Fuzzy Duplicates.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "df = pd.read_excel ('Comparison_EPWP.xlsx') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Name 1_EP</th>\n",
       "      <th>Name 1_WP</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>BLOCK SOLVADIS DISTRIBUTION</td>\n",
       "      <td>“GROUPE TOUBA INDUSTRIES” SAU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>ANNAPURNA RUBBER INDUSTRIES PVT.LTD</td>\n",
       "      <td>2KE MÜHENDISLIK ENERJI VE ENERJI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>363(1)(13) GANESH INDUSTRIAL ESTATE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>WILL &amp; CO BV</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Name 1_EP                            Name 1_WP  \\\n",
       "0          BLOCK SOLVADIS DISTRIBUTION        “GROUPE TOUBA INDUSTRIES” SAU   \n",
       "1  ANNAPURNA RUBBER INDUSTRIES PVT.LTD     2KE MÜHENDISLIK ENERJI VE ENERJI   \n",
       "2                                  NaN  363(1)(13) GANESH INDUSTRIAL ESTATE   \n",
       "3                         WILL & CO BV                   3J INDUSTRIES FZCO   \n",
       "4                                  NaN                   3J INDUSTRIES FZCO   \n",
       "\n",
       "   Unnamed: 2  Unnamed: 3  Unnamed: 4  Unnamed: 5  Unnamed: 6 Unnamed: 7  \n",
       "0         NaN         NaN         NaN         NaN         NaN        NaN  \n",
       "1         NaN         NaN         NaN         NaN         NaN        NaN  \n",
       "2         NaN         NaN         NaN         NaN         NaN        NaN  \n",
       "3         NaN         NaN         NaN         NaN         NaN        NaN  \n",
       "4         NaN         NaN         NaN         NaN         NaN        NaN  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import fuzzywuzzy\n",
    "from fuzzywuzzy import fuzz\n",
    "from fuzzywuzzy import process"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid character in identifier (<ipython-input-5-f6f7a141718c>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-5-f6f7a141718c>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    fuzz.ratio(“Sankarshana Kadambari”,”Sankarsh Kadambari”)\u001b[0m\n\u001b[0m                          ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid character in identifier\n"
     ]
    }
   ],
   "source": [
    "fuzz.ratio(“Sankarshana Kadambari”,”Sankarsh Kadambari”)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "92"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fuzz.ratio('Sankarshana Kadambari','Sankarsh Kadambari')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "choices=df['Name 1_EP'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1986,)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "choices.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "ep=df['Name 1_EP']\n",
    "wp=df['Name 1_WP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0               BLOCK SOLVADIS DISTRIBUTION\n",
       "1       ANNAPURNA RUBBER INDUSTRIES PVT.LTD\n",
       "2                                       NaN\n",
       "3                              WILL & CO BV\n",
       "4                                       NaN\n",
       "                       ...                 \n",
       "3892    TEMVES AGENCIES SDN BHD ON BEHALF O\n",
       "3893            Vitol S.A. Rotterdam Branch\n",
       "3894              UNISTAR INTERNATIONAL LLP\n",
       "3895        SHINKONG SYNTHETIC FIBERS CORP.\n",
       "3896                                    NaN\n",
       "Name: Name 1_EP, Length: 3897, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             “GROUPE TOUBA INDUSTRIES” SAU\n",
       "1          2KE MÜHENDISLIK ENERJI VE ENERJI\n",
       "2       363(1)(13) GANESH INDUSTRIAL ESTATE\n",
       "3                        3J INDUSTRIES FZCO\n",
       "4                        3J INDUSTRIES FZCO\n",
       "                       ...                 \n",
       "3892           Zuhair Trading Establishment\n",
       "3893           Zuhair Trading Establishment\n",
       "3894                     ZUMS INTERNATIONAL\n",
       "3895              ZYLOG PLASTALLOS PVT.LTD.\n",
       "3896              ZYLOG PLASTALLOYS PVT LTD\n",
       "Name: Name 1_WP, Length: 3897, dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-22-af5a91562e0d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfuzz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mratio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Name 1_EP'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Name 1_WP'\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~/opt/anaconda3/lib/python3.7/site-packages/fuzzywuzzy/utils.py\u001b[0m in \u001b[0;36mdecorator\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     36\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 38\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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     39\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mdecorator\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/fuzzywuzzy/utils.py\u001b[0m in \u001b[0;36mdecorator\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     25\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mfunctools\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwraps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     26\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdecorator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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---> 27\u001b[0;31m         \u001b[0;32mif\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\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[1;32m     28\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     29\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__nonzero__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1553\u001b[0m             \u001b[0;34m\"The truth value of a {0} is ambiguous. \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1554\u001b[0m             \"Use a.empty, a.bool(), a.item(), a.any() or a.all().\".format(\n\u001b[0;32m-> 1555\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1556\u001b[0m             )\n\u001b[1;32m   1557\u001b[0m         )\n",
      "\u001b[0;31mValueError\u001b[0m: The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()."
     ]
    }
   ],
   "source": [
    "fuzz.ratio(df['Name 1_EP'],df['Name 1_WP'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "compare = pd.MultiIndex.from_product([df['Name1_EP'],\n",
    "                                      df['Name1_WP']]).to_series()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BLOCK SOLVADIS DISTRIBUTION  “GROUPE TOUBA INDUSTRIES” SAU          (BLOCK SOLVADIS DISTRIBUTION, “GROUPE TOUBA IN...\n",
       "                             2KE MÜHENDISLIK ENERJI VE ENERJI       (BLOCK SOLVADIS DISTRIBUTION, 2KE MÜHENDISLIK ...\n",
       "                             363(1)(13) GANESH INDUSTRIAL ESTATE    (BLOCK SOLVADIS DISTRIBUTION, 363(1)(13) GANES...\n",
       "                             3J INDUSTRIES FZCO                     (BLOCK SOLVADIS DISTRIBUTION, 3J INDUSTRIES FZCO)\n",
       "                             3J INDUSTRIES FZCO                     (BLOCK SOLVADIS DISTRIBUTION, 3J INDUSTRIES FZCO)\n",
       "                                                                                          ...                        \n",
       "nan                          Zuhair Trading Establishment                         (nan, Zuhair Trading Establishment)\n",
       "                             Zuhair Trading Establishment                         (nan, Zuhair Trading Establishment)\n",
       "                             ZUMS INTERNATIONAL                                             (nan, ZUMS INTERNATIONAL)\n",
       "                             ZYLOG PLASTALLOS PVT.LTD.                               (nan, ZYLOG PLASTALLOS PVT.LTD.)\n",
       "                             ZYLOG PLASTALLOYS PVT LTD                               (nan, ZYLOG PLASTALLOYS PVT LTD)\n",
       "Length: 15186609, dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def metrics(tup):\n",
    "    return pd.Series([fuzz.ratio(*tup),\n",
    "                      fuzz.token_sort_ratio(*tup)],\n",
    "                     ['ratio', 'token'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "compare.apply(metrics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def is_same(user_1, user_2):\n",
    "    return fuzz.ratio(df['Name 1_EP'], df['Name 1_WP'])>90"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-23-aebb794af83e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mis_same\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdf\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-22-280659b94511>\u001b[0m in \u001b[0;36mis_same\u001b[0;34m(user_1, user_2)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mis_same\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0muser_1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muser_2\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[0mfuzz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mratio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Name 1_EP'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Name 1_WP'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;36m90\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/fuzzywuzzy/utils.py\u001b[0m in \u001b[0;36mdecorator\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     36\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 38\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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     39\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mdecorator\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/fuzzywuzzy/utils.py\u001b[0m in \u001b[0;36mdecorator\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     25\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mfunctools\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwraps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     26\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdecorator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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---> 27\u001b[0;31m         \u001b[0;32mif\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\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[1;32m     28\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     29\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__nonzero__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1553\u001b[0m             \u001b[0;34m\"The truth value of a {0} is ambiguous. \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1554\u001b[0m             \"Use a.empty, a.bool(), a.item(), a.any() or a.all().\".format(\n\u001b[0;32m-> 1555\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1556\u001b[0m             )\n\u001b[1;32m   1557\u001b[0m         )\n",
      "\u001b[0;31mValueError\u001b[0m: The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()."
     ]
    }
   ],
   "source": [
    "is_same(df,df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid token (<ipython-input-24-0b356656ecb6>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-24-0b356656ecb6>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    df['duplicate'] = np.where(df.Name 1_EP == df.Name 1_WP, 'True', 'False')\u001b[0m\n\u001b[0m                                        ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid token\n"
     ]
    }
   ],
   "source": [
    "df['duplicate'] = np.where(df.Name 1_EP == df.Name 1_WP, 'True', 'False')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.rename(columns={'Name 1_EP': 'Name1_EP', 'Name 1_WP': 'Name1_WP'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>Name1_EP</th>\n",
       "      <th>Name1_WP</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>BLOCK SOLVADIS DISTRIBUTION</td>\n",
       "      <td>“GROUPE TOUBA INDUSTRIES” SAU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>ANNAPURNA RUBBER INDUSTRIES PVT.LTD</td>\n",
       "      <td>2KE MÜHENDISLIK ENERJI VE ENERJI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>363(1)(13) GANESH INDUSTRIAL ESTATE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>WILL &amp; CO BV</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>3892</td>\n",
       "      <td>TEMVES AGENCIES SDN BHD ON BEHALF O</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3893</td>\n",
       "      <td>Vitol S.A. Rotterdam Branch</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3894</td>\n",
       "      <td>UNISTAR INTERNATIONAL LLP</td>\n",
       "      <td>ZUMS INTERNATIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3895</td>\n",
       "      <td>SHINKONG SYNTHETIC FIBERS CORP.</td>\n",
       "      <td>ZYLOG PLASTALLOS PVT.LTD.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3896</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ZYLOG PLASTALLOYS PVT LTD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3897 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name1_EP  \\\n",
       "0             BLOCK SOLVADIS DISTRIBUTION   \n",
       "1     ANNAPURNA RUBBER INDUSTRIES PVT.LTD   \n",
       "2                                     NaN   \n",
       "3                            WILL & CO BV   \n",
       "4                                     NaN   \n",
       "...                                   ...   \n",
       "3892  TEMVES AGENCIES SDN BHD ON BEHALF O   \n",
       "3893          Vitol S.A. Rotterdam Branch   \n",
       "3894            UNISTAR INTERNATIONAL LLP   \n",
       "3895      SHINKONG SYNTHETIC FIBERS CORP.   \n",
       "3896                                  NaN   \n",
       "\n",
       "                                 Name1_WP  Unnamed: 2  Unnamed: 3  Unnamed: 4  \\\n",
       "0           “GROUPE TOUBA INDUSTRIES” SAU         NaN         NaN         NaN   \n",
       "1        2KE MÜHENDISLIK ENERJI VE ENERJI         NaN         NaN         NaN   \n",
       "2     363(1)(13) GANESH INDUSTRIAL ESTATE         NaN         NaN         NaN   \n",
       "3                      3J INDUSTRIES FZCO         NaN         NaN         NaN   \n",
       "4                      3J INDUSTRIES FZCO         NaN         NaN         NaN   \n",
       "...                                   ...         ...         ...         ...   \n",
       "3892         Zuhair Trading Establishment         NaN         NaN         NaN   \n",
       "3893         Zuhair Trading Establishment         NaN         NaN         NaN   \n",
       "3894                   ZUMS INTERNATIONAL         NaN         NaN         NaN   \n",
       "3895            ZYLOG PLASTALLOS PVT.LTD.         NaN         NaN         NaN   \n",
       "3896            ZYLOG PLASTALLOYS PVT LTD         NaN         NaN         NaN   \n",
       "\n",
       "      Unnamed: 5  Unnamed: 6 Unnamed: 7  \n",
       "0            NaN         NaN        NaN  \n",
       "1            NaN         NaN        NaN  \n",
       "2            NaN         NaN        NaN  \n",
       "3            NaN         NaN        NaN  \n",
       "4            NaN         NaN        NaN  \n",
       "...          ...         ...        ...  \n",
       "3892         NaN         NaN        NaN  \n",
       "3893         NaN         NaN        NaN  \n",
       "3894         NaN         NaN        NaN  \n",
       "3895         NaN         NaN        NaN  \n",
       "3896         NaN         NaN        NaN  \n",
       "\n",
       "[3897 rows x 8 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['duplicate'] = np.where(df.Name1_EP == df.Name1_WP, 'True', 'False')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "        ...  \n",
       "3892    False\n",
       "3893    False\n",
       "3894    False\n",
       "3895    False\n",
       "3896    False\n",
       "Name: duplicate, Length: 3897, dtype: object"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['duplicate']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    3897\n",
       "Name: duplicate, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['duplicate'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-42-107c949573e4>\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[0;34m'Ratio'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfuzz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mratio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mName1_EP\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mName1_WP\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;36m70\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~/opt/anaconda3/lib/python3.7/site-packages/fuzzywuzzy/utils.py\u001b[0m in \u001b[0;36mdecorator\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     36\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 38\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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     39\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mdecorator\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/fuzzywuzzy/utils.py\u001b[0m in \u001b[0;36mdecorator\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     25\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mfunctools\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwraps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     26\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdecorator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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---> 27\u001b[0;31m         \u001b[0;32mif\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\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[1;32m     28\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     29\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__nonzero__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1553\u001b[0m             \u001b[0;34m\"The truth value of a {0} is ambiguous. \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1554\u001b[0m             \"Use a.empty, a.bool(), a.item(), a.any() or a.all().\".format(\n\u001b[0;32m-> 1555\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1556\u001b[0m             )\n\u001b[1;32m   1557\u001b[0m         )\n",
      "\u001b[0;31mValueError\u001b[0m: The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()."
