain": [
       "                  total  vp-digitalimaging  vp-electrify&car  \\\n",
       "2022-07-25  2176.129245           2.844636          0.732633   \n",
       "2022-07-26  2280.065855           3.309309          0.732633   \n",
       "2022-07-27  2255.250704           2.946304          0.732633   \n",
       "2022-07-28  2376.569860           3.078714          0.732633   \n",
       "2022-07-29  2495.025122           3.050848          0.732633   \n",
       "2022-07-30  2510.560115           3.051024          0.732633   \n",
       "2022-07-31  2455.516460           3.053775          0.732633   \n",
       "\n",
       "            vp-majorappliances  vp-digitalimaging_ml-ilccameras/lenses  \\\n",
       "2022-07-25             1.12582                                1.593480   \n",
       "2022-07-26             1.12582                                1.505549   \n",
       "2022-07-27             1.12582                                1.448480   \n",
       "2022-07-28             1.12582                                1.455025   \n",
       "2022-07-29             1.12582                                1.389742   \n",
       "2022-07-30             1.12582                                1.317800   \n",
       "2022-07-31             1.12582                                1.331071   \n",
       "\n",
       "            vp-digitalimaging_ml-p&sandactioncamsanddrones  \\\n",
       "2022-07-25                                        2.732569   \n",
       "2022-07-26                                        2.820175   \n",
       "2022-07-27                                        2.799195   \n",
       "2022-07-28                                        2.719945   \n",
       "2022-07-29                                        2.792449   \n",
       "2022-07-30                                        2.811061   \n",
       "2022-07-31                                        2.734543   \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories  \\\n",
       "2022-07-25                            2.990328   \n",
       "2022-07-26                            3.061500   \n",
       "2022-07-27                            3.148248   \n",
       "2022-07-28                            3.212081   \n",
       "2022-07-29                            3.264313   \n",
       "2022-07-30                            3.307053   \n",
       "2022-07-31                            3.342025   \n",
       "\n",
       "            vp-electrify&car_ml-connectedcar  vp-electrify&car_ml-electrify  \\\n",
       "2022-07-25                          6.901006                       1.887116   \n",
       "2022-07-26                          6.389187                       1.887116   \n",
       "2022-07-27                          6.138516                       1.887116   \n",
       "2022-07-28                          5.735047                       1.887116   \n",
       "2022-07-29                          6.759916                       1.887116   \n",
       "2022-07-30                          8.167360                       1.887116   \n",
       "2022-07-31                          7.853206                       1.887116   \n",
       "\n",
       "            vp-majorappliances_ml-kitchen  ...  \\\n",
       "2022-07-25                       1.002296  ...   \n",
       "2022-07-26                       1.155902  ...   \n",
       "2022-07-27                       1.204724  ...   \n",
       "2022-07-28                       1.258361  ...   \n",
       "2022-07-29                       1.305667  ...   \n",
       "2022-07-30                       1.347390  ...   \n",
       "2022-07-31                       1.384188  ...   \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd_534  \\\n",
       "2022-07-25                                           6.901006           \n",
       "2022-07-26                                           6.389187           \n",
       "2022-07-27                                           6.138516           \n",
       "2022-07-28                                           5.735047           \n",
       "2022-07-29                                           6.759916           \n",
       "2022-07-30                                           8.167360           \n",
       "2022-07-31                                           7.853206           \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_547  \\\n",
       "2022-07-25                                           1.866136          \n",
       "2022-07-26                                           1.961473          \n",
       "2022-07-27                                           2.039483          \n",
       "2022-07-28                                           2.103316          \n",
       "2022-07-29                                           2.155548          \n",
       "2022-07-30                                           2.198288          \n",
       "2022-07-31                                           2.233260          \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_89  \\\n",
       "2022-07-25                                           1.124192         \n",
       "2022-07-26                                           1.100027         \n",
       "2022-07-27                                           1.108765         \n",
       "2022-07-28                                           1.108765         \n",
       "2022-07-29                                           1.108765         \n",
       "2022-07-30                                           1.108765         \n",
       "2022-07-31                                           1.108765         \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_98  \\\n",
       "2022-07-25                                           1.752993                    \n",
       "2022-07-26                                           1.734568                    \n",
       "2022-07-27                                           1.733194                    \n",
       "2022-07-28                                           1.733091                    \n",
       "2022-07-29                                           1.733084                    \n",
       "2022-07-30                                           1.733083                    \n",
       "2022-07-31                                           1.733083                    \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_151  \\\n",
       "2022-07-25                                           0.979577                     \n",
       "2022-07-26                                           1.085607                     \n",
       "2022-07-27                                           1.066001                     \n",
       "2022-07-28                                           0.986853                     \n",
       "2022-07-29                                           1.059366                     \n",
       "2022-07-30                                           1.077978                     \n",
       "2022-07-31                                           1.001460                     \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd_517  \\\n",
       "2022-07-25                                           1.593480                  \n",
       "2022-07-26                                           1.505549                  \n",
       "2022-07-27                                           1.448480                  \n",
       "2022-07-28                                           1.455025                  \n",
       "2022-07-29                                           1.389742                  \n",
       "2022-07-30                                           1.317800                  \n",
       "2022-07-31                                           1.331071                  \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg_148  \\\n",
       "2022-07-25                                            1.12582                \n",
       "2022-07-26                                            1.12582                \n",
       "2022-07-27                                            1.12582                \n",
       "2022-07-28                                            1.12582                \n",
       "2022-07-29                                            1.12582                \n",
       "2022-07-30                                            1.12582                \n",
       "2022-07-31                                            1.12582                \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg_127  \\\n",
       "2022-07-25                                           0.732633                     \n",
       "2022-07-26                                           0.732633                     \n",
       "2022-07-27                                           0.732633                     \n",
       "2022-07-28                                           0.732633                     \n",
       "2022-07-29                                           0.732633                     \n",
       "2022-07-30                                           0.732633                     \n",
       "2022-07-31                                           0.732633                     \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_508  \\\n",
       "2022-07-25                                           1.406241                      \n",
       "2022-07-26                                           1.855771                      \n",
       "2022-07-27                                           1.492242                      \n",
       "2022-07-28                                           1.624635                      \n",
       "2022-07-29                                           1.596768                      \n",
       "2022-07-30                                           1.596943                      \n",
       "2022-07-31                                           1.599695                      \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_391  \n",
       "2022-07-25                                           1.438395                     \n",
       "2022-07-26                                           1.453538                     \n",
       "2022-07-27                                           1.454062                     \n",
       "2022-07-28                                           1.454080                     \n",
       "2022-07-29                                           1.454080                     \n",
       "2022-07-30                                           1.454080                     \n",
       "2022-07-31                                           1.454080                     \n",
       "\n",
       "[7 rows x 732 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_bu_arima.query(\"index > '2022-07-24'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total</th>\n",
       "      <th>vp-digitalimaging</th>\n",
       "      <th>vp-electrify&amp;car</th>\n",
       "      <th>vp-majorappliances</th>\n",
       "      <th>vp-digitalimaging_ml-ilccameras/lenses</th>\n",
       "      <th>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories</th>\n",
       "      <th>vp-electrify&amp;car_ml-connectedcar</th>\n",
       "      <th>vp-electrify&amp;car_ml-electrify</th>\n",
       "      <th>vp-majorappliances_ml-kitchen</th>\n",
       "      <th>...</th>\n",
       "      <th>vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd_534</th>\n",
       "      <th>vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_547</th>\n",
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       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg_127</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_508</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_391</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-07-25</th>\n",
       "      <td>2176.129245</td>\n",
       "      <td>2.844636</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.593480</td>\n",
       "      <td>2.732569</td>\n",
       "      <td>2.990328</td>\n",
       "      <td>6.901006</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.002296</td>\n",
       "      <td>...</td>\n",
       "      <td>6.901006</td>\n",
       "      <td>1.866136</td>\n",
       "      <td>1.124192</td>\n",
       "      <td>1.752993</td>\n",
       "      <td>0.979577</td>\n",
       "      <td>1.593480</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.406241</td>\n",
       "      <td>1.438395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-26</th>\n",
       "      <td>2280.065855</td>\n",
       "      <td>3.309309</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.505549</td>\n",
       "      <td>2.820175</td>\n",
       "      <td>3.061500</td>\n",
       "      <td>6.389187</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.155902</td>\n",
       "      <td>...</td>\n",
       "      <td>6.389187</td>\n",
       "      <td>1.961473</td>\n",
       "      <td>1.100027</td>\n",
       "      <td>1.734568</td>\n",
       "      <td>1.085607</td>\n",
       "      <td>1.505549</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.855771</td>\n",
       "      <td>1.453538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-27</th>\n",
       "      <td>2255.250704</td>\n",
       "      <td>2.946304</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.448480</td>\n",
       "      <td>2.799195</td>\n",
       "      <td>3.148248</td>\n",
       "      <td>6.138516</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.204724</td>\n",
       "      <td>...</td>\n",
       "      <td>6.138516</td>\n",
       "      <td>2.039483</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733194</td>\n",
       "      <td>1.066001</td>\n",
       "      <td>1.448480</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.492242</td>\n",
       "      <td>1.454062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-28</th>\n",
       "      <td>2376.569860</td>\n",
       "      <td>3.078714</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.455025</td>\n",
       "      <td>2.719945</td>\n",
       "      <td>3.212081</td>\n",
       "      <td>5.735047</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.258361</td>\n",
       "      <td>...</td>\n",
       "      <td>5.735047</td>\n",
       "      <td>2.103316</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733091</td>\n",
       "      <td>0.986853</td>\n",
       "      <td>1.455025</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.624635</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-29</th>\n",
       "      <td>2495.025122</td>\n",
       "      <td>3.050848</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.389742</td>\n",
       "      <td>2.792449</td>\n",
       "      <td>3.264313</td>\n",
       "      <td>6.759916</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.305667</td>\n",
       "      <td>...</td>\n",
       "      <td>6.759916</td>\n",
       "      <td>2.155548</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733084</td>\n",
