02-RF-FILL-NULL.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import json\n",
    "\n",
    "from smart_open import smart_open\n",
    "%matplotlib inline\n",
    "import itertools\n",
    "import numpy as np\n",
    "from nltk.tokenize import RegexpTokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_data():\n",
    "    with smart_open('./data/dataset.jsonl.gz') as fh:\n",
    "        dataset = [\n",
    "            json.loads(line.decode('utf-8'))\n",
    "            for line in fh\n",
    "        ]\n",
    "    return pd.DataFrame(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_na(df):\n",
    "    df['BRAND'] = df['BRAND'].fillna(df['NAME'].str.split(' ').str[0])\n",
    "    df['BRAND'] = df['BRAND'].str.lower()\n",
    "    df['SHOP'] = df['SHOP'].str.lower()\n",
    "    df['BRAND'] = df['BRAND'].replace(\"levi's\",'levis')\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "metadata": {},
   "outputs": [],
   "source": [
    "def drop_unusefull(df):\n",
    "    df = df.drop(columns=['DISPLAY_URL','CONTENTS'])\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = read_data().pipe(fill_na).pipe(drop_unusefull)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "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>BRAND</th>\n",
       "      <th>DALTIX_ID</th>\n",
       "      <th>DESCRIPTION</th>\n",
       "      <th>NAME</th>\n",
       "      <th>PRODUCT_ID</th>\n",
       "      <th>SHOP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>kärcher</td>\n",
       "      <td>43823f3f6826dcfd1f14b5898d742a1ead54937001f980...</td>\n",
       "      <td>De velgenreiniger 'Car &amp; Bike' van Kärcher is ...</td>\n",
       "      <td>Kärcher velgenreiniger 'Car &amp; Bike' 0,5 L</td>\n",
       "      <td>5305104</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>levis</td>\n",
       "      <td>2258f16fa7ff7aab35c4534ac645017637d072f2fee9cc...</td>\n",
       "      <td>De matte muurverf Originals potloodgrijs van L...</td>\n",
       "      <td>Muurverf Originals mat 2,5l potloodgrijs</td>\n",
       "      <td>9200000095428359</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>rapid</td>\n",
       "      <td>69ec8d4f776200897422a4b8f93d3416a36781fe110d75...</td>\n",
       "      <td>Vlakdraad nieten. Oorspronkelijk ontworpen voo...</td>\n",
       "      <td>Rapid Nieten - No 970 - 8 mm</td>\n",
       "      <td>9200000010411327</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>differnz</td>\n",
       "      <td>f03ef881a1d1934c62b9db6b4403a59ae34de96148f362...</td>\n",
       "      <td>Toiletmeubel Fabulous 40 is een van de meest v...</td>\n",
       "      <td>Differnz Fabulous Fonteinmeubel - 40 cm - Wit</td>\n",
       "      <td>9200000051330319</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>pickup</td>\n",
       "      <td>aaff0aa6db24814ad25d5cb410ded08361ab32bcb953e1...</td>\n",
       "      <td>Pickup pictogram is zelfklevend, weerbestendig...</td>\n",
       "      <td>Pickup pictogram P621 \"Heren\"</td>\n",
       "      <td>1409779</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      BRAND                                          DALTIX_ID  \\\n",
       "0   kärcher  43823f3f6826dcfd1f14b5898d742a1ead54937001f980...   \n",
       "1     levis  2258f16fa7ff7aab35c4534ac645017637d072f2fee9cc...   \n",
       "2     rapid  69ec8d4f776200897422a4b8f93d3416a36781fe110d75...   \n",
       "3  differnz  f03ef881a1d1934c62b9db6b4403a59ae34de96148f362...   \n",
       "4    pickup  aaff0aa6db24814ad25d5cb410ded08361ab32bcb953e1...   \n",
       "\n",
       "                                         DESCRIPTION  \\\n",
       "0  De velgenreiniger 'Car & Bike' van Kärcher is ...   \n",
       "1  De matte muurverf Originals potloodgrijs van L...   \n",
       "2  Vlakdraad nieten. Oorspronkelijk ontworpen voo...   \n",
       "3  Toiletmeubel Fabulous 40 is een van de meest v...   \n",
       "4  Pickup pictogram is zelfklevend, weerbestendig...   \n",
       "\n",
       "                                            NAME        PRODUCT_ID    SHOP  \n",
       "0      Kärcher velgenreiniger 'Car & Bike' 0,5 L           5305104  planit  \n",
       "1       Muurverf Originals mat 2,5l potloodgrijs  9200000095428359     bol  \n",
       "2                   Rapid Nieten - No 970 - 8 mm  9200000010411327     bol  \n",
       "3  Differnz Fabulous Fonteinmeubel - 40 cm - Wit  9200000051330319     bol  \n",
       "4                  Pickup pictogram P621 \"Heren\"           1409779  planit  "
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.neighbors import NearestNeighbors\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "\n",
    "from stop_words import get_stop_words\n",
    "stop_words = get_stop_words('dutch')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 362,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_text = df.NAME\n",
    "\n",
    "vectorizer = TfidfVectorizer(stop_words=stop_words,max_df=0.8,min_df=2)\n",
    "df_text_vec = vectorizer.fit_transform(df_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "pairs = pd.read_csv('firstsubmission.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 361,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[ ~((df.DALTIX_ID.isin(pairs.daltix_id_1) ) |  (df.DALTIX_ID.isin(pairs.daltix_id_2) ))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
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       " 'e54d1b50fd6314152e13ded08b8e88d1e1c1cfd0a900526bbb97d6b7a958ab2c',\n",
       " 'da66097d7eb50a1a85786f5e31aa4fad60583a0f484b20c9528d2ee10709b727',\n",
       " '5ed5baf92db9777467c8a0e49edc01168e37345b31a4100ee7f3f3c1b7acd4ae',\n",
       " 'acdfe301cd3c6136b5a7af85a9db041c834c57557eb0fa4c3eeb5b83a9d776aa',\n",
       " 'b82af9f7325f0de485b31bde8b06df6468d1909ebb9df51a4bba99a05fe6d548',\n",
       " '8eb0fc58d34fb636483f04d00d245ae05f6e62989ef4f1a11a5dcd2d21b099ce',\n",
       " '4523dc78c49346de27fd53ac0d1c15279ca13b25171780742135d393fe7eff38',\n",
       " '5f5b4daa21f368a1a6b3dd55825580bf0a97f88cebc6f4b231b8cf7ff90b4d5a',\n",
       " '13717599426e3e5f071a430d573af69ff50642b80eb1eb4483396b1e903e770a',\n",
       " '1d44f14c1bc00aeab8ef32956a6a4d3067c322683e2bc4db234d210db98e5ca3',\n",
       " '5b6ec0963f505e2db640e45f8dda2054739e7ce146fcca7f5e095de6302ef54c',\n",
       " '96f273df9bf0976acf007aef5f04a769fcc5f738153a2739a8759e8fe8d0c123',\n",
       " '8f4177813808ce2f7951a2b4d8789170f0dccc2d43d438c09ee7eff3c33f5856',\n",
       " 'e60c0972d6afbe0e26c82582a16bfa61818e581e7e18610c4d27754dd1573c65',\n",
       " 'd0330dce8895fd9b45e090065a326cafb9775dab275a9b5a191f18827856718e',\n",
       " 'fab4e24157afb03feac7bf7598ab9a31b6a93bcf546e77c8f4ad9447796d3d85',\n",
       " '864c2f70ba7055abff042c3ed4143c4ee75e9257c6fac502b2640a9f6a412188',\n",
       " 'a8df2e183efe6fb50725f0dc31212bb3499315c0636c4f3329832520f36c185b',\n",
       " 'fbb56fb64188edac2490f8418dc03cc557b7e0e3677b2dde6852864499a78a46',\n",
       " '61d90ca204e4b7120b31327e7eb91897b7b94d939eba7317feb90dc2ef1810fe',\n",
       " '7fbdab8528e60a357f7381532407aea9e47f90b87e66057aa37bbc0c51d343f7',\n",
       " ...]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(pairs.daltix_id_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "54426"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(list(pairs.daltix_id_1) + list(pairs.daltix_id_2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "similarity = df_text_vec * df_text_vec.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-14-c2d0ab95abba>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margsort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msimilarity\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m10000\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/scipy/sparse/compressed.py\u001b[0m in \u001b[0;36mtoarray\u001b[0;34m(self, order, out)\u001b[0m\n\u001b[1;32m    956\u001b[0m             \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    957\u001b[0m         \u001b[0mM\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mN\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_swap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 958\u001b[0;31m         \u001b[0m_sparsetools\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcsr_todense\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mM\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindptr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    959\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    960\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = np.argsort(similarity.toarray())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6691"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a[0,-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 389,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_5 = pd.DataFrame({'id_1':range(0,similarity.shape[0]), 'id_2': a[:,-2]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_5['dist'] = df_5.apply(lambda x: similarity[x['id_1'],x['id_2']] ,axis=1)\n",
    "df_5['daltix_id_1'] = df_5.id_1.apply( lambda x: df.iloc[x]['DALTIX_ID'])\n",
    "df_5['daltix_id_2'] = df_5.id_2.apply( lambda x: df.iloc[x]['DALTIX_ID'])\n",
    "df_5['brand_id_1'] = df_5.id_1.apply( lambda x: df.iloc[x]['BRAND'])\n",
    "df_5['brand_id_2'] = df_5.id_2.apply( lambda x: df.iloc[x]['BRAND'])\n",
    "df_5['name_id_1'] = df_5.id_1.apply( lambda x: df.iloc[x]['NAME'])\n",
    "df_5['name_id_2'] = df_5.id_2.apply( lambda x: df.iloc[x]['NAME'])\n",
    "df_5['store_id_1'] = df_5.id_1.apply( lambda x: df.iloc[x]['SHOP'])\n",
    "df_5['store_id_2'] = df_5.id_2.apply( lambda x: df.iloc[x]['SHOP'])\n",
    "df_5['digits_id_1'] = df_5.name_id_1.apply(func)\n",
    "df_5['digits_id_2'] = df_5.name_id_2.apply(func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_5 = df_5[df_5.dist > 0.60]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_5 = df_5[(df_5.brand_id_1 == df_5.brand_id_2) & (df_5['store_id_1'] != df_5['store_id_2'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3650"
      ]
     },
     "execution_count": 383,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_5 = df_5[(df_5.digits_id_1 == df_5.digits_id_2) | (len(df_5.digits_id_1) == 0) | (len(df_5.digits_id_2) == 0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 385,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3650"
      ]
     },
     "execution_count": 385,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [],
   "source": [
    "sub2neighours = pd.concat([pd.read_csv('name_dist_0_7.csv')[['daltix_id_1','daltix_id_2']],df_5[['daltix_id_1','daltix_id_2']],pairs])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [],
   "source": [
    "sub2neighours.to_csv('sub17.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 387,
   "metadata": {},
   "outputs": [],
   "source": [
    "subseven = pd.concat([pairs,df_5[['daltix_id_1','daltix_id_2']]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "metadata": {},
   "outputs": [],
   "source": [
    "subseven.to_csv('sub_number_low_threshold_2.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_vetor(daltix_id):\n",
    "    return df_text_vec[df.loc[daltix_id]['index']].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_dist(row):\n",
    "    print(row['daltix_id_1']+ '---')\n",
    "    print(row['daltix_id_2'])\n",
    "    return get_vetor(row['daltix_id_1']) * get_vetor(row['daltix_id_2']).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "values not found",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-88-7bb65093575a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpairs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'dist'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_vetor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpairs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdaltix_id_1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mget_vetor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpairs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdaltix_id_2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-74-298593ef37ac>\u001b[0m in \u001b[0;36mget_vetor\u001b[0;34m(daltix_id)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_vetor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdaltix_id\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mdf_text_vec\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdaltix_id\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'index'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/scipy/sparse/base.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, attr)\u001b[0m\n\u001b[1;32m    684\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetnnz\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    685\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 686\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mattr\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\" not found\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    687\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    688\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mtranspose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: values not found"
     ]
    }
   ],
   "source": [
    "pairs['dist'] = get_vetor(pairs.daltix_id_1) * get_vetor(pairs.daltix_id_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "l = []\n",
    "for value in list(pairs.daltix_id_1):\n",
    "    l.append(df.loc[value]['index'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "l2 = []\n",
    "for value in list(pairs.daltix_id_2):\n",
    "    l2.append(df.loc[value]['index'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = df_text_vec[l,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = df_text_vec[l2,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "daltix_id_1    0\n",
       "daltix_id_2    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "pairs['dist'] = np.diag(c.toarray())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = a*b.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "second_sub = pairs[pairs['dist']>0.9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(27213, 24007)"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(27213, 24007)"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import dask.dataframe as dd\n",
    "from dask.multiprocessing import get\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.reset_index().set_index('DALTIX_ID',drop=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc['43823f3f6826dcfd1f14b5898d742a1ead54937001f9800d6a115e86c9381b98']['index']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "second_sub = second_sub.drop(columns=['dist'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "second_sub.to_csv('secondsub.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "daltix_id_1,daltix_id_2\r\n",
      "ca0872c76df797461e8bc2ab2700e7d0a6bf9445e71ffbca167ad7794c2c2454,433f3feeca98c51230e0c9db353ec66166cb21f7e6b16523c36141b93480446c\r\n",
      "dbe5073c0626c5efa9fd918ebe9bb896f3b412540e3774cbe1b16a0fa9319f1e,3546c54435b2c5fb2520187b1934c441c3b380789e4b80e88b3055d4f067f79e\r\n",
      "b2cf1fd3434425f71f8afa68ce1c47ce8a059ab2cb018453bd348db70e6ae02a,fe9e0f41acd55192fea1e925dbf011c6558335327c997f8c6880b09437aebca1\r\n",
      "922f3db8caecf9831e4c926beee6c0dbae30a02a0eda854a807585f2996078cd,eff9194e31f86434ca14b5610f3b635b48db0f1fe195a5e44140194a63f521ee\r\n",
      "081d72c8bb3239be0c2b9e16482299c661bef0417e8d5463bcb68c0cec2c1629,8a543eb73b5b28095ff15263cdec9da0b62ff8d7f3df6ae6183e3ae863eeec3a\r\n",
      "49c34afe773984c101c516fc3534a112bdfd3ac1b1298c5a86cb6418a8fc4402,032526fafab05f870127796c7780777c70033771f325dab5e745cb3a7df606e4\r\n",
      "4a23641d937fe8560e6f08e9df76e588d26ef8c0d7c4fb480ff4e6d9106a208d,3eb010a31304f06aec59ea915c2dc8f7da6cfa78f6a47bba660aaee1266487d5\r\n",
      "ffe170f7efd7dd134886fd2bdac9ca801d5d756eb89a6513c77b95afb62f831c,9c323475470b4fb7a6bc424fa515e52f50ada81dfb32163a5bc35f35a103a6f4\r\n",
      "5b225febfb76e16330b64179bfe1162531b1bdca3fedf812297f98899f94d384,b161267b4be129717c2b24c4df977d19868fe1f161a12de2c3884580ae7f7561\r\n"
     ]
    }
   ],
   "source": [
    "!head secondsub.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "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>daltix_id_1</th>\n",
       "      <th>daltix_id_2</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10093</th>\n",
       "      <td>9806379a31223ed8eb82f4919692b5f1b14ef7ead2efae...</td>\n",
       "      <td>cfc5ff964dea56d0d8f7b274db8634ac3eeebd52e19fb7...</td>\n",
       "      <td>0.759113</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             daltix_id_1  \\\n",
       "10093  9806379a31223ed8eb82f4919692b5f1b14ef7ead2efae...   \n",
       "\n",
       "                                             daltix_id_2      dist  \n",
       "10093  cfc5ff964dea56d0d8f7b274db8634ac3eeebd52e19fb7...  0.759113  "
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pairs.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "thirth_sub = pairs[pairs['dist']>0.5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25124"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(thirth_sub)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "thirth_sub.drop(columns='dist').to_csv('3sub.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27213"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "fourth_sub = pairs[pairs['dist']>0.3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "fourth_sub.drop(columns='dist').to_csv('4sub.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "fifth_sub = pairs[pairs['dist']>0.1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27114"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fifth_sub)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27213"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "fifth_sub.drop(columns='dist').to_csv('5sub.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "sim = df_text_vec * df_text_vec.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "index                                                       6561\n",
       "BRAND                                                    Martens\n",
       "DALTIX_ID      f8b4a3f667a7dda2847fc0e8248e45cb24c4122a7d638f...\n",
       "DESCRIPTION    De bocht van Martens zorgt voor een verbinding...\n",
       "NAME           Martens lijmbocht 'MV - 45 graden' PVC diam 80 mm\n",
       "PRODUCT_ID                                               0023739\n",
       "SHOP                                                      planit\n",
       "Name: f8b4a3f667a7dda2847fc0e8248e45cb24c4122a7d638fdcafd2a3a4ded006d4, dtype: object"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[pairs.iloc[0].daltix_id_1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "index                                                      64663\n",
       "BRAND                                                    Martens\n",
       "DALTIX_ID      ca0b1b03a31ab47262bf68f6cec18f00e9a3e6491a81c2...\n",
       "DESCRIPTION    De bocht zorgt voor een verbinding onder een b...\n",
       "NAME                      Martens HWA bocht 80mm 45gr 1xlm groen\n",
       "PRODUCT_ID                                               0023739\n",
       "SHOP                                                      praxis\n",
       "Name: ca0b1b03a31ab47262bf68f6cec18f00e9a3e6491a81c29a258f7d6fc867b4d2, dtype: object"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[pairs.iloc[0].daltix_id_2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.08440858469123011"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim[64663,6561]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'np' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-c5b9b1b894dd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msim2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margpartition\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'np' is not defined"
     ]
    }
   ],
   "source": [
    "sim2 = np.argpartition(sim.toarray(),4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 101781)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_3 = pd.DataFrame({'daltix_id_1':[i for i in range(20000,30000)],'daltix_id_2':sim2[:,1]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_3['dist'] = df_3.apply(lambda x: sim[x['daltix_id_1'],x['daltix_id_2']],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_3.dist.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>daltix_id_1</th>\n",
       "      <th>daltix_id_2</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>470</td>\n",
       "      <td>67589</td>\n",
       "      <td>0.253519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
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       "      <td>67247</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>1048</td>\n",
       "      <td>67589</td>\n",
       "      <td>0.252187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1111</th>\n",
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       "      <td>66862</td>\n",
       "      <td>0.351524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>1124</td>\n",
       "      <td>67640</td>\n",
       "      <td>0.227198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>1453</td>\n",