     ]
    }
   ],
   "source": [
    "df['Ratio']=fuzz.ratio(df.Name1_EP, df.Name1_WP)>70"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'compare' 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-43-9a48187e3866>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcompare\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'compare' is not defined"
     ]
    }
   ],
   "source": [
    "compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name1_EP</th>\n",
       "      <th>Name1_WP</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>BLOCK SOLVADIS DISTRIBUTION</td>\n",
       "      <td>“GROUPE TOUBA INDUSTRIES” SAU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>ANNAPURNA RUBBER INDUSTRIES PVT.LTD</td>\n",
       "      <td>2KE MÜHENDISLIK ENERJI VE ENERJI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>363(1)(13) GANESH INDUSTRIAL ESTATE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>WILL &amp; CO BV</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>3892</td>\n",
       "      <td>TEMVES AGENCIES SDN BHD ON BEHALF O</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3893</td>\n",
       "      <td>Vitol S.A. Rotterdam Branch</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3894</td>\n",
       "      <td>UNISTAR INTERNATIONAL LLP</td>\n",
       "      <td>ZUMS INTERNATIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3895</td>\n",
       "      <td>SHINKONG SYNTHETIC FIBERS CORP.</td>\n",
       "      <td>ZYLOG PLASTALLOS PVT.LTD.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3896</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ZYLOG PLASTALLOYS PVT LTD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3897 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name1_EP  \\\n",
       "0             BLOCK SOLVADIS DISTRIBUTION   \n",
       "1     ANNAPURNA RUBBER INDUSTRIES PVT.LTD   \n",
       "2                                     NaN   \n",
       "3                            WILL & CO BV   \n",
       "4                                     NaN   \n",
       "...                                   ...   \n",
       "3892  TEMVES AGENCIES SDN BHD ON BEHALF O   \n",
       "3893          Vitol S.A. Rotterdam Branch   \n",
       "3894            UNISTAR INTERNATIONAL LLP   \n",
       "3895      SHINKONG SYNTHETIC FIBERS CORP.   \n",
       "3896                                  NaN   \n",
       "\n",
       "                                 Name1_WP  Unnamed: 2  Unnamed: 3  Unnamed: 4  \\\n",
       "0           “GROUPE TOUBA INDUSTRIES” SAU         NaN         NaN         NaN   \n",
       "1        2KE MÜHENDISLIK ENERJI VE ENERJI         NaN         NaN         NaN   \n",
       "2     363(1)(13) GANESH INDUSTRIAL ESTATE         NaN         NaN         NaN   \n",
       "3                      3J INDUSTRIES FZCO         NaN         NaN         NaN   \n",
       "4                      3J INDUSTRIES FZCO         NaN         NaN         NaN   \n",
       "...                                   ...         ...         ...         ...   \n",
       "3892         Zuhair Trading Establishment         NaN         NaN         NaN   \n",
       "3893         Zuhair Trading Establishment         NaN         NaN         NaN   \n",
       "3894                   ZUMS INTERNATIONAL         NaN         NaN         NaN   \n",
       "3895            ZYLOG PLASTALLOS PVT.LTD.         NaN         NaN         NaN   \n",
       "3896            ZYLOG PLASTALLOYS PVT LTD         NaN         NaN         NaN   \n",
       "\n",
       "      Unnamed: 5  Unnamed: 6 Unnamed: 7  \n",
       "0            NaN         NaN        NaN  \n",
       "1            NaN         NaN        NaN  \n",
       "2            NaN         NaN        NaN  \n",
       "3            NaN         NaN        NaN  \n",
       "4            NaN         NaN        NaN  \n",
       "...          ...         ...        ...  \n",
       "3892         NaN         NaN        NaN  \n",
       "3893         NaN         NaN        NaN  \n",
       "3894         NaN         NaN        NaN  \n",
       "3895         NaN         NaN        NaN  \n",
       "3896         NaN         NaN        NaN  \n",
       "\n",
       "[3897 rows x 8 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'Name1_EP'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2896\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-> 2897\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\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   2898\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\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_loc\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;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'Name1_EP'",
      "\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-5-b217d49d4c46>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Name1_EP'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\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      2\u001b[0m \u001b[0mwp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Name1_WP'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2978\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2979\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\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[0;32m-> 2980\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\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   2981\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\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   2982\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2897\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\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[1;32m   2898\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2899\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\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[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2900\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2901\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\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_loc\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;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'Name1_EP'"
     ]
    }
   ],
   "source": [
    "ep=df['Name1_EP'].astype(str)\n",
    "wp=df['Name1_WP'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'Name1_WP'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-75c98c07c6b7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mmaster\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[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mwp_name\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mName1_WP\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      3\u001b[0m     \u001b[0mstore_ratio\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[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mep_name\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mName1_EP\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m         \u001b[0mstore_ratio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfuzz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mratio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwp_name\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mep_name\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~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   5177\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\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   5178\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5179\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\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   5180\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5181\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\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: 'DataFrame' object has no attribute 'Name1_WP'"
     ]
    }
   ],
   "source": [
    "master=[]\n",
    "for wp_name in df.Name1_WP:\n",
    "    store_ratio=[]\n",
    "    for ep_name in df.Name1_EP:\n",
    "        store_ratio.append(fuzz.ratio(wp_name,ep_name))\n",
    "    master.append(np.argmax(store_ratio))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df' 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-1-6e3dbd2071f5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mmaster\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[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mwp_name\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mName1_WP\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      3\u001b[0m     \u001b[0mstore_ratio\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[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mep_name\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mName1_EP\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m         \u001b[0mstore_ratio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfuzz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoken_sort_ratio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwp_name\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mep_name\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;31mNameError\u001b[0m: name 'df' is not defined"
     ]
    }
   ],
   "source": [
    "master=[]\n",
    "for wp_name in df.Name1_WP:\n",
    "    store_ratio=[]\n",
    "    for ep_name in df.Name1_EP:\n",
    "        store_ratio.append(fuzz.token_sort_ratio(wp_name,ep_name))\n",
    "    master.append(np.argmax(store_ratio))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "count=0\n",
    "for item in master:\n",
    "   count=count+1 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3897"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3897"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(master)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Name1_EP'] = df['Name1_EP'].astype(str)\n",
    "df['Name1_WP'] = df['Name1_WP'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BLOCK SOLVADIS DISTRIBUTION\n",
      "ANNAPURNA RUBBER INDUSTRIES PVT.LTD\n",
      "nan\n",
      "WILL & CO BV\n",
      "nan\n",
      "SINOCHEM PLASTICS CO., LTD.\n",
      "nan\n",
      "MCC Advanced Polymers Co.\n",
      "Sipchem Asia PTE LTD\n",
      "nan\n",
      "nan\n",
      "Haute école d’ Ingénieurs\n",
      "NEXANS MAROC\n",
      "Mitsui & Co. Deutschland GmbH\n",
      "SPELL PETROCHEMICALS (PVT) LTD\n",
      "nan\n",
      "Jiangsu Daxin Webbing CO.,LTD\n",
      "PT. INDOCHEMICAL CITRA KIMIA\n",
      "Solvadis Methanol GmbH\n",
      "YUG INTERNATIONAL PRIVATE LIMITED,\n",
      "ZenRock Commodities Trading Pte Ltd\n",
      "nan\n",
      "nan\n",
      "Nova Molecular Technologies\n",
      "Omni Plastics\n",
      "Chem-Edge international PVT.LTD\n",
      "nan\n",
      "nan\n",
      "KAPO FOOTWEARS PVT LTD\n",
      "Oqema GmbH / MV West MG\n",
      "nan\n",
      "nan\n",
      "Advanced Chemicals Industries\n",
      "INDUSTRIAL CHEMICALS, INC BLENPAC\n",
      "nan\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "nan\n",
      "Vopak Botlek\n",
      "HELM CHINA CO LTD\n",
      "Futura Polymers Ltd.\n",
      "RELIANCE INDUSTRIES LIMITED, REFINE\n",
      "nan\n",
      "SABIC ASIA PACIFIC PTE LTD\n",
      "Thirumalai Chemicals Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Waled Al Kilani & Partners Industri\n",
      "ISHA PLAST IMPEX PVT LTD\n",
      "SHYAM FOOT TECH PVT. LTD.\n",
      "MSA TRADING PLC\n",
      "PRIME POLYCHEM PVT LTD\n",
      "Sojitz Europe Plc\n",
      "YILDIZ ENTEFRE AS ARSLANBEY O.S.B.\n",
      "nan\n",
      "One time customer\n",
      "CMI ENERGY INDIA PRIVATE LIMITED\n",
      "nan\n",
      "Qatar Shell GTL Ltd.,\n",
      "nan\n",
      "STAR PLUS CHEMICAL CO., LTD.\n",
      "Shree Chem Trading FZE,\n",
      "Metanolo Meditteraneo S.r.l.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "BARWIL AGENCIES LTD.\n",
      "SHINY CHEMICAL INDUSTRIAL CO., LTD.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "INTERNATIONAL COMPANY FOR CHEMICALS\n",
      "nan\n",
      "nan\n",
      "VRION GLOBAL PVT.LTD.\n",
      "MIDAS POLYCHEM LLP\n",
      "nan\n",
      "STE ART PLASTIC\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "KAYCEE POLYMERS PVT. LTD.\n",
      "LATI S.P.A.\n",
      "VOPAK TERMINAL ZHANGJIAGANG CO., LT\n",
      "ALWAN ASBAG ALSAUDIA FACTORY\n",
      "RESPONSIVE INDUSTRIES LTD.\n",
      "Shenzhen Senbang Int'l Freight\n",
      "SOLVENTIS BVBA\n",
      "Synthomer ME\n",
      "nan\n",
      "Khalil Ibrahim Al Ghamdi\n",
      "pon pure chem (P) LTD\n",
      "Kuwait Chemical House Company\n",
      "nan\n",
      "nan\n",
      "Thiam Joo (Malaysia) Sdn Bhd\n",
      "Haycolour Pvt Ltd\n",
      "KOLSUZLAR KIMYA SAN. VE TIC. A.S.,\n",
      "Petrochem Middle East FZE.\n",
      "nan\n",
      "nan\n",
      "ACS Dobfar SpA\n",
      "AYM SYNTEX LTD\n",
      "nan\n",
      "nan\n",
      "AL SANEA CHEMICAL PRODUCTS\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "HARYANA PLASTCHEM\n",
      "nan\n",
      "NINGBO FUND ENERGY CO.,LTD.\n",
      "Enagro A.S.\n",
      "Mitsui & Co. Ltd\n",
      "nan\n",
      "Mitsui & Co., Ltd.\n",
      "nan\n",
      "Hangzhou Long Success Chemical Indu\n",
      "nan\n",
      "nan\n",
      "El Mohandes Co. For\n",
      "Jiutai Energy Guangzhou Co., Ltd.\n",
      "VITOL ENERGY S.A\n",
      "nan\n",
      "Mitsubish Corporation (Guangzhou) L\n",
      "El Mansoura for Resins&Chemical\n",
      "WENZHOU OUHUA FOREIGN TRADE CORP:\n",
      "Razi Chemical Co.\n",
      "GF LOGISTIC\n",
      "JESONS INDUSTRIES LIMITED\n",
      "Natraj Polychem PVT LTD\n",
      "MGC Trading (Thailand)Ltd.\n",
      "JUBILANT LIFE SCIENCES LIMITED\n",
      "Advansa-Sasa Polyester Sanayi A.S.\n",
      "nan\n",
      "Samsung-BP Chemicals Co., Ltd.\n",
      "nan\n",
      "SMD SONS,\n",
      "Yildiz Sunta Mdf Orman Urunleri San\n",
      "Celikaylar Uretim Pazarlamave Nakli\n",
      "nan\n",
      "Fidelity Global Chemical Est.\n",
      "Japan-Arabia Methanol Company Ltd.\n",
      "CHANG CHUNG PLASTICS CO., LTD.\n",
      "HIRO-YOUNG INTERNATIONAL CORP.\n",
      "Balaji Amines Ltd\n",
      "Emons Impex Italiana Spa\n",
      "WAH NOBEL CHEMICALS LIMITED\n",
      "National Industrial Gases Company (\n",
      "A.T.S. SYNTHETIC (PVT) LTD\n",
      "Obegi Chemicals SAL\n",
      "Mitsui & Co Ltd\n",
      "nan\n",
      "Du Pont de Nemuors,(Deutschland)Gmb\n",
      "INTERNATIONAL DIOL COMPANY\n",
      "Rawabi Marketing International\n",
      "Caspian Chemical FZCO\n",
      "nan\n",
      "SAUDI BASIC INDUSTRIES CORPORATION\n",
      "MITCO LABUAN CO. LIMITED\n",
      "Zhejiang Huachen Energe Resource Co\n",
      "Mitsubishi International GMBH\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "AARTI INDUSTRIES LIMITED\n",