       "      <td>1.059366</td>\n",
       "      <td>1.389742</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.596768</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-30</th>\n",
       "      <td>2510.560115</td>\n",
       "      <td>3.051024</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.317800</td>\n",
       "      <td>2.811061</td>\n",
       "      <td>3.307053</td>\n",
       "      <td>8.167360</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.347390</td>\n",
       "      <td>...</td>\n",
       "      <td>8.167360</td>\n",
       "      <td>2.198288</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733083</td>\n",
       "      <td>1.077978</td>\n",
       "      <td>1.317800</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.596943</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-31</th>\n",
       "      <td>2455.516460</td>\n",
       "      <td>3.053775</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.331071</td>\n",
       "      <td>2.734543</td>\n",
       "      <td>3.342025</td>\n",
       "      <td>7.853206</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.384188</td>\n",
       "      <td>...</td>\n",
       "      <td>7.853206</td>\n",
       "      <td>2.233260</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733083</td>\n",
       "      <td>1.001460</td>\n",
       "      <td>1.331071</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.599695</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7 rows × 732 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  total  vp-digitalimaging  vp-electrify&car  \\\n",
       "2022-07-25  2176.129245           2.844636          0.732633   \n",
       "2022-07-26  2280.065855           3.309309          0.732633   \n",
       "2022-07-27  2255.250704           2.946304          0.732633   \n",
       "2022-07-28  2376.569860           3.078714          0.732633   \n",
       "2022-07-29  2495.025122           3.050848          0.732633   \n",
       "2022-07-30  2510.560115           3.051024          0.732633   \n",
       "2022-07-31  2455.516460           3.053775          0.732633   \n",
       "\n",
       "            vp-majorappliances  vp-digitalimaging_ml-ilccameras/lenses  \\\n",
       "2022-07-25             1.12582                                1.593480   \n",
       "2022-07-26             1.12582                                1.505549   \n",
       "2022-07-27             1.12582                                1.448480   \n",
       "2022-07-28             1.12582                                1.455025   \n",
       "2022-07-29             1.12582                                1.389742   \n",
       "2022-07-30             1.12582                                1.317800   \n",
       "2022-07-31             1.12582                                1.331071   \n",
       "\n",
       "            vp-digitalimaging_ml-p&sandactioncamsanddrones  \\\n",
       "2022-07-25                                        2.732569   \n",
       "2022-07-26                                        2.820175   \n",
       "2022-07-27                                        2.799195   \n",
       "2022-07-28                                        2.719945   \n",
       "2022-07-29                                        2.792449   \n",
       "2022-07-30                                        2.811061   \n",
       "2022-07-31                                        2.734543   \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories  \\\n",
       "2022-07-25                            2.990328   \n",
       "2022-07-26                            3.061500   \n",
       "2022-07-27                            3.148248   \n",
       "2022-07-28                            3.212081   \n",
       "2022-07-29                            3.264313   \n",
       "2022-07-30                            3.307053   \n",
       "2022-07-31                            3.342025   \n",
       "\n",
       "            vp-electrify&car_ml-connectedcar  vp-electrify&car_ml-electrify  \\\n",
       "2022-07-25                          6.901006                       1.887116   \n",
       "2022-07-26                          6.389187                       1.887116   \n",
       "2022-07-27                          6.138516                       1.887116   \n",
       "2022-07-28                          5.735047                       1.887116   \n",
       "2022-07-29                          6.759916                       1.887116   \n",
       "2022-07-30                          8.167360                       1.887116   \n",
       "2022-07-31                          7.853206                       1.887116   \n",
       "\n",
       "            vp-majorappliances_ml-kitchen  ...  \\\n",
       "2022-07-25                       1.002296  ...   \n",
       "2022-07-26                       1.155902  ...   \n",
       "2022-07-27                       1.204724  ...   \n",
       "2022-07-28                       1.258361  ...   \n",
       "2022-07-29                       1.305667  ...   \n",
       "2022-07-30                       1.347390  ...   \n",
       "2022-07-31                       1.384188  ...   \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd_534  \\\n",
       "2022-07-25                                           6.901006           \n",
       "2022-07-26                                           6.389187           \n",
       "2022-07-27                                           6.138516           \n",
       "2022-07-28                                           5.735047           \n",
       "2022-07-29                                           6.759916           \n",
       "2022-07-30                                           8.167360           \n",
       "2022-07-31                                           7.853206           \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_547  \\\n",
       "2022-07-25                                           1.866136          \n",
       "2022-07-26                                           1.961473          \n",
       "2022-07-27                                           2.039483          \n",
       "2022-07-28                                           2.103316          \n",
       "2022-07-29                                           2.155548          \n",
       "2022-07-30                                           2.198288          \n",
       "2022-07-31                                           2.233260          \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_89  \\\n",
       "2022-07-25                                           1.124192         \n",
       "2022-07-26                                           1.100027         \n",
       "2022-07-27                                           1.108765         \n",
       "2022-07-28                                           1.108765         \n",
       "2022-07-29                                           1.108765         \n",
       "2022-07-30                                           1.108765         \n",
       "2022-07-31                                           1.108765         \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_98  \\\n",
       "2022-07-25                                           1.752993                    \n",
       "2022-07-26                                           1.734568                    \n",
       "2022-07-27                                           1.733194                    \n",
       "2022-07-28                                           1.733091                    \n",
       "2022-07-29                                           1.733084                    \n",
       "2022-07-30                                           1.733083                    \n",
       "2022-07-31                                           1.733083                    \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_151  \\\n",
       "2022-07-25                                           0.979577                     \n",
       "2022-07-26                                           1.085607                     \n",
       "2022-07-27                                           1.066001                     \n",
       "2022-07-28                                           0.986853                     \n",
       "2022-07-29                                           1.059366                     \n",
       "2022-07-30                                           1.077978                     \n",
       "2022-07-31                                           1.001460                     \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd_517  \\\n",
       "2022-07-25                                           1.593480                  \n",
       "2022-07-26                                           1.505549                  \n",
       "2022-07-27                                           1.448480                  \n",
       "2022-07-28                                           1.455025                  \n",
       "2022-07-29                                           1.389742                  \n",
       "2022-07-30                                           1.317800                  \n",
       "2022-07-31                                           1.331071                  \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg_148  \\\n",
       "2022-07-25                                            1.12582                \n",
       "2022-07-26                                            1.12582                \n",
       "2022-07-27                                            1.12582                \n",
       "2022-07-28                                            1.12582                \n",
       "2022-07-29                                            1.12582                \n",
       "2022-07-30                                            1.12582                \n",
       "2022-07-31                                            1.12582                \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg_127  \\\n",
       "2022-07-25                                           0.732633                     \n",
       "2022-07-26                                           0.732633                     \n",
       "2022-07-27                                           0.732633                     \n",
       "2022-07-28                                           0.732633                     \n",
       "2022-07-29                                           0.732633                     \n",
       "2022-07-30                                           0.732633                     \n",
       "2022-07-31                                           0.732633                     \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_508  \\\n",
       "2022-07-25                                           1.406241                      \n",
       "2022-07-26                                           1.855771                      \n",
       "2022-07-27                                           1.492242                      \n",
       "2022-07-28                                           1.624635                      \n",
       "2022-07-29                                           1.596768                      \n",
       "2022-07-30                                           1.596943                      \n",
       "2022-07-31                                           1.599695                      \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_391  \n",
       "2022-07-25                                           1.438395                     \n",
       "2022-07-26                                           1.453538                     \n",
       "2022-07-27                                           1.454062                     \n",
       "2022-07-28                                           1.454080                     \n",
       "2022-07-29                                           1.454080                     \n",
       "2022-07-30                                           1.454080                     \n",
       "2022-07-31                                           1.454080                     \n",
       "\n",
       "[7 rows x 732 columns]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "updated_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = pd.read_excel(\n",
    "    open(\n",
    "        r'C:\\Users\\cmgas\\OneDrive\\git\\Best-Buy-Case\\test_data.xlsx', 'rb'),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>encoded_sku_id</th>\n",
       "      <th>sales_date</th>\n",
       "      <th>subclass_name</th>\n",
       "      <th>class_name</th>\n",
       "      <th>ml_name</th>\n",
       "      <th>category_name</th>\n",
       "      <th>retail_price</th>\n",
       "      <th>promo_price</th>\n",
       "      <th>competitor_price</th>\n",
       "      <th>inventory</th>\n",
       "      <th>...</th>\n",
       "      <th>gspi</th>\n",
       "      <th>index of consumer sentiment</th>\n",
       "      <th>sales_year</th>\n",
       "      <th>sales_month</th>\n",
       "      <th>sales_day</th>\n",
       "      <th>sales_weekday</th>\n",
       "      <th>cat_ml_class_sub_sku</th>\n",
       "      <th>cat_ml_class_sub</th>\n",
       "      <th>cat_ml_class</th>\n",
       "      <th>cat_ml</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>55</td>\n",
       "      <td>2022-07-25</td>\n",
       "      <td>soelsingovenreg</td>\n",
       "      <td>builtincooking</td>\n",
       "      <td>ml-kitchen</td>\n",
       "      <td>vp-majorappliances</td>\n",
       "      <td>1844.99</td>\n",
       "      <td>1599.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>2.350644</td>\n",
       "      <td>51.5</td>\n",
       "      <td>2022</td>\n",
       "      <td>7</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>vp-majorappliances_ml-kitchen_builtincooking_s...</td>\n",
       "      <td>vp-majorappliances_ml-kitchen_builtincooking_s...</td>\n",
       "      <td>vp-majorappliances_ml-kitchen_builtincooking</td>\n",
       "      <td>vp-majorappliances_ml-kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>140</td>\n",
       "      <td>2022-07-25</td>\n",
       "      <td>dishwasher</td>\n",
       "      <td>dishwashers</td>\n",
       "      <td>ml-kitchen</td>\n",
       "      <td>vp-majorappliances</td>\n",
       "      <td>566.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>566.0</td>\n",
       "      <td>Out-of-Stock</td>\n",
       "      <td>...</td>\n",
       "      <td>2.350644</td>\n",
       "      <td>51.5</td>\n",
       "      <td>2022</td>\n",
       "      <td>7</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>vp-majorappliances_ml-kitchen_dishwashers_dish...</td>\n",
       "      <td>vp-majorappliances_ml-kitchen_dishwashers_dish...</td>\n",
       "      <td>vp-majorappliances_ml-kitchen_dishwashers</td>\n",
       "      <td>vp-majorappliances_ml-kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>202</td>\n",
       "      <td>2022-07-25</td>\n",