       "      <td>64998</td>\n",
       "      <td>0.240582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1553</th>\n",
       "      <td>1553</td>\n",
       "      <td>63161</td>\n",
       "      <td>0.237235</td>\n",
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       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>1678</td>\n",
       "      <td>64476</td>\n",
       "      <td>0.255316</td>\n",
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       "    <tr>\n",
       "      <th>1811</th>\n",
       "      <td>1811</td>\n",
       "      <td>67681</td>\n",
       "      <td>0.239073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960</th>\n",
       "      <td>1960</td>\n",
       "      <td>65498</td>\n",
       "      <td>0.232538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2407</th>\n",
       "      <td>2407</td>\n",
       "      <td>67344</td>\n",
       "      <td>0.258585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2605</th>\n",
       "      <td>2605</td>\n",
       "      <td>62823</td>\n",
       "      <td>0.350952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2686</th>\n",
       "      <td>2686</td>\n",
       "      <td>67215</td>\n",
       "      <td>0.540334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2826</th>\n",
       "      <td>2826</td>\n",
       "      <td>67711</td>\n",
       "      <td>0.369679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>3125</td>\n",
       "      <td>67773</td>\n",
       "      <td>0.441634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3761</th>\n",
       "      <td>3761</td>\n",
       "      <td>64654</td>\n",
       "      <td>0.326971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3860</th>\n",
       "      <td>3860</td>\n",
       "      <td>66080</td>\n",
       "      <td>0.226369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4429</th>\n",
       "      <td>4429</td>\n",
       "      <td>64338</td>\n",
       "      <td>0.496131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4527</th>\n",
       "      <td>4527</td>\n",
       "      <td>65258</td>\n",
       "      <td>0.332291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4918</th>\n",
       "      <td>4918</td>\n",
       "      <td>67760</td>\n",
       "      <td>0.282534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4930</th>\n",
       "      <td>4930</td>\n",
       "      <td>67493</td>\n",
       "      <td>0.213334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4948</th>\n",
       "      <td>4948</td>\n",
       "      <td>67175</td>\n",
       "      <td>0.345136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5241</th>\n",
       "      <td>5241</td>\n",
       "      <td>64743</td>\n",
       "      <td>0.210681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5349</th>\n",
       "      <td>5349</td>\n",
       "      <td>67731</td>\n",
       "      <td>0.212387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5582</th>\n",
       "      <td>5582</td>\n",
       "      <td>67847</td>\n",
       "      <td>0.340629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5886</th>\n",
       "      <td>5886</td>\n",
       "      <td>67858</td>\n",
       "      <td>0.238552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6467</th>\n",
       "      <td>6467</td>\n",
       "      <td>67695</td>\n",
       "      <td>0.229291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6682</th>\n",
       "      <td>6682</td>\n",
       "      <td>62511</td>\n",
       "      <td>0.257675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6690</th>\n",
       "      <td>6690</td>\n",
       "      <td>67740</td>\n",
       "      <td>0.285250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6726</th>\n",
       "      <td>6726</td>\n",
       "      <td>67841</td>\n",
       "      <td>0.606155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6763</th>\n",
       "      <td>6763</td>\n",
       "      <td>67646</td>\n",
       "      <td>0.226708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6791</th>\n",
       "      <td>6791</td>\n",
       "      <td>66942</td>\n",
       "      <td>0.485142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7028</th>\n",
       "      <td>7028</td>\n",
       "      <td>67108</td>\n",
       "      <td>0.355284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7056</th>\n",
       "      <td>7056</td>\n",
       "      <td>66480</td>\n",
       "      <td>0.727957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7287</th>\n",
       "      <td>7287</td>\n",
       "      <td>66637</td>\n",
       "      <td>0.435765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7292</th>\n",
       "      <td>7292</td>\n",
       "      <td>64315</td>\n",
       "      <td>0.241201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7354</th>\n",
       "      <td>7354</td>\n",
       "      <td>66824</td>\n",
       "      <td>0.365787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7574</th>\n",
       "      <td>7574</td>\n",
       "      <td>67800</td>\n",
       "      <td>0.328212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7810</th>\n",
       "      <td>7810</td>\n",
       "      <td>67722</td>\n",
       "      <td>0.561540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8193</th>\n",
       "      <td>8193</td>\n",
       "      <td>66603</td>\n",
       "      <td>0.431636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8382</th>\n",
       "      <td>8382</td>\n",
       "      <td>66635</td>\n",
       "      <td>0.451392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8418</th>\n",
       "      <td>8418</td>\n",
       "      <td>67787</td>\n",
       "      <td>0.236715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8641</th>\n",
       "      <td>8641</td>\n",
       "      <td>67823</td>\n",
       "      <td>0.212335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8740</th>\n",
       "      <td>8740</td>\n",
       "      <td>67202</td>\n",
       "      <td>0.201897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8746</th>\n",
       "      <td>8746</td>\n",
       "      <td>67546</td>\n",
       "      <td>0.280508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9991</th>\n",
       "      <td>9991</td>\n",
       "      <td>67646</td>\n",
       "      <td>0.241006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      daltix_id_1  daltix_id_2      dist\n",
       "470           470        67589  0.253519\n",
       "655           655        67247  0.239050\n",
       "1048         1048        67589  0.252187\n",
       "1111         1111        66862  0.351524\n",
       "1124         1124        67640  0.227198\n",
       "1453         1453        64998  0.240582\n",
       "1553         1553        63161  0.237235\n",
       "1678         1678        64476  0.255316\n",
       "1811         1811        67681  0.239073\n",
       "1960         1960        65498  0.232538\n",
       "2407         2407        67344  0.258585\n",
       "2605         2605        62823  0.350952\n",
       "2686         2686        67215  0.540334\n",
       "2826         2826        67711  0.369679\n",
       "3125         3125        67773  0.441634\n",
       "3761         3761        64654  0.326971\n",
       "3860         3860        66080  0.226369\n",
       "4429         4429        64338  0.496131\n",
       "4527         4527        65258  0.332291\n",
       "4918         4918        67760  0.282534\n",
       "4930         4930        67493  0.213334\n",
       "4948         4948        67175  0.345136\n",
       "5241         5241        64743  0.210681\n",
       "5349         5349        67731  0.212387\n",
       "5582         5582        67847  0.340629\n",
       "5886         5886        67858  0.238552\n",
       "6467         6467        67695  0.229291\n",
       "6682         6682        62511  0.257675\n",
       "6690         6690        67740  0.285250\n",
       "6726         6726        67841  0.606155\n",
       "6763         6763        67646  0.226708\n",
       "6791         6791        66942  0.485142\n",
       "7028         7028        67108  0.355284\n",
       "7056         7056        66480  0.727957\n",
       "7287         7287        66637  0.435765\n",
       "7292         7292        64315  0.241201\n",
       "7354         7354        66824  0.365787\n",
       "7574         7574        67800  0.328212\n",
       "7810         7810        67722  0.561540\n",
       "8193         8193        66603  0.431636\n",
       "8382         8382        66635  0.451392\n",
       "8418         8418        67787  0.236715\n",
       "8641         8641        67823  0.212335\n",
       "8740         8740        67202  0.201897\n",
       "8746         8746        67546  0.280508\n",
       "9991         9991        67646  0.241006"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_3[df_3.dist > 0.2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "newpairs = pd.concat([df_3,new_pairs])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_5.to_csv('name_dist_0_7.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id_1</th>\n",
       "      <th>id_2</th>\n",
       "      <th>dist</th>\n",
       "      <th>daltix_id_1</th>\n",
       "      <th>daltix_id_2</th>\n",
       "      <th>brand_id_1</th>\n",
       "      <th>brand_id_2</th>\n",
       "      <th>name_id_1</th>\n",
       "      <th>name_id_2</th>\n",
       "      <th>store_id_1</th>\n",
       "      <th>store_id_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>12582</td>\n",
       "      <td>0.843365</td>\n",
       "      <td>c94e4ac248e0075076dda8ea417be7b770dd91a58abe4b...</td>\n",
       "      <td>161afaf5732423c54d2977e34f901aeff65c871b2bfe9b...</td>\n",
       "      <td>commandant</td>\n",
       "      <td>commandant</td>\n",
       "      <td>Commandant Rubbing Compound nr. 3 - 500gr.</td>\n",
       "      <td>Commandant onderhoud nr 3 rubbing compound</td>\n",
       "      <td>bol</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>1611</td>\n",
       "      <td>0.751907</td>\n",
       "      <td>13b9e6d4e5fc32bd8f21da4aa79184fcfada46cbbf0ad5...</td>\n",
       "      <td>6de25b17b4f0829a24e87f3f3fb28d7c9d888446147085...</td>\n",
       "      <td>bosch</td>\n",
       "      <td>bosch</td>\n",
       "      <td>Bosch AHS 70-34 elektrische heggenschaar 700W ...</td>\n",
       "      <td>BOSCH Heggenschaar AHS 70-34</td>\n",
       "      <td>hubo</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>26319</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>d498db37f6a475efe9b83a84d8302a1082cdf5dec6482a...</td>\n",
       "      <td>b2874501a25de791d0b6d62856614ae76aa67265382c29...</td>\n",
       "      <td>eurom</td>\n",
       "      <td>eurom</td>\n",
       "      <td>EUROM Terrasverwarmer TH1800S</td>\n",
       "      <td>Eurom terrasverwarmer th1800s</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>41447</td>\n",
       "      <td>0.771179</td>\n",
       "      <td>b947ac931180510a09cce2eeae73544bab35208d39b986...</td>\n",
       "      <td>6af92cbe4f77a4922b2008ed959ab7473b83c4159b2a9f...</td>\n",
       "      <td>brabantia</td>\n",
       "      <td>brabantia</td>\n",
       "      <td>Brabantia vuilniszak 50 L 10 stuks</td>\n",
       "      <td>Brabantia vuilniszak 15 L - 20 stuks</td>\n",
       "      <td>praxis</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>40213</td>\n",
       "      <td>0.807126</td>\n",
       "      <td>9c667b5732967d55ee159649187ab8461b3dcd69d75f77...</td>\n",
       "      <td>754a38c10ffddbfd155e6110d24d404f41569c271a8871...</td>\n",
       "      <td>stanley</td>\n",
       "      <td>stanley</td>\n",
       "      <td>Stanley reservemesjes lang 5 stuks</td>\n",
       "      <td>Stanley Reservemesjes 5 stuks</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id_1   id_2      dist                                        daltix_id_1  \\\n",
       "2      2  12582  0.843365  c94e4ac248e0075076dda8ea417be7b770dd91a58abe4b...   \n",
       "8      8   1611  0.751907  13b9e6d4e5fc32bd8f21da4aa79184fcfada46cbbf0ad5...   \n",
       "19    19  26319  1.000000  d498db37f6a475efe9b83a84d8302a1082cdf5dec6482a...   \n",
       "46    46  41447  0.771179  b947ac931180510a09cce2eeae73544bab35208d39b986...   \n",
       "49    49  40213  0.807126  9c667b5732967d55ee159649187ab8461b3dcd69d75f77...   \n",
       "\n",
       "                                          daltix_id_2  brand_id_1  brand_id_2  \\\n",
       "2   161afaf5732423c54d2977e34f901aeff65c871b2bfe9b...  commandant  commandant   \n",
       "8   6de25b17b4f0829a24e87f3f3fb28d7c9d888446147085...       bosch       bosch   \n",
       "19  b2874501a25de791d0b6d62856614ae76aa67265382c29...       eurom       eurom   \n",
       "46  6af92cbe4f77a4922b2008ed959ab7473b83c4159b2a9f...   brabantia   brabantia   \n",
       "49  754a38c10ffddbfd155e6110d24d404f41569c271a8871...     stanley     stanley   \n",
       "\n",
       "                                            name_id_1  \\\n",
       "2          Commandant Rubbing Compound nr. 3 - 500gr.   \n",
       "8   Bosch AHS 70-34 elektrische heggenschaar 700W ...   \n",
       "19                      EUROM Terrasverwarmer TH1800S   \n",
       "46                 Brabantia vuilniszak 50 L 10 stuks   \n",
       "49                 Stanley reservemesjes lang 5 stuks   \n",
       "\n",
       "                                     name_id_2 store_id_1 store_id_2  \n",
       "2   Commandant onderhoud nr 3 rubbing compound        bol     praxis  \n",
       "8                 BOSCH Heggenschaar AHS 70-34       hubo   hornbach  \n",
       "19               Eurom terrasverwarmer th1800s   hornbach     praxis  \n",
       "46        Brabantia vuilniszak 15 L - 20 stuks     praxis     planit  \n",
       "49               Stanley Reservemesjes 5 stuks     praxis       hubo  "
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_5.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['kärcher', \"levi's\", 'commandant', ..., 'waterdichte',\n",
       "       'stekkersafe', 'graphique de france'], dtype=object)"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.BRAND.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>dist</th>\n",
       "      <th>daltix_id_1</th>\n",
       "      <th>daltix_id_2</th>\n",
       "      <th>brand_id_1</th>\n",
       "      <th>brand_id_2</th>\n",
       "      <th>name_id_1</th>\n",
       "      <th>name_id_2</th>\n",
       "      <th>store_id_1</th>\n",
       "      <th>store_id_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>583</td>\n",
       "      <td>2679</td>\n",
       "      <td>0.835443</td>\n",
       "      <td>0bd0a8d73ac2d86172686fc6d51777edd4a4483cc4b8a3...</td>\n",
       "      <td>443583eb3eff6f854699f559fd36f158c10927800f63f2...</td>\n",
       "      <td>verhaert</td>\n",
       "      <td>verhaert</td>\n",
       "      <td>Verhaert glasblok 'Brilly' turquoise</td>\n",
       "      <td>Verhaert glasblok 'Brilly' rood</td>\n",
       "      <td>planit</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id_1  id_2      dist                                        daltix_id_1  \\\n",
       "583   583  2679  0.835443  0bd0a8d73ac2d86172686fc6d51777edd4a4483cc4b8a3...   \n",
       "\n",
       "                                           daltix_id_2 brand_id_1 brand_id_2  \\\n",
       "583  443583eb3eff6f854699f559fd36f158c10927800f63f2...   verhaert   verhaert   \n",
       "\n",
       "                                name_id_1                        name_id_2  \\\n",
       "583  Verhaert glasblok 'Brilly' turquoise  Verhaert glasblok 'Brilly' rood   \n",
       "\n",
       "    store_id_1 store_id_2  \n",
       "583     planit     planit  "
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>dist</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28999</th>\n",
       "      <td>28999</td>\n",
       "      <td>37783</td>\n",
       "      <td>0.857452</td>\n",
       "      <td>f53e12e4c96aba2d99ba7ea309bcad43efd45b7d6ac762...</td>\n",
       "      <td>1f814e08af80a7ec1193428a06b5d0890c02a0ea2fda22...</td>\n",
       "      <td>bosch</td>\n",
       "      <td>bosch</td>\n",
       "      <td>Bosch extra sterke draad voor ART 23 Combitrim</td>\n",
       "      <td>ART 23 Combitrim Trimmer Extra Sterke Draad (1...</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12205</th>\n",
       "      <td>12205</td>\n",
       "      <td>13941</td>\n",
       "      <td>0.856200</td>\n",
       "      <td>e960b48f416c0ea4f9d05b861c4daba9333a2d870f5a33...</td>\n",
       "      <td>3bfc89191814b770f7706dd1f217b08a9b5e9b09013241...</td>\n",
       "      <td>rubson</td>\n",
       "      <td>rubson</td>\n",
       "      <td>Rubson Pistool voor PU-schuim</td>\n",
       "      <td>Rubson 'PU'-pistool</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44297</th>\n",
       "      <td>44297</td>\n",
       "      <td>20812</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>78c17db4421c7803552094d2257e74c504f6ae7a2bed37...</td>\n",
       "      <td>0e77f2bfcc2e2d90cba02d28853839bcbc0132e086a192...</td>\n",
       "      <td>eurom</td>\n",
       "      <td>eurom</td>\n",
       "      <td>Eurom convector ‘Safe-T-Convect’ 2200W</td>\n",
       "      <td>Eurom Convector Safe-T-Convect 2200W</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27551</th>\n",
       "      <td>27551</td>\n",
       "      <td>15716</td>\n",
       "      <td>0.858782</td>\n",
       "      <td>1545adcf702f66109d600d6d429c7a11ebb9c89107e1c2...</td>\n",
       "      <td>16539e72f4e094742b6c3c1fbada995bd31028098ea5de...</td>\n",
       "      <td>pickup</td>\n",
       "      <td>pickup</td>\n",
       "      <td>Pickup Bord verboden te roken 23x33 cm</td>\n",
       "      <td>PickUp bord 'Verboden te roken'</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35805</th>\n",
       "      <td>35805</td>\n",
       "      <td>1625</td>\n",
       "      <td>0.748650</td>\n",
       "      <td>9375e5c8f9e40a4166cd01d4c5b09219479b2653c7e407...</td>\n",
       "      <td>51223160df6b181a394463c2cd884d9ff3ddc1c016db15...</td>\n",
       "      <td>niko</td>\n",
       "      <td>niko</td>\n",
       "      <td>Niko Inbouwkader Hydro</td>\n",
       "      <td>Niko spatwaterdicht inbouwkader voor hydro-sch...</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7169</th>\n",
       "      <td>7169</td>\n",
       "      <td>31390</td>\n",
       "      <td>0.707453</td>\n",
       "      <td>e4fb7532aca4f4e5ed87c86454ec8cba3ba3600e0db8df...</td>\n",
       "      <td>514255eeb9ab3f19b2d6fa9a5782f316340ac93be1fa14...</td>\n",
       "      <td>protecton</td>\n",
       "      <td>protecton</td>\n",
       "      <td>Protecton Cockpitspray Anti-static 400ml</td>\n",
       "      <td>Protecton cockpitspray anti-statisch 400ml</td>\n",
       "      <td>hubo</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46932</th>\n",
       "      <td>46932</td>\n",
       "      <td>29245</td>\n",
       "      <td>0.912594</td>\n",
       "      <td>4a91b1d78b0e047b445a4c6f7da3817e4fbad126018966...</td>\n",
       "      <td>5f9cde2b3b17db7535ee4f83f764457d2e632a8dba010d...</td>\n",
       "      <td>plieger</td>\n",
       "      <td>plieger</td>\n",
       "      <td>PLIEGER Haak Start dubbel chroom glans</td>\n",
       "      <td>Plieger start haak dubbel chroom</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31283</th>\n",
       "      <td>31283</td>\n",
       "      <td>23429</td>\n",
       "      <td>0.754896</td>\n",
       "      <td>189082465ab96eeb4a1adfca4c04ebfbf92a2457c740a3...</td>\n",
       "      <td>0f207d9ec5a80c0ee0745d9e947629f9d79e84670e1edf...</td>\n",
       "      <td>pedigree</td>\n",
       "      <td>pedigree</td>\n",
       "      <td>PEDIGREE Adult lam/groenten 15 kg</td>\n",
       "      <td>Pedigree Vital adult lam 15 kg</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1474</th>\n",
       "      <td>1474</td>\n",
       "      <td>12118</td>\n",
       "      <td>0.796185</td>\n",
       "      <td>db7aee58047d37d38c3995169f6cdf4afa5d6e082493b8...</td>\n",
       "      <td>538f477977c7b325e4829b92c8c0498daf86fab8d2ff0a...</td>\n",
       "      <td>altrex</td>\n",
       "      <td>altrex</td>\n",
       "      <td>Altrex Reformladder All Round 2x10 sporten</td>\n",
       "      <td>Altrex All Round 3-delige Reformladder - 3 x 9...</td>\n",
       "      <td>hubo</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11080</th>\n",
       "      <td>11080</td>\n",
       "      <td>8241</td>\n",
       "      <td>0.953356</td>\n",
       "      <td>5a06f76b3ed1d60230ad5855cfa5625ba430fbb50ac20f...</td>\n",
       "      <td>195fb2fd5f784bbb486a78cbbd34904bf90cb617435152...</td>\n",
       "      <td>xyladecor</td>\n",
       "      <td>xyladecor</td>\n",
       "      <td>Xyladecor houtbeits 'Color' zachte klei 2,5L</td>\n",
       "      <td>Xyladecor Houtbeits tuinhuis Color 2,5l zachte...</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id_1   id_2      dist  \\\n",
       "28999  28999  37783  0.857452   \n",
       "12205  12205  13941  0.856200   \n",