      "nan\n",
      "Hani Azzouz\n",
      "Thirumalai Chemicals Ltd\n",
      "Petrotech Trading DMCC\n",
      "Kolesnic Ltd\n",
      "ALSORAYAI GROUP\n",
      "SHANGHAI QINGCHUAN ENTERPRISES\n",
      "WENZHOU NGAN TONG COMPANY 29\n",
      "Digi Color For Trading\n",
      "nan\n",
      "nan\n",
      "A. Schulman GmbH\n",
      "Campi y Jove S.A.\n",
      "PolySource\n",
      "nan\n",
      "SOLVADIS GMBH, FRANKFURT, GERMANY\n",
      "SOLVOCHEM LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Romcolor 2000 SA\n",
      "nan\n",
      "SOTRAFA S.A.\n",
      "Reliance Industries Limited\n",
      "TORAY INTERNATIONAL INDIA\n",
      "SEKISUI SPECIALTY CHEMICALS EUROPE\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "Sipchem Europe B.V.\n",
      "Falcon Plastic Products Company\n",
      "Sepangar Chemical Industry SDN BHD\n",
      "Dupont International Operations Sar\n",
      "UNIVAR KIMYA SAN.VE DIS TIC. LTD.\n",
      "XINAO ENERGY TRADING CO., LTD.\n",
      "PETROCHEM MIDDLE EAST FZE\n",
      "Jindal Films Europe Virton SPRL\n",
      "SHRI BALAJI ENTERPRISES\n",
      "MEGHMANI LIMITED LIABILITY PARTNERS\n",
      "nan\n",
      "AXEL POLYMERS LTD\n",
      "GSV PRODUCTS\n",
      "RAMNIKLAL S GOSALIA AND CO\n",
      "EL SEWEDY CABLES ALGERIA SPA\n",
      "nan\n",
      "nan\n",
      "WELLFLOW GULF TRADING W.L.L.\n",
      "CHEM-EDGE INTERNATIONAL PVT.LTD\n",
      "nan\n",
      "nan\n",
      "SHAKTI POLYWEAVE PRIVATE LIMITED\n",
      "ONE CHEM TERMINAL SDN BHD LOT 1836,\n",
      "TARO PLAST - EP DIOLO\n",
      "J.J. Polyplast Pvt. Ltd.\n",
      "SRI KRISHNA TRADING CORPORATION\n",
      "Badr Khalid  Al-Saleh Est.\n",
      "Cossa Polimeri S.r.l\n",
      "Egyptian Pharaonic\n",
      "KLJ RESOURCES LIMITED,\n",
      "M/S PON PURE CHEM(P)LTD.NO.32\n",
      "Sabic Innovative Plastics B.V\n",
      "ZAMIL TRADE & SERVICES COMPANY LTD\n",
      "Tricon Energy Ltd\n",
      "United Industrial Chemicals\n",
      "KILANI PAINTS\n",
      "Mitsubishi Corporation (Korea)Ltd.\n",
      "nan\n",
      "nan\n",
      "BANSAL POLYMERS\n",
      "GIZA CABLE INDUSTRIES CO\n",
      "HAZEL MERCANTILE LTD,\n",
      "YASIR BROTHERS (PRIVATE) LIMITED,\n",
      "ELTON INTERNATIONAL TRADING COMPANY\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "LABDHI INTERNATIONAL PVT.LTD.\n",
      "Mitsui & Co Deutschland GmbH\n",
      "nan\n",
      "Island View Storage (IVS)\n",
      "Hanwha Chemical Malaysia\n",
      "HELM AG & CO KG\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "BASF COMPANY LTD\n",
      "nan\n",
      "TORAY BASF PBT RESIN SDN. BHD.\n",
      "AROLA, ADUANASY CONSIGNACIONES SL\n",
      "ISP TECHNOLOGIES INC\n",
      "nan\n",
      "La Petrolifera Italo Rumena SpA\n",
      "SRF LIMITED\n",
      "KERTIH TERMINALS\n",
      "UCAR Emulsion Systems FZE\n",
      "BALAJI AMINES LIMITED\n",
      "BP Petronas Acetyls SDN BHD,\n",
      "Al Waha Petrochemical Company\n",
      "Du Pont de Nemuors,\n",
      "Polyplastics Asia Pacific SDN BHD\n",
      "STAR PLUS CHEMICAL CO., LTD.\n",
      "MITSUBISHI CORPORATION\n",
      "nan\n",
      "AlSaidi Trading and Industry Co.\n",
      "KN RESOURCES PVT LTD\n",
      "Mercopoli LLC\n",
      "R.K.TRADING CO.\n",
      "TAYYAB NOORMOHAMMED CORPORATION\n",
      "PI PolyBlendz Pvt Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "AKRO-PLASTIC GMBH\n",
      "WACKER CHEMICALS KOREA INC.\n",
      "nan\n",
      "TRUST ENTERPRISES\n",
      "Sinochem Trading (Singapore) Pte Lt\n",
      "ABHILASHA IMPEX PVT LTD\n",
      "AMBIKA PETROCHEM PVT. LTD.\n",
      "AVR OVERSEAS PVT. LTD.\n",
      "PERUSAHAAN KIMIA GEMILANG SDN BHD\n",
      "Cossa Polimeri S.r.l\n",
      "International Petrochemicals (PVT)\n",
      "nan\n",
      "nan\n",
      "Mitsui & Co. Ltd.\n",
      "SHERIN P.V.C. AND RUBBER INDUSTRIES\n",
      "RARA CHAPPAL UDYOG\n",
      "SURYANANDAN TEXTURISERS PVT.LTD.\n",
      "TechnoCompound GmbH\n",
      "ADEEL PLASTIC WORKS\n",
      "Chan One EVA Industry\n",
      "nan\n",
      "Superior EVA Footwear Nigeria Limit\n",
      "Juffali PolyOne Masterbatches Co\n",
      "nan\n",
      "HIGH HOPE INTERNATIONAL GROUP\n",
      "KVN IMPEX\n",
      "nan\n",
      "TULSIRAM HANUMAN BAGAS GILADA,\n",
      "nan\n",
      "Axxom Co.\n",
      "Lubrizol Advanced Material Inc.\n",
      "Sedres Maritime\n",
      "PKT LOGISTICS ( M ) SDN BHD\n",
      "ENAP SIEGE LAKHDARIA\n",
      "nan\n",
      "nan\n",
      "DSM India Private Limited\n",
      "Zhejiang Realsun Chemical Industry\n",
      "nan\n",
      "GIZA Cable ElSwedy\n",
      "nan\n",
      "nan\n",
      "Dragon Crown Chemicals Macao\n",
      "nan\n",
      "RHODIA OPERATIONS GERNSHEIM\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "BioMethanol Chemie Nederland BV\n",
      "Helm AG\n",
      "Siegwerk France SAS\n",
      "Siegwerk France SAS\n",
      "Eastern Factory For Acid Distilled\n",
      "Argus Additive Plastics Gmbh\n",
      "CHEMICAL CENTRE\n",
      "Global Company for Chemical Industr\n",
      "Manuli Stretch GmbH\n",
      "WEST AFRICAN RUBBER PRODUCTS\n",
      "Agriplast Srl\n",
      "Baalbaki Group SA Offshore Ltd.\n",
      "AFSAR STANIKZAI LTD.,\n",
      "M/s Jesons Industries LTD.,\n",
      "M/s Paboja Trading\n",
      "nan\n",
      "nan\n",
      "YOMAR\n",
      "SUZHOU GUOXIN GROUP XINSHUN IMP.\n",
      "nan\n",
      "NIMIR RESINS LIMITED\n",
      "RTP COMPANY (SINGAPORE) PTE LTD\n",
      "Sipchem Polybutylene Company Factor\n",
      "Functional Plastics Div.(TPFF)\n",
      "Taro Plast SpA\n",
      "RELAXO FOOTWEARS LIMITED.\n",
      "nan\n",
      "nan\n",
      "CELANESE CHEMICALS IBERICA, S.L.\n",
      "nan\n",
      "PIDILITE INDUSTRIES EGYPT\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "VIVAPLAST ALGERIA\n",
      "Gulf Income Trading Est\n",
      "Polyden Werk I\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Jindal Films Europe Kerkrade B.V.\n",
      "MONARCH POLYMERS\n",
      "Methanex Asia Pacific Limited\n",
      "nan\n",
      "nan\n",
      "KETIM PLC\n",
      "Mitsubishi Gas Chemical Singapore\n",
      "STAR POLYMERS INDUSTRY\n",
      "KNK OVERSEAS\n",
      "nan\n",
      "RAVAGO DISTRIBUTION SA - ITALIAN BR\n",
      "PASUPATI ACRYLON LIMITED\n",
      "OXIDE ARABIA FOR INDUSTRIAL\n",
      "nan\n",
      "RELIANCE INDUSTRIES LIMITED,\n",
      "Archroma Egypt for Chemcials Egypt\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "RAMNIKLAL S GOSALIA AND CO.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "NOVA MOLECULAR TECHNOLOGIES, INC\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Sumitomo Corporation Asia  Pte LTD,\n",
      "nan\n",
      "nan\n",
      "SAUDI INTERNATIONAL PETROCHEMICAL\n",
      "Mitsubishi Gas Chemical Singapore P\n",
      "ARKEMA\n",
      "B K SALES CORPORATION\n",
      "B.K. SALES CORPORATION\n",
      "GRAND GROUP CORPORATION\n",
      "Korporacja KGL S.A.\n",
      "L’earth (S) Pte Ltd\n",
      "Lajosmizsei Folplast Kft\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "NINGBO LONG RUN CHEMICAL\n",
      "nan\n",
      "nan\n",
      "RANSON PTE LTD\n",
      "Saudi Arabian Adhesive Factory Ltd\n",
      "Methanex Korea Limited.\n",
      "M/S KENAFRIC INDUSTRIES LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SCC - Holding\n",
      "nan\n",
      "MEGHMANI LIMITED LIABILITY PARTNERS\n",
      "nan\n",
      "nan\n",
      "AJANTA SHOES INDIA PRIVATE LIMITED\n",
      "Ensejam Chasb Co\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "API Spa\n",
      "TBI Materials Co., Ltd.\n",
      "AVN PETROCHEMICALS INDIA\n",
      "M/S AKIN CHEMICALS PVT LTD.  5TH FL\n",
      "M B RUBBER PVT. LTD.\n",
      "nan\n",
      "Sunix FZE\n",
      "nan\n",
      "PRECISION PRODUCTS\n",
      "Jiutai Energy Guangzhou Co., Ltd\n",
      "ECOFUEL S.P.A\n",
      "nan\n",
      "Taghleef Industries L.L.C\n",
      "Multi Resin Industries\n",
      "Aectra SA\n",
      "Hani Azzouz\n",
      "Jiangsu HotRing Imp&Exp Co.,Ltd\n",
      "SUZHOU DONGJOE TRADING CO.,LTD\n",
      "nan\n",
      "nan\n",
      "APAR INDUSTRIES LTD.\n",
      "nan\n",
      "RED SEA CABLES COMPANY (RESCAB)\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SRF LIMITED\n",
      "SABIC\n",
      "nan\n",
      "nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nan\n",
      "KAMDHENU POLYMERS PVT LTD\n",
      "nan\n",
      "BRAKES INDIA PRIVATE LIMITED,\n",
      "RISHAB OVERSEAS\n",
      "Arabian Company for Chemical Produc\n",
      "Columbia Petrochemicals\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "J.S.W COMFORTS\n",
      "Arabian Oils, Grains and Chemicals\n",
      "PIDILITE INDUSTRIES EGYPT\n",
      "STARWOOD CHEMICAL COMPANY LIMITED\n",
      "CHEMROW INDIA PVT LTD\n",
      "MODERN SLIPPER INDUSTRIES PVT. LTD.\n",
      "nan\n",
      "Tahweel Integrated Company.\n",
      "PERFECT POLYMERS FZ LLC\n",
      "Universal Cables Limited\n",
      "nan\n",
      "nan\n",
      "TORAY INTERNATIONAL INDIA\n",
      "National Petrochemical Industrializ\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Almaak International GmbH\n",
      "RTP Company ( Singapore ) Pte Ltd\n",
      "Indian Acrylics Limited\n",
      "HUA WEI HONG KONG LIMITED\n",
      "SCCI SA-STE POUR LE COMPOUNDAGE EN\n",
      "Acetex Chimie\n",
      "C/O Caldic Tank Rotterdam, Installa\n",
      "nan\n",
      "nan\n",
      "PT. Wilmar Bioenergi Indonesia\n",
      "Solvochem Holland B.V.\n",
      "Oman Refinery Company LLC\n",
      "nan\n",
      "DIAMOND FOOTCARE UDYOG PVT LTD\n",
      "nan\n",
      "ARUPRI INDUSTRIES PVT. LTD.\n",
      "TARAJYOT POLYMERS LTD\n",
      "HEC-HOLLAND B.V.\n",
      "nan\n",
      "Kuraray Europe GmbH,\n",
      "nan\n",
      "nan\n",
      "EL MAHABA FOR TRADING IMPORT & EXPO\n",
      "nan\n",
      "SUPREME RUBBER INDUSTRIES\n",
      "nan\n",
      "B.N. Polymer Pvt. Ltd\n",
      "nan\n",
      "RESINEX BMY PLASTIK KIMYA\n",
      "nan\n",
      "nan\n",
      "KR INDUSTRIES PVT LTD\n",
      "nan\n",
      "Anglès Textil, S.A.\n",
      "Grover and Co.\n",
      "nan\n",
      "nan\n",
      "BASF Company Ltd.\n",
      "nan\n",
      "nan\n",
      "SEHRIN P.V.C. AND RUBBER INDUSTRIES\n",
      "nan\n",
      "nan\n",
      "OCI CORPORATION\n",
      "LDPE INDIA\n",
      "Shuaa Al Kaune\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "TECHNOCHEMICALS\n",
      "The Prosperity Trading & Contractin\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "KLJ RESOURCES LIMITED\n",
      "SASA Polyester Sanayi AS.\n",
      "SK Network Co., Ltd\n",
      "Specialty Chemical Trading Co. LTD\n",
      "nan\n",
      "nan\n",
      "CHEM BOUQUET\n",
      "Marexport Global Forwarding S.r.l.\n",
      "Methanex Korea Limited.\n",
      "nan\n",
      "NOUVELLE CREDITS PVT. LTD.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Nuhas Oman L.L.C\n",
      "nan\n",
      "EL MOHANDES CO.\n",
      "Drovigo Portugal Unipress, LDA\n",
      "nan\n",
      "nan\n",
      "SAMSUNG C AND T CORPORATION\n",
      "SALASAR IMPEX LIMITED\n",
      "nan\n",
      "nan\n",
      "Thirumalai Chemicals Ltd\n",
      "MESC FOR MEDIUM AND HIGH VOLTAGE\n",
      "BROS F&T CO.,LTD\n",
      "JAVAID INTERNATIONAL (PVT.) LIMITED\n",
      "Polyone Luxembourg S.à.r.l.\n",
      "nan\n",
      "nan\n",
      "India Glycols Ltd Plot no.02-B\n",
      "KESRI OIL PVT LTD\n",
      "nan\n",
      "PACIFIC CHAMPION EXPRESS CO., LTD.\n",
      "Dynamic Cables Limited\n",
      "RAJSHILA SYNTHETICS PVT.LTD.\n",
      "SPREA MISR FOR CHEMICALS & PLASTICS\n",
      "nan\n",
      "nan\n",
      "Alwan Altaqadom Factory\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "LATI INDUSTRIA TERMOPLASTICI S.P.A.\n",
      "Manuli Stretch Deutschland GmbH\n",
      "SANJAY CHEMICALS (INDIA) PVT LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "RAVAGO DISTRIBUTION CENTER NV\n",
      "nan\n",
      "PLASTIC SIPA SUD\n",
      "Almaak International GmbH\n",
      "Sukano Sdn.Bhd.\n",
      "KUWAIT PETROLEUM CORPORATION\n",
      "Formosa Plastics Corporation\n",
      "Centrum Folii ZETFOL\n",
      "ANJUM CORPORATION\n",
      "nan\n",
      "QATAR INTERNATIONAL CABLES COMPANY\n",
      "GALA BRUSH LTD.\n",
      "J Ray McDermott Middle East lnc\n",
      "Basic Chemical Solutions Europe B.V\n",
      "nan\n",
      "SIPCHEM MARKETING COMPANY\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Solvochem - Holland B.V.\n",
      "nan\n",
      "Sun Chemical Saudi Arabia Limited\n",
      "Tradechem International FZE\n",
      "nan\n",
      "nan\n",
      "ZHEJIANG REALSUN CHEMICAL CO. LTD\n",
      "AL WATANIA PLASTICS\n",
      "ALVEG DISTRIBUCION QUIMICA SA DE CV\n",
      "Rayan Plastic Factory Co.\n",
      "TARO PLAST - EP DIOLO\n",
      "nan\n",
      "nan\n",
      "TASNEE\n",
      "KOREA PTG CO LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CAPITAL FREIGHT MANAGEMENT, INC.\n",
      "nan\n",
      "Golden Falcon Chemicals & Ingredien\n",
      "nan\n",
      "Balaji Amines Limited\n",
      "Paramount Communications Limited,\n",
      "AK-TAS DIS TICARET A.S.\n",
      "Al-Rahim Trading Co.(Pvt.) Ltd.\n",
      "Greenchem Industries LLC\n",
      "Riyadh Cables group of Companies\n",
      "nan\n",
      "EL MOHANDES CO.\n",
      "Radici Plastics USA Inc\n",
      "BALAJI AMINES LIMITED,\n",
      "National Paints Factories Co. LTD .\n",
      "HA ANH PHAT TRADE AND SERVICE COMPA\n",
      "Obegi for Chemical Industries & Pol\n",
      "Gujarat State Fertilizers\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Helm Korea Ltd.\n",
      "Resinex Rus AO\n",
      "nan\n",
      "JILANI POLY INDUSTRIES (PVT.) LIMIT\n",
      "King Abdulaziz City for Science\n",
      "nan\n",
      "nan\n",
      "EVERSHINE BUSINESS\n",
      "Shinkong Industry (Hanzhou) Co. Ltd\n",
      "KIL JIN KANG Construction Contracti\n",
      "nan\n",
      "nan\n",
      "BP PETRONAS ACETYLS SDN BHD\n",
      "Snetor US\n",
      "KHAWAJA INTERNATIONAL INDUSTRIES\n",
      "K. S. Plastics\n",
      "SHALIMAR PVC AND RUBBER INDUSTRIES\n",
      "B.J. BANGLADESH ACCESSORIES LTD.\n",
      "nan\n",
      "nan\n",
      "SWASTIK POLYMERS\n",
      "SUN POLYBLENDS PVT LTD\n",
      "Contimpex SA\n",
      "Hira Industries\n",
      "LASTING KNITS\n",
      "BASF Company Ltd. Ansan\n",
      "M CORPORAION 9FL\n",
      "Uniever Corporation\n",
      "nan\n",
      "Al Zuhair AMTE (PetroCorp)\n",
      "nan\n",
      "nan\n",
      "Amalchem International Contracting\n",
      "Sankyo Kasei Corporation\n",
      "nan\n",
      "NANTONG XINGCHEN SYNTHETIC\n",
      "nan\n",
      "nan\n",
      "TORRENT POWER LIMITED (CABLE UNIT)\n",
      "nan\n",
      "nan\n",
      "Golden Falcon Chemicals & Ingredien\n",