       "      <td>toploadelecdryer</td>\n",
       "      <td>laundry</td>\n",
       "      <td>ml-laundry</td>\n",
       "      <td>vp-majorappliances</td>\n",
       "      <td>989.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Out-of-Stock</td>\n",
       "      <td>...</td>\n",
       "      <td>2.350644</td>\n",
       "      <td>51.5</td>\n",
       "      <td>2022</td>\n",
       "      <td>7</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>vp-majorappliances_ml-laundry_laundry_toploade...</td>\n",
       "      <td>vp-majorappliances_ml-laundry_laundry_toploade...</td>\n",
       "      <td>vp-majorappliances_ml-laundry_laundry</td>\n",
       "      <td>vp-majorappliances_ml-laundry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2022-07-25</td>\n",
       "      <td>misccameraacces</td>\n",
       "      <td>digitalcameraaccy</td>\n",
       "      <td>ml-diaccessories</td>\n",
       "      <td>vp-digitalimaging</td>\n",
       "      <td>89.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.9</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>2.350644</td>\n",
       "      <td>51.5</td>\n",
       "      <td>2022</td>\n",
       "      <td>7</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories_digitalcame...</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories_digitalcame...</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories_digitalcame...</td>\n",
       "      <td>vp-digitalimaging_ml-diaccessories</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3</td>\n",
       "      <td>2022-07-25</td>\n",
       "      <td>soparts</td>\n",
       "      <td>mobileaccessories</td>\n",
       "      <td>ml-connectedcar</td>\n",
       "      <td>vp-electrify&amp;car</td>\n",
       "      <td>49.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fully-Stocked</td>\n",
       "      <td>...</td>\n",
       "      <td>2.350644</td>\n",
       "      <td>51.5</td>\n",
       "      <td>2022</td>\n",
       "      <td>7</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>vp-electrify&amp;car_ml-connectedcar_mobileaccesso...</td>\n",
       "      <td>vp-electrify&amp;car_ml-connectedcar_mobileaccesso...</td>\n",
       "      <td>vp-electrify&amp;car_ml-connectedcar_mobileaccesso...</td>\n",
       "      <td>vp-electrify&amp;car_ml-connectedcar</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  encoded_sku_id sales_date     subclass_name         class_name  \\\n",
       "0             55 2022-07-25   soelsingovenreg     builtincooking   \n",
       "1            140 2022-07-25        dishwasher        dishwashers   \n",
       "2            202 2022-07-25  toploadelecdryer            laundry   \n",
       "3              1 2022-07-25   misccameraacces  digitalcameraaccy   \n",
       "4              3 2022-07-25           soparts  mobileaccessories   \n",
       "\n",
       "            ml_name       category_name  retail_price  promo_price  \\\n",
       "0        ml-kitchen  vp-majorappliances       1844.99      1599.99   \n",
       "1        ml-kitchen  vp-majorappliances        566.99          NaN   \n",
       "2        ml-laundry  vp-majorappliances        989.99          NaN   \n",
       "3  ml-diaccessories   vp-digitalimaging         89.99          NaN   \n",
       "4   ml-connectedcar    vp-electrify&car         49.99          NaN   \n",
       "\n",
       "   competitor_price      inventory  ...      gspi  \\\n",
       "0               NaN  Fully-Stocked  ...  2.350644   \n",
       "1             566.0   Out-of-Stock  ...  2.350644   \n",
       "2               NaN   Out-of-Stock  ...  2.350644   \n",
       "3              68.9  Fully-Stocked  ...  2.350644   \n",
       "4               NaN  Fully-Stocked  ...  2.350644   \n",
       "\n",
       "   index of consumer sentiment  sales_year  sales_month  sales_day  \\\n",
       "0                         51.5        2022            7         25   \n",
       "1                         51.5        2022            7         25   \n",
       "2                         51.5        2022            7         25   \n",
       "3                         51.5        2022            7         25   \n",
       "4                         51.5        2022            7         25   \n",
       "\n",
       "   sales_weekday                               cat_ml_class_sub_sku  \\\n",
       "0              0  vp-majorappliances_ml-kitchen_builtincooking_s...   \n",
       "1              0  vp-majorappliances_ml-kitchen_dishwashers_dish...   \n",
       "2              0  vp-majorappliances_ml-laundry_laundry_toploade...   \n",
       "3              0  vp-digitalimaging_ml-diaccessories_digitalcame...   \n",
       "4              0  vp-electrify&car_ml-connectedcar_mobileaccesso...   \n",
       "\n",
       "                                    cat_ml_class_sub  \\\n",
       "0  vp-majorappliances_ml-kitchen_builtincooking_s...   \n",
       "1  vp-majorappliances_ml-kitchen_dishwashers_dish...   \n",
       "2  vp-majorappliances_ml-laundry_laundry_toploade...   \n",
       "3  vp-digitalimaging_ml-diaccessories_digitalcame...   \n",
       "4  vp-electrify&car_ml-connectedcar_mobileaccesso...   \n",
       "\n",
       "                                        cat_ml_class  \\\n",
       "0       vp-majorappliances_ml-kitchen_builtincooking   \n",
       "1          vp-majorappliances_ml-kitchen_dishwashers   \n",
       "2              vp-majorappliances_ml-laundry_laundry   \n",
       "3  vp-digitalimaging_ml-diaccessories_digitalcame...   \n",
       "4  vp-electrify&car_ml-connectedcar_mobileaccesso...   \n",
       "\n",
       "                               cat_ml  \n",
       "0       vp-majorappliances_ml-kitchen  \n",
       "1       vp-majorappliances_ml-kitchen  \n",
       "2       vp-majorappliances_ml-laundry  \n",
       "3  vp-digitalimaging_ml-diaccessories  \n",
       "4    vp-electrify&car_ml-connectedcar  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "test =  test.astype({'Encoded_SKU_ID':'str'})\n",
    "test.columns = [col_name.lower() for col_name in test.columns]\n",
    "test[\"subclass_name\"] = test[\"subclass_name\"].apply(lambda x: x.lower().replace(\" \", \"\"))\n",
    "test[\"class_name\"] = test[\"class_name\"].apply(lambda x: x.lower().replace(\" \", \"\"))\n",
    "test[\"ml_name\"] = test[\"ml_name\"].apply(lambda x: x.lower().replace(\" \", \"\"))\n",
    "test[\"category_name\"] = test[\"category_name\"].apply(lambda x: x.lower().replace(\" \", \"\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "test[\"cat_ml_class_sub_sku\"] = test.apply(lambda x: f\"{x['category_name']}_{x['ml_name']}_{x['class_name']}_{x['subclass_name']}_{x['encoded_sku_id']}\", axis=1)\n",
    "test[\"cat_ml_class_sub\"] = test.apply(lambda x: f\"{x['category_name']}_{x['ml_name']}_{x['class_name']}_{x['subclass_name']}\", axis=1)\n",
    "test[\"cat_ml_class\"] = test.apply(lambda x: f\"{x['category_name']}_{x['ml_name']}_{x['class_name']}\", axis=1)\n",
    "test[\"cat_ml\"] = test.apply(lambda x: f\"{x['category_name']}_{x['ml_name']}\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_level_6 = np.round(pd.pivot_table(test, values='daily_units', index='sales_date', columns='cat_ml_class_sub_sku'))\n",
    "test_level_5 = test.groupby([\"subclass_name\", \"class_name\", \"ml_name\", \"category_name\", \"sales_date\", \"cat_ml_class_sub\"])['daily_units'].sum().reset_index(drop=False) \\\n",
    "    .pivot(index=\"sales_date\", columns=\"cat_ml_class_sub\", values=\"daily_units\")\n",
    "test_level_4 = test.groupby([\"class_name\", \"ml_name\", \"category_name\", \"sales_date\", \"cat_ml_class\"])['daily_units'].sum().reset_index(drop=False) \\\n",
    "    .pivot(index=\"sales_date\", columns=\"cat_ml_class\", values=\"daily_units\")\n",
    "test_level_3 = test.groupby([\"ml_name\", \"category_name\", \"sales_date\", \"cat_ml\"])['daily_units'].sum().reset_index(drop=False) \\\n",
    "    .pivot(index=\"sales_date\", columns=\"cat_ml\", values=\"daily_units\")\n",
    "test_level_2 = test.groupby([\"category_name\", \"sales_date\"])['daily_units'].sum().reset_index(drop=False) \\\n",
    "    .pivot(index=\"sales_date\", columns=\"category_name\", values=\"daily_units\")\n",
    "test_level_1 = test.groupby(\"sales_date\")['daily_units'].sum().to_frame().rename(columns={'daily_units': 'total'})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_hierarchy_df = pd.DataFrame()\n",
    "test_hierarchy_df = test_level_6.join(test_level_5).join(test_level_4).join(test_level_3).join(test_level_2).join(test_level_1) \n",
    "test_hierarchy_df.index = pd.to_datetime(test_hierarchy_df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "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",
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       "    }\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>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_163</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_229</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_252</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_484</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_542</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_557</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_8</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_107</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_197</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_2</th>\n",
       "      <th>...</th>\n",
       "      <th>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</th>\n",
       "      <th>vp-electrify&amp;car_ml-connectedcar</th>\n",
       "      <th>vp-electrify&amp;car_ml-electrify</th>\n",
       "      <th>vp-majorappliances_ml-kitchen</th>\n",
       "      <th>vp-majorappliances_ml-laundry</th>\n",
       "      <th>vp-majorappliances_ml-premium</th>\n",
       "      <th>vp-digitalimaging</th>\n",
       "      <th>vp-electrify&amp;car</th>\n",
       "      <th>vp-majorappliances</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sales_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-07-25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>23</td>\n",
       "      <td>591</td>\n",
       "      <td>5</td>\n",
       "      <td>334</td>\n",
       "      <td>85</td>\n",
       "      <td>11</td>\n",
       "      <td>980</td>\n",
       "      <td>596</td>\n",
       "      <td>430</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-26</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>17</td>\n",
       "      <td>486</td>\n",
       "      <td>0</td>\n",
       "      <td>346</td>\n",
       "      <td>94</td>\n",
       "      <td>12</td>\n",
       "      <td>976</td>\n",
       "      <td>486</td>\n",
       "      <td>452</td>\n",
       "      <td>1914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-27</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>17</td>\n",
       "      <td>517</td>\n",
       "      <td>0</td>\n",
       "      <td>309</td>\n",
       "      <td>82</td>\n",
       "      <td>8</td>\n",
       "      <td>923</td>\n",
       "      <td>517</td>\n",
       "      <td>399</td>\n",
       "      <td>1839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-28</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14</td>\n",
       "      <td>463</td>\n",
       "      <td>3</td>\n",
       "      <td>277</td>\n",
       "      <td>89</td>\n",
       "      <td>6</td>\n",
       "      <td>1021</td>\n",
       "      <td>466</td>\n",
       "      <td>372</td>\n",
       "      <td>1859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-29</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14</td>\n",
       "      <td>621</td>\n",
       "      <td>1</td>\n",
       "      <td>313</td>\n",
       "      <td>116</td>\n",
       "      <td>14</td>\n",
       "      <td>1227</td>\n",
       "      <td>622</td>\n",
       "      <td>443</td>\n",
       "      <td>2292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-30</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>22</td>\n",
       "      <td>704</td>\n",
       "      <td>1</td>\n",
       "      <td>306</td>\n",
       "      <td>138</td>\n",
       "      <td>12</td>\n",
       "      <td>1385</td>\n",
       "      <td>705</td>\n",
       "      <td>456</td>\n",
       "      <td>2546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-31</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>579</td>\n",
       "      <td>1</td>\n",
       "      <td>257</td>\n",
       "      <td>136</td>\n",
       "      <td>4</td>\n",
       "      <td>886</td>\n",
       "      <td>580</td>\n",
       "      <td>397</td>\n",
       "      <td>1863</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7 rows × 722 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_163  \\\n",
       "sales_date                                                                           \n",
       "2022-07-25                                                0.0                        \n",
       "2022-07-26                                                0.0                        \n",
       "2022-07-27                                                0.0                        \n",
       "2022-07-28                                                1.0                        \n",
       "2022-07-29                                                0.0                        \n",
       "2022-07-30                                                1.0                        \n",
       "2022-07-31                                                0.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_229  \\\n",
       "sales_date                                                                           \n",
       "2022-07-25                                                1.0                        \n",
       "2022-07-26                                                1.0                        \n",
       "2022-07-27                                                1.0                        \n",
       "2022-07-28                                                1.0                        \n",
       "2022-07-29                                                3.0                        \n",
       "2022-07-30                                                3.0                        \n",
       "2022-07-31                                                3.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_252  \\\n",
       "sales_date                                                                           \n",
       "2022-07-25                                               23.0                        \n",
       "2022-07-26                                               27.0                        \n",
       "2022-07-27                                               20.0                        \n",
       "2022-07-28                                               28.0                        \n",