       "44297  44297  20812  1.000000   \n",
       "27551  27551  15716  0.858782   \n",
       "35805  35805   1625  0.748650   \n",
       "7169    7169  31390  0.707453   \n",
       "46932  46932  29245  0.912594   \n",
       "31283  31283  23429  0.754896   \n",
       "1474    1474  12118  0.796185   \n",
       "11080  11080   8241  0.953356   \n",
       "\n",
       "                                             daltix_id_1  \\\n",
       "28999  f53e12e4c96aba2d99ba7ea309bcad43efd45b7d6ac762...   \n",
       "12205  e960b48f416c0ea4f9d05b861c4daba9333a2d870f5a33...   \n",
       "44297  78c17db4421c7803552094d2257e74c504f6ae7a2bed37...   \n",
       "27551  1545adcf702f66109d600d6d429c7a11ebb9c89107e1c2...   \n",
       "35805  9375e5c8f9e40a4166cd01d4c5b09219479b2653c7e407...   \n",
       "7169   e4fb7532aca4f4e5ed87c86454ec8cba3ba3600e0db8df...   \n",
       "46932  4a91b1d78b0e047b445a4c6f7da3817e4fbad126018966...   \n",
       "31283  189082465ab96eeb4a1adfca4c04ebfbf92a2457c740a3...   \n",
       "1474   db7aee58047d37d38c3995169f6cdf4afa5d6e082493b8...   \n",
       "11080  5a06f76b3ed1d60230ad5855cfa5625ba430fbb50ac20f...   \n",
       "\n",
       "                                             daltix_id_2 brand_id_1  \\\n",
       "28999  1f814e08af80a7ec1193428a06b5d0890c02a0ea2fda22...      bosch   \n",
       "12205  3bfc89191814b770f7706dd1f217b08a9b5e9b09013241...     rubson   \n",
       "44297  0e77f2bfcc2e2d90cba02d28853839bcbc0132e086a192...      eurom   \n",
       "27551  16539e72f4e094742b6c3c1fbada995bd31028098ea5de...     pickup   \n",
       "35805  51223160df6b181a394463c2cd884d9ff3ddc1c016db15...       niko   \n",
       "7169   514255eeb9ab3f19b2d6fa9a5782f316340ac93be1fa14...  protecton   \n",
       "46932  5f9cde2b3b17db7535ee4f83f764457d2e632a8dba010d...    plieger   \n",
       "31283  0f207d9ec5a80c0ee0745d9e947629f9d79e84670e1edf...   pedigree   \n",
       "1474   538f477977c7b325e4829b92c8c0498daf86fab8d2ff0a...     altrex   \n",
       "11080  195fb2fd5f784bbb486a78cbbd34904bf90cb617435152...  xyladecor   \n",
       "\n",
       "      brand_id_2                                       name_id_1  \\\n",
       "28999      bosch  Bosch extra sterke draad voor ART 23 Combitrim   \n",
       "12205     rubson                   Rubson Pistool voor PU-schuim   \n",
       "44297      eurom          Eurom convector ‘Safe-T-Convect’ 2200W   \n",
       "27551     pickup          Pickup Bord verboden te roken 23x33 cm   \n",
       "35805       niko                          Niko Inbouwkader Hydro   \n",
       "7169   protecton        Protecton Cockpitspray Anti-static 400ml   \n",
       "46932    plieger          PLIEGER Haak Start dubbel chroom glans   \n",
       "31283   pedigree               PEDIGREE Adult lam/groenten 15 kg   \n",
       "1474      altrex      Altrex Reformladder All Round 2x10 sporten   \n",
       "11080  xyladecor    Xyladecor houtbeits 'Color' zachte klei 2,5L   \n",
       "\n",
       "                                               name_id_2 store_id_1 store_id_2  \n",
       "28999  ART 23 Combitrim Trimmer Extra Sterke Draad (1...   hornbach        bol  \n",
       "12205                                Rubson 'PU'-pistool       hubo     planit  \n",
       "44297               Eurom Convector Safe-T-Convect 2200W     planit       hubo  \n",
       "27551                    PickUp bord 'Verboden te roken'       hubo     planit  \n",
       "35805  Niko spatwaterdicht inbouwkader voor hydro-sch...       hubo     planit  \n",
       "7169          Protecton cockpitspray anti-statisch 400ml       hubo     praxis  \n",
       "46932                   Plieger start haak dubbel chroom   hornbach     praxis  \n",
       "31283                     Pedigree Vital adult lam 15 kg   hornbach     praxis  \n",
       "1474   Altrex All Round 3-delige Reformladder - 3 x 9...       hubo        bol  \n",
       "11080  Xyladecor Houtbeits tuinhuis Color 2,5l zachte...     planit       hubo  "
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11df1b828>"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_5.dist.hist(bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = read_data().pipe(fill_na)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "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>BRAND</th>\n",
       "      <th>CONTENTS</th>\n",
       "      <th>DALTIX_ID</th>\n",
       "      <th>DESCRIPTION</th>\n",
       "      <th>DISPLAY_URL</th>\n",
       "      <th>NAME</th>\n",
       "      <th>PRODUCT_ID</th>\n",
       "      <th>SHOP</th>\n",
       "      <th>SPECIFICATIONS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>kärcher</td>\n",
       "      <td>[]</td>\n",
       "      <td>43823f3f6826dcfd1f14b5898d742a1ead54937001f980...</td>\n",
       "      <td>De velgenreiniger 'Car &amp; Bike' van Kärcher is ...</td>\n",
       "      <td>https://www.plan-it.be/nl/tuin-buitenleven/aut...</td>\n",
       "      <td>Kärcher velgenreiniger 'Car &amp; Bike' 0,5 L</td>\n",
       "      <td>5305104</td>\n",
       "      <td>planit</td>\n",
       "      <td>{'Inhoud': '\"500.0 ml\"', 'Toepassing': '\"Reini...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>levis</td>\n",
       "      <td>[]</td>\n",
       "      <td>2258f16fa7ff7aab35c4534ac645017637d072f2fee9cc...</td>\n",
       "      <td>De matte muurverf Originals potloodgrijs van L...</td>\n",
       "      <td>https://www.bol.com/nl/p/muurverf-originals-ma...</td>\n",
       "      <td>Muurverf Originals mat 2,5l potloodgrijs</td>\n",
       "      <td>9200000095428359</td>\n",
       "      <td>bol</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>rapid</td>\n",
       "      <td>[]</td>\n",
       "      <td>69ec8d4f776200897422a4b8f93d3416a36781fe110d75...</td>\n",
       "      <td>Vlakdraad nieten. Oorspronkelijk ontworpen voo...</td>\n",
       "      <td>https://www.bol.com/nl/p/rapid-nieten-no-970-8...</td>\n",
       "      <td>Rapid Nieten - No 970 - 8 mm</td>\n",
       "      <td>9200000010411327</td>\n",
       "      <td>bol</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>differnz</td>\n",
       "      <td>[]</td>\n",
       "      <td>f03ef881a1d1934c62b9db6b4403a59ae34de96148f362...</td>\n",
       "      <td>Toiletmeubel Fabulous 40 is een van de meest v...</td>\n",
       "      <td>https://www.bol.com/nl/p/differnz-fabulous-fon...</td>\n",
       "      <td>Differnz Fabulous Fonteinmeubel - 40 cm - Wit</td>\n",
       "      <td>9200000051330319</td>\n",
       "      <td>bol</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>pickup</td>\n",
       "      <td>[]</td>\n",
       "      <td>aaff0aa6db24814ad25d5cb410ded08361ab32bcb953e1...</td>\n",
       "      <td>Pickup pictogram is zelfklevend, weerbestendig...</td>\n",
       "      <td>https://www.plan-it.be/nl/verf-laminaat-decora...</td>\n",
       "      <td>Pickup pictogram P621 \"Heren\"</td>\n",
       "      <td>1409779</td>\n",
       "      <td>planit</td>\n",
       "      <td>{'Formaat': '\"10 x 10cm\"', 'Gebruik': '\"Voor b...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      BRAND CONTENTS                                          DALTIX_ID  \\\n",
       "0   kärcher       []  43823f3f6826dcfd1f14b5898d742a1ead54937001f980...   \n",
       "1     levis       []  2258f16fa7ff7aab35c4534ac645017637d072f2fee9cc...   \n",
       "2     rapid       []  69ec8d4f776200897422a4b8f93d3416a36781fe110d75...   \n",
       "3  differnz       []  f03ef881a1d1934c62b9db6b4403a59ae34de96148f362...   \n",
       "4    pickup       []  aaff0aa6db24814ad25d5cb410ded08361ab32bcb953e1...   \n",
       "\n",
       "                                         DESCRIPTION  \\\n",
       "0  De velgenreiniger 'Car & Bike' van Kärcher is ...   \n",
       "1  De matte muurverf Originals potloodgrijs van L...   \n",
       "2  Vlakdraad nieten. Oorspronkelijk ontworpen voo...   \n",
       "3  Toiletmeubel Fabulous 40 is een van de meest v...   \n",
       "4  Pickup pictogram is zelfklevend, weerbestendig...   \n",
       "\n",
       "                                         DISPLAY_URL  \\\n",
       "0  https://www.plan-it.be/nl/tuin-buitenleven/aut...   \n",
       "1  https://www.bol.com/nl/p/muurverf-originals-ma...   \n",
       "2  https://www.bol.com/nl/p/rapid-nieten-no-970-8...   \n",
       "3  https://www.bol.com/nl/p/differnz-fabulous-fon...   \n",
       "4  https://www.plan-it.be/nl/verf-laminaat-decora...   \n",
       "\n",
       "                                            NAME        PRODUCT_ID    SHOP  \\\n",
       "0      Kärcher velgenreiniger 'Car & Bike' 0,5 L           5305104  planit   \n",
       "1       Muurverf Originals mat 2,5l potloodgrijs  9200000095428359     bol   \n",
       "2                   Rapid Nieten - No 970 - 8 mm  9200000010411327     bol   \n",
       "3  Differnz Fabulous Fonteinmeubel - 40 cm - Wit  9200000051330319     bol   \n",
       "4                  Pickup pictogram P621 \"Heren\"           1409779  planit   \n",
       "\n",
       "                                      SPECIFICATIONS  \n",
       "0  {'Inhoud': '\"500.0 ml\"', 'Toepassing': '\"Reini...  \n",
       "1                                               None  \n",
       "2                                               None  \n",
       "3                                               None  \n",
       "4  {'Formaat': '\"10 x 10cm\"', 'Gebruik': '\"Voor b...  "
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9862      {'Aantal lagen': '\"1 laag\"', 'Afwerking': '\"Ma...\n",
       "84752     {'Artikeltype': '\"Greep\"', 'Diameter': '\"20 mm...\n",
       "84366     {'Aantal stuks': '\"1\"', 'Garantie': '\"2 jaar\"'...\n",
       "95815     {'Artikeltype': '\"Wandslangenhaspel\"', 'Automa...\n",
       "47952     {'Afwerking': '\"Gelamineerd\"', 'Breedte': '\"35...\n",
       "47448     {'Afwerking': '\"Geplastificeerd\"', 'Breedte': ...\n",
       "40215                                                  None\n",
       "96532                                                  None\n",
       "100357                                                 None\n",
       "82389     {'Algemene kenmerken': '{\n",
       "  \"Merk\" : [\n",
       "    \"Pr...\n",
       "43921                                                  None\n",
       "76378     {'Diameter': '\"100 mm\"', 'Kleur': '\"Aluminium\"...\n",
       "87533                                                  None\n",
       "23135     {'Breedte': '\"102 cm\"', 'Garantie': '\"20 jaar ...\n",
       "91165     {'Algemene kenmerken': '{\n",
       "  \"Merk\" : [\n",
       "    \"Ub...\n",
       "72592                                                  None\n",
       "66177                                                  None\n",
       "17529     {'Aantal stuks': '\"1\"', 'Afwerking': '\"Kunstst...\n",
       "6047                                                   None\n",
       "59701     {'Algemene kenmerken': '{\n",
       "  \"Merk\" : [\n",
       "    \"V3...\n",
       "Name: SPECIFICATIONS, dtype: object"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.SPECIFICATIONS.sample(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>id_2</th>\n",
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       "      <th>daltix_id_1</th>\n",
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       "      <th>store_id_2</th>\n",
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       "      <td>1</td>\n",
       "      <td>21690</td>\n",
       "      <td>0.961159</td>\n",
       "      <td>2258f16fa7ff7aab35c4534ac645017637d072f2fee9cc...</td>\n",
       "      <td>5a6ca9f873465c48a2dd67323c4980f5481f5e300d166d...</td>\n",
       "      <td>levis</td>\n",
       "      <td>levis</td>\n",
       "      <td>Muurverf Originals mat 2,5l potloodgrijs</td>\n",
       "      <td>Levis Muurverf Originals mat 2,5l potloodgrijs</td>\n",
       "      <td>bol</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
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       "      <td>commandant</td>\n",
       "      <td>commandant</td>\n",
       "      <td>Commandant Rubbing Compound nr. 3 - 500gr.</td>\n",
       "      <td>Commandant onderhoud nr 3 rubbing compound</td>\n",
       "      <td>bol</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>1611</td>\n",
       "      <td>0.751907</td>\n",
       "      <td>13b9e6d4e5fc32bd8f21da4aa79184fcfada46cbbf0ad5...</td>\n",
       "      <td>6de25b17b4f0829a24e87f3f3fb28d7c9d888446147085...</td>\n",
       "      <td>bosch</td>\n",
       "      <td>bosch</td>\n",
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       "      <td>BOSCH Heggenschaar AHS 70-34</td>\n",
       "      <td>hubo</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>26319</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>d498db37f6a475efe9b83a84d8302a1082cdf5dec6482a...</td>\n",
       "      <td>b2874501a25de791d0b6d62856614ae76aa67265382c29...</td>\n",
       "      <td>eurom</td>\n",
       "      <td>eurom</td>\n",
       "      <td>EUROM Terrasverwarmer TH1800S</td>\n",
       "      <td>Eurom terrasverwarmer th1800s</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>41447</td>\n",
       "      <td>0.771179</td>\n",
       "      <td>b947ac931180510a09cce2eeae73544bab35208d39b986...</td>\n",
       "      <td>6af92cbe4f77a4922b2008ed959ab7473b83c4159b2a9f...</td>\n",
       "      <td>brabantia</td>\n",
       "      <td>brabantia</td>\n",
       "      <td>Brabantia vuilniszak 50 L 10 stuks</td>\n",
       "      <td>Brabantia vuilniszak 15 L - 20 stuks</td>\n",
       "      <td>praxis</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>40213</td>\n",
       "      <td>0.807126</td>\n",
       "      <td>9c667b5732967d55ee159649187ab8461b3dcd69d75f77...</td>\n",
       "      <td>754a38c10ffddbfd155e6110d24d404f41569c271a8871...</td>\n",
       "      <td>stanley</td>\n",
       "      <td>stanley</td>\n",
       "      <td>Stanley reservemesjes lang 5 stuks</td>\n",
       "      <td>Stanley Reservemesjes 5 stuks</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>61</td>\n",
       "      <td>15242</td>\n",
       "      <td>0.798784</td>\n",
       "      <td>370c08e9753cf8b1907c66f28e84f1d377c550ce59e172...</td>\n",
       "      <td>9700ee329372bc67e0015f0c5a347d261651ae01fbae7f...</td>\n",
       "      <td>aquaplan</td>\n",
       "      <td>aquaplan</td>\n",
       "      <td>Aquaplan Zelfklevend lood 20x300 cm</td>\n",
       "      <td>Atab Zelfklevend Lood 20 cm x 3 m</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>76</td>\n",
       "      <td>15939</td>\n",
       "      <td>0.915281</td>\n",
       "      <td>3903902419876f0c559215646ce03621002cf20555dc72...</td>\n",
       "      <td>a47faa31d9bff9cb191e8a5c4bc2a70815f60d7901fb08...</td>\n",
       "      <td>levis</td>\n",
       "      <td>levis</td>\n",
       "      <td>Levis lak 'Expert' kanariegeel hoogglans 1L</td>\n",
       "      <td>Levis Lak Expert buiten hoogglans 1l kanariegeel</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>92</td>\n",
       "      <td>35620</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>85012d37e26310610a0b7667d2246bc02926fe450a08f1...</td>\n",
       "      <td>714c253e3524713bb2b496937f872daa3596489ded88ea...</td>\n",
       "      <td>niko</td>\n",
       "      <td>niko</td>\n",
       "      <td>NIKO Rolluikschakelaar Intense Sterling</td>\n",
       "      <td>Niko Rolluikschakelaar Intense sterling</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>96</td>\n",
       "      <td>42644</td>\n",
       "      <td>0.841881</td>\n",
       "      <td>b8cd8434409412b33a7e6aa483337c300385dd8e1aadb9...</td>\n",
       "      <td>2b3ec3df0e7affaf9ae2e37313aaf0e456cd7b0bdfa6af...</td>\n",
       "      <td>fischer</td>\n",
       "      <td>fischer</td>\n",
       "      <td>Fischer Injectiemortel 100ml</td>\n",
       "      <td>Fischer injectiemortel vs300t</td>\n",
       "      <td>hubo</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>103</td>\n",
       "      <td>38900</td>\n",
       "      <td>0.778014</td>\n",
       "      <td>a29ea93c4da40ed07c42d98df0a548c80381e69f9a08ce...</td>\n",
       "      <td>74348d1e75c8b932dbfb927ecf18bef505c3fa26e20135...</td>\n",
       "      <td>pickup</td>\n",
       "      <td>pickup</td>\n",
       "      <td>Pickup Bord verboden parking 30cm</td>\n",
       "      <td>PickUp bord 'Parking'</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>114</td>\n",
       "      <td>147</td>\n",
       "      <td>0.838424</td>\n",
       "      <td>41cb193aaa2ff969bde34f9169ecc7e7e9b743d96479fa...</td>\n",
       "      <td>612a31ed175d1cdc538bcb84ed64ce49a21891752b8ccd...</td>\n",
       "      <td>tiger</td>\n",
       "      <td>tiger</td>\n",
       "      <td>TIGER Haak Pull square RVS</td>\n",
       "      <td>Tiger pull square haak geb-rvs</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>117</td>\n",
       "      <td>30912</td>\n",
       "      <td>0.945625</td>\n",
       "      <td>6b04db02c4600948c8d8a5b1434c96d9d7089a25be37c2...</td>\n",
       "      <td>01b61a10a212c11918abc25f2590f9e405838e7d44bf44...</td>\n",
       "      <td>allibert</td>\n",
       "      <td>allibert</td>\n",
       "      <td>Allibert opbergkoffer 'Totem' zwart-rood 140L</td>\n",
       "      <td>Allibert Opbergkoffer Totem 140l</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>119</td>\n",
       "      <td>47103</td>\n",
       "      <td>0.853275</td>\n",
       "      <td>2163712fbe1bd8f98444778dc8af5e28403e66d285140b...</td>\n",
       "      <td>df2c4644a83c2a755f77cc64daaa530446ab43fe43cf46...</td>\n",
       "      <td>chamberlain</td>\n",
       "      <td>chamberlain</td>\n",
       "      <td>Chamberlain foto-elektrische beveiliging '771R...</td>\n",
       "      <td>CHAMBERLAIN Infrarood fotocel 771REV</td>\n",
       "      <td>planit</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>127</td>\n",
       "      <td>25700</td>\n",
       "      <td>0.768963</td>\n",
       "      <td>514cf971e21a7c3eaad7a7562c1472186ceeedfc6330e2...</td>\n",
       "      <td>6c7fcad4b4035c1e3905929b506612b33e02e3c95c270c...</td>\n",
       "      <td>gardena</td>\n",
       "      <td>gardena</td>\n",
       "      <td>Gardena Smart Sileno City 500 robotmaaier 18V ...</td>\n",
       "      <td>Gardena robotmaaier Sileno City 500 18V</td>\n",
       "      <td>hubo</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>138</td>\n",
       "      <td>40453</td>\n",
       "      <td>0.832856</td>\n",
       "      <td>523db061c867a9faeabacc44f8ad46deab96d3ebbf8aab...</td>\n",
       "      <td>75678deb7140a35a1f8330224e8265e6e981c3ec1bb06d...</td>\n",
       "      <td>bison</td>\n",
       "      <td>bison</td>\n",
       "      <td>Bison Lijmspray Lijmspray 500ml Spuitbus</td>\n",
       "      <td>Bison Lijmspray 500ml transparant</td>\n",
       "      <td>bol</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>147</td>\n",
       "      <td>114</td>\n",
       "      <td>0.838424</td>\n",
       "      <td>612a31ed175d1cdc538bcb84ed64ce49a21891752b8ccd...</td>\n",
       "      <td>41cb193aaa2ff969bde34f9169ecc7e7e9b743d96479fa...</td>\n",
       "      <td>tiger</td>\n",
       "      <td>tiger</td>\n",
       "      <td>Tiger pull square haak geb-rvs</td>\n",
       "      <td>TIGER Haak Pull square RVS</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>148</td>\n",
       "      <td>22689</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>da64c1bfe4399ac837fe8982a2c5a4fe71dd8abf169c44...</td>\n",
       "      <td>70561844d31fd99e4e092374be0792118f87d1fef072a2...</td>\n",
       "      <td>petroleum</td>\n",
       "      <td>petroleum</td>\n",
       "      <td>Petroleum 'Tosaïne' 20L</td>\n",
       "      <td>Petroleum Tosaïne 20l</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>154</td>\n",
       "      <td>603</td>\n",
       "      <td>0.827110</td>\n",
       "      <td>b69e8ce6303ab91fd28f247ba5bf86be4922d461941cd1...</td>\n",
       "      <td>5790176a627f875e7554e074bfe7cbfb7e1a4ce6287c4d...</td>\n",
       "      <td>niko</td>\n",
       "      <td>niko</td>\n",
       "      <td>Niko Beldrukknop zwart</td>\n",
       "      <td>Niko Beldrukknop 12 V 1 A</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>162</td>\n",
       "      <td>46906</td>\n",
       "      <td>0.753868</td>\n",
       "      <td>446e23297b9c1049e35aaa99913f2019a75809e137aced...</td>\n",
       "      <td>c39720bdde622baa087efe5ba8945deaaf68f0bbcb42ef...</td>\n",
       "      <td>beaphar</td>\n",
       "      <td>beaphar</td>\n",
       "      <td>Beaphar Fiprotec, kat, 3 pip</td>\n",
       "      <td>Beaphar FiproTec Kat vanaf 2kg</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>173</td>\n",
       "      <td>10849</td>\n",
       "      <td>0.892822</td>\n",
       "      <td>58484924a85b88e2685b6deb47c637ca7c897a6a9ddfc0...</td>\n",
       "      <td>7708dc14751e5686d4b195a2b36ec26e55d7c516775d62...</td>\n",
       "      <td>speeltoren</td>\n",
       "      <td>speeltoren</td>\n",
       "      <td>Speeltoren Daan glijbaan violet</td>\n",