      "Safra Co. Ltd.\n",
      "Chemikuwait for Chemical Industries\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CLBT S.R.L. A SOCIO UNICO\n",
      "Repion Chemicals Factory\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "DUBAI NATURAL GAS CO.LTD\n",
      "nan\n",
      "nan\n",
      "Almaak International Gmbh\n",
      "HELM IBERICA SA\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "VISEN INDUSTRIES LTD.,\n",
      "nan\n",
      "National Paints Factories Co. Ltd.\n",
      "Polyden Werk II\n",
      "nan\n",
      "EASTMAN CHEMICAL B.V.\n",
      "MODERN SLIPPER INDUSTRIES PVT. LTD.\n",
      "Saudi Drip Irrigation Irrigation Co\n",
      "SOJITZ UK PLC\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Vitol Asia PTE. LTD\n",
      "RAHIM COMMODITIES FZC\n",
      "nan\n",
      "Bischof + Klein Polska GmbH\n",
      "nan\n",
      "Lotte Chemical Pakistan Limited\n",
      "Vinavil Egypt\n",
      "nan\n",
      "nan\n",
      "AL BILAD CATALYST CO. LTD.\n",
      "nan\n",
      "ASIA SILICONES MONOMER LIMITED\n",
      "nan\n",
      "PLASMAR PLASTIK VE KIMYA SANAYI\n",
      "Lamnalco Marine Services Co. Ltd.\n",
      "Fortune Oil Holdings Limited\n",
      "RNP-HAIL\n",
      "Dupont International Operations SA\n",
      "nan\n",
      "Mitsui& Co. (U.S.A), Inc.\n",
      "CELANESE PRODUCTION ITALY S.R.L\n",
      "SHENZHEN GREAT LINK LOGISTICS CO.,\n",
      "nan\n",
      "nan\n",
      "Gulf Cable & Electrical\n",
      "nan\n",
      "Jiangsu Yangtze Petrochemical Co.,\n",
      "SUPREME RUBBER INDUSTRIES\n",
      "Mitsubishi International GmbH\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "ANNAPURNA JUTTA CHAPPAL UDYOG PVT.L\n",
      "Vitol S.A.\n",
      "EL-Muhandes Co. For Trading & Manuf\n",
      "Farmson Analgesics\n",
      "Tokyo Marine\n",
      "RARA CHAPPAL UDYOG JEETPUR BARA\n",
      "Victoria Chemicals SP.ZO.O.\n",
      "YedahmChemical  Co.,Ltd\n",
      "nan\n",
      "CP and K (Thailand) Co., Ltd.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "MVL MEDISYNTH PRIVATE LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Jiangsu High Hope International\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Al-Battal Chemical Industries\n",
      "Globe Logistics\n",
      "Asia plastic factory ,\n",
      "B.K SALES CORPORATION\n",
      "nan\n",
      "Monument Chemical BVBA\n",
      "GODAVARI BIOREFINERIES LTD,\n",
      "AGRIPLAST SRL\n",
      "BASF Intertrade AG\n",
      "Jubilant Life Sciences Limited\n",
      "nan\n",
      "nan\n",
      "Indorama Petrocheme Limited\n",
      "Resinex Rus AO,\n",
      "CPC Corporation, Taiwan\n",
      "KHUSHEIM CHEMICAL COMPANY\n",
      "nan\n",
      "nan\n",
      "Ma'aden Phosphate Company\n",
      "nan\n",
      "Ampacet Luxembourg Sarl\n",
      "nan\n",
      "National Power Company / CO Proj.\n",
      "Ineos Europe AG\n",
      "nan\n",
      "ANOOPAM INDIA PVT LTD\n",
      "nan\n",
      "GSP CROP SCIENCE PRIVATE LIMITED,\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Pentokey Organy (India) LTD\n",
      "nan\n",
      "NEXT POLYMERS LTD\n",
      "DAIREN CHEMICAL CORPORATION\n",
      "AKRO-PLASTIC GMBH\n",
      "LAGUARDIA PETROLEUM (PVT) LIMITED,\n",
      "JUPAX VANIJYA PVT. LTD.\n",
      "PETROCHINA INTERNATIONAL (HONG KONG\n",
      "TOLO HOFYAN LTD\n",
      "Jiangyin Chengu Chemicals Bulk Stor\n",
      "RAHSHILA SYNTHETICS PVT.LTD.\n",
      "nan\n",
      "nan\n",
      "Linhai Realsun Chemical Co., Ltd\n",
      "RESINEX UKRAINE LLC\n",
      "RISHI FIBC SOLUTIONS PVT LTD\n",
      "Starlink Oilfield Supplies & Servic\n",
      "nan\n",
      "TRANSNATIONAL\n",
      "OXYDE CHEMICALS CHINA LIMITED\n",
      "nan\n",
      "Shanghai Coking & Chemical Corp.\n",
      "BULK LIQUID SOLUTIONS PVT LTD\n",
      "RENUKA AGENCIES LIMITED\n",
      "Basic Chemical Solutions (PTY) ltd.\n",
      "RELIANCE INDUSTRIES LIMITED\n",
      "Akin Chemicals Pvt. Ltd.\n",
      "IQAP Masterbatch Group S.L.U.\n",
      "Kolesnic Ltd\n",
      "Oman Trading International Ltd\n",
      "M R GUPTA & CO. PVT.LTD.\n",
      "JIANGSU SHENGHONG NEW-MATERIAL GROU\n",
      "Les Câbleries Electriques d’Alger\n",
      "Ideal Depoculuk Boya San.Ve Tic.Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "The Chemical Company\n",
      "RJM International Inc.,\n",
      "nan\n",
      "FORMOSA BP CHEMICALS CORPORATION\n",
      "nan\n",
      "nan\n",
      "HIND POLYFABS PRIVATE LIMITED\n",
      "nan\n",
      "KTM Kimyevi Maddeler Ithalat Ihraca\n",
      "nan\n",
      "GERMAN SAUDI INDUSTRIAL COMPANY\n",
      "nan\n",
      "Yildiz Entegre Agac San. VE TIC. A.\n",
      "nan\n",
      "UNITED CHEMICAL INDUSTRIES\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Abdulkarim Al Muhaidib Chemicals Es\n",
      "IDDO PLASTICS LIMITED\n",
      "ORGANIK KIMYA SANAYI VE TICARET A.S\n",
      "DSM India Private Limited.\n",
      "nan\n",
      "PRESTIGE FOOTWEAR INDUSTRIES\n",
      "United Chemical Company Factory\n",
      "Liefkenshoek Logistics Hub NV\n",
      "nan\n",
      "nan\n",
      "Clean Science and Technology Pvt. L\n",
      "nan\n",
      "nan\n",
      "Saudi Industrial Resins Limited\n",
      "nan\n",
      "nan\n",
      "Mitsui & Co. Deutschland GMBH\n",
      "nan\n",
      "SANFIRST CO.,LTD.\n",
      "SHINKONG SYNTHETIC FIBERS CORP.\n",
      "ARKEM KIMYA SANAYI VE TIC.A.S.\n",
      "Safra Co. Ltd.\n",
      "Premium Atlas Trading & Contr. Co.\n",
      "Avestra Chemical DMCC\n",
      "nan\n",
      "Solventis Limited\n",
      "nan\n",
      "CHANG CHUN PETROCHEMICAL CO., LTD.\n",
      "DELUXE TRADING & SERVICES W.L.L\n",
      "Petrochem Middle East FZE\n",
      "PKT LOGISTICS ( M ) SDN BHD\n",
      "Sun Chemical Portugal Ltd\n",
      "EPSAN FZ KIMYA PLASTIK SAN. VE TIC.\n",
      "Vitol Energy S.A.\n",
      "ZHEJIANG HUAMAO INTERNATIONAL CO.,\n",
      "Hur Kimya Tic. San. A.S.\n",
      "nan\n",
      "PTM Engineering Plastics (Nantong)C\n",
      "nan\n",
      "BASF Intertrade AG\n",
      "TO THE ORDER OF Oxyde Chemicals, In\n",
      "RELIANT PACKAGING FILMS LIMITED\n",
      "Al Sharq Plas L.L.C.\n",
      "Manuli Stretch Deutschland GmbH\n",
      "nan\n",
      "Chemax International  Corp.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SAUDI BASIC INDUSTRIES CORPORATION\n",
      "nan\n",
      "nan\n",
      "CHEMICAL SOLUTIONS EST FOR TRADING\n",
      "RAR Resin SARL\n",
      "SK CHEMICAL TRADING PTE LTD\n",
      "nan\n",
      "nan\n",
      "Caldara Plast S.r.l.\n",
      "Proquibasa Productos Quimicos\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ABDULWASI AHMED ABRAHIM IMPORT & EX\n",
      "nan\n",
      "nan\n",
      "1710-Jindal Films Americas-Sha\n",
      "Mabel Plast s.r.l\n",
      "nan\n",
      "PolyOne Th. Bergmann GmbH\n",
      "CHIMITRADE SPA\n",
      "nan\n",
      "nan\n",
      "Arab Co. for Cable Polymers Ltd. PL\n",
      "AL SABAHAT ENTERPRISES SUIT NO\n",
      "nan\n",
      "Selene S.p.A.\n",
      "JOVO CHEMICAL CO., LTD. DONGGUAN\n",
      "Intertek Polychemlab BV\n",
      "ESTER INDUSTRIES LIMITED,\n",
      "MEGASTRIKE INTERNATIONAL PRIVATE LI\n",
      "OOO\"POLYCOM\"\n",
      "UPL Limited\n",
      "SHRIBALAJI OVER SEAS PVT. LTD.\n",
      "CITY FOOTWEAR INDUSTRIES\n",
      "L B POLYMERS PRIVATE LIMITED\n",
      "M/S. CONTROL PRINT LIMITED,\n",
      "nan\n",
      "RP IT Villa d'Ogna\n",
      "PRAYAG POLYTECH P LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "HUNTSMAN HOLLAND NV\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "BP SINGAPORE PTE LIMITED\n",
      "nan\n",
      "Al Zuhair AMTE (PetroCorp)\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "ALPINE POLYFLEX\n",
      "Diamond Line FZE\n",
      "nan\n",
      "KKALPANA INDUSTRIES (INDIA) LIMITED\n",
      "PARAGON POLYMER PRODUCTS PVT LTD\n",
      "Sun Chemical Group SPA\n",
      "nan\n",
      "nan\n",
      "JIANGYIN GOLDEN BRIDGE CHEMICAL CO.\n",
      "C and P Shoe Industries Ltd.\n",
      "Celanese Singapore Pte Ltd\n",
      "WILMAR BIOENERGI INDONESIA\n",
      "Boushehr Chemical Co.,\n",
      "MLJP CHEMICALS LIMITED\n",
      "ANIKET POLYMERS PVT.LTD.\n",
      "Cleanburn Petro Inc.\n",
      "canceled\n",
      "M/S R.S. Organics PVT LTD. AD-30A\n",
      "CMI Limited\n",
      "Zenrock Commodities Trading Pte. Lt\n",
      "ELGEDDAWI ESTABLISHMENT\n",
      "PARAGON POLYMER PRODUCTS PVT.LTD.\n",
      "nan\n",
      "Doha Cables Qatar\n",
      "nan\n",
      "Coral Energy DMCC\n",
      "RELAXO FOOTWEARS LIMITED.\n",
      "nan\n",
      "nan\n",
      "Boushehr Chemical Co.,\n",
      "nan\n",
      "VOPAK CHEMICAL TERMINALS BELGIUM NV\n",
      "STR Tank-Container-Reinigung GmbH\n",
      "nan\n",
      "Gulf Cable & Multi Industries Co.\n",
      "nan\n",
      "SHYAM PLASTIC INDUSTRIES\n",
      "WAQAR PLASTICS (PVT.) LIMITED\n",
      "nan\n",
      "nan\n",
      "Mitsubishi Gas Chemical Singapore P\n",
      "INDIAN PETROCHEMICALS CORPN LTD\n",
      "nan\n",
      "HASEEB IMPEX\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Abdulla Fouad Holding Co.\n",
      "ALPINE POLYRUB PVT LTD\n",
      "Jesons Industries Ltd\n",
      "NIPPON PLASTICS\n",
      "M/s Samson Compounds Ltd\n",
      "Oxyde Belgium Bvba\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Gulf Advanced Cable Insulation Comp\n",
      "LA BELA FOOTWEAR INDUSTRIES\n",
      "nan\n",
      "STARLINK STEEL DRUMS LLC\n",
      "nan\n",
      "CRESCENT ORGANICS PVT LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "ARMADILLO DIS TICARET A.S.\n",
      "Sirmax Spa\n",
      "Sun Chemical SAS\n",
      "Will & Co. B.V.\n",
      "SHANGHAI GARSON PETROLEUM AND\n",
      "TRADECHEM INTERNATIONAL FZE\n",
      "Silpak Industires Ltd.\n",
      "nan\n",
      "nan\n",
      "Deepak Fertilizers And Petrochemica\n",
      "BIRDVIEW INTERNATIONAL LIMITED\n",
      "nan\n",
      "HASCOL PETROLEUM LIMITED\n",
      "Global P-Polimeros & Aditivos Lda\n",
      "Ladaen alriyadh plastic factory\n",
      "TELCO TRADE\n",
      "nan\n",
      "SWASTIK PLASTIC UDYOG\n",
      "SOHAM WORLD TRADE PVT.LTD.\n",
      "Petkim Petrokimya Holding A.S.\n",
      "nan\n",
      "AL HAMD PETROCHEMICALS (PVT)\n",
      "Archroma Argentina SA\n",
      "K.S.F. TRI-ZONE INDUSTRIES(PVT)LTD.\n",
      "Kemsol Limited\n",
      "M/s. Metatex (Pvt) Ltd\n",
      "SHIVALIK ENTERPRISES\n",
      "Vinmar Overseas ltd.\n",
      "Caldara Plast S.r.l.\n",
      "Famous Industries\n",
      "MAYUR SURYAKANT KOTHARI\n",
      "SANCHAR POLYTUBES\n",
      "Polychem Resins International Indus\n",
      "Ashwa Technologies Ltd.\n",
      "nan\n",
      "MITSUI & CO. DEUTSCHLAND GMBH\n",
      "Hitech Industries FZE\n",
      "LIANHE CHEMICAL TECHNOLOGY CO., LTD\n",
      "KRISHNA INTERNATIONAL\n",
      "AUROBINDO PHARMA LIMITED\n",
      "nan\n",
      "Oman Refineries & Petrochemicals\n",
      "nan\n",
      "nan\n",
      "TRANSWORLD BUSINESS CORPORATION\n",
      "nan\n",
      "CONTROL PRINT LTD.\n",
      "Eurasiacorp NV\n",
      "John Hellyar and Company Limited\n",
      "RUBCHEM INDIA PVT. LTD.\n",
      "Tricon Energy LTD\n",
      "nan\n",
      "SNETOR MAROC SARL\n",
      "nan\n",
      "Abdulla Fouad Company\n",
      "UniMark Road Paints Factory\n",
      "Astra Polymers (Jebel Ali Branch)\n",
      "M/S. BANANI RUBBER INDUSTRIES\n",
      "nan\n",
      "REYENVAS S.A.\n",
      "Al Sharq Plastic Industries\n",
      "ElSewedy Cables Egypt\n",
      "MARUTI PACKAGERS PVT LTD\n",
      "nan\n",
      "Innovative\n",
      "J.ZEE ENTERPRISES\n",
      "LILA POLYMERS PVT LTD\n",
      "AAR KAY CHEMICALS\n",
      "AL NAHDA INTERNATIONAL\n",
      "AL QARYAN GROUP\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Tricon Energy LTD\n",
      "nan\n",
      "YUG INTERNATIONAL PRIVATE LIMITED\n",
      "National Commercial Bank\n",
      "nan\n",
      "nan\n",
      "CHEMFRONT INTERNATIONAL CORP.\n",
      "SAIM PLASTIC\n",
      "nan\n",
      "Jubail Chemical Industries Co . (JA\n",
      "National Paints Factories Co.Ltd\n",
      "HE SHINE CHEMICAL CO., LIMITED\n",
      "SHARP BRIDGE INTERNATIONAL LTD.\n",
      "Dupont De Nemours\n",
      "nan\n",
      "AGRIPLAST SRL\n",
      "Advanced Chemical Industrial Compan\n",
      "nan\n",
      "Itelyum Purification S.r.l.\n",
      "Mixer Srl\n",
      "M/S. RAKSHIT PHARMACEUTICALS LIMITE\n",
      "Formosa Plastics Corporation\n",
      "Basic Chemical Solutions (PTY) ltd.\n",
      "ABDUL KADER & MOHMMED DADIKHI CO\n",
      "nan\n",
      "nan\n",
      "ELITE INDUSTRIES\n",
      "EMMENNAR PHARMA Pvt. Ltd.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "B N POLYMERS PVT LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "BIOTECH ENERGY (PVT) LIMITED\n",
      "Ravago Group\n",
      "Hanwha Yeosu Plant\n",
      "Aalam Al Feker\n",
      "Building Chemicals Company S.A.L\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Hanwha Chemical R&D Center\n",
      "HANWHA INTERNATIONAL (S) PTE LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Saleh & Abdulaziz Abahsain Chemical\n",
      "WENZHOU LEJOIN MATERIAL CO., LTD.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CLBT S.R.L. a Socio Unico\n",
      "nan\n",
      "Clariant\n",
      "KEI Industries Limited\n",
      "INVISTA S.A.R.L\n",
      "BDS POLYCHEM\n",
      "nan\n",
      "nan\n",
      "Wihelmsen Premier Marine Fuels\n",
      "AMMAR AL HAJI MAJID YACEEN\n",
      "Nantong Chemical & Light Industry C\n",
      "Mitsui & Co. ltd\n",
      "Tejana Trading & Management Service\n",
      "nan\n",
      "BARWIL AGENCIES LTD\n",
      "nan\n",
      "Stolt Container Terminal B.V\n",
      "Lotte Pakistan PTA Limited,\n",
      "Meltem Kimya ve Teks\n",
      "Ravago Distribution SA - Italian Br\n",
      "nan\n",
      "RELAXO FOOTWEARS LIMITED.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "MOHIT OVERSEAS\n",
      "Saudi Methacrylates Company (SAMAC)\n",
      "nan\n",
      "nan\n",
      "Gulf Desert Chemical Co. ( GDC)\n",
      "nan\n",
      "Eagle Polymers\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "BROTHERS TRADING CORPORATION\n",
      "CORYS PACKAGING LLC\n",
      "Landy Industries Limited\n",
      "PRIMA FOR PAINTS\n",
      "SHAHEEN PLASTIC AND RUBBER INDUSTRI\n",
      "MRP INDUSTRIES PVT. LTD.\n",
      "nan\n",
      "nan\n",
      "ASHA INDUSTRY\n",
      "Societe Pour Le Compoundage en Cote\n",
      "Farmson Analgesics\n",
      "Jindal Films Europe Brindisi SRL\n",
      "M/S. TASLIMA INDUSTRY\n",
      "PASHUPATI POLYMERS\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Helm Hong Kong Ltd.\n",
      "TUNISIE CABLES\n",
      "SUZHOU AONI CHEMICALS CO.LTD\n",
      "TRANS-UNION INT’L LOGISTICS CO., LT\n",
      "Asahi Kasei Plastics Singapore\n",