       "2022-07-29                                               28.0                        \n",
       "2022-07-30                                               37.0                        \n",
       "2022-07-31                                               24.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_484  \\\n",
       "sales_date                                                                           \n",
       "2022-07-25                                                6.0                        \n",
       "2022-07-26                                                0.0                        \n",
       "2022-07-27                                                2.0                        \n",
       "2022-07-28                                                2.0                        \n",
       "2022-07-29                                                1.0                        \n",
       "2022-07-30                                                0.0                        \n",
       "2022-07-31                                                1.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_542  \\\n",
       "sales_date                                                                           \n",
       "2022-07-25                                                0.0                        \n",
       "2022-07-26                                                0.0                        \n",
       "2022-07-27                                                1.0                        \n",
       "2022-07-28                                                0.0                        \n",
       "2022-07-29                                                0.0                        \n",
       "2022-07-30                                                0.0                        \n",
       "2022-07-31                                                1.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_557  \\\n",
       "sales_date                                                                           \n",
       "2022-07-25                                               71.0                        \n",
       "2022-07-26                                               82.0                        \n",
       "2022-07-27                                               58.0                        \n",
       "2022-07-28                                               64.0                        \n",
       "2022-07-29                                               83.0                        \n",
       "2022-07-30                                               81.0                        \n",
       "2022-07-31                                               55.0                        \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_8  \\\n",
       "sales_date                                                                         \n",
       "2022-07-25                                                4.0                      \n",
       "2022-07-26                                                3.0                      \n",
       "2022-07-27                                                2.0                      \n",
       "2022-07-28                                                6.0                      \n",
       "2022-07-29                                                7.0                      \n",
       "2022-07-30                                                4.0                      \n",
       "2022-07-31                                                3.0                      \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_107  \\\n",
       "sales_date                                                                             \n",
       "2022-07-25                                                2.0                          \n",
       "2022-07-26                                                1.0                          \n",
       "2022-07-27                                                2.0                          \n",
       "2022-07-28                                                1.0                          \n",
       "2022-07-29                                                1.0                          \n",
       "2022-07-30                                                2.0                          \n",
       "2022-07-31                                                2.0                          \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_197  \\\n",
       "sales_date                                                                             \n",
       "2022-07-25                                                3.0                          \n",
       "2022-07-26                                                7.0                          \n",
       "2022-07-27                                                5.0                          \n",
       "2022-07-28                                                7.0                          \n",
       "2022-07-29                                                4.0                          \n",
       "2022-07-30                                               10.0                          \n",
       "2022-07-31                                                5.0                          \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_2  \\\n",
       "sales_date                                                                           \n",
       "2022-07-25                                                4.0                        \n",
       "2022-07-26                                                1.0                        \n",
       "2022-07-27                                                5.0                        \n",
       "2022-07-28                                                5.0                        \n",
       "2022-07-29                                                3.0                        \n",
       "2022-07-30                                                3.0                        \n",
       "2022-07-31                                                2.0                        \n",
       "\n",
       "            ...  vp-digitalimaging_ml-p&sandactioncamsanddrones  \\\n",
       "sales_date  ...                                                   \n",
       "2022-07-25  ...                                              23   \n",
       "2022-07-26  ...                                              17   \n",
       "2022-07-27  ...                                              17   \n",
       "2022-07-28  ...                                              14   \n",
       "2022-07-29  ...                                              14   \n",
       "2022-07-30  ...                                              22   \n",
       "2022-07-31  ...                                              19   \n",
       "\n",
       "            vp-electrify&car_ml-connectedcar  vp-electrify&car_ml-electrify  \\\n",
       "sales_date                                                                    \n",
       "2022-07-25                               591                              5   \n",
       "2022-07-26                               486                              0   \n",
       "2022-07-27                               517                              0   \n",
       "2022-07-28                               463                              3   \n",
       "2022-07-29                               621                              1   \n",
       "2022-07-30                               704                              1   \n",
       "2022-07-31                               579                              1   \n",
       "\n",
       "            vp-majorappliances_ml-kitchen  vp-majorappliances_ml-laundry  \\\n",
       "sales_date                                                                 \n",
       "2022-07-25                            334                             85   \n",
       "2022-07-26                            346                             94   \n",
       "2022-07-27                            309                             82   \n",
       "2022-07-28                            277                             89   \n",
       "2022-07-29                            313                            116   \n",
       "2022-07-30                            306                            138   \n",
       "2022-07-31                            257                            136   \n",
       "\n",
       "            vp-majorappliances_ml-premium  vp-digitalimaging  \\\n",
       "sales_date                                                     \n",
       "2022-07-25                             11                980   \n",
       "2022-07-26                             12                976   \n",
       "2022-07-27                              8                923   \n",
       "2022-07-28                              6               1021   \n",
       "2022-07-29                             14               1227   \n",
       "2022-07-30                             12               1385   \n",
       "2022-07-31                              4                886   \n",
       "\n",
       "            vp-electrify&car  vp-majorappliances  total  \n",
       "sales_date                                               \n",
       "2022-07-25               596                 430   2006  \n",
       "2022-07-26               486                 452   1914  \n",
       "2022-07-27               517                 399   1839  \n",
       "2022-07-28               466                 372   1859  \n",
       "2022-07-29               622                 443   2292  \n",
       "2022-07-30               705                 456   2546  \n",
       "2022-07-31               580                 397   1863  \n",
       "\n",
       "[7 rows x 722 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_hierarchy_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total</th>\n",
       "      <th>vp-digitalimaging</th>\n",
       "      <th>vp-electrify&amp;car</th>\n",
       "      <th>vp-majorappliances</th>\n",
       "      <th>vp-digitalimaging_ml-ilccameras/lenses</th>\n",
       "      <th>vp-digitalimaging_ml-p&amp;sandactioncamsanddrones</th>\n",
       "      <th>vp-digitalimaging_ml-diaccessories</th>\n",
       "      <th>vp-electrify&amp;car_ml-connectedcar</th>\n",
       "      <th>vp-electrify&amp;car_ml-electrify</th>\n",
       "      <th>vp-majorappliances_ml-kitchen</th>\n",
       "      <th>...</th>\n",
       "      <th>vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd_534</th>\n",
       "      <th>vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_547</th>\n",
       "      <th>vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_89</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_98</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_151</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd_517</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg_148</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg_127</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_508</th>\n",
       "      <th>vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_391</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-07-25</th>\n",
       "      <td>2176.129245</td>\n",
       "      <td>2.844636</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.593480</td>\n",
       "      <td>2.732569</td>\n",
       "      <td>2.990328</td>\n",
       "      <td>6.901006</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.002296</td>\n",
       "      <td>...</td>\n",
       "      <td>6.901006</td>\n",
       "      <td>1.866136</td>\n",
       "      <td>1.124192</td>\n",
       "      <td>1.752993</td>\n",
       "      <td>0.979577</td>\n",
       "      <td>1.593480</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.406241</td>\n",
       "      <td>1.438395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-26</th>\n",
       "      <td>2280.065855</td>\n",
       "      <td>3.309309</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.505549</td>\n",
       "      <td>2.820175</td>\n",
       "      <td>3.061500</td>\n",
       "      <td>6.389187</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.155902</td>\n",
       "      <td>...</td>\n",
       "      <td>6.389187</td>\n",
       "      <td>1.961473</td>\n",
       "      <td>1.100027</td>\n",
       "      <td>1.734568</td>\n",
       "      <td>1.085607</td>\n",
       "      <td>1.505549</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.855771</td>\n",
       "      <td>1.453538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-27</th>\n",
       "      <td>2255.250704</td>\n",
       "      <td>2.946304</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.448480</td>\n",
       "      <td>2.799195</td>\n",
       "      <td>3.148248</td>\n",
       "      <td>6.138516</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.204724</td>\n",
       "      <td>...</td>\n",
       "      <td>6.138516</td>\n",
       "      <td>2.039483</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733194</td>\n",
       "      <td>1.066001</td>\n",
       "      <td>1.448480</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.492242</td>\n",
       "      <td>1.454062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-28</th>\n",
       "      <td>2376.569860</td>\n",
       "      <td>3.078714</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.455025</td>\n",
       "      <td>2.719945</td>\n",
       "      <td>3.212081</td>\n",
       "      <td>5.735047</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.258361</td>\n",
       "      <td>...</td>\n",
       "      <td>5.735047</td>\n",
       "      <td>2.103316</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733091</td>\n",
       "      <td>0.986853</td>\n",
       "      <td>1.455025</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.624635</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-29</th>\n",
       "      <td>2495.025122</td>\n",
       "      <td>3.050848</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.389742</td>\n",
       "      <td>2.792449</td>\n",
       "      <td>3.264313</td>\n",
       "      <td>6.759916</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.305667</td>\n",
       "      <td>...</td>\n",
       "      <td>6.759916</td>\n",
       "      <td>2.155548</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733084</td>\n",
       "      <td>1.059366</td>\n",
       "      <td>1.389742</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.596768</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-30</th>\n",
       "      <td>2510.560115</td>\n",
       "      <td>3.051024</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.317800</td>\n",
       "      <td>2.811061</td>\n",
       "      <td>3.307053</td>\n",
       "      <td>8.167360</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.347390</td>\n",