       "      <td>Speeltoren Daan violet</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>176</td>\n",
       "      <td>25394</td>\n",
       "      <td>0.757825</td>\n",
       "      <td>d6d351280cb1c348cc5716e70dfc72606f4ab1a24bb08f...</td>\n",
       "      <td>ee68b332f4d42b73c72f957ea7d76e09ebc74a89556772...</td>\n",
       "      <td>tiger</td>\n",
       "      <td>tiger</td>\n",
       "      <td>Tiger Impuls reserverolhouder geborsteld inox</td>\n",
       "      <td>Tiger reserverolhouder Impuls chroom</td>\n",
       "      <td>hubo</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>178</td>\n",
       "      <td>31765</td>\n",
       "      <td>0.809461</td>\n",
       "      <td>7a0688b43d57f4f889a319203a3aee4307934e29b92cdb...</td>\n",
       "      <td>f15dbaa7f5cc7c19f81717e196fe8e3cb1e7ca246b3d6c...</td>\n",
       "      <td>pickup</td>\n",
       "      <td>pickup</td>\n",
       "      <td>Pickup Zelfklevend pictogram surveillance par ...</td>\n",
       "      <td>PickUp pictogram 'Surveillance par caméra' 10 ...</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>190</td>\n",
       "      <td>47004</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6e0ec4d2cebed9344176995094bcd8ea2b1559102cce0d...</td>\n",
       "      <td>46c2606e74f5e7a02ceeddf580543a535d2505feba6058...</td>\n",
       "      <td>hg</td>\n",
       "      <td>hg</td>\n",
       "      <td>HG Impregnerende beschermer 1l</td>\n",
       "      <td>Hg impregnerende beschermer 1L</td>\n",
       "      <td>hubo</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>198</td>\n",
       "      <td>43144</td>\n",
       "      <td>0.837582</td>\n",
       "      <td>e322acc8335ceb00d5a96ac9d332968b073fa688cd6849...</td>\n",
       "      <td>3942089900b966d0c07dcc92168979c185329626aa6112...</td>\n",
       "      <td>gardena</td>\n",
       "      <td>gardena</td>\n",
       "      <td>GARDENA Classic Fox Nevelsproeier - 9 tot 100m²</td>\n",
       "      <td>Gardena nevelsproeier Classic Fox</td>\n",
       "      <td>bol</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>206</td>\n",
       "      <td>36431</td>\n",
       "      <td>0.941553</td>\n",
       "      <td>66d175abf221b5aef50f2d29a7e40651dc76b57c0d751e...</td>\n",
       "      <td>225f2300463f496b2762fac65d3df75442114e0788d219...</td>\n",
       "      <td>xyladecor</td>\n",
       "      <td>xyladecor</td>\n",
       "      <td>Xyladecor Dekkende beits 0,75l fijn zand</td>\n",
       "      <td>Dekkende beits 0,75l fijn zand</td>\n",
       "      <td>hubo</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>207</td>\n",
       "      <td>29033</td>\n",
       "      <td>0.787970</td>\n",
       "      <td>a1bd7cadb1378999ce9572d431909cb02247956d6b896c...</td>\n",
       "      <td>a7c7b1d1f68494b83c5b668c0c08e9951334b2f0908613...</td>\n",
       "      <td>elho</td>\n",
       "      <td>elho</td>\n",
       "      <td>Elho Brussels bloempot 30cm antraciet</td>\n",
       "      <td>ELHO Bloempot Brussels, antraciet Ø 12,5 cm</td>\n",
       "      <td>hubo</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>218</td>\n",
       "      <td>17515</td>\n",
       "      <td>0.848104</td>\n",
       "      <td>ef55aa5f73b86f95ca9ef41a73632eff7afe4c3170f89e...</td>\n",
       "      <td>1f7cc70de6b9630560d4325dd758cdf678abe669eed9e5...</td>\n",
       "      <td>velux</td>\n",
       "      <td>velux</td>\n",
       "      <td>VELUX Jaloezie lichtdoorlatend handbediend PAL...</td>\n",
       "      <td>VELUX Jaloezie PAL PK04 7057S</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>240</td>\n",
       "      <td>22994</td>\n",
       "      <td>0.848826</td>\n",
       "      <td>dae1c4a5d4e0e0aec21a8a166c8016a025b482dd844034...</td>\n",
       "      <td>234761a4c48844fc90cdf40631b8739614c1f6676e97fb...</td>\n",
       "      <td>philips</td>\n",
       "      <td>philips</td>\n",
       "      <td>Philips inbouwspot Thermal chroom 35W</td>\n",
       "      <td>Philips myBathroom Thermal inbouwspot GU10 35W...</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>247</td>\n",
       "      <td>23368</td>\n",
       "      <td>0.776172</td>\n",
       "      <td>eb015668f1f824532446b4f4b55caadb4a01e624653c27...</td>\n",
       "      <td>d67f2a1767dca22e8ef24503878bbef69522d351702348...</td>\n",
       "      <td>levis</td>\n",
       "      <td>levis</td>\n",
       "      <td>Levis verf 'Radiatoren' dune touch satijn 400ml</td>\n",
       "      <td>Levis Lak voor radiatoren satijn 0,4l dune touch</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47055</th>\n",
       "      <td>47055</td>\n",
       "      <td>30843</td>\n",
       "      <td>0.829301</td>\n",
       "      <td>87150300ca4fd0dcc8937efe77675105197072d902c816...</td>\n",
       "      <td>b42bc4ebdcc66ad82cc78880f9ac123efe301209c53a3c...</td>\n",
       "      <td>gardena</td>\n",
       "      <td>gardena</td>\n",
       "      <td>Gardena Kraanstuk 26,5mm (G 3-4\")</td>\n",
       "      <td>Gardena kraanstuk 26,5 mm 3/4\"</td>\n",
       "      <td>hubo</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47065</th>\n",
       "      <td>47065</td>\n",
       "      <td>23789</td>\n",
       "      <td>0.740784</td>\n",
       "      <td>34afdf2e335cdd80eca6aca5329422d4d1fdb1cb79d8ae...</td>\n",
       "      <td>02bf4a38b2f5310834e0cbe6fc47f674fe8e32790cfde4...</td>\n",
       "      <td>piranha</td>\n",
       "      <td>piranha</td>\n",
       "      <td>Piranha Schuurstroken Mouse K120 X31009-XJ</td>\n",
       "      <td>Piranha Schuurstroken Mouse, 120K 5 stuks X31009</td>\n",
       "      <td>hubo</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47066</th>\n",
       "      <td>47066</td>\n",
       "      <td>11743</td>\n",
       "      <td>0.899959</td>\n",
       "      <td>58c03e546e1850379610d7b5a941ec9b528d82ee42c496...</td>\n",
       "      <td>b8940f79259e869f1688e32769abf4fcdc5ebb2da044a1...</td>\n",
       "      <td>levis</td>\n",
       "      <td>levis</td>\n",
       "      <td>Levis Muurverf binnen mat 2,5l nazomer</td>\n",
       "      <td>Levis muurverf nazomer mat 2,5L</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47076</th>\n",
       "      <td>47076</td>\n",
       "      <td>12201</td>\n",
       "      <td>0.866108</td>\n",
       "      <td>2130fd1bda2ffaa9ee12940645f3866da33a03b06f3819...</td>\n",
       "      <td>7a17873b6afee0e793d95fd69ed6740d584072fbf2491c...</td>\n",
       "      <td>pickup</td>\n",
       "      <td>pickup</td>\n",
       "      <td>Pickup Bord parking privaat 33x23 cm</td>\n",
       "      <td>PickUp bord 'Privaat parking'</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47077</th>\n",
       "      <td>47077</td>\n",
       "      <td>364</td>\n",
       "      <td>0.881681</td>\n",
       "      <td>c7bd8611ec5c9084f2ad41907b759bd3d4759302f3c2f7...</td>\n",
       "      <td>bf10f201af3f24ac854b49a74b8853de63a48a455a2c97...</td>\n",
       "      <td>velux</td>\n",
       "      <td>velux</td>\n",
       "      <td>VELUX Jaloezie lichtdoorlatend handbediend PAL...</td>\n",
       "      <td>VELUX Jaloezie PAL FK08 7001S</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47103</th>\n",
       "      <td>47103</td>\n",
       "      <td>119</td>\n",
       "      <td>0.853275</td>\n",
       "      <td>df2c4644a83c2a755f77cc64daaa530446ab43fe43cf46...</td>\n",
       "      <td>2163712fbe1bd8f98444778dc8af5e28403e66d285140b...</td>\n",
       "      <td>chamberlain</td>\n",
       "      <td>chamberlain</td>\n",
       "      <td>CHAMBERLAIN Infrarood fotocel 771REV</td>\n",
       "      <td>Chamberlain foto-elektrische beveiliging '771R...</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47115</th>\n",
       "      <td>47115</td>\n",
       "      <td>1921</td>\n",
       "      <td>0.879972</td>\n",
       "      <td>3632586927eabb65910cd4e4d9225b0143248ff986e02f...</td>\n",
       "      <td>06230ab1cb94c2319b3df7bb4c4d40f2469b9ce289eae6...</td>\n",
       "      <td>ubbink</td>\n",
       "      <td>ubbink</td>\n",
       "      <td>ELIMAX Vijverpomp 1500</td>\n",
       "      <td>Ubbink vijverpomp ‘Elimax 1500’ 20 W</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47132</th>\n",
       "      <td>47132</td>\n",
       "      <td>14717</td>\n",
       "      <td>0.763950</td>\n",
       "      <td>f1ee606697fb7dca883dc91ea78c848382f7e79973391d...</td>\n",
       "      <td>5f27a2fd5d558a49ee21fb303db3bc4ac138f980d1b18c...</td>\n",
       "      <td>knauf</td>\n",
       "      <td>knauf</td>\n",
       "      <td>Knauf Snelgips 2kg</td>\n",
       "      <td>Knauf Snelgips 2 kg</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47133</th>\n",
       "      <td>47133</td>\n",
       "      <td>8413</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>a3dd12c329774c68997d8673332d9c64bba5fc910bee07...</td>\n",
       "      <td>4446bb2fec8ddbfec3b6bae06171d2b601334017f7a76e...</td>\n",
       "      <td>puik</td>\n",
       "      <td>puik</td>\n",
       "      <td>Puik Original fret 2 kg</td>\n",
       "      <td>PUIK Original Fretten 2 kg</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47144</th>\n",
       "      <td>47144</td>\n",
       "      <td>20758</td>\n",
       "      <td>0.885645</td>\n",
       "      <td>99306c5f87ab26ff54cfdc132de7d60a02f33065dda357...</td>\n",
       "      <td>ceb5c331254e71a862b611d90e811f9a1d19a40d6062da...</td>\n",
       "      <td>niko</td>\n",
       "      <td>niko</td>\n",
       "      <td>Niko Dubbele wisselschakelaar Original wit</td>\n",
       "      <td>Niko wisselschakelaar 'Original' wit</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47161</th>\n",
       "      <td>47161</td>\n",
       "      <td>8942</td>\n",
       "      <td>0.894703</td>\n",
       "      <td>c5fc8ceb9a8ace2fa1bc4a3f78176ac55de178fef4a242...</td>\n",
       "      <td>d6c2d3563558caf126a3d0aa836982a72890ef46f76f91...</td>\n",
       "      <td>pokon</td>\n",
       "      <td>pokon</td>\n",
       "      <td>Pokon cactus&amp;vetplant voeding 250ml</td>\n",
       "      <td>POKON Cactus &amp; vetplant voeding 250 ml</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47171</th>\n",
       "      <td>47171</td>\n",
       "      <td>17665</td>\n",
       "      <td>0.867965</td>\n",
       "      <td>92dcdef08d0e6fccf1bf73e407bd4c97fb0b7615a4cf9a...</td>\n",
       "      <td>6c06c47dc2952aba688f96c5608dbe438aa7a2781f8d29...</td>\n",
       "      <td>hammerite</td>\n",
       "      <td>hammerite</td>\n",
       "      <td>Hammerite metaallak hoogglans zilvergrijs 400ml</td>\n",
       "      <td>Hammerite Metaallak zijdeglans 400ml zilvergrijs</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47181</th>\n",
       "      <td>47181</td>\n",
       "      <td>36867</td>\n",
       "      <td>0.878953</td>\n",
       "      <td>95aa0f0c31f19c1b965a85935ac3613893f435d7a423bd...</td>\n",
       "      <td>64fefa59c3dcc4442211dfa94f7a329a52a8be6c67a195...</td>\n",
       "      <td>dremel</td>\n",
       "      <td>dremel</td>\n",
       "      <td>DREMEL SpeedClic opspandoorn SC402</td>\n",
       "      <td>Dremel EZ SpeedClic opspandoorn - SC402</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47197</th>\n",
       "      <td>47197</td>\n",
       "      <td>26578</td>\n",
       "      <td>0.879680</td>\n",
       "      <td>e71288de03c3e0b31a8f13e0a3024e815e2baa6c07da87...</td>\n",
       "      <td>6a08f4ea5d02e06bb4efd7573b8ffaa86e04437e625f9b...</td>\n",
       "      <td>pickup</td>\n",
       "      <td>pickup</td>\n",
       "      <td>PickUp bord 'Uitrit vrijlaten'</td>\n",
       "      <td>Pickup Bord uitrit vrijlaten 23x33 cm</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47205</th>\n",
       "      <td>47205</td>\n",
       "      <td>39446</td>\n",
       "      <td>0.897307</td>\n",
       "      <td>994d7ad298620c60750fbf5189ee149ac17c452d1c860d...</td>\n",
       "      <td>c2ca6058f6e9540845e7ebe158b35aef7c29d69fda4c03...</td>\n",
       "      <td>rambo</td>\n",
       "      <td>rambo</td>\n",
       "      <td>Rambo pantserbeits schuur en tuinhuis zijdegla...</td>\n",
       "      <td>RAMBO Pantserbeits Schuur &amp; Tuinhuis zijdeglan...</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47209</th>\n",
       "      <td>47209</td>\n",
       "      <td>20939</td>\n",
       "      <td>0.896688</td>\n",
       "      <td>2d45a4c59967d51e0aa3fc72f39bbeed1bacb5b2131a1c...</td>\n",
       "      <td>1ba07b5c4e281cfaf5f33f9e59a04202798d6bcb6f0aca...</td>\n",
       "      <td>legrand</td>\n",
       "      <td>legrand</td>\n",
       "      <td>Legrand Variabele buitenhoek DLP 50mm</td>\n",
       "      <td>LEGRAND DLP variabele buitenhoek</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47212</th>\n",
       "      <td>47212</td>\n",
       "      <td>7525</td>\n",
       "      <td>0.924831</td>\n",
       "      <td>865e0342616470d78a1ec0229eade7f0bc21067bd40050...</td>\n",
       "      <td>117b56b703b09492694bf56a4f1f55b423598a246873b1...</td>\n",
       "      <td>wood lover</td>\n",
       "      <td>wood lover</td>\n",
       "      <td>Wood Lover Reiniger bangkirai 5l kleurloos</td>\n",
       "      <td>Wood Lover bangkirai reiniger 5L</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47213</th>\n",
       "      <td>47213</td>\n",
       "      <td>13449</td>\n",
       "      <td>0.916634</td>\n",
       "      <td>1dd7277be756ee34b5357f9ee8aa698242caf96d8c0193...</td>\n",
       "      <td>111c7947a8f21c49899305fba259091bcb3741e38d6212...</td>\n",
       "      <td>levis</td>\n",
       "      <td>levis</td>\n",
       "      <td>Levis Lak Expert buiten satijn 1l steenkool</td>\n",
       "      <td>Levis lak 'Expert' steenkool satijn 1L</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47226</th>\n",
       "      <td>47226</td>\n",
       "      <td>27466</td>\n",
       "      <td>0.923169</td>\n",
       "      <td>950b86c740f05221ed90319f98e00c841edc08aec18345...</td>\n",
       "      <td>f38e7b6dc6892804fba1b6ad3639bf960f3757a8ae5537...</td>\n",
       "      <td>pickup</td>\n",
       "      <td>pickup</td>\n",
       "      <td>Pickup pictogram 300882 parking bezoekers</td>\n",
       "      <td>Pickup Pictogram parking bezoekers 30cm</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47237</th>\n",
       "      <td>47237</td>\n",
       "      <td>42462</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>b6d7c96eb2920d45f6750be97b329a1a12ecc311dfac8e...</td>\n",
       "      <td>f303a37eeab7742a5849f0a62b1bea48cf9aab2b5cab61...</td>\n",
       "      <td>nagelborstel</td>\n",
       "      <td>nagelborstel</td>\n",
       "      <td>Nagelborstel tampico ongelakt hout</td>\n",
       "      <td>Nagelborstel tampico hout</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47240</th>\n",
       "      <td>47240</td>\n",
       "      <td>27968</td>\n",
       "      <td>0.853137</td>\n",
       "      <td>743796a39a3eaaa3ed0edec6765026641b9474ef00abdf...</td>\n",
       "      <td>ee21ec5416df27b779b77f30f52ad3d87e46e2051242d4...</td>\n",
       "      <td>levis</td>\n",
       "      <td>levis</td>\n",
       "      <td>Levis Lak Ferro radiator 0,25l</td>\n",
       "      <td>Levis Ferro Radiator</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47243</th>\n",
       "      <td>47243</td>\n",
       "      <td>30570</td>\n",
       "      <td>0.800526</td>\n",
       "      <td>2510bac91e0e99a67c0ae0da695a3b600234c5b81e78c5...</td>\n",
       "      <td>43cb1dd7f682b95a7f2b9895b5216cb7bb932f362ac276...</td>\n",
       "      <td>barbecook</td>\n",
       "      <td>barbecook</td>\n",
       "      <td>Barbecook Siesta 512 gasbarbecue</td>\n",
       "      <td>Barbecook gasbarbecue ‘Siesta 512 Crème’ 14,5kW</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47251</th>\n",
       "      <td>47251</td>\n",
       "      <td>42367</td>\n",
       "      <td>0.780451</td>\n",
       "      <td>b30947efbcf17501ac1aaa8bec3604a36e275aea52a0a3...</td>\n",
       "      <td>1cc729de864ab633081bcf04b5197c2be91582d19046cb...</td>\n",
       "      <td>pattex</td>\n",
       "      <td>pattex</td>\n",
       "      <td>Pattex Contactlijm vloeibaar 125 g</td>\n",
       "      <td>PATTEX Contactlijm vloeibaar 50 gr</td>\n",
       "      <td>hubo</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47255</th>\n",
       "      <td>47255</td>\n",
       "      <td>35059</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>c2e92ec1645843cbeb761c37ec5f5ac4e99ff03b038248...</td>\n",
       "      <td>8808f142a80279458ec465d07af2a1b0fd5bc8d06d860c...</td>\n",
       "      <td>tiger</td>\n",
       "      <td>tiger</td>\n",
       "      <td>Tiger zeepdispenser Urban vrijstaand wit</td>\n",
       "      <td>Tiger Urban Zeepdispenser vrijstaand - Wit</td>\n",
       "      <td>praxis</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47259</th>\n",
       "      <td>47259</td>\n",
       "      <td>13753</td>\n",
       "      <td>0.714415</td>\n",
       "      <td>63314fbaafce25543503033270c63fd2871c26c1abf381...</td>\n",
       "      <td>68a06676fddaa273dec95fad7cb2654bce86ec89cf3362...</td>\n",
       "      <td>philips</td>\n",
       "      <td>philips</td>\n",
       "      <td>Philips wandlamp Countdown aluminium 1x2,5W</td>\n",
       "      <td>Philips myLiving Countdown LED wandlamp 2,5W a...</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47261</th>\n",
       "      <td>47261</td>\n",
       "      <td>31858</td>\n",
       "      <td>0.719359</td>\n",
       "      <td>4b018460b9413dc5695dd5da0b9cb73c7e11a1e5ca5cc7...</td>\n",
       "      <td>9dcda254435af84fe1a916ae401865bb1cb09961df9d72...</td>\n",
       "      <td>hozelock</td>\n",
       "      <td>hozelock</td>\n",
       "      <td>HOZELOCK Slangenwagen met 20 meter slang</td>\n",
       "      <td>Hozelock slangenwagen 2-in-1</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47275</th>\n",
       "      <td>47275</td>\n",
       "      <td>11158</td>\n",
       "      <td>0.826568</td>\n",
       "      <td>a3e842305a5bd84738fea7055f1829839cadff185df43f...</td>\n",
       "      <td>612e7fa80120791a1ac0975e287c9196ec4bab771e2cc3...</td>\n",
       "      <td>vitakraft</td>\n",
       "      <td>vitakraft</td>\n",
       "      <td>VITAKRAFT Kattensnack, Cat liquid zalm en Omeg...</td>\n",
       "      <td>Vitakraft Cat-Liquid snack zalm &amp; omega 6 st</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47308</th>\n",
       "      <td>47308</td>\n",
       "      <td>40691</td>\n",
       "      <td>0.918991</td>\n",
       "      <td>808ec4a71aa757aeb593ad6b1af599f1ead41756258301...</td>\n",
       "      <td>deb3a4846228e3ceb567912d4fd6aa57c6e95b8f36edfd...</td>\n",
       "      <td>vero</td>\n",
       "      <td>vero</td>\n",
       "      <td>Vero steel met Duitse draad metaal wit 130 cm</td>\n",
       "      <td>VERO Steel metaal 130 cm wit gelakt duitse draad</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47322</th>\n",
       "      <td>47322</td>\n",
       "      <td>45733</td>\n",
       "      <td>0.923525</td>\n",
       "      <td>ba6849ee14eec7d17477f65a276826b38ce4cd2c802258...</td>\n",
       "      <td>479403401262ed0e775af47343601bac37369760393c3c...</td>\n",
       "      <td>tiger</td>\n",
       "      <td>tiger</td>\n",
       "      <td>TIGER Zeepdispenser Items los RVS glans</td>\n",
       "      <td>Tiger Items los zeepdispenser rvs</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47333</th>\n",
       "      <td>47333</td>\n",
       "      <td>5758</td>\n",
       "      <td>0.842019</td>\n",
       "      <td>637e5b062c9843708122dd36451aefbdbe616d7d418106...</td>\n",
       "      <td>7b39524ac02a51f3f7334cfa4445158f4dc6570938114f...</td>\n",
       "      <td>bosch</td>\n",
       "      <td>bosch</td>\n",
       "      <td>Bosch Spoel - 1,6 mm x 8m</td>\n",
       "      <td>Bosch Spoel 8m 1,6mm</td>\n",
       "      <td>bol</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5282 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id_1   id_2      dist  \\\n",
       "1          1  21690  0.961159   \n",
       "2          2  12582  0.843365   \n",
       "8          8   1611  0.751907   \n",
       "19        19  26319  1.000000   \n",
       "46        46  41447  0.771179   \n",
       "49        49  40213  0.807126   \n",
       "61        61  15242  0.798784   \n",
       "76        76  15939  0.915281   \n",
       "92        92  35620  1.000000   \n",
       "96        96  42644  0.841881   \n",
       "103      103  38900  0.778014   \n",
       "114      114    147  0.838424   \n",
       "117      117  30912  0.945625   \n",
       "119      119  47103  0.853275   \n",
       "127      127  25700  0.768963   \n",
       "138      138  40453  0.832856   \n",
       "147      147    114  0.838424   \n",
       "148      148  22689  1.000000   \n",
       "154      154    603  0.827110   \n",
       "162      162  46906  0.753868   \n",
       "173      173  10849  0.892822   \n",
       "176      176  25394  0.757825   \n",
       "178      178  31765  0.809461   \n",
       "190      190  47004  1.000000   \n",
       "198      198  43144  0.837582   \n",
       "206      206  36431  0.941553   \n",