      "KAPUR RUBBER INDUSTRIES\n",
      "MADAAN RUBBER (INDIA)\n",
      "nan\n",
      "nan\n",
      "PI PolyBlendz Pvt Ltd\n",
      "nan\n",
      "nan\n",
      "DYNAMIC SOLUTIONS TRADING COMPANY\n",
      "LG INTERNATIONAL CORP.\n",
      "nan\n",
      "nan\n",
      "Al Majwal Co. For Trading &\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Sprea Misr  S.A.E.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "MODY RESINS PVT LTD\n",
      "Celanese Corporation\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SHAKIL PVC POLYMER AND RUBBER INDUS\n",
      "Kensalt Ltd.\n",
      "VINAYAK POLYMERS INC\n",
      "LIFE PETROCHEM TANK TERMINAL (LPTT)\n",
      "nan\n",
      "Helm Kimya Ltd. Sirketi\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Euchem SRL\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "BASF Company Ltd. Yesan\n",
      "nan\n",
      "Hazmat Logistics\n",
      "Shandong Wanbao Chemicals Co., Ltd.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "MASOOM CORPORATION\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Wacker Chemicals Korea Inc.\n",
      "nan\n",
      "Oqema GmbH\n",
      "ENGINEERING PLASTICS BUSINESS -SOUR\n",
      "Al-Boayz Trading Co. Ltd.\n",
      "Polyden Folienfabrik Gmbh\n",
      "JIANGSU SAILBOAT PETROCHEMICAL CO.,\n",
      "MOHAN RUBBER\n",
      "SOLVAY SOLUTIONS ITALIA S.P.A\n",
      "THAI POLYACETAL CO., LTD.\n",
      "nan\n",
      "Energy & Environment Company\n",
      "GREENCHEM INDUSTRIES, LLC\n",
      "Tricon Energy Ltd.\n",
      "CRESCENT ORGANICS PVT LTD\n",
      "nan\n",
      "nan\n",
      "Professional Speciality Chemicals C\n",
      "nan\n",
      "ACS Dobfar S.p.A\n",
      "A. Schulman\n",
      "nan\n",
      "DK Kunststoff-Service Gmbh\n",
      "nan\n",
      "HIRDAY OVERSEAS\n",
      "ASIA PETROCHEMICALS LLC,\n",
      "BASF SE\n",
      "nan\n",
      "German Metal Surface Treatment\n",
      "nan\n",
      "MAZEEJ TECHNICAL PLASTIC FZE\n",
      "Jiangsu Heshili New Material Co.,Lt\n",
      "OSWAL CABLE PRODUCTS\n",
      "nan\n",
      "Vitol-S.A. Roterdam branch\n",
      "RESFOR S.A.\n",
      "nan\n",
      "Momy Khass Mbacke\n",
      "Al Fanar Cables\n",
      "Versalis S.p.a.\n",
      "B K SALES CORPORATION\n",
      "PETRONAS CHEMICALS MARKETING (LABUA\n",
      "nan\n",
      "nan\n",
      "Celanese Production Italy SRL\n",
      "Lanxess Produktion Dubay\n",
      "Radici Novacips S.p.a.\n",
      "nan\n",
      "Durethan Uerdingen\n",
      "ENICAB\n",
      "JAGRITI PLASTICS LTD.\n",
      "Nantong Chemical and Light Industry\n",
      "Polymer Resources LTD\n",
      "SAMSUNG-BP CHEMICALS CO., LTD.\n",
      "Daicel Trading (Shanghai)Ltd.\n",
      "HATCO\n",
      "Plastiblends India Limited\n",
      "Toray Industries, Inc.,\n",
      "nan\n",
      "Univar BV\n",
      "nan\n",
      "EUROTEC MUH. PLASTIKLERI SAN VE TIC\n",
      "SHANGHAI HUACHEN ENERGY CO LTD\n",
      "nan\n",
      "Finsterwalder Transport und\n",
      "M/S. ATM INDUSTRIES (PVT) LTD\n",
      "ABDUL QADIR AND COMPANY\n",
      "Falcon Chemicals LLC\n",
      "nan\n",
      "nan\n",
      "BEYONICS PRECISION (MALAYSIA) SDN B\n",
      "ARB CONVEYORS\n",
      "nan\n",
      "nan\n",
      "BGN INTERNATIONAL DMCC\n",
      "Gapuma Egypt Limited, Cairo, Egypt.\n",
      "nan\n",
      "Ravago Distribution SA\n",
      "Eastern Insulation Co. Ltd. (Sample\n",
      "CLP INDUSTRIES SDN BHD\n",
      "nan\n",
      "RP US WADSWORTH\n",
      "Sun Chemical Ltd (UK)\n",
      "ALSAN RUBBER AND CHEMICALS PVT. LTD\n",
      "TOP CLASS PLSTICS\n",
      "Vopak Terminals Singapore Ltd.,\n",
      "ANAND TRADELINK PVT LTD\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "C J Shah and Co.,\n",
      "nan\n",
      "MANIK RUBBER AND CHEMICALS\n",
      "JOOSUNG SEA & AIR CO.,LTD\n",
      "nan\n",
      "nan\n",
      "Aurus International\n",
      "SYNTHETIC PACKERS PVT LTD\n",
      "Bangkok Cable Co., Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CLASSIC FOOTWEAR INDUSTRIES KATHARI\n",
      "He Shine Chemical Co., Limited\n",
      "nan\n",
      "nan\n",
      "SEA WISE INTERNATIONAL LOGISTICS CO\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Petrochem Middle East (India) Pvt L\n",
      "JUBAIL CHEVRON PHILLIPS CO\n",
      "Ashland Specialities UK Ltd\n",
      "DAHAIR TRADING PLC NEFAX SILK LAFTO\n",
      "RAM-NATH & CO PVT LTD\n",
      "SEHRIN PVC AND RUBBER INDUSTRIES\n",
      "nan\n",
      "STARLITE INDUSTRIES PRIVATE LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Al Asas Insulation Products\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "KKALPANA INDUSTRIES (INDIA) LIMITED\n",
      "Plastika Kritis S.A.\n",
      "nan\n",
      "COMFIT RUBBER\n",
      "nan\n",
      "AHMED AL JASSIR &SNONS CO\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Samsung-BP Chemicals Co., Ltd.\n",
      "Creativity Masterly\n",
      "nan\n",
      "FARABI DOWNSTREAM COMPANY\n",
      "nan\n",
      "ARUNIL POLYBIZ PRIVATE LIMITED\n",
      "nan\n",
      "JMS Enterprises\n",
      "Romcolor Main Plant Bucharest\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Dupont De Nemours (Deutschland) Gmb\n",
      "Emeraude Polymers DMCC\n",
      "Baalbaki for Industry and Trade\n",
      "ALQUDS CO. FOR PLASTIC\n",
      "nan\n",
      "ITOCHU GUANGZHOU LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Trading and Development Co.\n",
      "GEMOIL (SINGAPORE) PTE LTD\n",
      "Biesterfeld International GmbH\n",
      "nan\n",
      "nan\n",
      "Taru Vikas Pvt Ltd.\n",
      "XINJIANG MARKOR EXPRESS SUPPLY CHAI\n",
      "SNETOR MAROC SARL\n",
      "SHAH LAXMINARAYAN SATISHCHANDRA\n",
      "AquaChemie GT LLC\n",
      "M/S. AHMAD PALSITC\n",
      "CHANG CHUN PLASTICS CO., LTD.\n",
      "Charoong Thai Wire & Cable Public C\n",
      "Innovation Progress\n",
      "Pharaos for sponge and adhesives\n",
      "nan\n",
      "Dolphin Energy Limited\n",
      "nan\n",
      "PLASTYCHEM  S.A.E.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Debs international factory for\n",
      "Jubilant Life Sciences Limited\n",
      "Monahan Filaments\n",
      "SK Global Chemical Co., LTD\n",
      "LAKHANI FOOTWEAR PVT LTD\n",
      "nan\n",
      "nan\n",
      "Jeddah Factory for Chemicals Indstr\n",
      "nan\n",
      "nan\n",
      "HYOSUNG CHEMICALS(JIAXING) CO., LTD\n",
      "PetroCorp, LE TEMPS\n",
      "nan\n",
      "KEC International Limited\n",
      "THE PEC LTD\n",
      "MODERN NATIONAL CHEMICAL.\n",
      "nan\n",
      "DEVANSH CHEMICALS PVT.LTD.\n",
      "RAJ OVERSEAS\n",
      "BLS POLYMERS LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Fibremakers Australia Pty Ltd\n",
      "OOO POLYCOM\n",
      "nan\n",
      "Safra Co. Ltd.\n",
      "nan\n",
      "nan\n",
      "UNICON PLASTIC CORPORATION\n",
      "Aurus International\n",
      "Daichem Pte Ltd\n",
      "Godfrey Hirst - Accounts Dept.\n",
      "Reda National co\n",
      "nan\n",
      "Crown Industries Limited\n",
      "nan\n",
      "BIECO\n",
      "BLOCK\n",
      "K. R. INDUSTRIES\n",
      "SOCAR TURKEY PETROL ENERJI DAGITIM\n",
      "US Petrochemicals Inc.\n",
      "Mider-Helm Methanol Vertriebs GmbH\n",
      "National Company for Mechanical Sys\n",
      "SHREE CHEM TRADING FZE\n",
      "nan\n",
      "Great Wall Footwear (Nigeria) Limit\n",
      "Shell Trading Rotterdam BV\n",
      "DELCO INTERNATIONAL PVT.LTD.\n",
      "JAY SHREE COMPANY, PVT. LTD.,\n",
      "JAYSHREE POLYMERS PVT.LTD.\n",
      "OCI ( HONG KONG ) Limited\n",
      "nan\n",
      "MITSUBISHI CHEMICALS CORPORATION\n",
      "nan\n",
      "nan\n",
      "ALI OIL TRADING CO\n",
      "VOPAK CHEMICAL TERMINALS BELGIUM N.\n",
      "ANNAPURNA SLIPPER INDUSTRIES PVT, L\n",
      "BATA SHOE KENYA PLC\n",
      "Formosa Petrochemical Corporation\n",
      "Life Chemicals Group\n",
      "Rhodia Operations\n",
      "Terminal Tepsa Tarragona\n",
      "nan\n",
      "CSA Chemicals Sdn Bhd\n",
      "nan\n",
      "UNID GLOBAL CORPORATION\n",
      "M/S GSI FACTORY\n",
      "Power Chemical Industries (Pvt.) Lt\n",
      "nan\n",
      "Alfred Talke Gmbh & Co.\n",
      "Havells India Ltd.\n",
      "nan\n",
      "Barcelonesa de drogas y productos\n",
      "nan\n",
      "nan\n",
      "Productos Quimicos Barcelona, S.A.\n",
      "TRADECHEM INTERNATIONAL FZE\n",
      "KOLON PLASTICS\n",
      "UNIVERSAL FOOTWEAR AND\n",
      "INTERPLAST CO. LTD\n",
      "Rhenus Logistics S.p.A.,\n",
      "EKTRA Thermal Laminating Films Fact\n",
      "nan\n",
      "KINGFA SCIENCE & TECHNOLOGY (INDIA)\n",
      "nan\n",
      "nan\n",
      "LASER POWER & INFRA PVT. LTD.\n",
      "BANIK RUBBER INDUSTRIES INDIA PVT.L\n",
      "Napco Packaging Systems Co. Ltd\n",
      "SANJIANG CHEMICAL CO., LTD\n",
      "nan\n",
      "nan\n",
      "TISAN MUHENDISLIK PLASTIKLERI\n",
      "PREMIUM ATLAS CO LTD\n",
      "nan\n",
      "nan\n",
      "Federal-Mogul Powertrain\n",
      "nan\n",
      "nan\n",
      "COSMOSS VU LIMITED\n",
      "OCI (HONG KONG) LTD\n",
      "nan\n",
      "A. B. PACIFIC INDUSTRIAL CO. LTD.\n",
      "CKG Chemicals Pte Ltd,\n",
      "SAMSUNG C&T JAPAN CORPORATION\n",
      "VANACHAI CHEMICAL INDUSTRIES CO., L\n",
      "Zhuhai Long Success Chemical Indust\n",
      "nan\n",
      "Eastman Chemical Company\n",
      "nan\n",
      "BANGLORE POLYCOTTERS PVT. LTD.\n",
      "HAMTECH SARL\n",
      "Zhejiang Sunrise Fine Chemicals Co.\n",
      "nan\n",
      "TRIESA COMPOUNDS S.L.\n",
      "nan\n",
      "nan\n",
      "Tricon Energy LTD\n",
      "Surabhi Enterprises\n",
      "SAMSUNG-BP CHEMICALS CO., LTD.\n",
      "GUANGDONG HUA WEI SUPPLY CHAIN LIMI\n",
      "PRESTIGE FOOTWEAR INDUSTRIES\n",
      "Saudi Speciality Chemical Ind.\n",
      "Snetor US\n",
      "Worldrep Chemicals\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "ABHISHEK PLASTIC INDUSTRIES\n",
      "CHEM-EDGE GLOBAL PVT.LTD,\n",
      "RHENUS LOGISTICS, S.A.U\n",
      "Ozsahin Suni Kösele San. ve Tic. A.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Caldic Chemie B.V.\n",
      "SHANGHAI HUAYI GROUP\n",
      "FLOKSER TEKSTIL SANAYI VE TICARET A\n",
      "British Offset Office\n",
      "nan\n",
      "nan\n",
      "Dovechem Chemical Industries (KTN)\n",
      "Akin Chemicals PVT.LTD,\n",
      "nan\n",
      "nan\n",
      "UNIEVER CORPORATION\n",
      "nan\n",
      "RAK Petropack LLC\n",
      "nan\n",
      "nan\n",
      "LOTTE BP CHEMICAL CO.\n",
      "nan\n",
      "nan\n",
      "RELIANCE INDUSTRIES LIMITED,\n",
      "nan\n",
      "nan\n",
      "ASCC ENTERPRISES ASIA-PACIFIC PTE L\n",
      "nan\n",
      "PROFESSIONAL RUBBER INDUSTRIES\n",
      "FARIDA SHOES PVT LTD\n",
      "Energya Plastics CO\n",
      "PAK-HY OILS LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "M.H. Enterprises L.L.C\n",
      "nan\n",
      "nan\n",
      "ELHOSSARY COMPANY\n",
      "nan\n",
      "nan\n",
      "TIRUPATI IMPORTS\n",
      "MIDWEST TRADE INTERNATIONAL FZE\n",
      "TOP PRIVATE LIMITED COMPANY\n",
      "nan\n",
      "nan\n",
      "ALPINE POLYFLEX\n",
      "nan\n",
      "nan\n",
      "Daicel Trading (Shanghai) Ltd.\n",
      "Nan Ya Plastics Corporation\n",
      "KLJ POLYMERS AND CHEMICALS LTD. U-I\n",
      "METHANEX SERVICES (SHANGAI) CO. LTD\n",
      "GANGA DARSHAN SEWASHRAM\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "TACO POLIMER KIMYA SAN. VE TIC.\n",
      "BRB Cable Industries Ltd.\n",
      "nan\n",
      "BASF (Malaysia) sdn. bhd.\n",
      "EnerPlastics LLC\n",
      "Middle East Chemical Manufacturing\n",
      "RHENUS PORT LOGISTICS SP. Z.O.O.\n",
      "Wacker Chemie AG\n",
      "nan\n",
      "nan\n",
      "LCY CHEMICAL CORP.\n",
      "nan\n",
      "Everspring Middle East WLL\n",
      "GSP CROP SCIENCE PRIVATE LIMITED\n",
      "Tirupati Plastomatics Pvt Limited\n",
      "EVERSHINE INTERNATIONAL\n",
      "Vopak Terquimsa\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Noble Resources & Trading India P.L\n",
      "NEELKANTH SALES CORPORATION\n",
      "nan\n",
      "BAG POLY INTERNATIONAL PVT. LTD\n",
      "Jeddah Cables Company,\n",
      "nan\n",
      "AL-KHONAINI GEN. TRAD. & CONT. CO\n",
      "BANK OF BARODA, CFS-II, FORT BR.,MU\n",
      "BASF COMPANY LTD\n",
      "RUIA INDUSTRIES PVT.LTD.,67,Ideal\n",
      "SMP Societé Maghrébine des Polymère\n",
      "TORAY INTERNATIONAL, INC.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "PODDAR PIGMENTS LTD\n",
      "TH Holdings Co. Ltd\n",
      "nan\n",
      "INDIAN ACRYLICS LIMITED\n",
      "MVL MEDISYNTH PRIVATE LIMITED PLOT\n",
      "nan\n",
      "M/S TALISMA INDUSTRY\n",
      "Mitsubishi Corporation\n",
      "Delete\n",
      "Siegwerk Druckfarben AG & Co.  KGaA\n",
      "nan\n",
      "TO THE ORDER OF KTM SA\n",
      "Univar B.V.\n",
      "VALSONS ENTERPRISES\n",
      "nan\n",
      "UNIEXCEL LIMITED\n",
      "PT.MUSIM MAS\n",
      "Kingfa Science & Technology\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "C.O.I.M. S.p.A.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Wintech Polysol Pvt.ltd.,\n",
      "nan\n",
      "Malcolm Industries\n",
      "Noor Petroleum139-A, Block-A,\n",
      "nan\n",
      "nan\n",
      "SUPERBA\n",
      "nan\n",
      "nan\n",
      "EASTERN POLYMER LTD\n",
      "RAVAGO MIDDLE EAST\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Camille Azzouz\n",
      "nan\n",
      "nan\n",
      "Bischof + Klein Middle East Co (Del\n",
      "ISP TECHNOLOGIES INC\n",
      "nan\n",
      "nan\n",
      "SOUTHERNPEC(SINGAPORE) PTE LTD.\n",
      "nan\n",
      "nan\n",
      "ACS Dobfar SpA\n",
      "M/S QAZI AND CO.\n",
      "HONGKONG CHARM INTERNATIONAL TRADIN\n",
      "nan\n",
      "DAICHEM PTE LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "DESCON CHEMICALS LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Sotrafa S.A.\n",
      "IQAP Masterbatch Group S.L.U.\n",
      "nan\n",
      "nan\n",
      "KOLMAR GROUP AG\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "HINDPRAKASH TRADELINK  PRIVATE LIMI\n",
      "Ravago Distribution NV\n",
      "ASIA SILICONES MONOMER LIMITED\n",
      "Anglès Textil, S.A.\n",
      "S.A BAGRESH PLC\n",
      "Shanghai Pudong Int'l\n",
      "Avic International Minerals and Res\n",
      "nan\n",
      "ETS. CONIMEX AV. SONAS N 5 C/MATADI\n",
      "nan\n",
      "Shiny Chemical Ind. Co., Ltd.\n",
      "nan\n",
      "BRITISH OFFSET\n",
      "International Gases Company\n",
      "Hydro S&S Industries Limited\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Solvochem East Africa Ltd\n",
      "KH Chemicals BV\n",
      "nan\n",
      "SERVICE INDUSTRIES LTD.,\n",
      "Acumen Engineering (Shanghai) Co.,\n",
      "KLENE PAKS LTD.\n",
      "EURL DMP\n",