       "      <td>...</td>\n",
       "      <td>8.167360</td>\n",
       "      <td>2.198288</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733083</td>\n",
       "      <td>1.077978</td>\n",
       "      <td>1.317800</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.596943</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-07-31</th>\n",
       "      <td>2455.516460</td>\n",
       "      <td>3.053775</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>1.331071</td>\n",
       "      <td>2.734543</td>\n",
       "      <td>3.342025</td>\n",
       "      <td>7.853206</td>\n",
       "      <td>1.887116</td>\n",
       "      <td>1.384188</td>\n",
       "      <td>...</td>\n",
       "      <td>7.853206</td>\n",
       "      <td>2.233260</td>\n",
       "      <td>1.108765</td>\n",
       "      <td>1.733083</td>\n",
       "      <td>1.001460</td>\n",
       "      <td>1.331071</td>\n",
       "      <td>1.12582</td>\n",
       "      <td>0.732633</td>\n",
       "      <td>1.599695</td>\n",
       "      <td>1.454080</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7 rows × 732 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  total  vp-digitalimaging  vp-electrify&car  \\\n",
       "2022-07-25  2176.129245           2.844636          0.732633   \n",
       "2022-07-26  2280.065855           3.309309          0.732633   \n",
       "2022-07-27  2255.250704           2.946304          0.732633   \n",
       "2022-07-28  2376.569860           3.078714          0.732633   \n",
       "2022-07-29  2495.025122           3.050848          0.732633   \n",
       "2022-07-30  2510.560115           3.051024          0.732633   \n",
       "2022-07-31  2455.516460           3.053775          0.732633   \n",
       "\n",
       "            vp-majorappliances  vp-digitalimaging_ml-ilccameras/lenses  \\\n",
       "2022-07-25             1.12582                                1.593480   \n",
       "2022-07-26             1.12582                                1.505549   \n",
       "2022-07-27             1.12582                                1.448480   \n",
       "2022-07-28             1.12582                                1.455025   \n",
       "2022-07-29             1.12582                                1.389742   \n",
       "2022-07-30             1.12582                                1.317800   \n",
       "2022-07-31             1.12582                                1.331071   \n",
       "\n",
       "            vp-digitalimaging_ml-p&sandactioncamsanddrones  \\\n",
       "2022-07-25                                        2.732569   \n",
       "2022-07-26                                        2.820175   \n",
       "2022-07-27                                        2.799195   \n",
       "2022-07-28                                        2.719945   \n",
       "2022-07-29                                        2.792449   \n",
       "2022-07-30                                        2.811061   \n",
       "2022-07-31                                        2.734543   \n",
       "\n",
       "            vp-digitalimaging_ml-diaccessories  \\\n",
       "2022-07-25                            2.990328   \n",
       "2022-07-26                            3.061500   \n",
       "2022-07-27                            3.148248   \n",
       "2022-07-28                            3.212081   \n",
       "2022-07-29                            3.264313   \n",
       "2022-07-30                            3.307053   \n",
       "2022-07-31                            3.342025   \n",
       "\n",
       "            vp-electrify&car_ml-connectedcar  vp-electrify&car_ml-electrify  \\\n",
       "2022-07-25                          6.901006                       1.887116   \n",
       "2022-07-26                          6.389187                       1.887116   \n",
       "2022-07-27                          6.138516                       1.887116   \n",
       "2022-07-28                          5.735047                       1.887116   \n",
       "2022-07-29                          6.759916                       1.887116   \n",
       "2022-07-30                          8.167360                       1.887116   \n",
       "2022-07-31                          7.853206                       1.887116   \n",
       "\n",
       "            vp-majorappliances_ml-kitchen  ...  \\\n",
       "2022-07-25                       1.002296  ...   \n",
       "2022-07-26                       1.155902  ...   \n",
       "2022-07-27                       1.204724  ...   \n",
       "2022-07-28                       1.258361  ...   \n",
       "2022-07-29                       1.305667  ...   \n",
       "2022-07-30                       1.347390  ...   \n",
       "2022-07-31                       1.384188  ...   \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd_534  \\\n",
       "2022-07-25                                           6.901006           \n",
       "2022-07-26                                           6.389187           \n",
       "2022-07-27                                           6.138516           \n",
       "2022-07-28                                           5.735047           \n",
       "2022-07-29                                           6.759916           \n",
       "2022-07-30                                           8.167360           \n",
       "2022-07-31                                           7.853206           \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_547  \\\n",
       "2022-07-25                                           1.866136          \n",
       "2022-07-26                                           1.961473          \n",
       "2022-07-27                                           2.039483          \n",
       "2022-07-28                                           2.103316          \n",
       "2022-07-29                                           2.155548          \n",
       "2022-07-30                                           2.198288          \n",
       "2022-07-31                                           2.233260          \n",
       "\n",
       "            vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_89  \\\n",
       "2022-07-25                                           1.124192         \n",
       "2022-07-26                                           1.100027         \n",
       "2022-07-27                                           1.108765         \n",
       "2022-07-28                                           1.108765         \n",
       "2022-07-29                                           1.108765         \n",
       "2022-07-30                                           1.108765         \n",
       "2022-07-31                                           1.108765         \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_98  \\\n",
       "2022-07-25                                           1.752993                    \n",
       "2022-07-26                                           1.734568                    \n",
       "2022-07-27                                           1.733194                    \n",
       "2022-07-28                                           1.733091                    \n",
       "2022-07-29                                           1.733084                    \n",
       "2022-07-30                                           1.733083                    \n",
       "2022-07-31                                           1.733083                    \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_151  \\\n",
       "2022-07-25                                           0.979577                     \n",
       "2022-07-26                                           1.085607                     \n",
       "2022-07-27                                           1.066001                     \n",
       "2022-07-28                                           0.986853                     \n",
       "2022-07-29                                           1.059366                     \n",
       "2022-07-30                                           1.077978                     \n",
       "2022-07-31                                           1.001460                     \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd_517  \\\n",
       "2022-07-25                                           1.593480                  \n",
       "2022-07-26                                           1.505549                  \n",
       "2022-07-27                                           1.448480                  \n",
       "2022-07-28                                           1.455025                  \n",
       "2022-07-29                                           1.389742                  \n",
       "2022-07-30                                           1.317800                  \n",
       "2022-07-31                                           1.331071                  \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg_148  \\\n",
       "2022-07-25                                            1.12582                \n",
       "2022-07-26                                            1.12582                \n",
       "2022-07-27                                            1.12582                \n",
       "2022-07-28                                            1.12582                \n",
       "2022-07-29                                            1.12582                \n",
       "2022-07-30                                            1.12582                \n",
       "2022-07-31                                            1.12582                \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg_127  \\\n",
       "2022-07-25                                           0.732633                     \n",
       "2022-07-26                                           0.732633                     \n",
       "2022-07-27                                           0.732633                     \n",
       "2022-07-28                                           0.732633                     \n",
       "2022-07-29                                           0.732633                     \n",
       "2022-07-30                                           0.732633                     \n",
       "2022-07-31                                           0.732633                     \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_508  \\\n",
       "2022-07-25                                           1.406241                      \n",
       "2022-07-26                                           1.855771                      \n",
       "2022-07-27                                           1.492242                      \n",
       "2022-07-28                                           1.624635                      \n",
       "2022-07-29                                           1.596768                      \n",
       "2022-07-30                                           1.596943                      \n",
       "2022-07-31                                           1.599695                      \n",
       "\n",
       "            vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_391  \n",
       "2022-07-25                                           1.438395                     \n",
       "2022-07-26                                           1.453538                     \n",
       "2022-07-27                                           1.454062                     \n",
       "2022-07-28                                           1.454080                     \n",
       "2022-07-29                                           1.454080                     \n",
       "2022-07-30                                           1.454080                     \n",
       "2022-07-31                                           1.454080                     \n",
       "\n",
       "[7 rows x 732 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "updated_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_hierarchy_df.replace(np.nan, 0, inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_socameraaccy',\n",
       "       'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_socameraaccy_562',\n",
       "       'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras_438',\n",
       "       'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_257',\n",
       "       'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_269',\n",
       "       'vp-electrify&car_ml-connectedcar_carstereo_powersports_70'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drop the repetitive columns from the prediction df so we can test it against the test data\n",
    "test_hierarchy_df.columns.symmetric_difference(updated_df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "updated_df_2 = updated_df.drop(['vp-digitalimaging_ml-diaccessories_digitalcameraaccy_socameraaccy',\n",
    "       'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_socameraaccy_562',\n",
    "       'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras_438',\n",
    "       'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_257',\n",
    "       'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_269',\n",
    "       'vp-electrify&car_ml-connectedcar_carstereo_powersports_70'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'total',\n",
       " 'vp-digitalimaging',\n",