       "207      207  29033  0.787970   \n",
       "218      218  17515  0.848104   \n",
       "240      240  22994  0.848826   \n",
       "247      247  23368  0.776172   \n",
       "...      ...    ...       ...   \n",
       "47055  47055  30843  0.829301   \n",
       "47065  47065  23789  0.740784   \n",
       "47066  47066  11743  0.899959   \n",
       "47076  47076  12201  0.866108   \n",
       "47077  47077    364  0.881681   \n",
       "47103  47103    119  0.853275   \n",
       "47115  47115   1921  0.879972   \n",
       "47132  47132  14717  0.763950   \n",
       "47133  47133   8413  1.000000   \n",
       "47144  47144  20758  0.885645   \n",
       "47161  47161   8942  0.894703   \n",
       "47171  47171  17665  0.867965   \n",
       "47181  47181  36867  0.878953   \n",
       "47197  47197  26578  0.879680   \n",
       "47205  47205  39446  0.897307   \n",
       "47209  47209  20939  0.896688   \n",
       "47212  47212   7525  0.924831   \n",
       "47213  47213  13449  0.916634   \n",
       "47226  47226  27466  0.923169   \n",
       "47237  47237  42462  1.000000   \n",
       "47240  47240  27968  0.853137   \n",
       "47243  47243  30570  0.800526   \n",
       "47251  47251  42367  0.780451   \n",
       "47255  47255  35059  1.000000   \n",
       "47259  47259  13753  0.714415   \n",
       "47261  47261  31858  0.719359   \n",
       "47275  47275  11158  0.826568   \n",
       "47308  47308  40691  0.918991   \n",
       "47322  47322  45733  0.923525   \n",
       "47333  47333   5758  0.842019   \n",
       "\n",
       "                                             daltix_id_1  \\\n",
       "1      2258f16fa7ff7aab35c4534ac645017637d072f2fee9cc...   \n",
       "2      c94e4ac248e0075076dda8ea417be7b770dd91a58abe4b...   \n",
       "8      13b9e6d4e5fc32bd8f21da4aa79184fcfada46cbbf0ad5...   \n",
       "19     d498db37f6a475efe9b83a84d8302a1082cdf5dec6482a...   \n",
       "46     b947ac931180510a09cce2eeae73544bab35208d39b986...   \n",
       "49     9c667b5732967d55ee159649187ab8461b3dcd69d75f77...   \n",
       "61     370c08e9753cf8b1907c66f28e84f1d377c550ce59e172...   \n",
       "76     3903902419876f0c559215646ce03621002cf20555dc72...   \n",
       "92     85012d37e26310610a0b7667d2246bc02926fe450a08f1...   \n",
       "96     b8cd8434409412b33a7e6aa483337c300385dd8e1aadb9...   \n",
       "103    a29ea93c4da40ed07c42d98df0a548c80381e69f9a08ce...   \n",
       "114    41cb193aaa2ff969bde34f9169ecc7e7e9b743d96479fa...   \n",
       "117    6b04db02c4600948c8d8a5b1434c96d9d7089a25be37c2...   \n",
       "119    2163712fbe1bd8f98444778dc8af5e28403e66d285140b...   \n",
       "127    514cf971e21a7c3eaad7a7562c1472186ceeedfc6330e2...   \n",
       "138    523db061c867a9faeabacc44f8ad46deab96d3ebbf8aab...   \n",
       "147    612a31ed175d1cdc538bcb84ed64ce49a21891752b8ccd...   \n",
       "148    da64c1bfe4399ac837fe8982a2c5a4fe71dd8abf169c44...   \n",
       "154    b69e8ce6303ab91fd28f247ba5bf86be4922d461941cd1...   \n",
       "162    446e23297b9c1049e35aaa99913f2019a75809e137aced...   \n",
       "173    58484924a85b88e2685b6deb47c637ca7c897a6a9ddfc0...   \n",
       "176    d6d351280cb1c348cc5716e70dfc72606f4ab1a24bb08f...   \n",
       "178    7a0688b43d57f4f889a319203a3aee4307934e29b92cdb...   \n",
       "190    6e0ec4d2cebed9344176995094bcd8ea2b1559102cce0d...   \n",
       "198    e322acc8335ceb00d5a96ac9d332968b073fa688cd6849...   \n",
       "206    66d175abf221b5aef50f2d29a7e40651dc76b57c0d751e...   \n",
       "207    a1bd7cadb1378999ce9572d431909cb02247956d6b896c...   \n",
       "218    ef55aa5f73b86f95ca9ef41a73632eff7afe4c3170f89e...   \n",
       "240    dae1c4a5d4e0e0aec21a8a166c8016a025b482dd844034...   \n",
       "247    eb015668f1f824532446b4f4b55caadb4a01e624653c27...   \n",
       "...                                                  ...   \n",
       "47055  87150300ca4fd0dcc8937efe77675105197072d902c816...   \n",
       "47065  34afdf2e335cdd80eca6aca5329422d4d1fdb1cb79d8ae...   \n",
       "47066  58c03e546e1850379610d7b5a941ec9b528d82ee42c496...   \n",
       "47076  2130fd1bda2ffaa9ee12940645f3866da33a03b06f3819...   \n",
       "47077  c7bd8611ec5c9084f2ad41907b759bd3d4759302f3c2f7...   \n",
       "47103  df2c4644a83c2a755f77cc64daaa530446ab43fe43cf46...   \n",
       "47115  3632586927eabb65910cd4e4d9225b0143248ff986e02f...   \n",
       "47132  f1ee606697fb7dca883dc91ea78c848382f7e79973391d...   \n",
       "47133  a3dd12c329774c68997d8673332d9c64bba5fc910bee07...   \n",
       "47144  99306c5f87ab26ff54cfdc132de7d60a02f33065dda357...   \n",
       "47161  c5fc8ceb9a8ace2fa1bc4a3f78176ac55de178fef4a242...   \n",
       "47171  92dcdef08d0e6fccf1bf73e407bd4c97fb0b7615a4cf9a...   \n",
       "47181  95aa0f0c31f19c1b965a85935ac3613893f435d7a423bd...   \n",
       "47197  e71288de03c3e0b31a8f13e0a3024e815e2baa6c07da87...   \n",
       "47205  994d7ad298620c60750fbf5189ee149ac17c452d1c860d...   \n",
       "47209  2d45a4c59967d51e0aa3fc72f39bbeed1bacb5b2131a1c...   \n",
       "47212  865e0342616470d78a1ec0229eade7f0bc21067bd40050...   \n",
       "47213  1dd7277be756ee34b5357f9ee8aa698242caf96d8c0193...   \n",
       "47226  950b86c740f05221ed90319f98e00c841edc08aec18345...   \n",
       "47237  b6d7c96eb2920d45f6750be97b329a1a12ecc311dfac8e...   \n",
       "47240  743796a39a3eaaa3ed0edec6765026641b9474ef00abdf...   \n",
       "47243  2510bac91e0e99a67c0ae0da695a3b600234c5b81e78c5...   \n",
       "47251  b30947efbcf17501ac1aaa8bec3604a36e275aea52a0a3...   \n",
       "47255  c2e92ec1645843cbeb761c37ec5f5ac4e99ff03b038248...   \n",
       "47259  63314fbaafce25543503033270c63fd2871c26c1abf381...   \n",
       "47261  4b018460b9413dc5695dd5da0b9cb73c7e11a1e5ca5cc7...   \n",
       "47275  a3e842305a5bd84738fea7055f1829839cadff185df43f...   \n",
       "47308  808ec4a71aa757aeb593ad6b1af599f1ead41756258301...   \n",
       "47322  ba6849ee14eec7d17477f65a276826b38ce4cd2c802258...   \n",
       "47333  637e5b062c9843708122dd36451aefbdbe616d7d418106...   \n",
       "\n",
       "                                             daltix_id_2    brand_id_1  \\\n",
       "1      5a6ca9f873465c48a2dd67323c4980f5481f5e300d166d...         levis   \n",
       "2      161afaf5732423c54d2977e34f901aeff65c871b2bfe9b...    commandant   \n",
       "8      6de25b17b4f0829a24e87f3f3fb28d7c9d888446147085...         bosch   \n",
       "19     b2874501a25de791d0b6d62856614ae76aa67265382c29...         eurom   \n",
       "46     6af92cbe4f77a4922b2008ed959ab7473b83c4159b2a9f...     brabantia   \n",
       "49     754a38c10ffddbfd155e6110d24d404f41569c271a8871...       stanley   \n",
       "61     9700ee329372bc67e0015f0c5a347d261651ae01fbae7f...      aquaplan   \n",
       "76     a47faa31d9bff9cb191e8a5c4bc2a70815f60d7901fb08...         levis   \n",
       "92     714c253e3524713bb2b496937f872daa3596489ded88ea...          niko   \n",
       "96     2b3ec3df0e7affaf9ae2e37313aaf0e456cd7b0bdfa6af...       fischer   \n",
       "103    74348d1e75c8b932dbfb927ecf18bef505c3fa26e20135...        pickup   \n",
       "114    612a31ed175d1cdc538bcb84ed64ce49a21891752b8ccd...         tiger   \n",
       "117    01b61a10a212c11918abc25f2590f9e405838e7d44bf44...      allibert   \n",
       "119    df2c4644a83c2a755f77cc64daaa530446ab43fe43cf46...   chamberlain   \n",
       "127    6c7fcad4b4035c1e3905929b506612b33e02e3c95c270c...       gardena   \n",
       "138    75678deb7140a35a1f8330224e8265e6e981c3ec1bb06d...         bison   \n",
       "147    41cb193aaa2ff969bde34f9169ecc7e7e9b743d96479fa...         tiger   \n",
       "148    70561844d31fd99e4e092374be0792118f87d1fef072a2...     petroleum   \n",
       "154    5790176a627f875e7554e074bfe7cbfb7e1a4ce6287c4d...          niko   \n",
       "162    c39720bdde622baa087efe5ba8945deaaf68f0bbcb42ef...       beaphar   \n",
       "173    7708dc14751e5686d4b195a2b36ec26e55d7c516775d62...    speeltoren   \n",
       "176    ee68b332f4d42b73c72f957ea7d76e09ebc74a89556772...         tiger   \n",
       "178    f15dbaa7f5cc7c19f81717e196fe8e3cb1e7ca246b3d6c...        pickup   \n",
       "190    46c2606e74f5e7a02ceeddf580543a535d2505feba6058...            hg   \n",
       "198    3942089900b966d0c07dcc92168979c185329626aa6112...       gardena   \n",
       "206    225f2300463f496b2762fac65d3df75442114e0788d219...     xyladecor   \n",
       "207    a7c7b1d1f68494b83c5b668c0c08e9951334b2f0908613...          elho   \n",
       "218    1f7cc70de6b9630560d4325dd758cdf678abe669eed9e5...         velux   \n",
       "240    234761a4c48844fc90cdf40631b8739614c1f6676e97fb...       philips   \n",
       "247    d67f2a1767dca22e8ef24503878bbef69522d351702348...         levis   \n",
       "...                                                  ...           ...   \n",
       "47055  b42bc4ebdcc66ad82cc78880f9ac123efe301209c53a3c...       gardena   \n",
       "47065  02bf4a38b2f5310834e0cbe6fc47f674fe8e32790cfde4...       piranha   \n",
       "47066  b8940f79259e869f1688e32769abf4fcdc5ebb2da044a1...         levis   \n",
       "47076  7a17873b6afee0e793d95fd69ed6740d584072fbf2491c...        pickup   \n",
       "47077  bf10f201af3f24ac854b49a74b8853de63a48a455a2c97...         velux   \n",
       "47103  2163712fbe1bd8f98444778dc8af5e28403e66d285140b...   chamberlain   \n",
       "47115  06230ab1cb94c2319b3df7bb4c4d40f2469b9ce289eae6...        ubbink   \n",
       "47132  5f27a2fd5d558a49ee21fb303db3bc4ac138f980d1b18c...         knauf   \n",
       "47133  4446bb2fec8ddbfec3b6bae06171d2b601334017f7a76e...          puik   \n",
       "47144  ceb5c331254e71a862b611d90e811f9a1d19a40d6062da...          niko   \n",
       "47161  d6c2d3563558caf126a3d0aa836982a72890ef46f76f91...         pokon   \n",
       "47171  6c06c47dc2952aba688f96c5608dbe438aa7a2781f8d29...     hammerite   \n",
       "47181  64fefa59c3dcc4442211dfa94f7a329a52a8be6c67a195...        dremel   \n",
       "47197  6a08f4ea5d02e06bb4efd7573b8ffaa86e04437e625f9b...        pickup   \n",
       "47205  c2ca6058f6e9540845e7ebe158b35aef7c29d69fda4c03...         rambo   \n",
       "47209  1ba07b5c4e281cfaf5f33f9e59a04202798d6bcb6f0aca...       legrand   \n",
       "47212  117b56b703b09492694bf56a4f1f55b423598a246873b1...    wood lover   \n",
       "47213  111c7947a8f21c49899305fba259091bcb3741e38d6212...         levis   \n",
       "47226  f38e7b6dc6892804fba1b6ad3639bf960f3757a8ae5537...        pickup   \n",
       "47237  f303a37eeab7742a5849f0a62b1bea48cf9aab2b5cab61...  nagelborstel   \n",
       "47240  ee21ec5416df27b779b77f30f52ad3d87e46e2051242d4...         levis   \n",
       "47243  43cb1dd7f682b95a7f2b9895b5216cb7bb932f362ac276...     barbecook   \n",
       "47251  1cc729de864ab633081bcf04b5197c2be91582d19046cb...        pattex   \n",
       "47255  8808f142a80279458ec465d07af2a1b0fd5bc8d06d860c...         tiger   \n",
       "47259  68a06676fddaa273dec95fad7cb2654bce86ec89cf3362...       philips   \n",
       "47261  9dcda254435af84fe1a916ae401865bb1cb09961df9d72...      hozelock   \n",
       "47275  612e7fa80120791a1ac0975e287c9196ec4bab771e2cc3...     vitakraft   \n",
       "47308  deb3a4846228e3ceb567912d4fd6aa57c6e95b8f36edfd...          vero   \n",
       "47322  479403401262ed0e775af47343601bac37369760393c3c...         tiger   \n",
       "47333  7b39524ac02a51f3f7334cfa4445158f4dc6570938114f...         bosch   \n",
       "\n",
       "         brand_id_2                                          name_id_1  \\\n",
       "1             levis           Muurverf Originals mat 2,5l potloodgrijs   \n",
       "2        commandant         Commandant Rubbing Compound nr. 3 - 500gr.   \n",
       "8             bosch  Bosch AHS 70-34 elektrische heggenschaar 700W ...   \n",
       "19            eurom                      EUROM Terrasverwarmer TH1800S   \n",
       "46        brabantia                 Brabantia vuilniszak 50 L 10 stuks   \n",
       "49          stanley                 Stanley reservemesjes lang 5 stuks   \n",
       "61         aquaplan                Aquaplan Zelfklevend lood 20x300 cm   \n",
       "76            levis        Levis lak 'Expert' kanariegeel hoogglans 1L   \n",
       "92             niko            NIKO Rolluikschakelaar Intense Sterling   \n",
       "96          fischer                       Fischer Injectiemortel 100ml   \n",
       "103          pickup                  Pickup Bord verboden parking 30cm   \n",
       "114           tiger                         TIGER Haak Pull square RVS   \n",
       "117        allibert      Allibert opbergkoffer 'Totem' zwart-rood 140L   \n",
       "119     chamberlain  Chamberlain foto-elektrische beveiliging '771R...   \n",
       "127         gardena  Gardena Smart Sileno City 500 robotmaaier 18V ...   \n",
       "138           bison           Bison Lijmspray Lijmspray 500ml Spuitbus   \n",
       "147           tiger                     Tiger pull square haak geb-rvs   \n",
       "148       petroleum                            Petroleum 'Tosaïne' 20L   \n",
       "154            niko                             Niko Beldrukknop zwart   \n",
       "162         beaphar                       Beaphar Fiprotec, kat, 3 pip   \n",
       "173      speeltoren                    Speeltoren Daan glijbaan violet   \n",
       "176           tiger      Tiger Impuls reserverolhouder geborsteld inox   \n",
       "178          pickup  Pickup Zelfklevend pictogram surveillance par ...   \n",
       "190              hg                     HG Impregnerende beschermer 1l   \n",
       "198         gardena    GARDENA Classic Fox Nevelsproeier - 9 tot 100m²   \n",
       "206       xyladecor           Xyladecor Dekkende beits 0,75l fijn zand   \n",
       "207            elho              Elho Brussels bloempot 30cm antraciet   \n",
       "218           velux  VELUX Jaloezie lichtdoorlatend handbediend PAL...   \n",
       "240         philips              Philips inbouwspot Thermal chroom 35W   \n",
       "247           levis    Levis verf 'Radiatoren' dune touch satijn 400ml   \n",
       "...             ...                                                ...   \n",
       "47055       gardena                  Gardena Kraanstuk 26,5mm (G 3-4\")   \n",
       "47065       piranha         Piranha Schuurstroken Mouse K120 X31009-XJ   \n",
       "47066         levis             Levis Muurverf binnen mat 2,5l nazomer   \n",
       "47076        pickup               Pickup Bord parking privaat 33x23 cm   \n",
       "47077         velux  VELUX Jaloezie lichtdoorlatend handbediend PAL...   \n",
       "47103   chamberlain               CHAMBERLAIN Infrarood fotocel 771REV   \n",
       "47115        ubbink                             ELIMAX Vijverpomp 1500   \n",
       "47132         knauf                                 Knauf Snelgips 2kg   \n",
       "47133          puik                            Puik Original fret 2 kg   \n",
       "47144          niko         Niko Dubbele wisselschakelaar Original wit   \n",
       "47161         pokon                Pokon cactus&vetplant voeding 250ml   \n",
       "47171     hammerite    Hammerite metaallak hoogglans zilvergrijs 400ml   \n",
       "47181        dremel                 DREMEL SpeedClic opspandoorn SC402   \n",
       "47197        pickup                     PickUp bord 'Uitrit vrijlaten'   \n",
       "47205         rambo  Rambo pantserbeits schuur en tuinhuis zijdegla...   \n",
       "47209       legrand              Legrand Variabele buitenhoek DLP 50mm   \n",
       "47212    wood lover         Wood Lover Reiniger bangkirai 5l kleurloos   \n",
       "47213         levis        Levis Lak Expert buiten satijn 1l steenkool   \n",
       "47226        pickup          Pickup pictogram 300882 parking bezoekers   \n",
       "47237  nagelborstel                 Nagelborstel tampico ongelakt hout   \n",
       "47240         levis                     Levis Lak Ferro radiator 0,25l   \n",
       "47243     barbecook                   Barbecook Siesta 512 gasbarbecue   \n",
       "47251        pattex                 Pattex Contactlijm vloeibaar 125 g   \n",
       "47255         tiger           Tiger zeepdispenser Urban vrijstaand wit   \n",
       "47259       philips        Philips wandlamp Countdown aluminium 1x2,5W   \n",
       "47261      hozelock           HOZELOCK Slangenwagen met 20 meter slang   \n",
       "47275     vitakraft  VITAKRAFT Kattensnack, Cat liquid zalm en Omeg...   \n",
       "47308          vero      Vero steel met Duitse draad metaal wit 130 cm   \n",
       "47322         tiger            TIGER Zeepdispenser Items los RVS glans   \n",
       "47333         bosch                          Bosch Spoel - 1,6 mm x 8m   \n",
       "\n",
       "                                               name_id_2 store_id_1 store_id_2  \n",
       "1         Levis Muurverf Originals mat 2,5l potloodgrijs        bol       hubo  \n",
       "2             Commandant onderhoud nr 3 rubbing compound        bol     praxis  \n",
       "8                           BOSCH Heggenschaar AHS 70-34       hubo   hornbach  \n",
       "19                         Eurom terrasverwarmer th1800s   hornbach     praxis  \n",
       "46                  Brabantia vuilniszak 15 L - 20 stuks     praxis     planit  \n",
       "49                         Stanley Reservemesjes 5 stuks     praxis       hubo  \n",
       "61                     Atab Zelfklevend Lood 20 cm x 3 m       hubo     planit  \n",
       "76      Levis Lak Expert buiten hoogglans 1l kanariegeel     planit       hubo  \n",
       "92               Niko Rolluikschakelaar Intense sterling     planit       hubo  \n",
       "96                         Fischer injectiemortel vs300t       hubo     praxis  \n",
       "103                                PickUp bord 'Parking'       hubo     planit  \n",
       "114                       Tiger pull square haak geb-rvs   hornbach     praxis  \n",
       "117                     Allibert Opbergkoffer Totem 140l     planit       hubo  \n",
       "119                 CHAMBERLAIN Infrarood fotocel 771REV     planit   hornbach  \n",
       "127              Gardena robotmaaier Sileno City 500 18V       hubo     praxis  \n",
       "138                    Bison Lijmspray 500ml transparant        bol       hubo  \n",
       "147                           TIGER Haak Pull square RVS     praxis   hornbach  \n",
       "148                                Petroleum Tosaïne 20l     planit       hubo  \n",
       "154                            Niko Beldrukknop 12 V 1 A       hubo     planit  \n",
       "162                       Beaphar FiproTec Kat vanaf 2kg   hornbach     praxis  \n",
       "173                               Speeltoren Daan violet     praxis       hubo  \n",
       "176                 Tiger reserverolhouder Impuls chroom       hubo     praxis  \n",
       "178    PickUp pictogram 'Surveillance par caméra' 10 ...       hubo     planit  \n",
       "190                       Hg impregnerende beschermer 1L       hubo        bol  \n",
       "198                    Gardena nevelsproeier Classic Fox        bol     praxis  \n",
       "206                       Dekkende beits 0,75l fijn zand       hubo        bol  \n",
       "207          ELHO Bloempot Brussels, antraciet Ø 12,5 cm       hubo   hornbach  \n",
       "218                        VELUX Jaloezie PAL PK04 7057S   hornbach     praxis  \n",
       "240    Philips myBathroom Thermal inbouwspot GU10 35W...     praxis       hubo  \n",
       "247     Levis Lak voor radiatoren satijn 0,4l dune touch     planit       hubo  \n",
       "...                                                  ...        ...        ...  \n",
       "47055                     Gardena kraanstuk 26,5 mm 3/4\"       hubo     praxis  \n",
       "47065   Piranha Schuurstroken Mouse, 120K 5 stuks X31009       hubo        bol  \n",
       "47066                    Levis muurverf nazomer mat 2,5L       hubo     planit  \n",
       "47076                      PickUp bord 'Privaat parking'       hubo     planit  \n",
       "47077                      VELUX Jaloezie PAL FK08 7001S   hornbach     praxis  \n",
       "47103  Chamberlain foto-elektrische beveiliging '771R...   hornbach     planit  \n",
       "47115               Ubbink vijverpomp ‘Elimax 1500’ 20 W   hornbach     planit  \n",
       "47132                                Knauf Snelgips 2 kg       hubo     planit  \n",
       "47133                         PUIK Original Fretten 2 kg     praxis   hornbach  \n",
       "47144               Niko wisselschakelaar 'Original' wit       hubo     planit  \n",
       "47161             POKON Cactus & vetplant voeding 250 ml     praxis   hornbach  \n",
       "47171   Hammerite Metaallak zijdeglans 400ml zilvergrijs     praxis       hubo  \n",
       "47181            Dremel EZ SpeedClic opspandoorn - SC402   hornbach        bol  \n",
       "47197              Pickup Bord uitrit vrijlaten 23x33 cm     planit       hubo  \n",
       "47205  RAMBO Pantserbeits Schuur & Tuinhuis zijdeglan...     praxis   hornbach  \n",
       "47209                   LEGRAND DLP variabele buitenhoek       hubo     planit  \n",
       "47212                   Wood Lover bangkirai reiniger 5L       hubo     planit  \n",