      "GRAND GROUP CORPORATION\n",
      "Hani Azzouz\n",
      "nan\n",
      "Sankhla Vinyl PVT.LTD.\n",
      "Polykemi AB\n",
      "SHUBHAM CHEMICALS & SOLAVENTS LTD.\n",
      "PSA POLYMERS PVT. LTD.\n",
      "nan\n",
      "DASS CHEMICAL INDUSTRIES\n",
      "nan\n",
      "Lanxess Corporation\n",
      "TULSIRAM HANUMAN BAGAS GILADA,\n",
      "Standic B.V.\n",
      "Sumitomo Chemical Singapore Pte Ltd\n",
      "POLY PACK (PVT) LIMITED\n",
      "nan\n",
      "THE PADMA PLASTIC INDUSTRIES\n",
      "nan\n",
      "Cossa Polimeri S.r.l\n",
      "nan\n",
      "Aqaseem Factory Co. for Chemical &\n",
      "CAMPI Y JOVE S.A.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "B.K. SALES CORPORATION\n",
      "nan\n",
      "JIANGYIN GOLDEN BRIDGE CHEMICALS CO\n",
      "SK CHEMICAL TRADING PTE LTD\n",
      "SIPCHEM EUROPE SA\n",
      "YILKEM KIMYA SANAYI VE TICARET A.S.\n",
      "nan\n",
      "nan\n",
      "M/s. Green Footwear Industries\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Surbhee Polymers Pvt. Ltd\n",
      "nan\n",
      "nan\n",
      "HELM IBERICA, S.A.\n",
      "nan\n",
      "Global P - Polímeros e Aditivos, Ld\n",
      "nan\n",
      "nan\n",
      "KOREA PTG CO., LTD\n",
      "nan\n",
      "DIRAR DAABOUL\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Snetor U.S. Inc\n",
      "Pon Pure Chem (P) LTD\n",
      "nan\n",
      "PESHAWAR PARTICLE BOARD INDUSTRIES\n",
      "nan\n",
      "Univar B.V.\n",
      "B.K. SALES CORPORATION\n",
      "SWASTIK TRADERS\n",
      "Formosa Petrochemical Corporation\n",
      "MULTI TRADE LIMITED FZC\n",
      "STRAND GROUP DEVELOPMENTS PTY LTD\n",
      "M.AMIN ENTERPRISES\n",
      "nan\n",
      "Star Factory\n",
      "nan\n",
      "Triptik Trading S.A.\n",
      "SPREA MISR FOR CHEMICALS AND\n",
      "MEGULOSA VICO SAS\n",
      "ASIA SILICONES MONOMER LIMITED\n",
      "JR POLYMERS\n",
      "RHENUS PORT LOGISTICS SP. Z.O.O.\n",
      "SAMSUNG C&T CORPORATION.,\n",
      "Daichem USA LLC\n",
      "Sahara Petrochemicals Company\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "BINNY WADS PVT LTD\n",
      "National Commercial Bank\n",
      "nan\n",
      "nan\n",
      "G. Valota S.p.a\n",
      "VARDHAMAN POLYPACK\n",
      "VINAVIL SPA\n",
      "nan\n",
      "UNIVAR KIMYA SANAYI VE DIS TICARET\n",
      "Eastman Chemical Company\n",
      "RAVAGO ITALIA SPA\n",
      "Saudi Cables\n",
      "nan\n",
      "Rex-Tone Industries Ltd.\n",
      "nan\n",
      "DIRAR DAABOUL\n",
      "United Chemicals Marketing Est. Co.\n",
      "NIKHIL ADHESIVES LTD\n",
      "MITSUI  & CO. DEUTSCHLAND GMBH\n",
      "Chinese Petroleum  Corp.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "ANUJ IMPEX\n",
      "JAYALAKSHMI POLY PACKS PVT. LTD.\n",
      "JSC SOATE\n",
      "KLJ POLYMERS AND CHEMICALS LTD.\n",
      "Mitsui & Co. Plastics Ltd.\n",
      "RAINBOW PACKAGING PVT LTD\n",
      "The first stage Factory No. 157\n",
      "Siegwerk Druckfarben AG & Co.  KGaA\n",
      "Oxyde Chemicals, Inc.\n",
      "Ravago Chemicals Spain S.A.\n",
      "Magazzino Carbodoll\n",
      "nan\n",
      "KSF TRI ZONE INDUSTRIES PVT. LTD.,\n",
      "nan\n",
      "SIPCHEM EUROPE SA\n",
      "nan\n",
      "SOLVENTIS LTD  C/O SOLVENTIS BVBA\n",
      "nan\n",
      "Blend Polymer Industries L.L.C\n",
      "nan\n",
      "RAVAGO MANUFACTURING INDIA Pvt. Ltd\n",
      "JIANGSU YANGTZE PETROCHEMICAL CO.,\n",
      "nan\n",
      "Zhejiang Zitic Imp and Exp Co.,Ltd\n",
      "BAJRANGBALI INDUSTRIES\n",
      "SINOPEC CHEMICAL COMMERCIAL HOLDING\n",
      "nan\n",
      "A. Barbier et Cie\n",
      "nan\n",
      "Saudi Formaldehyde Chemical Company\n",
      "nan\n",
      "CHANG CHUN PETROCHEMICAL CO., LTD.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tokyo Marine Europe Co., Ltd.\n",
      "nan\n",
      "SUNDEEP INDUSTRIES\n",
      "nan\n",
      "FAST OIL (PVT) LTD,\n",
      "KARTHIKEY INDUSTRIES\n",
      "nan\n",
      "RAM CHARAN COMPANY PVT LTD.,\n",
      "AL HALEEF FACTORY\n",
      "nan\n",
      "EASTMAN CHEMICAL COMPANY\n",
      "PLASMAD\n",
      "SUMITOMO CORPORATION THAILAND LTD.\n",
      "Pearl Insulation Material Industrie\n",
      "MADHURA RUBBERS\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Shomoul Holding\n",
      "AROMA ORGANICS LTD.\n",
      "Dupont De Nemours\n",
      "CALCO POLY TECHNIK PVT LTD.\n",
      "SASA POLYESTER SANAYI A.S.\n",
      "Vinmar International  Ltd.\n",
      "nan\n",
      "RAWEHT ALASBEGAH FACTORY\n",
      "BAY RUBBER LIMITED.,\n",
      "Hanwha Corporation\n",
      "nan\n",
      "Inam Chemcial\n",
      "nan\n",
      "KEI Industries Limited\n",
      "Taldeen Plastic Solutions Company\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "B.K. SALES CORPORATION\n",
      "nan\n",
      "Grünig KG\n",
      "Relaxo Footwears Limited\n",
      "UNIVAR Kimya Sanayi ve Dis Ticaret\n",
      "VIDYA METAL MANUFACTURING CO. PVT.\n",
      "nan\n",
      "nan\n",
      "GLOBAL CHEMIE ASCC LIMITED\n",
      "Dairen Chemical Corporation\n",
      "NINGBO YOUNGOR INTERNATIONAL TRADE\n",
      "POLYPLASTICS ASIA PACIFIC SDN BHD\n",
      "nan\n",
      "Sanpac Africa Ltd\n",
      "nan\n",
      "nan\n",
      "ZEMEX PETROCHEMICALS PRIVATE LIMITE\n",
      "INTERNATIONAL POLYMERS COMPANY\n",
      "GOURISHANKER POLYMERS\n",
      "nan\n",
      "RIXOS TRADING PLC\n",
      "SUMITOMO CHEMICAL ASIA PTE. LTD.\n",
      "nan\n",
      "Stolt Container Terminal B.V\n",
      "AL-BASMA PAINTS & CHEMICALS FATORY\n",
      "PLAST POLY LIMITED,\n",
      "nan\n",
      "Mourina development and Investment\n",
      "nan\n",
      "nan\n",
      "ESS AAR PETROCHEM PVT LTD\n",
      "ROYAL INTERNATIONAL,\n",
      "Epsan Plastik San. Tic. A.S.\n",
      "M/S C&P Shoes Industries Ltd\n",
      "POWER CHEMICAL INDUSTRIES LIMITED,\n",
      "nan\n",
      "Vinshil Polychem\n",
      "M/s. Pervez’s Sons\n",
      "nan\n",
      "nan\n",
      "Automotive Compounding Industry, L.\n",
      "UNIK POLYPACK\n",
      "Biesterfeld International GmbH\n",
      "Dollmar S.p.A.\n",
      "nan\n",
      "AN INTERNATIONAL\n",
      "TDRL TRADING COMPANY\n",
      "nan\n",
      "Coral Petroproducts, (unit II )\n",
      "Bitolea S.R.L. Chimica Ecologica\n",
      "nan\n",
      "nan\n",
      "Saudi Specialized Product Company (\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Vitol Bahrain E.C.\n",
      "nan\n",
      "Guangdong, Agricultural Means of\n",
      "Thirumalai Chemicals Ltd\n",
      "nan\n",
      "Chemical Marketing & Distribution\n",
      "POLY PRODUCTS\n",
      "SAMSUNG-BP CHEMICALS CO., LTD.\n",
      "RELAXO FOOTWEARS LIMITED.\n",
      "SAUDI BASIC INDUSTRIES CORPORATION\n",
      "Biodiesel Lebanon SAL\n",
      "nan\n",
      "nan\n",
      "Baalbaki for Industry and Trade\n",
      "IRAN PETROCHEMICAL COMMERCIAL CO. (\n",
      "Helm AG\n",
      "THAI MMA CO., LTD\n",
      "Mitsui & Co. ltd\n",
      "PETROCHINA INTERNATIONAL (HONG KONG\n",
      "RAR Resin & Chemical Industries JLT\n",
      "nan\n",
      "nan\n",
      "Mitsubishi International GmbH\n",
      "M/S YOUSEF AL ASAM IBN MOHAMMED ZAK\n",
      "BP Guangzhou Development Oil Produc\n",
      "nan\n",
      "Celanese Europe B.V., 1077 ZX Amste\n",
      "YICHANG XINGHE CHEMICAL INDUSTRY\n",
      "R.E.S. INTERNATIONAL\n",
      "Sapec Quimica SA\n",
      "nan\n",
      "nan\n",
      "Dubai Natural Gas Co. Ltd.\n",
      "nan\n",
      "Reliance Industries Ltd.\n",
      "nan\n",
      "nan\n",
      "SRF LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "IOL Chemicals and Pharmaceuticals\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "PIDILITE INDUSTRIES EGYPT\n",
      "Boubyan Plastic Industries Co.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "KILANI PAINTS\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Mars Trading & Contracting Company\n",
      "POLEKS KIMY SAN. VE. TIC AS\n",
      "nan\n",
      "Petro Asia FZE\n",
      "ELITE INDUSTRIES\n",
      "PETRONAS CHEMICALS MTBE SDN BHD\n",
      "Zhongfu Chemical Industry Ltd\n",
      "nan\n",
      "nan\n",
      "ZenRock Europe SA\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Peroxidos do Brasil Llda\n",
      "Jindal Films Americas LLC\n",
      "Samyang Corp.\n",
      "Sojitz Asia Pte Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SHANGHAI GONGCHENG\n",
      "Arnon Plastic Industries Co., Ltd.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SARL GLOBAL PLAST\n",
      "nan\n",
      "Surrati Group\n",
      "MTBE MALAYSIA SDN BHD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Venture Gulf Engineering W.L.L.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "J K SALES CORPORATION\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "UNITED INK PRODUCTION CO.\n",
      "ARDOR INTERNATIONAL PVT. LTD., B/10\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Ampacet Belgium Sprl\n",
      "NINGBO LUCKY CHEMICAL CO., LTD.,\n",
      "SHANGAI ORIENT - SALT CHEMICALS CO.\n",
      "nan\n",
      "nan\n",
      "Arabian Resin Co.\n",
      "nan\n",
      "Gujarat narmada valley\n",
      "nan\n",
      "nan\n",
      "Sinopec Chemical Commercial Holding\n",
      "nan\n",
      "nan\n",
      "SIPCHEM EUROPE SA\n",
      "nan\n",
      "FOL-KONTAKT, s.r.o.\n",
      "nan\n",
      "HINDUSTAN RUBBER INDUSTRIES\n",
      "nan\n",
      "PT. INTIBENUA PERKASATAMA\n",
      "Wonik Cube Corp.\n",
      "Al Majwal Factory For Oxidised Asph\n",
      "nan\n",
      "Mitsui& Co. (U.S.A), Inc.\n",
      "nan\n",
      "Pentokey Organy (India) LTD\n",
      "EVA FOOTWEAR INDUSTRY LIMITED,\n",
      "PERUSAHAAN KIMIA GEMILANG SDN BHD\n",
      "nan\n",
      "nan\n",
      "BAJAJ RUBBER CO.PVT.LTD.\n",
      "Finproject S.p.A\n",
      "M.K TRADING\n",
      "Saudi Cable Company\n",
      "SINOCHEM INTERNATIONAL OIL (SINGAPO\n",
      "CITY PETROLEUM\n",
      "MOHAMMAD NAZIR CHAUDHRY CHEMICAL\n",
      "nan\n",
      "nan\n",
      "Gapuma Switzerland AG\n",
      "HANWHA CORPORATION\n",
      "Kingfa Science & Technology\n",
      "OXYDE CHEMICALS SINGAPORE PTE LTD\n",
      "PT. WILMAR BIOENERGI INDONESIA\n",
      "nan\n",
      "nan\n",
      "Mr. Jérôme St Andre\n",
      "Troester\n",
      "G M EXPORTS\n",
      "ELTON International Trading\n",
      "KARNATAKA CHEMICAL INDUSTRIES\n",
      "LAXMI ORGANIC INDUSTRIES LIMITED\n",
      "Chemitech Engineers Private Limited\n",
      "nan\n",
      "M/S. UNIQUE FOOTWEAR INDUSTRIES,\n",
      "Finproject SpA\n",
      "nan\n",
      "nan\n",
      "Tornado for import & export mahmoud\n",
      "EVER BRIGHT PLASTICS PVT. LTD.\n",
      "HAZEL MERCANTILE LIMITED\n",
      "Delmon Oil & Gas\n",
      "POWERCUBE INFOTECH PVT LTD\n",
      "RAHAMAT TRADING\n",
      "nan\n",
      "SARL SDMEX\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "WAZIR ALI AND COMPANY\n",
      "nan\n",
      "nan\n",
      "Belgian Logistic Center nv\n",
      "nan\n",
      "Solvay Peroxidos\n",
      "RAVINDER KUMAR VIJAY KUMAR\n",
      "PAKLITE FZC\n",
      "Phelps Dodge International (Thailan\n",
      "Ticona Polymers Inc.\n",
      "Saudi International Paint Co. Ltd.\n",
      "Future Resources Trading\n",
      "SHAKUN POLYMERS LIMITED\n",
      "FASTRACK DEALCOMM PVT LTD\n",
      "nan\n",
      "Bpi. Formipac\n",
      "nan\n",
      "TEMVES AGENCIES SDN BHDON BEHALF\n",
      "ERGENDO TRADE AND INDUSTRY PLC\n",
      "Rabigh Refining & Petrochemical Com\n",
      "nan\n",
      "nan\n",
      "SIPCHEM CHEMICAL COMPANY\n",
      "nan\n",
      "Solvadis GmbH\n",
      "DR PLASTOTECH PVT. LTD.\n",
      "Koza Polyester Sanayi ve Ticaret AS\n",
      "NATIONAL AGENCIES\n",
      "OXYDE CHEMICALS CHINA LIMITED\n",
      "SASOL CHEMICALS\n",
      "nan\n",
      "Overseas Polymers PVT.LTD.\n",
      "Clariant Chemicals (India) Limited\n",
      "Group of Energya Cable Industries\n",
      "State Bank of India\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Sinopec Chemical Commercial Holding\n",
      "Technovaa Packaging Industries Ltd.\n",
      "YIZHENG RUITAI TRADING CO LTD\n",
      "M/S Jesons Industries Ltd Survey No\n",
      "Ghandoura Group Company\n",
      "M/S PRIVI ORGANICS INDIA LTD\n",
      "Reliance Industries Ltd.\n",
      "Sumitomo Chemical Singapore PTE. LT\n",
      "Kaycee Polymers Pvt. Ltd,\n",
      "M/S ARABIAN OILS GRAINS AND CHEMICA\n",
      "nan\n",
      "Guangzhou Sunwing Chem.Co.,Ltd.\n",
      "Alma Trade International Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "RANSON PTE LTD\n",
      "United Agencies,\n",
      "BANK OF BARODA GNFC COMPLEX BRANCH\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Aspla Plasticos Espamoles S.A.\n",
      "Kenafric Manufacturing Limited\n",
      "ABK INDUSTRIES LTD\n",
      "KASTAMONU ENTEGRE AGACE SANAYI\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SPREA MISR FOR CHEMICALS & PLASTICS\n",
      "Abdulla Fouad Holding Co.\n",
      "SHANXI SANWEI GROUP CO.,LTD.\n",
      "nan\n",
      "Oman Cable Industry\n",
      "nan\n",
      "Al Morouj Print Solutions\n",
      "PT. DOVER CHEMICAL JL. RAYA MERAK\n",
      "JPO POLYCHEM PVT LTD.\n",
      "nan\n",
      "CHEMI\n",
      "nan\n",
      "Ibrahim Taha Alkasem & Samie Khalee\n",
      "SHANGHAI WUJING CHEMICAL CO., LTD.\n",
      "Korea Exchange Bank\n",
      "Samsung-BP Chemicals Co., Ltd.\n",
      "Jubilant Organosys LTD,\n",
      "ZAID RASHED AL KHATER PLASTIC\n",
      "CNAMP SHENZHEN TRADING LTD.\n",
      "nan\n",
      "RAMNIKLAL S. GOSALIA AND CO.,\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "OCI CORPORATION\n",
      "nan\n",
      "Mitsui & Co Deutschland GmbH,\n",
      "nan\n",
      "Yansab Trading Company\n",
      "Hanwha Chemical Malaysia SDN.BHD\n",
      "nan\n",
      "nan\n",
      "Belgian Logistic Center NV Transpor\n",
      "DSM India Private Limited\n",
      "LAKHANI RUBBER PRODUCTS PVT LTD,\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CHIEN JINN CHEMICAL INDUSTRY CO,LTD\n",
      "Pasupati Acrylon Ltd M-14,\n",
      "GUPTA POWER INFRASTRUCTURE LTD.\n",
      "B K Polimex India Pvt ltd,\n",
      "nan\n",
      "nan\n",
      "POLISAN KIMYA SANAYI A.S\n",
      "nan\n",
      "nan\n",
      "Intermodal Services of S.A\n",
      "MUSA ABBA LULESA ABBA GIBE, NIFAS\n",
      "nan\n",
      "SEAWISE INTERNATIONAL LOGISTICS CO.\n",
      "nan\n",
      "HAZEL MERCANTILE LTD\n",
      "K.S. PLASTICS\n",
      "nan\n",
      "Aljajeh factory for Shoes\n",
      "Covestro Deutschland AG\n",
      "Event for Raw Material Trading\n",
      "Shanghai Yuanchuan Chemical Co.,LTD\n",
      "nan\n",
      "nan\n",
      "CRESCENT ORGANICS PVT LTD\n",
      "PT. MULYA ADHI PARAMITA\n",
      "nan\n",
      "nan\n",
      "Terminal Tepsa Tarragona\n",
      "ATIAF AL MAHABA\n",