       " 'vp-digitalimaging_ml-diaccessories',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_163',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_229',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_252',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_484',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_542',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_557',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_actioncamaccy_8',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_107',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_197',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_2',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_26',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_267',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_32',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_322',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_333',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_411',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_434',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_488',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_49',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_530',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_camerabatteries_536',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_110',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_126',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_226',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_253',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_403',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_490',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_493',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_cclighting_502',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_149',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_156',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_183',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_198',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_20',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_200',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_274',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_38',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_543',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_548',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_555',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccmicrophones_84',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_204',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_217',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_350',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_454',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_456',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_483',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_487',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_541',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_545',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_ccstreamingequip_571',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_digitalphotoframes',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_digitalphotoframes_160',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_digitalphotoframes_37',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_digitalphotoframes_503',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_194',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_301',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_339',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_383',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_407',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_485',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_droneaccessory_67',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_flashes',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_flashes_83',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_instantprint',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_instantprint_574',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_1',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_146',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_181',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_182',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_234',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_236',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_270',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_319',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_342',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_344',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_366',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_369',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_370',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_394',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_395',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_398',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_400',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_462',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_489',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_506',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_507',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_510',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_52',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_527',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_532',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_560',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_565',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_569',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_57',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_91',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_misccameraacces_94',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_optics',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_optics_246',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_353',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_410',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_461',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_494',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_511',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_566',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_photovideobags_572',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_144',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_25',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_271',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_313',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_35',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_408',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_433',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_439',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_448',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_451',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_460',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_50',\n",
       " 'vp-digitalimaging_ml-diaccessories_digitalcameraaccy_tripods_573',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_compactflashmemory',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_compactflashmemory_254',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_compactflashmemory_361',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_compactflashmemory_405',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_flashmemoryreaders',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_flashmemoryreaders_298',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia_335',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia_396',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia_482',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_mobilephonemedia_97',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor_237',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor_347',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor_431',\n",
       " 'vp-digitalimaging_ml-diaccessories_flashmemory_securedigitalmemor_469',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras_224',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras_230',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_dslrcameras_95',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras_218',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras_31',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras_413',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_cameras-ilc_mirrorlesscameras_552',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_154',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_175',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_178',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_264',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_268',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_367',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_41',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_464',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_467',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_492',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_498',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_533',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_lensescore_90',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_115',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_12',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_132',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_135',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_168',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_215',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_239',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_243',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_259',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_276',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_377',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_390',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_459',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_46',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_474',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_531',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_567',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_66',\n",
       " 'vp-digitalimaging_ml-ilccameras/lenses_lenses_mirrorlesslenses_80',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_153',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_24',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_304',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_463',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_465',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_digitalcameras_478',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_instantprinthw',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_instantprinthw_27',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_instantprinthw_575',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_sodigitalcameras',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_cameras-p&s_sodigitalcameras_157',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_cameraproproducts',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_cameraproproducts_113',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_cameraproproducts_72',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_digitalvideo',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_digitalvideo_357',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_digitalvideo_9',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_stabilizers',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_stabilizers_114',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_digitalcamcorders_stabilizers_421',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_drones',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_drones_drones',\n",
       " 'vp-digitalimaging_ml-p&sandactioncamsanddrones_drones_drones_242',\n",
       " 'vp-electrify&car',\n",
       " 'vp-electrify&car_ml-connectedcar',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_accessories',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_accessories_118',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_accessories_17',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_accessories_208',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_accessories_389',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_accessories_549',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_accessories_559',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_accessories_87',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_autosecurityparts',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_autosecurityparts_546',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_bluetooh&mp3accy',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_bluetooh&mp3accy_524',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_collisionavoidance',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_collisionavoidance_381',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_collisionavoidance_82',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_dashcams',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_dashcams_221',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_dashcams_331',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_dashcams_348',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_dashcams_537',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_ltecarhardware',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_ltecarhardware_145',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_radardetector',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_radardetector_466',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_somobileelectronic',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_somobileelectronic_358',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_soremotehardware',\n",
       " 'vp-electrify&car_ml-connectedcar_carelectronics_soremotehardware_471',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_amps',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_amps_191',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_amps_247',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_amps_416',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_amps_551',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_cddecks',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_cddecks_427',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_cddecks_481',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_eqanddsp',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_eqanddsp_442',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_13',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_169',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_307',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_321',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_324',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_33',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_521',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_538',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_indashnavigation_561',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_powersports',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_powersports_105',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_powersports_112',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_powersports_286',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_powersports_295',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_powersports_297',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_soeqanddsp',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_soeqanddsp_201',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_soeqanddsp_265',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_sopowersports',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_sopowersports_248',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_speakers',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_speakers_273',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_speakers_317',\n",
       " 'vp-electrify&car_ml-connectedcar_carstereo_speakers_402',\n",
       " 'vp-electrify&car_ml-connectedcar_gpsaccessories',\n",