       "47213             Levis lak 'Expert' steenkool satijn 1L       hubo     planit  \n",
       "47226            Pickup Pictogram parking bezoekers 30cm     praxis       hubo  \n",
       "47237                          Nagelborstel tampico hout     praxis       hubo  \n",
       "47240                               Levis Ferro Radiator       hubo     planit  \n",
       "47243    Barbecook gasbarbecue ‘Siesta 512 Crème’ 14,5kW       hubo     planit  \n",
       "47251                 PATTEX Contactlijm vloeibaar 50 gr       hubo   hornbach  \n",
       "47255         Tiger Urban Zeepdispenser vrijstaand - Wit     praxis        bol  \n",
       "47259  Philips myLiving Countdown LED wandlamp 2,5W a...     praxis       hubo  \n",
       "47261                       Hozelock slangenwagen 2-in-1   hornbach     praxis  \n",
       "47275       Vitakraft Cat-Liquid snack zalm & omega 6 st   hornbach     praxis  \n",
       "47308   VERO Steel metaal 130 cm wit gelakt duitse draad     praxis   hornbach  \n",
       "47322                  Tiger Items los zeepdispenser rvs   hornbach     praxis  \n",
       "47333                               Bosch Spoel 8m 1,6mm        bol       hubo  \n",
       "\n",
       "[5282 rows x 11 columns]"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_5[df_5.dist > 0.7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27213"
      ]
     },
     "execution_count": 280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "metadata": {},
   "outputs": [],
   "source": [
    "fd = pd.read_csv('name_dist_0_7.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "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>id_1</th>\n",
       "      <th>id_2</th>\n",
       "      <th>dist</th>\n",
       "      <th>daltix_id_1</th>\n",
       "      <th>daltix_id_2</th>\n",
       "      <th>brand_id_1</th>\n",
       "      <th>brand_id_2</th>\n",
       "      <th>name_id_1</th>\n",
       "      <th>name_id_2</th>\n",
       "      <th>store_id_1</th>\n",
       "      <th>store_id_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1929</th>\n",
       "      <td>16953</td>\n",
       "      <td>4179</td>\n",
       "      <td>0.885250</td>\n",
       "      <td>57f72c7e9fcd7546d286f1a1fe6f70928b48554f7a50a4...</td>\n",
       "      <td>443e9bace3ba3c09a41139e3adab0cfe6fc59716fd7b97...</td>\n",
       "      <td>hg</td>\n",
       "      <td>hg</td>\n",
       "      <td>HG verf kracht afbijter 750ml</td>\n",
       "      <td>HG verf kracht afbijter 750 ml</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2802</th>\n",
       "      <td>24807</td>\n",
       "      <td>2196</td>\n",
       "      <td>0.705335</td>\n",
       "      <td>70966f257437b47b0de83f66d206ee2c61672a0f1208e1...</td>\n",
       "      <td>e4175fbf14b488fb7aa9126dd07cae5e35521e10ae3195...</td>\n",
       "      <td>gaaspaneel</td>\n",
       "      <td>gaaspaneel</td>\n",
       "      <td>Gaaspaneel 90 x 180cm</td>\n",
       "      <td>Gaaspaneel 90 x 180 cm</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4546</th>\n",
       "      <td>40899</td>\n",
       "      <td>14993</td>\n",
       "      <td>0.777326</td>\n",
       "      <td>0b86c279ec68870ee99b0ce5fe799266cd5df317fbdeae...</td>\n",
       "      <td>af03f4f3e0e5cdc23cdcf4b54db58f1623e30e8294bfd2...</td>\n",
       "      <td>carpoint</td>\n",
       "      <td>carpoint</td>\n",
       "      <td>Carpoint Schroefkogel 50mm M22</td>\n",
       "      <td>Carpoint Schroefkogel 50 Mm (m22 X 2,5 Mm)</td>\n",
       "      <td>hubo</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2073</th>\n",
       "      <td>18289</td>\n",
       "      <td>43078</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>64550143addd232ce5273aeb15ca6f5b68b52ed27a4233...</td>\n",
       "      <td>8396c2c9ed6379ee6bb70ae220570ac68709021acfaa9d...</td>\n",
       "      <td>hg</td>\n",
       "      <td>hg</td>\n",
       "      <td>HG Behangverwijderaar - 500 ml</td>\n",
       "      <td>HG behangverwijderaar 500 ml</td>\n",
       "      <td>bol</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>4101</td>\n",
       "      <td>1009</td>\n",
       "      <td>0.893940</td>\n",
       "      <td>a4a56d04f228e96901af7f963c47ef1b27cf2a8944a041...</td>\n",
       "      <td>8bf23ee58f5968084bd644e692e56429dae2def8ec24d5...</td>\n",
       "      <td>grohe</td>\n",
       "      <td>grohe</td>\n",
       "      <td>GROHE Wastafelkraan Feel met hoge uitloop chro...</td>\n",
       "      <td>GROHE Feel Wastafelkraan - Hoge uitloop - Chroom</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4412</th>\n",
       "      <td>39706</td>\n",
       "      <td>12916</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>ab19627de6ef24128036087bf562771b9b776a4bc3865a...</td>\n",
       "      <td>b3105924be014c3f16c53155b909057b7cfb4914117719...</td>\n",
       "      <td>bosch</td>\n",
       "      <td>bosch</td>\n",
       "      <td>Bosch Hoekmeter PAM 220</td>\n",
       "      <td>BOSCH Hoekmeter PAM 220</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3573</th>\n",
       "      <td>31817</td>\n",
       "      <td>23389</td>\n",
       "      <td>0.701405</td>\n",
       "      <td>b4bf3a71bd160a31107eaf51977ba5034b58526328aa26...</td>\n",
       "      <td>29ea6fa5729a6e74711445323f3111a68e4f53658dfbaf...</td>\n",
       "      <td>bosch</td>\n",
       "      <td>bosch</td>\n",
       "      <td>Bosch Quigo Plus kruislijnlaser + statief</td>\n",
       "      <td>Bosch Quigo Kruislijnlaser - Zelfnivellerend -...</td>\n",
       "      <td>hubo</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2651</th>\n",
       "      <td>23458</td>\n",
       "      <td>12151</td>\n",
       "      <td>0.777881</td>\n",
       "      <td>04abbc14e66fc461c2246eb7f90d307a8a24ae98adfdd1...</td>\n",
       "      <td>499dc7f2968b75db7e8eb077c49d3402563d5bcbaf8185...</td>\n",
       "      <td>bosch</td>\n",
       "      <td>bosch</td>\n",
       "      <td>Bosch hm-riff delta zaagblad 78mm</td>\n",
       "      <td>BOSCH HM-RIFF delta zaagblad 78 mm</td>\n",
       "      <td>praxis</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3393</th>\n",
       "      <td>30082</td>\n",
       "      <td>20939</td>\n",
       "      <td>0.874740</td>\n",
       "      <td>83fcc9e51a2e5c47108ed7940ec82f6d0c4d7c55560454...</td>\n",
       "      <td>1ba07b5c4e281cfaf5f33f9e59a04202798d6bcb6f0aca...</td>\n",
       "      <td>legrand</td>\n",
       "      <td>legrand</td>\n",
       "      <td>Legrand Variabele buitenhoek DLP 35mm</td>\n",
       "      <td>LEGRAND DLP variabele buitenhoek</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>9689</td>\n",
       "      <td>17045</td>\n",
       "      <td>0.806112</td>\n",
       "      <td>dd7e0a5b0f0fdfeef2e7eede865dd24e19286a31672a58...</td>\n",
       "      <td>fb82861101962b81b87dea3fa6108d5c3c865b04c5189f...</td>\n",
       "      <td>carpoint</td>\n",
       "      <td>carpoint</td>\n",
       "      <td>Carpoint Ijskrabber Rood/zwart 23 Cm</td>\n",
       "      <td>Carpoint ijskrabber zwart</td>\n",
       "      <td>bol</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id_1   id_2      dist  \\\n",
       "1929  16953   4179  0.885250   \n",
       "2802  24807   2196  0.705335   \n",
       "4546  40899  14993  0.777326   \n",
       "2073  18289  43078  1.000000   \n",
       "470    4101   1009  0.893940   \n",
       "4412  39706  12916  1.000000   \n",
       "3573  31817  23389  0.701405   \n",
       "2651  23458  12151  0.777881   \n",
       "3393  30082  20939  0.874740   \n",
       "1061   9689  17045  0.806112   \n",
       "\n",
       "                                            daltix_id_1  \\\n",
       "1929  57f72c7e9fcd7546d286f1a1fe6f70928b48554f7a50a4...   \n",
       "2802  70966f257437b47b0de83f66d206ee2c61672a0f1208e1...   \n",
       "4546  0b86c279ec68870ee99b0ce5fe799266cd5df317fbdeae...   \n",
       "2073  64550143addd232ce5273aeb15ca6f5b68b52ed27a4233...   \n",
       "470   a4a56d04f228e96901af7f963c47ef1b27cf2a8944a041...   \n",
       "4412  ab19627de6ef24128036087bf562771b9b776a4bc3865a...   \n",
       "3573  b4bf3a71bd160a31107eaf51977ba5034b58526328aa26...   \n",
       "2651  04abbc14e66fc461c2246eb7f90d307a8a24ae98adfdd1...   \n",
       "3393  83fcc9e51a2e5c47108ed7940ec82f6d0c4d7c55560454...   \n",
       "1061  dd7e0a5b0f0fdfeef2e7eede865dd24e19286a31672a58...   \n",
       "\n",
       "                                            daltix_id_2  brand_id_1  \\\n",
       "1929  443e9bace3ba3c09a41139e3adab0cfe6fc59716fd7b97...          hg   \n",
       "2802  e4175fbf14b488fb7aa9126dd07cae5e35521e10ae3195...  gaaspaneel   \n",
       "4546  af03f4f3e0e5cdc23cdcf4b54db58f1623e30e8294bfd2...    carpoint   \n",
       "2073  8396c2c9ed6379ee6bb70ae220570ac68709021acfaa9d...          hg   \n",
       "470   8bf23ee58f5968084bd644e692e56429dae2def8ec24d5...       grohe   \n",
       "4412  b3105924be014c3f16c53155b909057b7cfb4914117719...       bosch   \n",
       "3573  29ea6fa5729a6e74711445323f3111a68e4f53658dfbaf...       bosch   \n",
       "2651  499dc7f2968b75db7e8eb077c49d3402563d5bcbaf8185...       bosch   \n",
       "3393  1ba07b5c4e281cfaf5f33f9e59a04202798d6bcb6f0aca...     legrand   \n",
       "1061  fb82861101962b81b87dea3fa6108d5c3c865b04c5189f...    carpoint   \n",
       "\n",
       "      brand_id_2                                          name_id_1  \\\n",
       "1929          hg                      HG verf kracht afbijter 750ml   \n",
       "2802  gaaspaneel                              Gaaspaneel 90 x 180cm   \n",
       "4546    carpoint                     Carpoint Schroefkogel 50mm M22   \n",
       "2073          hg                     HG Behangverwijderaar - 500 ml   \n",
       "470        grohe  GROHE Wastafelkraan Feel met hoge uitloop chro...   \n",
       "4412       bosch                            Bosch Hoekmeter PAM 220   \n",
       "3573       bosch          Bosch Quigo Plus kruislijnlaser + statief   \n",
       "2651       bosch                  Bosch hm-riff delta zaagblad 78mm   \n",
       "3393     legrand              Legrand Variabele buitenhoek DLP 35mm   \n",
       "1061    carpoint               Carpoint Ijskrabber Rood/zwart 23 Cm   \n",
       "\n",
       "                                              name_id_2 store_id_1 store_id_2  \n",
       "1929                     HG verf kracht afbijter 750 ml     praxis   hornbach  \n",
       "2802                             Gaaspaneel 90 x 180 cm     praxis   hornbach  \n",
       "4546         Carpoint Schroefkogel 50 Mm (m22 X 2,5 Mm)       hubo        bol  \n",
       "2073                       HG behangverwijderaar 500 ml        bol   hornbach  \n",
       "470    GROHE Feel Wastafelkraan - Hoge uitloop - Chroom   hornbach        bol  \n",
       "4412                            BOSCH Hoekmeter PAM 220     praxis   hornbach  \n",
       "3573  Bosch Quigo Kruislijnlaser - Zelfnivellerend -...       hubo        bol  \n",
       "2651                 BOSCH HM-RIFF delta zaagblad 78 mm     praxis   hornbach  \n",
       "3393                   LEGRAND DLP variabele buitenhoek       hubo     planit  \n",
       "1061                          Carpoint ijskrabber zwart        bol       hubo  "
      ]
     },
     "execution_count": 344,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fd.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 348,
   "metadata": {},
   "outputs": [],
   "source": [
    "fd['digits_id_1'] = fd.name_id_1.apply(func)\n",
    "fd['digits_id_2'] = fd.name_id_2.apply(func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer = RegexpTokenizer('\\d+')\n",
    "def func(x):\n",
    "    try:\n",
    "        return set(tokenizer.tokenize(x))\n",
    "    except:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "metadata": {},
   "outputs": [],
   "source": [
    "fd = fd[(fd.digits_id_1 == fd.digits_id_2) | (len(fd.digits_id_1) == 0) | (len(fd.digits_id_2) == 0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id_1</th>\n",
       "      <th>id_2</th>\n",
       "      <th>dist</th>\n",
       "      <th>daltix_id_1</th>\n",
       "      <th>daltix_id_2</th>\n",
       "      <th>brand_id_1</th>\n",
       "      <th>brand_id_2</th>\n",
       "      <th>name_id_1</th>\n",
       "      <th>name_id_2</th>\n",
       "      <th>store_id_1</th>\n",
       "      <th>store_id_2</th>\n",
       "      <th>digits_id_1</th>\n",
       "      <th>digits_id_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3232</th>\n",
       "      <td>28472</td>\n",
       "      <td>19815</td>\n",
       "      <td>0.888241</td>\n",
       "      <td>15988fc2bbe2a8fa7720e401a23bd3334962a54f3a02e4...</td>\n",
       "      <td>7a0f3e728580a9cd4a1116ad0fa0eb0f140329466ec2a9...</td>\n",
       "      <td>bosch</td>\n",
       "      <td>bosch</td>\n",
       "      <td>Bosch Veiligheidsbril kunststof</td>\n",
       "      <td>Bosch veiligheidsbril</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>4085</td>\n",
       "      <td>44492</td>\n",
       "      <td>0.895976</td>\n",
       "      <td>9b4eaaf7bdab0da0b6f4704f7b68390babfb84acb44460...</td>\n",
       "      <td>866eee55392156db98eda8cae2fe3a56a3e33f989bebca...</td>\n",
       "      <td>polyfilla</td>\n",
       "      <td>polyfilla</td>\n",
       "      <td>Polyfilla Kneedbaar hout 75 gr meranti</td>\n",
       "      <td>Polyfilla pasta kneedbaar hout meranti 75 gr</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "      <td>{75}</td>\n",
       "      <td>{75}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3754</th>\n",
       "      <td>33559</td>\n",
       "      <td>33426</td>\n",
       "      <td>0.927597</td>\n",
       "      <td>e4a1e8432109614912842c79f994a9d4310e8fc4a68edd...</td>\n",
       "      <td>f43d5b1b1a963c51add7192b684bc08d55625aee901949...</td>\n",
       "      <td>sikkens</td>\n",
       "      <td>sikkens</td>\n",
       "      <td>Cetol HLS plus 2,5l lichte eik</td>\n",
       "      <td>Sikkens Cetol HLS plus 2,5l lichte eik</td>\n",
       "      <td>bol</td>\n",
       "      <td>hubo</td>\n",
       "      <td>{2, 5}</td>\n",
       "      <td>{2, 5}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4902</th>\n",
       "      <td>44254</td>\n",
       "      <td>12416</td>\n",
       "      <td>0.737448</td>\n",
       "      <td>60467478754cc570a9afcd9a97a7fae6aec3b469c01e21...</td>\n",
       "      <td>52f846245c89c8465476439e4074823e33914e7ccecb4d...</td>\n",
       "      <td>grohe</td>\n",
       "      <td>grohe</td>\n",
       "      <td>GROHE Wastafelkraan Get chroom</td>\n",
       "      <td>GROHE Get Wastafelkraan - Met waste</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>bol</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1889</th>\n",
       "      <td>16657</td>\n",
       "      <td>27498</td>\n",
       "      <td>0.942881</td>\n",
       "      <td>d539e6a07986d3d3a3c44402ae8ab3afbfb37925320cb7...</td>\n",
       "      <td>fc25eb9c63bf4b42a5c9031aabfec49a869fdf0cec0da3...</td>\n",
       "      <td>xyladecor</td>\n",
       "      <td>xyladecor</td>\n",
       "      <td>Xyladecor Houtbeits tuinhuis Color 1l olijfboom</td>\n",
       "      <td>Xyladecor houtbeits 'Color' olijfboom 1L</td>\n",
       "      <td>hubo</td>\n",
       "      <td>planit</td>\n",
       "      <td>{1}</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3359</th>\n",
       "      <td>29778</td>\n",
       "      <td>9361</td>\n",
       "      <td>0.827975</td>\n",
       "      <td>0a25962aa542475750289fb70feaa9fb0c1d0f4c2ce6c0...</td>\n",
       "      <td>42b785e29742f767063219b8629b4f709f090414640bc9...</td>\n",
       "      <td>zandbak</td>\n",
       "      <td>zandbak</td>\n",
       "      <td>Zandbak Jade gekleurd met opbergvak</td>\n",
       "      <td>Zandbak Jade</td>\n",
       "      <td>hubo</td>\n",
       "      <td>praxis</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1343</th>\n",
       "      <td>12099</td>\n",
       "      <td>42811</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6078169b14b5c8bd4717d99e2a6e90ce6bfc3631e6b5d0...</td>\n",
       "      <td>e71b65bb0f0f98c319a0e4bef8c9fdca144ceb700c5448...</td>\n",
       "      <td>gre</td>\n",
       "      <td>gre</td>\n",
       "      <td>GRE Bodemstofzuiger borstel budget</td>\n",
       "      <td>Gre bodemstofzuiger borstel budget</td>\n",
       "      <td>hornbach</td>\n",
       "      <td>praxis</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4586</th>\n",
       "      <td>41219</td>\n",
       "      <td>2435</td>\n",
       "      <td>0.971226</td>\n",
       "      <td>3562a469034140feb29669488ff7eb10bda0c030b96aca...</td>\n",
       "      <td>88bd440f75b9ea93dffd472093c8fcd4abd011a6a3722f...</td>\n",
       "      <td>legrand</td>\n",
       "      <td>legrand</td>\n",
       "      <td>LEGRAND Oteo wisselschakelaar wit</td>\n",
       "      <td>Legrand Wisselschakelaar Oteo</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4384</th>\n",
       "      <td>39462</td>\n",
       "      <td>35114</td>\n",
       "      <td>0.841463</td>\n",
       "      <td>39c2721073b86882aac61854cfb9db7f076aee1943a451...</td>\n",
       "      <td>4bea6cd8ad01ff50356e2ddd668a8e2d3a167a7b7fc9eb...</td>\n",
       "      <td>aquaplan</td>\n",
       "      <td>aquaplan</td>\n",
       "      <td>Aquaplan hechtvernis roofprimer 4 L</td>\n",
       "      <td>Aquaplan Roofprimer 4l</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</td>\n",
       "      <td>{4}</td>\n",
       "      <td>{4}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4229</th>\n",
       "      <td>38037</td>\n",
       "      <td>12904</td>\n",
       "      <td>0.963238</td>\n",
       "      <td>e776bb592865088929b22f332dc3209963adbbe3379096...</td>\n",
       "      <td>762f554e9b839fb62b541c81f614fa2c2f8a083a359611...</td>\n",
       "      <td>v33</td>\n",
       "      <td>v33</td>\n",
       "      <td>V33 houtbeits 'Deuren &amp; ramen High Protection'...</td>\n",
       "      <td>V33 Houtbeits ramen &amp; deuren high protection 2...</td>\n",
       "      <td>planit</td>\n",
       "      <td>hubo</td>\n",
       "      <td>{2, 33, 5}</td>\n",
       "      <td>{2, 33, 5}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id_1   id_2      dist  \\\n",
       "3232  28472  19815  0.888241   \n",
       "468    4085  44492  0.895976   \n",
       "3754  33559  33426  0.927597   \n",
       "4902  44254  12416  0.737448   \n",
       "1889  16657  27498  0.942881   \n",
       "3359  29778   9361  0.827975   \n",
       "1343  12099  42811  1.000000   \n",
       "4586  41219   2435  0.971226   \n",
       "4384  39462  35114  0.841463   \n",
       "4229  38037  12904  0.963238   \n",
       "\n",
       "                                            daltix_id_1  \\\n",
       "3232  15988fc2bbe2a8fa7720e401a23bd3334962a54f3a02e4...   \n",
       "468   9b4eaaf7bdab0da0b6f4704f7b68390babfb84acb44460...   \n",
       "3754  e4a1e8432109614912842c79f994a9d4310e8fc4a68edd...   \n",
       "4902  60467478754cc570a9afcd9a97a7fae6aec3b469c01e21...   \n",
       "1889  d539e6a07986d3d3a3c44402ae8ab3afbfb37925320cb7...   \n",
       "3359  0a25962aa542475750289fb70feaa9fb0c1d0f4c2ce6c0...   \n",
       "1343  6078169b14b5c8bd4717d99e2a6e90ce6bfc3631e6b5d0...   \n",
       "4586  3562a469034140feb29669488ff7eb10bda0c030b96aca...   \n",
       "4384  39c2721073b86882aac61854cfb9db7f076aee1943a451...   \n",
       "4229  e776bb592865088929b22f332dc3209963adbbe3379096...   \n",
       "\n",
       "                                            daltix_id_2 brand_id_1 brand_id_2  \\\n",
       "3232  7a0f3e728580a9cd4a1116ad0fa0eb0f140329466ec2a9...      bosch      bosch   \n",
       "468   866eee55392156db98eda8cae2fe3a56a3e33f989bebca...  polyfilla  polyfilla   \n",
       "3754  f43d5b1b1a963c51add7192b684bc08d55625aee901949...    sikkens    sikkens   \n",
       "4902  52f846245c89c8465476439e4074823e33914e7ccecb4d...      grohe      grohe   \n",
       "1889  fc25eb9c63bf4b42a5c9031aabfec49a869fdf0cec0da3...  xyladecor  xyladecor   \n",
       "3359  42b785e29742f767063219b8629b4f709f090414640bc9...    zandbak    zandbak   \n",
       "1343  e71b65bb0f0f98c319a0e4bef8c9fdca144ceb700c5448...        gre        gre   \n",
       "4586  88bd440f75b9ea93dffd472093c8fcd4abd011a6a3722f...    legrand    legrand   \n",
       "4384  4bea6cd8ad01ff50356e2ddd668a8e2d3a167a7b7fc9eb...   aquaplan   aquaplan   \n",
       "4229  762f554e9b839fb62b541c81f614fa2c2f8a083a359611...        v33        v33   \n",
       "\n",
       "                                              name_id_1  \\\n",
       "3232                    Bosch Veiligheidsbril kunststof   \n",
       "468              Polyfilla Kneedbaar hout 75 gr meranti   \n",
       "3754                     Cetol HLS plus 2,5l lichte eik   \n",
       "4902                     GROHE Wastafelkraan Get chroom   \n",
       "1889    Xyladecor Houtbeits tuinhuis Color 1l olijfboom   \n",
       "3359                Zandbak Jade gekleurd met opbergvak   \n",
       "1343                 GRE Bodemstofzuiger borstel budget   \n",
       "4586                  LEGRAND Oteo wisselschakelaar wit   \n",