      "Celanese Production Germany Gmbh &\n",
      "NEXXA COMPOUNDS PRIVATE LIMITED\n",
      "RELAXO (PVT) LTD.,\n",
      "Vinmar International  Ltd.\n",
      "OXYDE CHEMICALS CHINA LIMITED\n",
      "AL BARAKAH INDUSTRIES\n",
      "HELM ITALIA SRL\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CISCO Trading  Co. W.L.L\n",
      "nan\n",
      "BP Oil International Limited\n",
      "Laxmi Organic Industries (Europe) B\n",
      "Eternis Fine Chemicals Limited,\n",
      "Forestal del Atlantico S.A. Punta\n",
      "Ahmed Fakhry & Bashir Birajekli &Pa\n",
      "CHANG CHUN CHEMICAl(JIANGSU) CO.,LT\n",
      "PLASTIKA KRITIS S.A.\n",
      "SRI LAKOSHA POLYMER PRIVATE LTD.\n",
      "United Lube Oil Company Ltd\n",
      "nan\n",
      "Anno Chemicals NV\n",
      "BHAGWANTI RUBBER AND ALLIED PRODUCT\n",
      "Jayshree Polymers Private Limited\n",
      "nan\n",
      "nan\n",
      "CANCELED\n",
      "Granules India Limited.\n",
      "Polyplastics Co., Ltd.\n",
      "nan\n",
      "nan\n",
      "BMK Sarl\n",
      "nan\n",
      "IVICT Europe GmbH\n",
      "OM ENERGY DMCC\n",
      "KAPUR RUBBER INDUSTRIES\n",
      "Nordfolien Polska Sp z o.o.\n",
      "nan\n",
      "nan\n",
      "ANIKET MARKETING\n",
      "ZELALEM HABTE DUNDA\n",
      "Shenzhen ZhengJun Plastic\n",
      "Gujarat Dyestuff Industries, (A uni\n",
      "nan\n",
      "nan\n",
      "Chang Chun Chemical ( Jiangsu) Co.,\n",
      "nan\n",
      "Innospec Leuna GmbH\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SRI SAVITR SOLAR PRIVATE LIMITED\n",
      "nan\n",
      "nan\n",
      "Chengdu xinhuaxin chemical material\n",
      "EVOPLAS\n",
      "Global Speciality Chemicals\n",
      "Gulf Chemicals and Industrial Oils\n",
      "Hyma Plastic # Hyma Foam\n",
      "BALE SHOE PLASTIC AND RUBBER INDUST\n",
      "Novamont S.p.A.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "LUCITE INTERNATIONAL SINGAPORE PTE.\n",
      "NARMADA POLYMERS\n",
      "SUMITOMO CHEMICAL ASIA PTE. LTD\n",
      "nan\n",
      "SHANGHAI CHEMICAL INDUSTRY SUPPLY\n",
      "nan\n",
      "Kablonex Nawroccy Sp.J.\n",
      "nan\n",
      "BABAR SHOE IND. PVT., LTD.,\n",
      "nan\n",
      "nan\n",
      "Basic Chemical Solutions Europe BV\n",
      "M/S Taru Vikas PVT LTD. AD-30A\n",
      "nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AKSA AKRILIK KIMYA SANAYII A.S.\n",
      "SURYA EXIM LIMITED\n",
      "nan\n",
      "nan\n",
      "Specialist Compounding for PE\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "Nanya Plastics corporation\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "PARMAR INTERNATIONAL PVT.LTD.\n",
      "Al Faisal Plastic Factory\n",
      "nan\n",
      "EMBASSY FREIGHT SERVICES SPA\n",
      "nan\n",
      "nan\n",
      "Baalbaki Egypt\n",
      "Hanwha Corporation\n",
      "1.GUANGDONG(PANYU) PETROCHEMICAL\n",
      "LAXMI ORGANIC INDUSTRIES LTD,\n",
      "VPR FOOTSTEPS PVT.LTD.\n",
      "NIMIR RESINS LIMITED\n",
      "Tricon Energy LTD\n",
      "Bayegan Dis. Tic. A.S.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "FUJIAN PEAK ENERGY CO., LTD\n",
      "Metanolo Mediterraneo Srl.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "R.S. Organics Pvt  Ltd.\n",
      "nan\n",
      "ALMA Trade International LTD.\n",
      "BRIGHTEN POLYTRADING CO.,LTD.\n",
      "nan\n",
      "nan\n",
      "Vinmar International  Ltd.\n",
      "Sun Chemical Sp. Z.o.o.\n",
      "INTERNATIONAL VINYL ACETATE COMPANY\n",
      "nan\n",
      "MANDEEP TRADERS\n",
      "nan\n",
      "Chemium International (Suisse) Sàrl\n",
      "Vatan Plastik San. Tic. A.S.\n",
      "CRYSTAL SYNTHETICS (PVT) LTD\n",
      "Hanwha Chemical Overseas Holdings,\n",
      "nan\n",
      "M/S. Vinyl Chemicals India Ltd.\n",
      "Shanghai Honghui Optics\n",
      "SRK IMPEX\n",
      "Granules India Ltd (100% EOU)\n",
      "ABDUL GAFFAR AND CO.(PVT)LTD.\n",
      "nan\n",
      "LG Chem Iksan plant\n",
      "LG Chem Poland Sp.z.o.o.\n",
      "Mounzer Bizreh Factory for Solvents\n",
      "RESINEX RUS AO\n",
      "TEPSA\n",
      "nan\n",
      "nan\n",
      "CHEMOPLAST\n",
      "SOCIETE INDUSTRIELLE DES PLASTIQUES\n",
      "TORAY INTERNATIONAL INDIA PRIVATE L\n",
      "nan\n",
      "Maillefer Extrusion Oy\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Umoja Rubber Products Ltd.,\n",
      "Bahra Advanced Cable Manufacture\n",
      "RESINEX UKRAINE LLC ,Office 21\n",
      "Vardhman Acrylics LTD\n",
      "VISEN POLYMERS FZE,\n",
      "nan\n",
      "LBC TANK TERMINALS HAVEN (PORT) 403\n",
      "nan\n",
      "nan\n",
      "SATYAM RUBBER INDUSTRIES,\n",
      "Oman Trading international (Singapo\n",
      "nan\n",
      "Obeikan Film & Flexible Packaging C\n",
      "Kolesnic Ltd\n",
      "Electro Cables Egypt Company\n",
      "MUDIT ENTERPRISES PVT LTD\n",
      "RANYAL INDUSTRIES (PVT) LTD\n",
      "Al Rajhi Plastic Factory Co\n",
      "Petrochem International,\n",
      "Opera Trading\n",
      "nan\n",
      "SAUDI PAINT COMPANY LTD.\n",
      "El Sewedy Cables\n",
      "nan\n",
      "Methanex Europe S.A./N.V.\n",
      "VOPAK Terminals Singapore Pte Ltd.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Al-Boayz Trading Co. Ltd.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Perstorp Specialty Chemicals AB\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "RAJIV PETROCHEMICALS PVT. LTD.\n",
      "Wacker Chemie AG\n",
      "ACTION INTERNATIONAL PVT. LTD.\n",
      "Celanese Production Italy SRL\n",
      "nan\n",
      "KOREA PTG CO., LTD\n",
      "CHEMRES\n",
      "SAMA PAINT\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Lanxess (Changzhou) CO., LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Arkem Kimya San ve tic AS\n",
      "Hanwha Chemical Corporation\n",
      "HIGH HOPE INT'L GROUP JIANGSU KNITW\n",
      "KOLMAR GROUP AG\n",
      "Sparsh Polychem Private Limited\n",
      "Storchem Inc.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "J.P. CHEMICALS\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SHANGHAI PUDONG INT'L TRANSPORTATIO\n",
      "nan\n",
      "nan\n",
      "EURASIACORP NV\n",
      "SINOPEC INTERNATIONAL(HONG KONG)\n",
      "Ak-Kim Kimya Sanayi ve Tic. A.S\n",
      "BABUL PLASTIC AND RUBBER INDUSTRIES\n",
      "Trychem FZE\n",
      "CELANESE C/O A&R JEFFERSONVILLE\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Baalbaki Group SA Offshore Ltd.\n",
      "AVH POLYCHEM PVT. LTD.\n",
      "HELM IBERICA SA\n",
      "Alabdullatif Industrial Investment\n",
      "THE MISR POLYMER CO.,\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "SUMITOMO CORPORATION ASIA\n",
      "JUBILANT AGRI AND CONSUMER PRODUCTS\n",
      "Golden Falcon Chemicals & Ingredien\n",
      "CELANESE SINGAPORE PTE LTD.\n",
      "nan\n",
      "RUIA INDUSTRIES PVT.LTD\n",
      "nan\n",
      "nan\n",
      "SIPCHEM-MANAR\n",
      "nan\n",
      "nan\n",
      "EUROSPED I. PASCHALIDIS & CO\n",
      "HANUMAN AGRO INDUSTRIES PVT LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SNETOR CHIMIE\n",
      "BCS South Africa (Pty) Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "NISCO CONSTRUCTION UKRAINE LLC\n",
      "DuPont International Operations\n",
      "WIN PARADISE GROUP LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Resinex Rus AO,\n",
      "JESONS INDUSTRIES LTD\n",
      "Balaji Sourcings PVT. LTD.\n",
      "Petrochem Middle East (India) Pvt.\n",
      "Sojitz Asia Pte Ltd\n",
      "FOUZ CHEMICAL COMPANY\n",
      "Mansoura for Resins And Chemical\n",
      "nan\n",
      "Gapuma (UK) Limited\n",
      "nan\n",
      "GE PLASTICS\n",
      "Korea Engineering Plastics Co., Ltd\n",
      "Polyplastics Asia Pacific SDN BHD\n",
      "Formosa Chemicals & Fibre Corporati\n",
      "TARIQ INTERNATIONAL,\n",
      "nan\n",
      "nan\n",
      "Tricon Energy LTD\n",
      "BP Chemicals Sdn.Bhd.\n",
      "KUNDAN International Pvt. LTD\n",
      "Mohammed A.Al-Mutlaq Sons Co.\n",
      "nan\n",
      "CHEMIMPEX LIMITED\n",
      "Sabic Innovative Plastics Netherlan\n",
      "Balaji Amines Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "BALAJI SOURCINGS PRIVATE LIMITED\n",
      "VANACHAI CHEMICAL INDUSTRIES CO.,LT\n",
      "Celanese Production Germany Gmbh\n",
      "J P POLYHUB PVT.LTD.\n",
      "nan\n",
      "nan\n",
      "SIIC Shangai International Trade( G\n",
      "nan\n",
      "Napco National\n",
      "Vopak Chemical Terminals Belgium NV\n",
      "BECHU INTERNATIONAL TRADING PLC\n",
      "John Hellyar and Company Limited\n",
      "ZAD GROUP\n",
      "M.H. Enterprises L.L.C\n",
      "PETRONAS CHEMICALS MTBE SDN BHD,\n",
      "PLASTICHEM S.A.E\n",
      "nan\n",
      "Bilag Industies Private Limited\n",
      "PT. WILMAR BIOENERGI INDONESIA\n",
      "nan\n",
      "Hanwha Euro GmbH\n",
      "OXYDE BELGIUM B V B A, GLORIANTLAAN\n",
      "HE SHINE CHEMICAL CO., LIMITED\n",
      "nan\n",
      "Al Barakah Industries\n",
      "RHENUS PORT LOGISTICS SP. Z.O.O.\n",
      "MARUTI ENERGY DMCC\n",
      "The SUPREME INDUSTRIES LTD.\n",
      "Life Chemicals Group\n",
      "nan\n",
      "nan\n",
      "EMMENNAR PHARMA Pvt. Ltd.\n",
      "DSM India Private Limited\n",
      "Organik Kimya Sanayi ve Ticaret A.S\n",
      "Ruhr-Petrol GmbH\n",
      "Jesons Industries LTD Survey\n",
      "Helm Kimya Ltd. Sti.\n",
      "Samsung C & T Corporation\n",
      "ZHEJIANG REALSUN CHEMICAL INDUSTRY\n",
      "INTERNATIONAL ACETYL COMPANY\n",
      "MITSUBISHI CORPORATION (SHANGAI) LT\n",
      "SHENZHEN SENBANG INT'L FREIGHT CO.,\n",
      "Caspian Chemical FZCO\n",
      "Adani Enterprises LTD, Adani House,\n",
      "BASF Schwarzheide Gmbh\n",
      "FIBRO PLAST CORPORATION, GR.\n",
      "RAMNIKLAL S.GOSALIA AND CO.,\n",
      "SANMAN TRADE IMPEX LTD\n",
      "nan\n",
      "National Company for Chemical Indus\n",
      "nan\n",
      "Petrochem Middle East (India) Pvt L\n",
      "Lee Chang Yung Chemical Industry Co\n",
      "Mitsubishi International Gmbh,\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Mr. AYMAN AL-SHAHER SON OF HUSEIN\n",
      "nan\n",
      "nan\n",
      "GEMOIL (SINGAPORE) PTE LTD\n",
      "VINYL PLAST\n",
      "SUN SHINE INTERNATIONAL PVT LTD\n",
      "MERCO\n",
      "SAMSUNG-BP CHEMICALS CO., LTD.\n",
      "HAZEL MIDDLE EAST FZE\n",
      "Swastik Plastics\n",
      "DIMATIT\n",
      "RUBBER CHEMICAL CENTRE\n",
      "nan\n",
      "nan\n",
      "Sipchem Chemical Company - PBT\n",
      "MASTER FOCUS SARL\n",
      "SOLVOCHEM , P.O BOX : 9355, AMMAN\n",
      "FARDIN ACCESSORIES LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "EASTMAN CHEMICAL COMPANY\n",
      "CONSORTIUM MAROCAIN S.A.\n",
      "DEVANSH ENTERPRISES\n",
      "Sinochem Trading (Singapore) PTE LT\n",
      "nan\n",
      "RHENUS LOGISTICS, S.A.U\n",
      "Hunus Inc.\n",
      "Power Plus Cable Co. L.L.C\n",
      "nan\n",
      "nan\n",
      "Global P-Polímeros e Aditivos Lda\n",
      "nan\n",
      "nan\n",
      "CHAWLA RUBBER AND PLASTIC\n",
      "Pon Pure Chem (P) Ltd.,\n",
      "Rema Factory For Plastic Products\n",
      "nan\n",
      "CJ Shah & Co.\n",
      "National Company for Sulphur\n",
      "Alma Trade International Ltd\n",
      "Celikaylar Ltd. Sti.\n",
      "THAI-MC COMPANY  LIMITED\n",
      "Thirumalai Chemicals Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "ABA OVERSEAS\n",
      "VINYL CHEMICALS INDIA LTD.\n",
      "nan\n",
      "SOTRAFA S.A.\n",
      "nan\n",
      "Toa-Dovechem Industries Ltd.\n",
      "CKG Chemicals Pte Ltd\n",
      "Flexible Packaging Company (FLEX PA\n",
      "Storchem (USA) Inc.\n",
      "nan\n",
      "Golden Falcon Chemicals & Ingredien\n",
      "STERLITE POWER TRANSMISSION LIMITED\n",
      "German Metal Surface Treatment Chem\n",
      "Safra Co. Ltd.\n",
      "Deepak Fertilisers And Petrochemica\n",
      "M/S Surbhee Polymers PVT LTD. AD-30\n",
      "GEMOIL (SINGAPORE) PTE LTD\n",
      "nan\n",
      "Al-Fahhad Zegwaard-co.\n",
      "EUROSPED I. PASCHALIDIS & CO\n",
      "H.A Chemicals Co. Ltd.\n",
      "HELM AG\n",
      "nan\n",
      "nan\n",
      "Hangzhou Sanlong New Material Co.,\n",
      "JIANGYIN GOLDEN BRIDGE CHEMICALS CO\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "ZHEJIANG NHU COMPANY LTD\n",
      "nan\n",
      "TRICON ENERGY LTD.\n",
      "nan\n",
      "nan\n",
      "STARPET TRADING PVT.LTD.\n",
      "nan\n",
      "LOXIM INDUSTRIES LIMITED\n",
      "PEARL PETRO INDUSTRY (PVT.) LIMITED\n",
      "nan\n",
      "PKT Logistics (M) SDN BHD\n",
      "nan\n",
      "ALBIBAS COMPLEX FOR PLASTIC INDUSTR\n",
      "Folplast Sp. Zo.o. Sp.K.\n",
      "Helm Proman Methanol AG\n",
      "KARL SCHMIDT VERPACKT\n",
      "STEA S.R.L.\n",
      "Star Polymers Industry\n",
      "M/s. Granules India Limited\n",
      "nan\n",
      "Eagle Polymers\n",
      "IQAP CZECH S.R.O.\n",
      "C J SHAH AND CO\n",
      "nan\n",
      "National Paints Factories Co. LTD .\n",
      "nan\n",
      "SUPERBA\n",
      "nan\n",
      "Metadynea Trading S.A.\n",
      "ESSEN SPECIALITY FILMS PVT LTD\n",
      "ARGOS INTERNATIONAL MARKETING PVT.\n",
      "Bata Pakistan Limited\n",
      "Daichem Pte Ltd\n",
      "AL-JUMAI EST. BRANCH\n",
      "nan\n",
      "nan\n",
      "GALAXY INDUSTRIES PLC\n",
      "nan\n",
      "Mitsui & Co. Europe Plc, Spain Bran\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "PETRO CHEM INDIA\n",
      "VOPAK TERMINAL ZHANGJIAGANG CO., LT\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "INTERNATIONAL ESTABLISHMENT\n",
      "Samsung Corporation\n",
      "SAMAD RUBBER WORKS (PVT) LTD.,\n",
      "H.A. Chemicals CO. LTD.\n",
      "LATI S.P.A.\n",
      "nan\n",
      "nan\n",
      "EIXO SNETOR BRASIL\n",
      "KOEX Logistics Inc.\n",
      "nan\n",
      "Anhui Wanwei Updated\n",
      "Energya Plastics\n",
      "MISR GULF CO. FOR MODERN INDUSTRIES\n",
      "VISHAL UDYOG\n",
      "PURECHEM MANUFACTURING LIMITED\n",
      "BAUTECH COMPANY LIMITED\n",
      "Nawah Chemical Company Factory\n",
      "nan\n",
      "Nan Ya Plastics Corporation\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Egytech Cable Company\n",
      "nan\n",
      "ACCORD CHEMICAL CORPORATION,\n",
      "K. R. INDUSTRIES\n",
      "NATIONAL PAINTS FACTORY CO. LTD.\n",
      "SUPER FLOORING PRIVATE LIMITED,\n",
      "nan\n",
      "nan\n",
      "The SUPREME INDUSTRIES LTD.\n",
      "Clariant Chemical Pakistan (pvt) Li\n",
      "nan\n",
      "Reliance Industries Ltd.\n",
      "HARESH OVERSEAS PVT LTD.,\n",
      "TACO KIMYA SANAYI URETIM DEPOLAMA\n",
      "nan\n",
      "GITEX FACTORY FOR PAINTS & CHEMICAL\n",
      "APPLIED TECHNOLOGY TRADING\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CHEM-EDGE INTERNATIONAL PVT.LTD\n",
      "New Lebanese Company\n",