       " 'vp-electrify&car_ml-connectedcar_gpsaccessories_bags',\n",
       " 'vp-electrify&car_ml-connectedcar_gpsaccessories_bags_42',\n",
       " 'vp-electrify&car_ml-connectedcar_gpsaccessories_coreaccessories',\n",
       " 'vp-electrify&car_ml-connectedcar_gpsaccessories_coreaccessories_330',\n",
       " 'vp-electrify&car_ml-connectedcar_gpsnavigation',\n",
       " 'vp-electrify&car_ml-connectedcar_gpsnavigation_portnavdevice',\n",
       " 'vp-electrify&car_ml-connectedcar_gpsnavigation_portnavdevice_392',\n",
       " 'vp-electrify&car_ml-connectedcar_gpsnavigation_portnavdevice_47',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_103',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_124',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_14',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_142',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_162',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_219',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_240',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_263',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_290',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_315',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_328',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_345',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_388',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_404',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_425',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_476',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_48',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_ampaccy_500',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_147',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_16',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_161',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_180',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_203',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_205',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_220',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_285',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_327',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_368',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_372',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_529',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_539',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_62',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_68',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_76',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_dashkits_81',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_10',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_116',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_167',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_179',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_190',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_206',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_232',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_245',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_262',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_277',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_289',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_29',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_314',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_320',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_338',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_34',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_380',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_406',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_deckharness_51',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_102',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_11',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_121',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_15',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_174',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_187',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_195',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_214',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_287',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_305',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_316',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_417',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_475',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_73',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_78',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_miscaccy_99',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_powersportsaccy',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_powersportsaccy_266',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_securityaccy',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_securityaccy_355',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_securityaccy_379',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_securityaccy_568',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_122',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_131',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_133',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_155',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_164',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_170',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_173',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_176',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_184',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_211',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_213',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_227',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_244',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_250',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_251',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_256',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_261',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_280',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_282',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_283',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_293',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_296',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_300',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_303',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_311',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_325',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_346',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_352',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_354',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_356',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_363',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_364',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_373',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_384',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_393',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_401',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_426',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_43',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_44',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_444',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_457',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_472',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_486',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_5',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_520',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_54',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_554',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_556',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_56',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_59',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_7',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_77',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_79',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_86',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_88',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_socaraccessories_92',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_100',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_111',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_119',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_120',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_123',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_129',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_139',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_143',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_158',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_166',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_171',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_177',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_186',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_196',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_199',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_209',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_225',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_23',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_258',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_272',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_292',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_3',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_302',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_309',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_318',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_323',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_329',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_334',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_337',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_340',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_343',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_362',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_386',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_39',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_45',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_458',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_477',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_495',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_522',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_544',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_60',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_64',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_65',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_soparts_75',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsdashkit',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsdashkit_21',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsdashkit_63',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsspeakers',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsspeakers_150',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_sopartsspeakers_512',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness_109',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness_19',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness_238',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_speakerharness_241',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure_138',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure_18',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure_326',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure_382',\n",
       " 'vp-electrify&car_ml-connectedcar_mobileaccessories_subenclosure_6',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_satelliteradioacc',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_satelliteradioacc_172',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_sosatelliteradio',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_sosatelliteradio_420',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_sosatelliteradio_61',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_tuners',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_tuners_152',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_tuners_40',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_xmprepaidservcard',\n",
       " 'vp-electrify&car_ml-connectedcar_satelliteradiohdwe_xmprepaidservcard_212',\n",
       " 'vp-electrify&car_ml-electrify',\n",
       " 'vp-electrify&car_ml-electrify_e-transportation',\n",
       " 'vp-electrify&car_ml-electrify_e-transportation_scooter',\n",
       " 'vp-electrify&car_ml-electrify_e-transportation_scooter_409',\n",
       " 'vp-majorappliances',\n",
       " 'vp-majorappliances_ml-kitchen',\n",
       " 'vp-majorappliances_ml-kitchen_built-inrefrigeratr',\n",
       " 'vp-majorappliances_ml-kitchen_built-inrefrigeratr_sowinebevcoolreg',\n",
       " 'vp-majorappliances_ml-kitchen_built-inrefrigeratr_sowinebevcoolreg_137',\n",
       " 'vp-majorappliances_ml-kitchen_built-inrefrigeratr_wineandbevcooler',\n",
       " 'vp-majorappliances_ml-kitchen_built-inrefrigeratr_wineandbevcooler_188',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sobimicroreg',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sobimicroreg_291',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg_106',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg_125',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg_130',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg_284',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeldblwllovnreg_496',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeleccooktopsreg',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeleccooktopsreg_294',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeleccooktopsreg_436',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soeleccooktopsreg_501',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_275',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_336',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_360',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_445',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_55',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_soelsingovenreg_93',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg_192',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg_22',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg_28',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg_375',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sogascooktopreg_58',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccmbwlovbbhd',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccmbwlovbbhd_523',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_189',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_341',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_374',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_422',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_423',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_somiccombwllovreg_440',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sorangetopreg',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sorangetopreg_136',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sorangetopreg_233',\n",