       "4384                Aquaplan hechtvernis roofprimer 4 L   \n",
       "4229  V33 houtbeits 'Deuren & ramen High Protection'...   \n",
       "\n",
       "                                              name_id_2 store_id_1 store_id_2  \\\n",
       "3232                              Bosch veiligheidsbril       hubo     planit   \n",
       "468        Polyfilla pasta kneedbaar hout meranti 75 gr       hubo     planit   \n",
       "3754             Sikkens Cetol HLS plus 2,5l lichte eik        bol       hubo   \n",
       "4902                GROHE Get Wastafelkraan - Met waste   hornbach        bol   \n",
       "1889           Xyladecor houtbeits 'Color' olijfboom 1L       hubo     planit   \n",
       "3359                                       Zandbak Jade       hubo     praxis   \n",
       "1343                 Gre bodemstofzuiger borstel budget   hornbach     praxis   \n",
       "4586                      Legrand Wisselschakelaar Oteo     planit       hubo   \n",
       "4384                             Aquaplan Roofprimer 4l     planit       hubo   \n",
       "4229  V33 Houtbeits ramen & deuren high protection 2...     planit       hubo   \n",
       "\n",
       "     digits_id_1 digits_id_2  \n",
       "3232          {}          {}  \n",
       "468         {75}        {75}  \n",
       "3754      {2, 5}      {2, 5}  \n",
       "4902          {}          {}  \n",
       "1889         {1}         {1}  \n",
       "3359          {}          {}  \n",
       "1343          {}          {}  \n",
       "4586          {}          {}  \n",
       "4384         {4}         {4}  \n",
       "4229  {2, 33, 5}  {2, 33, 5}  "
      ]
     },
     "execution_count": 356,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fd.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat([pairs,fd[['daltix_id_1','daltix_id_2']]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('submission_compare_numbers_2.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>name_id_2</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28722</th>\n",
       "      <td>Ecopots Rotterdam bloembak vierkant 50cm taps ...</td>\n",
       "      <td>Ecopots Rotterdam bloembak vierkant 30cm taps ...</td>\n",
       "      <td>0.877699</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               name_id_1  \\\n",
       "28722  Ecopots Rotterdam bloembak vierkant 50cm taps ...   \n",
       "\n",
       "                                               name_id_2      dist  \n",
       "28722  Ecopots Rotterdam bloembak vierkant 30cm taps ...  0.877699  "
      ]
     },
     "execution_count": 405,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_5[['name_id_1','name_id_2','dist']].sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>BRAND</th>\n",
       "      <th>DALTIX_ID</th>\n",
       "      <th>DESCRIPTION</th>\n",
       "      <th>NAME</th>\n",
       "      <th>PRODUCT_ID</th>\n",
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       "      <td>kärcher</td>\n",
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       "      <td>De velgenreiniger 'Car &amp; Bike' van Kärcher is ...</td>\n",
       "      <td>Kärcher velgenreiniger 'Car &amp; Bike' 0,5 L</td>\n",
       "      <td>5305104</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>levis</td>\n",
       "      <td>2258f16fa7ff7aab35c4534ac645017637d072f2fee9cc...</td>\n",
       "      <td>De matte muurverf Originals potloodgrijs van L...</td>\n",
       "      <td>Muurverf Originals mat 2,5l potloodgrijs</td>\n",
       "      <td>9200000095428359</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>commandant</td>\n",
       "      <td>c94e4ac248e0075076dda8ea417be7b770dd91a58abe4b...</td>\n",
       "      <td>Commandant 3 is een zeer krachtige polijstpast...</td>\n",
       "      <td>Commandant Rubbing Compound nr. 3 - 500gr.</td>\n",
       "      <td>9200000018857426</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>barbecook</td>\n",
       "      <td>611981068f621f67d0abf0fafac76f3975ec2a05207fad...</td>\n",
       "      <td>De barbecue 'Adam 50 Top' van Barbecook is een...</td>\n",
       "      <td>Barbecook barbecue ‘Adam 50 Top’ Ø 50cm</td>\n",
       "      <td>5635109</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>bosch</td>\n",
       "      <td>513a49566d496eb0547c413314437844687177d68e5190...</td>\n",
       "      <td>De elektrische heggenschaar AHS 60-16 van Bosc...</td>\n",
       "      <td>Bosch AHS 60-16 elektrische heggenschaar 450W ...</td>\n",
       "      <td>336877</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>schommelhaak</td>\n",
       "      <td>ad9b0def316ca8b62f3cbd2251d69b220ab27b809d282f...</td>\n",
       "      <td>Schommelhaak rond geel verzinkt met een diamet...</td>\n",
       "      <td>Schommelhaak rond geel verzinkt 10cm</td>\n",
       "      <td>5358563</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>legrand</td>\n",
       "      <td>2474e40fb5da15ce91790bd8da6960446a1442e6cbd1ad...</td>\n",
       "      <td>Dit dubbel stopcontact RJ45 6 UTP heeft een wi...</td>\n",
       "      <td>Legrand Stopcontact dubbel RJ45 6 UTP met span...</td>\n",
       "      <td>791587</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>niko</td>\n",
       "      <td>970e61bb8da4c2bf6a1a77e83f18ae6195e293f9cf3a9c...</td>\n",
       "      <td>NIKO Sokkel Universele draaiknopdimmer 325W</td>\n",
       "      <td>Niko sokkel Universele draaiknopdimmer 325 W</td>\n",
       "      <td>5310051</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>bosch</td>\n",
       "      <td>13b9e6d4e5fc32bd8f21da4aa79184fcfada46cbbf0ad5...</td>\n",
       "      <td>De elektrische heggenschaar AHS 70-34 van Bosc...</td>\n",
       "      <td>Bosch AHS 70-34 elektrische heggenschaar 700W ...</td>\n",
       "      <td>370658</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>bison</td>\n",
       "      <td>d434be685cd34d9443638a4c3824783708a4130b7c71ba...</td>\n",
       "      <td>Bison Hard PVC lijm\\nBison Hard PVC lijm is ge...</td>\n",
       "      <td>BISON Hard pvc gel 250 ml</td>\n",
       "      <td>4182423</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>schilderijlijst</td>\n",
       "      <td>2d7e44c1c5cff2bb6e63ab5fcefee380fcc9209706d42e...</td>\n",
       "      <td>Schilderijlijst in wit hardhout met afmeting 9...</td>\n",
       "      <td>Schilderijlijst 9x15 mm 240cm hardhout wit</td>\n",
       "      <td>342423</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>angeleye</td>\n",
       "      <td>3e13b4dfc319267e10d318e7e23afbe64befe98089bc48...</td>\n",
       "      <td>De AngelEye brandblusdeken is BS EN 1869 - 199...</td>\n",
       "      <td>AngelEye brandblusdeken 1 x 1m</td>\n",
       "      <td>5360565</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>plafondlijst</td>\n",
       "      <td>fd55abb45ef10acc9cb4bc143bef6b59da5a04e6aeacf6...</td>\n",
       "      <td>None</td>\n",
       "      <td>Plafondlijst 21x32 mm 240cm hardhout</td>\n",
       "      <td>74492</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>biohort</td>\n",
       "      <td>d95059386cf70bcf219f0b8e235998aebfde4090ce5c62...</td>\n",
       "      <td>Het kwartsgrijze metallic AvantGarde L tuinhui...</td>\n",
       "      <td>Biohort AvantGarde L tuinhuis 260x220x218 cm m...</td>\n",
       "      <td>768927</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>lakspray</td>\n",
       "      <td>6a5ef458efc173e932cb0c9b7da82f5aac624c40984548...</td>\n",
       "      <td>De Painter's Touch spuitlak is de ideale hobby...</td>\n",
       "      <td>Lakspray Painter's Touch hoogglans 400ml zonni...</td>\n",
       "      <td>368689</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>lakspray</td>\n",
       "      <td>e67be44c1ef9b2101f80e0eb0b95a9deebd45be5f781d2...</td>\n",
       "      <td>De Painter's Touch spuitlak is de ideale hobby...</td>\n",
       "      <td>Lakspray Painter's Touch hoogglans 400ml helde...</td>\n",
       "      <td>368664</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>busters</td>\n",
       "      <td>2fed4c4c096630330a44edcebcfe30adf80bd73a3e74d1...</td>\n",
       "      <td>Deze latex huishoudhandschoenen van Busters he...</td>\n",
       "      <td>Busters Huishoudhandschoenen Soft Comfort S-M ...</td>\n",
       "      <td>339565</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>legrand</td>\n",
       "      <td>f17b7e4395467efe682774bea2b2d3f17cd8761305edd9...</td>\n",
       "      <td>Deze kabelbaan is in kunststof.</td>\n",
       "      <td>Legrand DLP vloerlijst 75 x 18 mm² m grijs</td>\n",
       "      <td>1404770</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>v33</td>\n",
       "      <td>82cd1a3654970d1ee1510167668fc056e3ee4c99935633...</td>\n",
       "      <td>Deze dekkende V33 verf geschikt voor radiatore...</td>\n",
       "      <td>V33 Renovatie radiatoren 0,5l satijn wit</td>\n",
       "      <td>535966</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>eurom</td>\n",
       "      <td>d498db37f6a475efe9b83a84d8302a1082cdf5dec6482a...</td>\n",
       "      <td>None</td>\n",
       "      <td>EUROM Terrasverwarmer TH1800S</td>\n",
       "      <td>5826170</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>tiger</td>\n",
       "      <td>cafd3213a0747dcfd095a1f787cfe9c683eb4135903b3b...</td>\n",
       "      <td>De Tiger Messina Handdouche Chroom is een waar...</td>\n",
       "      <td>Tiger Messina Handdouche - Chroom</td>\n",
       "      <td>9200000040990559</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>ubbink</td>\n",
       "      <td>86db5d8a069de1c1c37babcf43bec30dc3edb8013ecb1e...</td>\n",
       "      <td>Deze bruine decoratieband is gemaakt van jute ...</td>\n",
       "      <td>Ubbink Decoratieband 25m jute</td>\n",
       "      <td>539943</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>set</td>\n",
       "      <td>c6eb83678f0ab264381caff7e79b810dd7b2f874ea623a...</td>\n",
       "      <td>Met deze on/off stekkers met afstandsbediening...</td>\n",
       "      <td>Set van 3 on-off stekkers met afstandsbediening</td>\n",
       "      <td>212103</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>intersteel</td>\n",
       "      <td>7c6dc864c3b1d4c7e1538f6d1f17bea19a5efede4c16fe...</td>\n",
       "      <td>Dit huisnummer 9 is voorzien van een hoogwaard...</td>\n",
       "      <td>INTERSTEEL Huisnummer messing titaan 120x81 mm...</td>\n",
       "      <td>6027360</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>zanussi</td>\n",
       "      <td>4e1e078dfbdc18b393e2626d2391ca684595acc68eb550...</td>\n",
       "      <td>De Zanussi gaskookplaat 'ZGG62414WA' in het wi...</td>\n",
       "      <td>Zanussi gaskookplaat 'ZGG62414WA' wit</td>\n",
       "      <td>5268848</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>paulmann</td>\n",
       "      <td>86210fe1fd169d30e5b355705e52162206819dd1d5e9a6...</td>\n",
       "      <td>YourLED verbindingskabel\\nVoor verlenging of o...</td>\n",
       "      <td>PAULMANN YourLED Function flex-connector met v...</td>\n",
       "      <td>8357153</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>kaiserthal</td>\n",
       "      <td>6cd89662cd8373f129e06a0bf4dbee2cffe7ac0c527d06...</td>\n",
       "      <td>None</td>\n",
       "      <td>KAISERTHAL U-profiel 10x18x10x1 mm kunststof w...</td>\n",
       "      <td>4249538</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>lakspray</td>\n",
       "      <td>9735ad239e2f83b2b535596ad713d214132d992aa8172b...</td>\n",
       "      <td>De Painter's Touch spuitlak is de ideale hobby...</td>\n",
       "      <td>Lakspray Painter's Touch zijdeglans 400ml gebr...</td>\n",
       "      <td>368691</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>meubelverf</td>\n",
       "      <td>05e31b0d79e21412b0e975f0fab08cdd22d4d6578f152c...</td>\n",
       "      <td>Met de Rust-Oleum Chalky Finish Meubelverf gee...</td>\n",
       "      <td>Meubelverf 125ml mosterd</td>\n",
       "      <td>797087</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>velux</td>\n",
       "      <td>cdbde5d04c03ed547fbdb8d80a328b57908bdf710ce679...</td>\n",
       "      <td>Het Velux plooigordijn type FHB biedt tal van ...</td>\n",
       "      <td>Velux plooigordijn 'FHB M04 6500'</td>\n",
       "      <td>5423068</td>\n",
       "      <td>planit</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101721</th>\n",
       "      <td>keter</td>\n",
       "      <td>0e0bfb8cfd148e3fdaf1664869956ad7cfdeb722cf7816...</td>\n",
       "      <td>De Cool Bar van Keter is een stijlvolle koelbo...</td>\n",
       "      <td>Keter Cool Bar koelbox 30l antraciet</td>\n",
       "      <td>343675</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101724</th>\n",
       "      <td>central park</td>\n",
       "      <td>0024957e766caa75f802ea226c687b10c684c1442e6dca...</td>\n",
       "      <td>Gebruik deze afrastering van Central Park om e...</td>\n",
       "      <td>Central Park afrastering ‘Hexagonal’ groen 3 x...</td>\n",
       "      <td>5280132</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101725</th>\n",
       "      <td>worx</td>\n",
       "      <td>11b64cc378e0f305338c834f82664a3edb6a67ad79ca7a...</td>\n",
       "      <td>De Worx 20V / 4,0 Ah accu WA3553 biedt alle vo...</td>\n",
       "      <td>WORX Accu WA3553 20V Li (4,0Ah) voor alle 20V ...</td>\n",
       "      <td>5977136</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101728</th>\n",
       "      <td>wirquin</td>\n",
       "      <td>63e9597599f89377747662ab717b89c7d4edaebdae9433...</td>\n",
       "      <td>Zelfreinigende sifon dus geen onderhoud nodig....</td>\n",
       "      <td>Wirquin Badsifon met kabel chroom</td>\n",
       "      <td>703313</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101729</th>\n",
       "      <td>velux</td>\n",
       "      <td>e933573f0df483e6d8681bc89761d9d19306db76ee2c14...</td>\n",
       "      <td>Velux Plissé lichtdoorlatend handbediend\\nVelu...</td>\n",
       "      <td>VELUX Plissé lichtdoorlatend handbediend FHL S...</td>\n",
       "      <td>5949880</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101730</th>\n",
       "      <td>royal canin</td>\n",
       "      <td>3ffca80612b5be8e9e2232405e6391609d9029a9f33f34...</td>\n",
       "      <td>De hondenvoeding Size Health Nutrition Maxi Di...</td>\n",
       "      <td>Royal Canin Hondenvoer Size Health Nutrition M...</td>\n",
       "      <td>766516</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101731</th>\n",
       "      <td>jungle gym</td>\n",
       "      <td>66390daf3deb989c40ec9b61e2b42534f0406fa9d3eb43...</td>\n",
       "      <td>De Swing Hook BT is een haak die u door een ba...</td>\n",
       "      <td>Jungle Gym Swing Hook BT</td>\n",
       "      <td>9200000033054652</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101732</th>\n",
       "      <td>domasol</td>\n",
       "      <td>40d7e0e7672495d470a551cb702b2dbfd2b36ac03b5de5...</td>\n",
       "      <td>De zonnetent ‘Factor 20’ van Domasol is een ec...</td>\n",
       "      <td>Domasol zonnetent elektrisch met afstandsbedie...</td>\n",
       "      <td>5606070</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101733</th>\n",
       "      <td>bosch</td>\n",
       "      <td>637e5b062c9843708122dd36451aefbdbe616d7d418106...</td>\n",
       "      <td>De Bosch aantipspoel \"Pro-Tap\" is een automati...</td>\n",
       "      <td>Bosch Spoel - 1,6 mm x 8m</td>\n",
       "      <td>9200000010411145</td>\n",
       "      <td>bol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101734</th>\n",
       "      <td>home</td>\n",
       "      <td>71019e21622b9315341562358eb281d8d2fde7ee9c8647...</td>\n",
       "      <td>De Vino 45 is een mooie lampenkap uit de colle...</td>\n",
       "      <td>Home Sweet Home lampenkap Vino forest green 45cm</td>\n",
       "      <td>5335168</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101737</th>\n",
       "      <td>haceka</td>\n",
       "      <td>25bc866930d4e740f49ccbb2ed1aaf117c65947631745a...</td>\n",
       "      <td>None</td>\n",
       "      <td>HACEKA Haak Kosmos Tec dubbel chroom mat</td>\n",
       "      <td>7104226</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101739</th>\n",
       "      <td>swing king</td>\n",
       "      <td>ec1d6a9cd1ed8374344d626510775701d3cfd58d8208f7...</td>\n",
       "      <td>Vrolijk gekleurde zandbak van goed kwaliteit h...</td>\n",
       "      <td>Swing King zandbak auto gekleurd 120 x 100 cm</td>\n",
       "      <td>5616709</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101740</th>\n",
       "      <td>gah alberts</td>\n",
       "      <td>49a15c40704a97bd7146d1397cb45790552c3100d6b880...</td>\n",
       "      <td>Dit profiel biedt een bescherming tegen wrijvi...</td>\n",
       "      <td>GAH Alberts L-profiel kunststof zwart 1 m x 2 cm</td>\n",
       "      <td>5575973</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101743</th>\n",
       "      <td>werkborstel</td>\n",
       "      <td>970aeb8c5cfbef24c8a6dd61b9f34c6247f94390bc32b2...</td>\n",
       "      <td>Werkborstel met synthetische vezel. De vorm va...</td>\n",
       "      <td>Werkborstel kunststof</td>\n",
       "      <td>5315550</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101746</th>\n",
       "      <td>ecostyle</td>\n",
       "      <td>fdc294365539fa4b342acd2298d5f18b057ab5a4964222...</td>\n",
       "      <td>Deze rozenmest van ECOstyle is geschikt voor a...</td>\n",
       "      <td>ECOstyle rozenmest 1kg</td>\n",
       "      <td>1087667</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101747</th>\n",
       "      <td>wenko</td>\n",
       "      <td>fe3b92754eda8d273b41d6ee6e4e3c522df9e9eeb4ce2d...</td>\n",
       "      <td>De Wenko mini korf 'Adria' is een rechthoekige...</td>\n",
       "      <td>Wenko mini korf 'Adria' rechthoek groen</td>\n",
       "      <td>5311395</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101749</th>\n",
       "      <td>gah</td>\n",
       "      <td>dc8e1f833f247c2d8840ad23d07fd503f0235d062ff3ae...</td>\n",
       "      <td>Deze set bestaat uit 4x een stop met schroefdr...</td>\n",
       "      <td>GAH Alberts stop met schroefdraad M8 20 x 20 m...</td>\n",
       "      <td>5617958</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101750</th>\n",
       "      <td>schaaflat</td>\n",
       "      <td>3dbe50b9985a0123ef870e47bda135457c7be887c2604f...</td>\n",
       "      <td>Sterke gladde schaaflat. Inzetbaar bij vele kl...</td>\n",
       "      <td>Schaaflat hardhout (b x d x l) 140 x 21 x 2400 mm</td>\n",
       "      <td>8740431</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101757</th>\n",
       "      <td>slangklem</td>\n",
       "      <td>e189daea8e180c3e74091f1f2eb7ace785a6d09fb120f1...</td>\n",
       "      <td>Deze verzinkte slangklem van 10,5-12 mm uit ge...</td>\n",
       "      <td>Slangklem 10,5-12 mm 2 stuks</td>\n",
       "      <td>75874</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101758</th>\n",
       "      <td>gre</td>\n",
       "      <td>cdb541d24d8f8ab32e8502c9163998e7ad119fbd37a10c...</td>\n",
       "      <td>Zomerkleed ovaal 180 microns voor een zwembad ...</td>\n",
       "      <td>Gre solar afdekzeil winter voor ovaal zwembad ...</td>\n",
       "      <td>2760307</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101761</th>\n",
       "      <td>wiz</td>\n",
       "      <td>f30dffe00b64f53afc7983e5687a558fd04f3d5e043514...</td>\n",
       "      <td>Creëer de sfeer van het moment met de witte Qu...</td>\n",
       "      <td>Wiz Quest LED tafellamp 13W dimbaar wit</td>\n",
       "      <td>823355</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101762</th>\n",
       "      <td>philips</td>\n",
       "      <td>4a6f9281f2e613f65c0e57087576888d7a9afc740fe73c...</td>\n",
       "      <td>Deze elegante  buitenverlichtingspaal Bamboo v...</td>\n",
       "      <td>Philips myGarden Bamboo paal 11W E27 inox</td>\n",
       "      <td>7541</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101763</th>\n",
       "      <td>stekker</td>\n",
       "      <td>265c0d63894dc9c98acc1b3d5da88bc6fe38491c051cf0...</td>\n",
       "      <td>Met deze 2-delige set van een stekker en tegen...</td>\n",
       "      <td>Stekker met tegenstekker 2,5A ivoor</td>\n",
       "      <td>1884</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101764</th>\n",
       "      <td>philips</td>\n",
       "      <td>d8fbe568e1fa39677b67cd192e607f9b668321dc739c8a...</td>\n",
       "      <td>De Philips LED buitenwandlamp Puddle is voorzi...</td>\n",
       "      <td>Philips myGarden Puddle LED wandlamp 4W grijs</td>\n",
       "      <td>534956</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101768</th>\n",
       "      <td>martens</td>\n",
       "      <td>7ac5f6a7d2e6f01ed88b98829fd73855007bda2402c446...</td>\n",
       "      <td>Pvc dubbele overschuifmof met manchet (rubbere...</td>\n",
       "      <td>Martens overschuifmof 110mm 2xmm grijs</td>\n",
       "      <td>0307132</td>\n",
       "      <td>praxis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101770</th>\n",