       " 'vp-majorappliances_ml-kitchen_builtincooking_sorangetopreg_415',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_dishwasher',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_dishwasher_140',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_dishwasher_385',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_dishwasher_479',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_dishwasher_514',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherbbhd',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherbbhd_349',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg_193',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg_249',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg_399',\n",
       " 'vp-majorappliances_ml-kitchen_dishwashers_sodishwasherreg_480',\n",
       " 'vp-majorappliances_ml-kitchen_freezers',\n",
       " 'vp-majorappliances_ml-kitchen_freezers_sofreezerbbhd',\n",
       " 'vp-majorappliances_ml-kitchen_freezers_sofreezerbbhd_351',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_rangehoods',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_rangehoods_310',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_rangehoods_365',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_30',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_36',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_4',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_428',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_504',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_505',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_513',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_53',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_553',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_570',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_sorangehoodsreg_96',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_soranghoodsbbhd',\n",
       " 'vp-majorappliances_ml-kitchen_kitchenventilation_soranghoodsbbhd_306',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_otrmic',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_otrmic_101',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_otrmic_207',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_otrmic_387',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_otrmic_424',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicrobbhd',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicrobbhd_223',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicrobbhd_452',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicrobbhd_526',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_216',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_281',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_378',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_437',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_446',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_447',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_449',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_473',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_528',\n",
       " 'vp-majorappliances_ml-kitchen_otrmicrowave_sootrmicroreg_550',\n",
       " 'vp-majorappliances_ml-kitchen_ranges',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_gasrange',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_gasrange_332',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_gasrange_359',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_soelecrangebbhd',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_soelecrangebbhd_308',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_soelecrangebbhd_69',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_soelecrangesreg',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_soelecrangesreg_518',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_sogasrangereg',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_104',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_108',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_376',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_435',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_453',\n",
       " 'vp-majorappliances_ml-kitchen_ranges_sogasrangereg_525',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_134',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_235',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_418',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_429',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_455',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_491',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_frenchdoorrefrig_85',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sidebyside',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sidebyside_470',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sofrnchdrrefrreg',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sofrnchdrrefrreg_141',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sofrnchdrrefrreg_222',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sorefrigreg',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sorefrigreg_159',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_sorefrigreg_441',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_topmountrefrig',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_topmountrefrig_412',\n",
       " 'vp-majorappliances_ml-kitchen_refrigeration_topmountrefrig_430',\n",
       " 'vp-majorappliances_ml-laundry',\n",
       " 'vp-majorappliances_ml-laundry_laundry',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_255',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_450',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_468',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_497',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_509',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frntloadelecdryer_71',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadgasdryer',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadgasdryer_414',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadwasher',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadwasher_128',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadwasher_228',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadwasher_260',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadwasher_397',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadwasher_515',\n",
       " 'vp-majorappliances_ml-laundry_laundry_frontloadwasher_516',\n",
       " 'vp-majorappliances_ml-laundry_laundry_lndrycompactwasher',\n",
       " 'vp-majorappliances_ml-laundry_laundry_lndrycompactwasher_564',\n",
       " 'vp-majorappliances_ml-laundry_laundry_sofleleclaundreg',\n",
       " 'vp-majorappliances_ml-laundry_laundry_sofleleclaundreg_231',\n",
       " 'vp-majorappliances_ml-laundry_laundry_sofleleclaundreg_299',\n",
       " 'vp-majorappliances_ml-laundry_laundry_soflgasdryerreg',\n",
       " 'vp-majorappliances_ml-laundry_laundry_soflgasdryerreg_117',\n",
       " 'vp-majorappliances_ml-laundry_laundry_soflwasherreg',\n",
       " 'vp-majorappliances_ml-laundry_laundry_soflwasherreg_371',\n",
       " 'vp-majorappliances_ml-laundry_laundry_soflwasherreg_535',\n",
       " 'vp-majorappliances_ml-laundry_laundry_soflwasherreg_540',\n",
       " 'vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd',\n",
       " 'vp-majorappliances_ml-laundry_laundry_sotlelecdrybbhd_534',\n",
       " 'vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd',\n",
       " 'vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_547',\n",
       " 'vp-majorappliances_ml-laundry_laundry_sotlgasdrybbhd_89',\n",
       " 'vp-majorappliances_ml-laundry_laundry_sotlgasdryerreg',\n",
       " 'vp-majorappliances_ml-laundry_laundry_sotlgasdryerreg_165',\n",
       " 'vp-majorappliances_ml-laundry_laundry_stackedeleclaundry',\n",
       " 'vp-majorappliances_ml-laundry_laundry_stackedeleclaundry_419',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadelecdryer',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_202',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_278',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_288',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_312',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_563',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadelecdryer_74',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadgasdryer',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadgasdryer_185',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadgasdryer_210',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadgasdryer_432',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadwasher',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadwasher_279',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadwasher_443',\n",
       " 'vp-majorappliances_ml-laundry_laundry_toploadwasher_558',\n",
       " 'vp-majorappliances_ml-laundry_pedestals&stacking',\n",
       " 'vp-majorappliances_ml-laundry_pedestals&stacking_pedestal',\n",
       " 'vp-majorappliances_ml-laundry_pedestals&stacking_pedestal_499',\n",
       " 'vp-majorappliances_ml-laundry_pedestals&stacking_stackingkit',\n",
       " 'vp-majorappliances_ml-laundry_pedestals&stacking_stackingkit_519',\n",
       " 'vp-majorappliances_ml-premium',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_151',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacacchmdelreg_98',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacaccybbhd_517',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopaccmoreg_148',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_391',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacdishwashrreg_508',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg',\n",
       " 'vp-majorappliances_ml-premium_premiummajorappl_sopacfdrefrigreg_127'}"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set((updated_df_2).columns).intersection(set(test_hierarchy_df.columns))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "updated_df_2.columns.difference(test_hierarchy_df.columns).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "726\n",
      "722\n",
      "722\n",
      "722\n"
     ]
    }
   ],
   "source": [
    "print(len(list(updated_df_2.columns)))\n",
    "print(len(list(test_hierarchy_df.columns)))\n",
    "print(len(set(updated_df_2.columns)))\n",
    "print(len(set(test_hierarchy_df.columns)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "updated_df_3 = updated_df_2.loc[:,~updated_df_2.columns.duplicated()].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "722\n"
     ]
    }
   ],
   "source": [
    "print(len(list(updated_df_3.columns)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Bottom Up ARIMA:\n",
      "MAE: 33.96688591433384\n",
      "MSE: 27516.59451571593\n",
      "RMSE: 165.8812663193645\n",
      "R-Squared: -55088.99743387868\n"
     ]
    }
   ],
   "source": [
    "#test the next seven days\n",
    "mae = metrics.mean_absolute_error(test_hierarchy_df, updated_df_3)\n",
    "mse = metrics.mean_squared_error(test_hierarchy_df, updated_df_3)\n",
    "rmse = np.sqrt(mse)  \n",
    "r2 = metrics.r2_score(test_hierarchy_df, updated_df_3)\n",
    "\n",
    "print(\"Results of Bottom Up ARIMA:\")\n",
    "print(\"MAE:\",mae)\n",
    "print(\"MSE:\", mse)\n",
    "print(\"RMSE:\", rmse)\n",
    "print(\"R-Squared:\", r2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'PLOT_FROM' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[124], line 18\u001b[0m\n\u001b[0;32m     15\u001b[0m fig, axs \u001b[39m=\u001b[39m plt\u001b[39m.\u001b[39msubplots(\u001b[39mlen\u001b[39m(PLOT), figsize\u001b[39m=\u001b[39m(\u001b[39m20\u001b[39m, \u001b[39m30\u001b[39m), sharex\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n\u001b[0;32m     16\u001b[0m ax\u001b[39m.\u001b[39mgrid(alpha\u001b[39m=\u001b[39m\u001b[39m0.75\u001b[39m)\n\u001b[1;32m---> 18\u001b[0m dts \u001b[39m=\u001b[39m pred_bu_arima[PLOT_FROM:]\u001b[39m.\u001b[39mindex\n\u001b[0;32m     20\u001b[0m \u001b[39mfor\u001b[39;00m i, group \u001b[39min\u001b[39;00m \u001b[39menumerate\u001b[39m(PLOT):\n\u001b[0;32m     21\u001b[0m     axs[i]\u001b[39m.\u001b[39mplot(hierarchy_df[PLOT_FROM:][group], \n\u001b[0;32m     22\u001b[0m             lw\u001b[39m=\u001b[39m\u001b[39m1.1\u001b[39m, \n\u001b[0;32m     23\u001b[0m             color\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39m#2ecc71\u001b[39m\u001b[39m'\u001b[39m, \n\u001b[0;32m     24\u001b[0m             alpha\u001b[39m=\u001b[39m\u001b[39m0.8\u001b[39m, \n\u001b[0;32m     25\u001b[0m             label\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mTruth\u001b[39m\u001b[39m'\u001b[39m)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'PLOT_FROM' is not defined"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x3000 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PLOT = ['total', \n",
    "        'vp_digitalimaging',\n",
    "        'vp-electrify&car', \n",
    "        'vp-majorappliances',\n",
    "        'vp-digitalimaging_ml-ilccameras/lenses',\n",
    "        'vp-digitalimaging_ml-p&sandactioncamsanddrones', \n",
    "        'vp-digitalimaging_ml-diaccessories',\n",
    "        'vp-electrify&car_ml-connectedcar', \n",
    "        'vp-electrify&car_ml-electrify',\n",
    "        'vp-majorappliances_ml-kitchen',\n",
    "        'vp-majorappliances_ml-laundry',\n",
    "        'vp-majorappliances_ml-premium'\n",
    "       ]\n",
    "\n",
    "fig, axs = plt.subplots(len(PLOT), figsize=(20, 30), sharex=True)\n",
    "ax.grid(alpha=0.75)\n",
    "\n",
    "dts = pred_bu_arima[PLOT_FROM:].index\n",
    "\n",
    "for i, group in enumerate(PLOT):\n",
    "    axs[i].plot(hierarchy_df[PLOT_FROM:][group], \n",
    "            lw=1.1, \n",
    "            color='#2ecc71', \n",
    "            alpha=0.8, \n",
    "            label='Truth')\n",
    "    axs[i].plot(pred_bu_arima[PLOT_FROM:][group], \n",
    "            lw=1.1,\n",
    "            color='#e74c3c', \n",
    "            alpha=0.8, \n",
    "            label='Prediction')\n",
    "    axs[i].legend()\n",
    "    axs[i].set_title('Prediction VS True series')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "096ec22e980897557bfb8884be5ba4ecb787a48a43bf22e0d502231cf8f145a2"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}