       "      <td>levis ambiance</td>\n",
       "      <td>ff264a2341e225e2a1201afab2e3990f2c48fa40a02d6c...</td>\n",
       "      <td>Levis is een belgisch verfmerk dat al vanaf 18...</td>\n",
       "      <td>Levis muurverf 'Ambiance' atol extra mat 2,5L</td>\n",
       "      <td>5259304</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101772</th>\n",
       "      <td>profile</td>\n",
       "      <td>51314e8dad58b1e9d61243ac86a39a084a0fde1dd2482f...</td>\n",
       "      <td>None</td>\n",
       "      <td>Profile LED noodverlichtingslamp wit</td>\n",
       "      <td>567941</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101773</th>\n",
       "      <td>elho</td>\n",
       "      <td>5d09e9f690d1b97df3fe705950ca64346f643305577ff6...</td>\n",
       "      <td>De kweekpot Green Basics van Elho heeft een un...</td>\n",
       "      <td>Elho Green Basics kweekpot 35cm zwart</td>\n",
       "      <td>221666</td>\n",
       "      <td>hubo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101778</th>\n",
       "      <td>levis</td>\n",
       "      <td>b15796b31f766c28265e91ee99c4da242897e9c0031d3a...</td>\n",
       "      <td>Watergedragen lak Levis 'Colores del Mundo' vo...</td>\n",
       "      <td>Levis lak 'Colores del Mundo' positive mood sa...</td>\n",
       "      <td>5299187</td>\n",
       "      <td>planit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101779</th>\n",
       "      <td>bolsius</td>\n",
       "      <td>1e713e2f0216c7c6500363ef5b79253a8aa9a20a9b5db7...</td>\n",
       "      <td>None</td>\n",
       "      <td>BOLSIUS® Stompkaars rustiek antraciet 13 x 6,8 cm</td>\n",
       "      <td>7751697</td>\n",
       "      <td>hornbach</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>47355 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  BRAND                                          DALTIX_ID  \\\n",
       "0               kärcher  43823f3f6826dcfd1f14b5898d742a1ead54937001f980...   \n",
       "1                 levis  2258f16fa7ff7aab35c4534ac645017637d072f2fee9cc...   \n",
       "5            commandant  c94e4ac248e0075076dda8ea417be7b770dd91a58abe4b...   \n",
       "8             barbecook  611981068f621f67d0abf0fafac76f3975ec2a05207fad...   \n",
       "11                bosch  513a49566d496eb0547c413314437844687177d68e5190...   \n",
       "13         schommelhaak  ad9b0def316ca8b62f3cbd2251d69b220ab27b809d282f...   \n",
       "14              legrand  2474e40fb5da15ce91790bd8da6960446a1442e6cbd1ad...   \n",
       "16                 niko  970e61bb8da4c2bf6a1a77e83f18ae6195e293f9cf3a9c...   \n",
       "17                bosch  13b9e6d4e5fc32bd8f21da4aa79184fcfada46cbbf0ad5...   \n",
       "18                bison  d434be685cd34d9443638a4c3824783708a4130b7c71ba...   \n",
       "19      schilderijlijst  2d7e44c1c5cff2bb6e63ab5fcefee380fcc9209706d42e...   \n",
       "21             angeleye  3e13b4dfc319267e10d318e7e23afbe64befe98089bc48...   \n",
       "22         plafondlijst  fd55abb45ef10acc9cb4bc143bef6b59da5a04e6aeacf6...   \n",
       "24              biohort  d95059386cf70bcf219f0b8e235998aebfde4090ce5c62...   \n",
       "27             lakspray  6a5ef458efc173e932cb0c9b7da82f5aac624c40984548...   \n",
       "28             lakspray  e67be44c1ef9b2101f80e0eb0b95a9deebd45be5f781d2...   \n",
       "30              busters  2fed4c4c096630330a44edcebcfe30adf80bd73a3e74d1...   \n",
       "31              legrand  f17b7e4395467efe682774bea2b2d3f17cd8761305edd9...   \n",
       "33                  v33  82cd1a3654970d1ee1510167668fc056e3ee4c99935633...   \n",
       "35                eurom  d498db37f6a475efe9b83a84d8302a1082cdf5dec6482a...   \n",
       "43                tiger  cafd3213a0747dcfd095a1f787cfe9c683eb4135903b3b...   \n",
       "44               ubbink  86db5d8a069de1c1c37babcf43bec30dc3edb8013ecb1e...   \n",
       "46                  set  c6eb83678f0ab264381caff7e79b810dd7b2f874ea623a...   \n",
       "48           intersteel  7c6dc864c3b1d4c7e1538f6d1f17bea19a5efede4c16fe...   \n",
       "49              zanussi  4e1e078dfbdc18b393e2626d2391ca684595acc68eb550...   \n",
       "51             paulmann  86210fe1fd169d30e5b355705e52162206819dd1d5e9a6...   \n",
       "52           kaiserthal  6cd89662cd8373f129e06a0bf4dbee2cffe7ac0c527d06...   \n",
       "53             lakspray  9735ad239e2f83b2b535596ad713d214132d992aa8172b...   \n",
       "54           meubelverf  05e31b0d79e21412b0e975f0fab08cdd22d4d6578f152c...   \n",
       "58                velux  cdbde5d04c03ed547fbdb8d80a328b57908bdf710ce679...   \n",
       "...                 ...                                                ...   \n",
       "101721            keter  0e0bfb8cfd148e3fdaf1664869956ad7cfdeb722cf7816...   \n",
       "101724     central park  0024957e766caa75f802ea226c687b10c684c1442e6dca...   \n",
       "101725             worx  11b64cc378e0f305338c834f82664a3edb6a67ad79ca7a...   \n",
       "101728          wirquin  63e9597599f89377747662ab717b89c7d4edaebdae9433...   \n",
       "101729            velux  e933573f0df483e6d8681bc89761d9d19306db76ee2c14...   \n",
       "101730      royal canin  3ffca80612b5be8e9e2232405e6391609d9029a9f33f34...   \n",
       "101731       jungle gym  66390daf3deb989c40ec9b61e2b42534f0406fa9d3eb43...   \n",
       "101732          domasol  40d7e0e7672495d470a551cb702b2dbfd2b36ac03b5de5...   \n",
       "101733            bosch  637e5b062c9843708122dd36451aefbdbe616d7d418106...   \n",
       "101734             home  71019e21622b9315341562358eb281d8d2fde7ee9c8647...   \n",
       "101737           haceka  25bc866930d4e740f49ccbb2ed1aaf117c65947631745a...   \n",
       "101739       swing king  ec1d6a9cd1ed8374344d626510775701d3cfd58d8208f7...   \n",
       "101740      gah alberts  49a15c40704a97bd7146d1397cb45790552c3100d6b880...   \n",
       "101743      werkborstel  970aeb8c5cfbef24c8a6dd61b9f34c6247f94390bc32b2...   \n",
       "101746         ecostyle  fdc294365539fa4b342acd2298d5f18b057ab5a4964222...   \n",
       "101747            wenko  fe3b92754eda8d273b41d6ee6e4e3c522df9e9eeb4ce2d...   \n",
       "101749              gah  dc8e1f833f247c2d8840ad23d07fd503f0235d062ff3ae...   \n",
       "101750        schaaflat  3dbe50b9985a0123ef870e47bda135457c7be887c2604f...   \n",
       "101757        slangklem  e189daea8e180c3e74091f1f2eb7ace785a6d09fb120f1...   \n",
       "101758              gre  cdb541d24d8f8ab32e8502c9163998e7ad119fbd37a10c...   \n",
       "101761              wiz  f30dffe00b64f53afc7983e5687a558fd04f3d5e043514...   \n",
       "101762          philips  4a6f9281f2e613f65c0e57087576888d7a9afc740fe73c...   \n",
       "101763          stekker  265c0d63894dc9c98acc1b3d5da88bc6fe38491c051cf0...   \n",
       "101764          philips  d8fbe568e1fa39677b67cd192e607f9b668321dc739c8a...   \n",
       "101768          martens  7ac5f6a7d2e6f01ed88b98829fd73855007bda2402c446...   \n",
       "101770   levis ambiance  ff264a2341e225e2a1201afab2e3990f2c48fa40a02d6c...   \n",
       "101772          profile  51314e8dad58b1e9d61243ac86a39a084a0fde1dd2482f...   \n",
       "101773             elho  5d09e9f690d1b97df3fe705950ca64346f643305577ff6...   \n",
       "101778            levis  b15796b31f766c28265e91ee99c4da242897e9c0031d3a...   \n",
       "101779          bolsius  1e713e2f0216c7c6500363ef5b79253a8aa9a20a9b5db7...   \n",
       "\n",
       "                                              DESCRIPTION  \\\n",
       "0       De velgenreiniger 'Car & Bike' van Kärcher is ...   \n",
       "1       De matte muurverf Originals potloodgrijs van L...   \n",
       "5       Commandant 3 is een zeer krachtige polijstpast...   \n",
       "8       De barbecue 'Adam 50 Top' van Barbecook is een...   \n",
       "11      De elektrische heggenschaar AHS 60-16 van Bosc...   \n",
       "13      Schommelhaak rond geel verzinkt met een diamet...   \n",
       "14      Dit dubbel stopcontact RJ45 6 UTP heeft een wi...   \n",
       "16            NIKO Sokkel Universele draaiknopdimmer 325W   \n",
       "17      De elektrische heggenschaar AHS 70-34 van Bosc...   \n",
       "18      Bison Hard PVC lijm\\nBison Hard PVC lijm is ge...   \n",
       "19      Schilderijlijst in wit hardhout met afmeting 9...   \n",
       "21      De AngelEye brandblusdeken is BS EN 1869 - 199...   \n",
       "22                                                   None   \n",
       "24      Het kwartsgrijze metallic AvantGarde L tuinhui...   \n",
       "27      De Painter's Touch spuitlak is de ideale hobby...   \n",
       "28      De Painter's Touch spuitlak is de ideale hobby...   \n",
       "30      Deze latex huishoudhandschoenen van Busters he...   \n",
       "31                        Deze kabelbaan is in kunststof.   \n",
       "33      Deze dekkende V33 verf geschikt voor radiatore...   \n",
       "35                                                   None   \n",
       "43      De Tiger Messina Handdouche Chroom is een waar...   \n",
       "44      Deze bruine decoratieband is gemaakt van jute ...   \n",
       "46      Met deze on/off stekkers met afstandsbediening...   \n",
       "48      Dit huisnummer 9 is voorzien van een hoogwaard...   \n",
       "49      De Zanussi gaskookplaat 'ZGG62414WA' in het wi...   \n",
       "51      YourLED verbindingskabel\\nVoor verlenging of o...   \n",
       "52                                                   None   \n",
       "53      De Painter's Touch spuitlak is de ideale hobby...   \n",
       "54      Met de Rust-Oleum Chalky Finish Meubelverf gee...   \n",
       "58      Het Velux plooigordijn type FHB biedt tal van ...   \n",
       "...                                                   ...   \n",
       "101721  De Cool Bar van Keter is een stijlvolle koelbo...   \n",
       "101724  Gebruik deze afrastering van Central Park om e...   \n",
       "101725  De Worx 20V / 4,0 Ah accu WA3553 biedt alle vo...   \n",
       "101728  Zelfreinigende sifon dus geen onderhoud nodig....   \n",
       "101729  Velux Plissé lichtdoorlatend handbediend\\nVelu...   \n",
       "101730  De hondenvoeding Size Health Nutrition Maxi Di...   \n",
       "101731  De Swing Hook BT is een haak die u door een ba...   \n",
       "101732  De zonnetent ‘Factor 20’ van Domasol is een ec...   \n",
       "101733  De Bosch aantipspoel \"Pro-Tap\" is een automati...   \n",
       "101734  De Vino 45 is een mooie lampenkap uit de colle...   \n",
       "101737                                               None   \n",
       "101739  Vrolijk gekleurde zandbak van goed kwaliteit h...   \n",
       "101740  Dit profiel biedt een bescherming tegen wrijvi...   \n",
       "101743  Werkborstel met synthetische vezel. De vorm va...   \n",
       "101746  Deze rozenmest van ECOstyle is geschikt voor a...   \n",
       "101747  De Wenko mini korf 'Adria' is een rechthoekige...   \n",
       "101749  Deze set bestaat uit 4x een stop met schroefdr...   \n",
       "101750  Sterke gladde schaaflat. Inzetbaar bij vele kl...   \n",
       "101757  Deze verzinkte slangklem van 10,5-12 mm uit ge...   \n",
       "101758  Zomerkleed ovaal 180 microns voor een zwembad ...   \n",
       "101761  Creëer de sfeer van het moment met de witte Qu...   \n",
       "101762  Deze elegante  buitenverlichtingspaal Bamboo v...   \n",
       "101763  Met deze 2-delige set van een stekker en tegen...   \n",
       "101764  De Philips LED buitenwandlamp Puddle is voorzi...   \n",
       "101768  Pvc dubbele overschuifmof met manchet (rubbere...   \n",
       "101770  Levis is een belgisch verfmerk dat al vanaf 18...   \n",
       "101772                                               None   \n",
       "101773  De kweekpot Green Basics van Elho heeft een un...   \n",
       "101778  Watergedragen lak Levis 'Colores del Mundo' vo...   \n",
       "101779                                               None   \n",
       "\n",
       "                                                     NAME        PRODUCT_ID  \\\n",
       "0               Kärcher velgenreiniger 'Car & Bike' 0,5 L           5305104   \n",
       "1                Muurverf Originals mat 2,5l potloodgrijs  9200000095428359   \n",
       "5              Commandant Rubbing Compound nr. 3 - 500gr.  9200000018857426   \n",
       "8                 Barbecook barbecue ‘Adam 50 Top’ Ø 50cm           5635109   \n",
       "11      Bosch AHS 60-16 elektrische heggenschaar 450W ...            336877   \n",
       "13                   Schommelhaak rond geel verzinkt 10cm           5358563   \n",
       "14      Legrand Stopcontact dubbel RJ45 6 UTP met span...            791587   \n",
       "16           Niko sokkel Universele draaiknopdimmer 325 W           5310051   \n",
       "17      Bosch AHS 70-34 elektrische heggenschaar 700W ...            370658   \n",
       "18                              BISON Hard pvc gel 250 ml           4182423   \n",
       "19             Schilderijlijst 9x15 mm 240cm hardhout wit            342423   \n",
       "21                         AngelEye brandblusdeken 1 x 1m           5360565   \n",
       "22                   Plafondlijst 21x32 mm 240cm hardhout             74492   \n",
       "24      Biohort AvantGarde L tuinhuis 260x220x218 cm m...            768927   \n",
       "27      Lakspray Painter's Touch hoogglans 400ml zonni...            368689   \n",
       "28      Lakspray Painter's Touch hoogglans 400ml helde...            368664   \n",
       "30      Busters Huishoudhandschoenen Soft Comfort S-M ...            339565   \n",
       "31             Legrand DLP vloerlijst 75 x 18 mm² m grijs           1404770   \n",
       "33               V33 Renovatie radiatoren 0,5l satijn wit            535966   \n",
       "35                          EUROM Terrasverwarmer TH1800S           5826170   \n",
       "43                      Tiger Messina Handdouche - Chroom  9200000040990559   \n",
       "44                          Ubbink Decoratieband 25m jute            539943   \n",
       "46        Set van 3 on-off stekkers met afstandsbediening            212103   \n",
       "48      INTERSTEEL Huisnummer messing titaan 120x81 mm...           6027360   \n",
       "49                  Zanussi gaskookplaat 'ZGG62414WA' wit           5268848   \n",
       "51      PAULMANN YourLED Function flex-connector met v...           8357153   \n",
       "52      KAISERTHAL U-profiel 10x18x10x1 mm kunststof w...           4249538   \n",
       "53      Lakspray Painter's Touch zijdeglans 400ml gebr...            368691   \n",
       "54                               Meubelverf 125ml mosterd            797087   \n",
       "58                      Velux plooigordijn 'FHB M04 6500'           5423068   \n",
       "...                                                   ...               ...   \n",
       "101721               Keter Cool Bar koelbox 30l antraciet            343675   \n",
       "101724  Central Park afrastering ‘Hexagonal’ groen 3 x...           5280132   \n",
       "101725  WORX Accu WA3553 20V Li (4,0Ah) voor alle 20V ...           5977136   \n",
       "101728                  Wirquin Badsifon met kabel chroom            703313   \n",
       "101729  VELUX Plissé lichtdoorlatend handbediend FHL S...           5949880   \n",
       "101730  Royal Canin Hondenvoer Size Health Nutrition M...            766516   \n",
       "101731                           Jungle Gym Swing Hook BT  9200000033054652   \n",
       "101732  Domasol zonnetent elektrisch met afstandsbedie...           5606070   \n",
       "101733                          Bosch Spoel - 1,6 mm x 8m  9200000010411145   \n",
       "101734   Home Sweet Home lampenkap Vino forest green 45cm           5335168   \n",
       "101737           HACEKA Haak Kosmos Tec dubbel chroom mat           7104226   \n",
       "101739      Swing King zandbak auto gekleurd 120 x 100 cm           5616709   \n",
       "101740   GAH Alberts L-profiel kunststof zwart 1 m x 2 cm           5575973   \n",
       "101743                              Werkborstel kunststof           5315550   \n",
       "101746                             ECOstyle rozenmest 1kg           1087667   \n",
       "101747            Wenko mini korf 'Adria' rechthoek groen           5311395   \n",
       "101749  GAH Alberts stop met schroefdraad M8 20 x 20 m...           5617958   \n",
       "101750  Schaaflat hardhout (b x d x l) 140 x 21 x 2400 mm           8740431   \n",
       "101757                       Slangklem 10,5-12 mm 2 stuks             75874   \n",
       "101758  Gre solar afdekzeil winter voor ovaal zwembad ...           2760307   \n",
       "101761            Wiz Quest LED tafellamp 13W dimbaar wit            823355   \n",
       "101762          Philips myGarden Bamboo paal 11W E27 inox              7541   \n",
       "101763                Stekker met tegenstekker 2,5A ivoor              1884   \n",
       "101764      Philips myGarden Puddle LED wandlamp 4W grijs            534956   \n",
       "101768             Martens overschuifmof 110mm 2xmm grijs           0307132   \n",
       "101770      Levis muurverf 'Ambiance' atol extra mat 2,5L           5259304   \n",
       "101772               Profile LED noodverlichtingslamp wit            567941   \n",
       "101773              Elho Green Basics kweekpot 35cm zwart            221666   \n",
       "101778  Levis lak 'Colores del Mundo' positive mood sa...           5299187   \n",
       "101779  BOLSIUS® Stompkaars rustiek antraciet 13 x 6,8 cm           7751697   \n",
       "\n",
       "            SHOP  \n",
       "0         planit  \n",
       "1            bol  \n",
       "5            bol  \n",
       "8         planit  \n",
       "11          hubo  \n",
       "13        praxis  \n",
       "14          hubo  \n",
       "16        planit  \n",
       "17          hubo  \n",
       "18      hornbach  \n",
       "19          hubo  \n",
       "21        praxis  \n",
       "22          hubo  \n",
       "24          hubo  \n",
       "27          hubo  \n",
       "28          hubo  \n",
       "30          hubo  \n",
       "31        planit  \n",
       "33          hubo  \n",
       "35      hornbach  \n",
       "43           bol  \n",
       "44          hubo  \n",
       "46          hubo  \n",
       "48      hornbach  \n",
       "49        planit  \n",
       "51      hornbach  \n",
       "52      hornbach  \n",
       "53          hubo  \n",
       "54          hubo  \n",
       "58        planit  \n",
       "...          ...  \n",
       "101721      hubo  \n",
       "101724    planit  \n",
       "101725  hornbach  \n",
       "101728      hubo  \n",
       "101729  hornbach  \n",
       "101730      hubo  \n",
       "101731       bol  \n",
       "101732    planit  \n",
       "101733       bol  \n",
       "101734    praxis  \n",
       "101737  hornbach  \n",
       "101739    planit  \n",
       "101740    planit  \n",
       "101743    praxis  \n",
       "101746    praxis  \n",
       "101747    planit  \n",
       "101749    praxis  \n",
       "101750  hornbach  \n",
       "101757      hubo  \n",
       "101758    planit  \n",
       "101761      hubo  \n",
       "101762      hubo  \n",
       "101763      hubo  \n",
       "101764      hubo  \n",
       "101768    praxis  \n",
       "101770    planit  \n",
       "101772      hubo  \n",
       "101773      hubo  \n",
       "101778    planit  \n",
       "101779  hornbach  \n",
       "\n",
       "[47355 rows x 6 columns]"
      ]
     },
     "execution_count": 406,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'kleur'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.Int64HashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: an integer is required",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-425-9d9ece806da8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSPECIFICATIONS\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'kleur'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    765\u001b[0m         \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    766\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 767\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    768\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    769\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_value\u001b[0;34m(self, series, key)\u001b[0m\n\u001b[1;32m   3116\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3117\u001b[0m             return self._engine.get_value(s, k,\n\u001b[0;32m-> 3118\u001b[0;31m                                           tz=getattr(series.dtype, 'tz', None))\n\u001b[0m\u001b[1;32m   3119\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3120\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minferred_type\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'integer'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'boolean'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_value\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_value\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'kleur'"
     ]
    }
   ],
   "source": [
    "df.sample().SPECIFICATIONS['kleur']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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