      "ROYAL PACKAGES (PVT.) LIMITED\n",
      "Saudi Top Plastic Factory\n",
      "SUMAN SYNDICATE\n",
      "nan\n",
      "Berger Paints Bangladesh Limited.\n",
      "nan\n",
      "EUROSPED I. PASCHALIDIS & CO\n",
      "KOTHARI PRODUCTS LIMITED\n",
      "Pendo N.V.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "THAI FOOTEWAR IND.\n",
      "TERQUIMSA\n",
      "nan\n",
      "ARABIAN BSAR TRADE EST.\n",
      "Koch Methanol, LLC\n",
      "Methanex Europe S.A. / N.V\n",
      "Rhenus Logistics SpA\n",
      "nan\n",
      "SARL DISTRI POL\n",
      "Stolt Container Terminal B.V\n",
      "Sumitomo Corporation Asia Pte.Ltd.\n",
      "nan\n",
      "nan\n",
      "DESCON CHEMICALS LTD 18KM,\n",
      "TAEYOUNG INDUSTRY CORPORATION\n",
      "Egyptian firm for Import and Export\n",
      "Margunas\n",
      "Daichem Pte Ltd\n",
      "GEMSCAB INDUSTRIES LTD,\n",
      "nan\n",
      "Uniever Corporation\n",
      "MYRA ENERGY MADEN TIC.VE SAN A.S\n",
      "DOVECHEM CHEMICAL IND (KUANTAN) SB\n",
      "BP SINGAPORE PTE LIMITED\n",
      "Tejana Trading & Management Service\n",
      "FIMA FREIGHT FORWARDER\n",
      "Noble Resources and Trading India P\n",
      "PT. WILMAR BIOENERGI INDONESIA\n",
      "BANGKOK SYNTHETICS CO., LTD.\n",
      "Vinmar International Ltd.\n",
      "DUBAI NATURAL GAS CO.\n",
      "Caspian Chemical FZCO\n",
      "FORMOSA B.P. CHEMICALS CORPORATION\n",
      "nan\n",
      "Dubai Natural Gas Co. Ltd.\n",
      "Vitol Energy S.A.\n",
      "Saudi Basic Industries Corp.\n",
      "CRESCENT ORGANICS PVT LTD.\n",
      "Luna Chemical Industries Pvt Ltd\n",
      "Thirumalai Chemicals Ltd\n",
      "Formosa Petrochemical Corporation\n",
      "Arabian Oils,Grains and Chemicals\n",
      "Ukorm Taiwan Products Ltd.\n",
      "Mitsui & Co. ltd\n",
      "Vinmar International Ltd.\n",
      "Huizhou MMA Co. Ltd\n",
      "BP CHEMICALS, SALTEND\n",
      "Gujarat State Fertilizers and Chemi\n",
      "Vitol Asia Pte Ltd\n",
      "SUZHOU GUOXIN GROUP FENGYUAN IMP AN\n",
      "Hanwha Euro GmbH\n",
      "ABDULLAH PLASTIC\n",
      "MITSIAM INTERNATIONAL LIMITED\n",
      "Reliance Industries Limited Export\n",
      "Safra Co. Ltd.\n",
      "Pon Pure Chem (P) Ltd,\n",
      "MCG FLEXIBLES\n",
      "Daichem Pte Ltd\n",
      "Samyang Hungary Co. Ltd.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Ladien Plastic Recycling Factory\n",
      "nan\n",
      "Jay Jee Enterprises,\n",
      "nan\n",
      "Hangzhou Sanlong New Material Co.,\n",
      "ACCESSORIES HOUSE\n",
      "nan\n",
      "Kobe Polyurethanes San. Ve Tic. A.S\n",
      "Tajanos Chemicals Co.\n",
      "nan\n",
      "nan\n",
      "LAXMI ORGANIC INDUSTRIES LTD,\n",
      "MOHAN TRADING COMPANY\n",
      "Power Industries Pakistan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Alexandria Fiber Co.Sea\n",
      "nan\n",
      "nan\n",
      "International Company for Chemical\n",
      "nan\n",
      "National Basic Materials Trading Co\n",
      "SAAF Technologies Co. Ltd\n",
      "ONUAZU SHOES IND LTD\n",
      "nan\n",
      "nan\n",
      "J.R.D.CORPORATION - POM\n",
      "nan\n",
      "GROW MAX INDIA PVT LTD\n",
      "nan\n",
      "nan\n",
      "Ravago Asia\n",
      "nan\n",
      "Napco Packaging Systems Co. Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "RAMNIKLAL S GOSALIA AND CO.\n",
      "RHODIA SOLVAY GROUP\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SARL VIVAREADISTRIBUTION\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "HINDON RUBBERS PVT LTD.\n",
      "NEXT POLYMERS LTD\n",
      "Vopak Terminal Botlek B.V.\n",
      "EMERAUDE INTERNATIONAL\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Sumitomo Chemical Singapore PTE LTD\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "B K SALES CORPORATION\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Finsterwalder Transport und\n",
      "MOHAN PLC\n",
      "SORAM INDUSTRIES\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SIP (societe industrielle de plasti\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "EVA Industries (PTY) LTD\n",
      "SOLPLAST S.A.\n",
      "nan\n",
      "ZHEJIANG SATELLITE CHEMICALS CO.,LT\n",
      "ALSAMA PRINTING INKS AND SUNDR\n",
      "XIAMEN DONGQI PETROCHEMICAL CO.,LTD\n",
      "ERAT SPORT AYAKKABICILIK IML SAN LT\n",
      "nan\n",
      "Sipchem CooperAtief U.A.\n",
      "J. J. Polyimpex Pvt. Ltd,\n",
      "OUVRAGE SAL\n",
      "BASF Schwarzheide Gmbh\n",
      "S.A. BAGERSH PLC\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SINOCHEM TRADING (SINGAPORE) PTE LT\n",
      "nan\n",
      "nan\n",
      "CELANESE C/O A&R JEFFERSONVILLE\n",
      "Formosa Polyethylene (Ningbo) CO.,\n",
      "nan\n",
      "nan\n",
      "RESINEX UKRAINE LLC\n",
      "STAR PACKAGING AND ACCESSORIES LTD\n",
      "Mitsui & Co Deutschland GmbH\n",
      "nan\n",
      "Dairen Chemical Corporation\n",
      "Eternis Fine Chemicals Limited\n",
      "LIDA FOOTWEAR INDUSTRIES\n",
      "Mitsubishi Chemical Corporation\n",
      "Saudi leather industries company LT\n",
      "Solvadis Distribution GMBH\n",
      "nan\n",
      "Jubilant Agri and Consumer Products\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "DARVESH AND SONS\n",
      "nan\n",
      "Sun Chemical OY\n",
      "SHARDE TRADING CONCERN\n",
      "Lion Factory for Glue & Gelatin\n",
      "Times Emaar E.S.T\n",
      "WIN PARADISE GROUP, LTD\n",
      "nan\n",
      "China Jinshan Associated Trading Cr\n",
      "IRSHAD SAEED PACKAGING (PVT.) LIMIT\n",
      "Figco group\n",
      "SO.F.TER SpA\n",
      "Superba SRL\n",
      "nan\n",
      "USINE CHIMIQUE GEBARA SAL\n",
      "Dubai Cables Company( Private) Limi\n",
      "Plastochem Corporation\n",
      "nan\n",
      "nan\n",
      "Universal Chemical Additives\n",
      "Petrochem Middle East FZE.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Golden Falcon Chemicals & Ingredien\n",
      "nan\n",
      "Nova Pack (Pvt) Ltd.,\n",
      "nan\n",
      "FIGCO GROUP\n",
      "REHMAN CORPORATION\n",
      "HELM AG,\n",
      "INTERNATIONAL METHANOL COMPANY\n",
      "nan\n",
      "NEXUS PETROCHEM PVT.LTD.\n",
      "nan\n",
      "nan\n",
      "Ak-tas Dis Ticaret A.S. Adana Yumur\n",
      "nan\n",
      "Nano Polymer\n",
      "nan\n",
      "Arabian Oils,Grains and Chemicals\n",
      "nan\n",
      "Sojitz Corporation\n",
      "VINAYAK TRADING COMPANY\n",
      "Baalbaki for Industry and Trade\n",
      "Solvochem Holland B.V.\n",
      "nan\n",
      "National Solvents\n",
      "nan\n",
      "Helm Kimya Ltd. Sirket\n",
      "Nassaq Enterprises\n",
      "Noble Resources & Trading India Pvt\n",
      "Helm Guangzhou Ltd.\n",
      "Mitsubishi International GmbH\n",
      "M/S INDIA GLYCOLS LTD.\n",
      "nan\n",
      "Vopak Terminal Botlek B.V.\n",
      "GOURISHANKER POLYMERS\n",
      "Birdview International Limited\n",
      "UNIVERSAL PROJECTS COMPANY\n",
      "nan\n",
      "Raed Al Nahda Paints Factory\n",
      "nan\n",
      "Abdul Razzak Aboobakar Khan Trading\n",
      "DOLLMAR SPA\n",
      "nan\n",
      "Veolia Arabia\n",
      "nan\n",
      "Bada Hispanaplast SA\n",
      "Bada AG\n",
      "Premium Atlas Trading & Contr. Co.\n",
      "nan\n",
      "Bischof + Klein Middle East\n",
      "One time customer Aectra\n",
      "Dicle Kimya Ticaret ve Sanayi A.S.\n",
      "DNS POLYFAB PVT.LTD.\n",
      "CELANESE C/O A&R JEFFERSONVILLE\n",
      "K.M. TRADING HOUSE\n",
      "BASF Company Ltd\n",
      "THE SUPREME INDUSTRIES LIMITED\n",
      "SARL KPLAST\n",
      "Triesa Compounds SL\n",
      "ALVEG DISTRIBUCION QUIMICA, S.A. DE\n",
      "RAJ POLYMERS\n",
      "nan\n",
      "EL-MAHABA FOR PLASTIC\n",
      "Equinor ASA\n",
      "Sun Chemical Group GmbH\n",
      "nan\n",
      "Sarna Chemicals Pvt. LTD. (Unit-II)\n",
      "nan\n",
      "nan\n",
      "JAIGOPAL INTERNATIONAL IMPEX PVT. L\n",
      "Koole Tankstorage Pernis B.V.\n",
      "Cetin Depolama Endustriyel Kimyasal\n",
      "nan\n",
      "LLC POLYCOM\n",
      "ALPHA ACCESSORIES AND AGRO EXPORT L\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Vopak Terminal Zhangjiagang Co.Ltd\n",
      "nan\n",
      "Bondpartners SA\n",
      "nan\n",
      "nan\n",
      "United Turaiya for Specialty Chemic\n",
      "nan\n",
      "Infinium Det-Chem Pvt Ltd B-1001/04\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "BECKFORD INDUSTRIES LTD.\n",
      "Matrix Chemical\n",
      "Sun Chemical Oy\n",
      "Napco Composite Film\n",
      "nan\n",
      "nan\n",
      "CRYSTAL SYNTHETICS (PVT) LTD\n",
      "nan\n",
      "nan\n",
      "Chemfidence Services GmbH\n",
      "Farmson Pharmaceutical Gujarat Pvt\n",
      "Shanghai Chemical Industry Park\n",
      "nan\n",
      "nan\n",
      "Lati Industria Termoplastici S.p.A.\n",
      "Life Chemicals Group\n",
      "POLYCAB WIRES PVT LTD\n",
      "High Hope Int'L Group\n",
      "SUMANGLAM WOOD PRODUCTS (INDIA) PVT\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SAUDI INDUSTRIAL EXPORT COMPANY\n",
      "block\n",
      "Enpol, LLC\n",
      "PETKIM PETROKIMYA HOLDING A.S.\n",
      "nan\n",
      "RAVAGO KIMYA PLASTIK SAN. TIC. AS\n",
      "MANDEEP TRADERS\n",
      "Saf Sulphur factory for Agriculture\n",
      "DAEWOO INTERNATIONAL CORPORATION\n",
      "nan\n",
      "JIANGSU KINGFA SCI. AND TECH.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "INEOS EUROPE AG, DIVISION ENTERPRIS\n",
      "nan\n",
      "MS Steel International FZCO\n",
      "CHOWDHRY TRADING CO\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "PRIVI ORGANICS INDIA LIMITED\n",
      "Basic Chemical Solutions (PTY) ltd.\n",
      "YUG INTERNATIONAL PRIVATE LIMITED,\n",
      "STANDARD PLASTICS INDUSTRY (NIG) LI\n",
      "nan\n",
      "B.N. POLYMERS PVT. LTD.\n",
      "RHENUS OCEAN N.V\n",
      "I.J. PLASTIC INDUSTRIES (PVT.) LIMI\n",
      "nan\n",
      "Pure Polymers factory\n",
      "ACE FOOTWEAR MANUFACTURING COMPANY\n",
      "nan\n",
      "Alfred Talke Gmbh & Co.\n",
      "RHENUS LOGISTICS, S.A.U.\n",
      "nan\n",
      "Giza Power Industry Company\n",
      "Imagro SpA\n",
      "nan\n",
      "nan\n",
      "SAFRER\n",
      "Aal Mir Plastic Industries LLC\n",
      "IMACAB\n",
      "Jubilant Generics Limited\n",
      "Vinavil Egypt for Chemicals\n",
      "J V ENTERPRISES\n",
      "Tradewell Company\n",
      "nan\n",
      "Kolesnic Ltd\n",
      "CREATIVE UNITED COMPANY\n",
      "Lanxess Deutschland GmbH\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "The Saudi Company of Chemical Tradi\n",
      "nan\n",
      "Celanese Production Germany GmbH &\n",
      "Rhenus Logistics Ltd\n",
      "nan\n",
      "Integra Petrochemicals Private Limi\n",
      "Al Shaheen Trading Co.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CAS DSD Betrieb\n",
      "nan\n",
      "ZAP LOGISTICARE PVT LTD\n",
      "P P PRODUCTS PVT.LTD.\n",
      "nan\n",
      "Korporacja KGL S.A.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Nantong Chemical & Light Industry C\n",
      "nan\n",
      "UNIEVER CORPORATION\n",
      "LBC Tank Terminals Haven (Port) 403\n",
      "nan\n",
      "nan\n",
      "Helm U.S. Corporation\n",
      "nan\n",
      "Finolex Cables Ltd\n",
      "J P POLYHUB PVT.LTD.\n",
      "Raysound Enterprise Corp.\n",
      "USI CORPORATION\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Nylon Polymers Vertriebsgesellschaf\n",
      "nan\n",
      "Total Petrochemicals and Refining S\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SIPCHEM CHEMICAL COMPANY\n",
      "nan\n",
      "BASF (Malaysia) sdn. bhd.\n",
      "LAKHANI SHOES & APPARELS PVT LTD,\n",
      "nan\n",
      "BALAJI ACTION BUILDWELL,\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Alamiya for Chemical Products\n",
      "El Mohandes Co.\n",
      "Wintech Polymer Ltd. JR Shinagawa E\n",
      "nan\n",
      "Asahi Kasei Plastics Singapore\n",
      "Delmon Chemical Industries\n",
      "Taj Al Mulook Chemical Distribution\n",
      "INTERNATIONAL COMPANY FOR CHEMICALS\n",
      "nan\n",
      "R S OVERSEAS PVT.LTD.\n",
      "nan\n",
      "THAI POLYACETAL CO., LTD.\n",
      "Samsung Fine Chemicals Co., Ltd.,\n",
      "nan\n",
      "nan\n",
      "JIANGSU SOPO GROUP SHANGHAI CO. LTD\n",
      "Helm Arabia GmbH & Co KG\n",
      "nan\n",
      "nan\n",
      "JAYSHREE COMPANY PRIVATE LIMITED\n",
      "nan\n",
      "INTERNATIONAL SPECIALTY PRODUCTS (I\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CHEMCROSS.COM INC.ASIA\n",
      "Multi Scaff (India)\n",
      "LG Chem Poland Sp. z o.o.\n",
      "M/S ADDISON INDUSTRIES LIMITED\n",
      "Shenzhen Senbang Int'l Freight Co.,\n",
      "LYONDELL  GREATER CHINA,LTD.,\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "DOHT AL-SHMOOKH TRADE LLC.\n",
      "PT. WILMAR CHEMICAL INDONESIA\n",
      "nan\n",
      "nan\n",
      "CELLMARK AB\n",
      "International Trading Profile LIMIT\n",
      "nan\n",
      "Nickelutte Aue GMBH\n",
      "PEARL INC. LTD\n",
      "ZHEJIANG LEE CHANG YUNG GENERAL\n",
      "nan\n",
      "MODY CHEM\n",
      "pon pure chem (P) LTD\n",
      "SALEEM TRADING COMPANY,\n",
      "Vopak Terminal Botlek B.V.\n",
      "SUNLARGE INDUSTRIES PVT.LTD.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "KIRAZ KIMYA SANAYI DIS. TICARET UA.\n",
      "nan\n",
      "Samsung - BP Chemicals Co. Ltd.\n",
      "nan\n",
      "Al-Sharq Flexible Packaging Factori\n",
      "nan\n",
      "LAXMI ORGANIC INDUSTRIES LTD,\n",
      "nan\n",
      "nan\n",
      "NIKHIL ADHESIVES LIMITED\n",
      "Shandong Hualu-Hengsheng Chemical C\n",
      "China Tuhsu Flavours & Fragrances\n",
      "nan\n",
      "nan\n",
      "nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "KINGFA SCI.&TECH. CO.,LTD\n",
      "nan\n",
      "Mansoura For Resins And Chemical\n",
      "LYONDELL CHEMIE NEDERLAND BV\n",
      "Oman Trading international (Singapo\n",
      "nan\n",
      "BALAJI CHEMPEX PRIVATE LIMITED\n",
      "Daichem Pte Ltd\n",
      "Köksan Pet ve Plastik Ambalaj San.v\n",
      "Liquids Technology Company\n",
      "M/S.QUEEN TRADERS\n",
      "Gulf Color Industry Factory\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Kertih Terminals SDN BHD Level 1, K\n",
      "CRESCENT ORGANICS PVT LTD\n",
      "nan\n",
      "nan\n",
      "BGN INTERNATIONAL DMCC\n",
      "nan\n",
      "INVISTA S.à r.l.\n",
      "KUWAIT PETROLEUM CORPORATION\n",
      "nan\n",
      "CELANESE EUROPE B.V.\n",
      "FIMACHEM SDN BHD\n",
      "nan\n",
      "Crystal Cable Industries Limited\n",
      "OVERSEAS POLYMERS PVT.LTD.\n",
      "KTM SA\n",
      "To Order of Malayan Banking Berhad\n",
      "Gulf Chemical Industries (Zuhair gr\n",
      "nan\n",
      "nan\n",
      "KAWALITY CHEMICALS\n",
      "Sitara Paktia Plastic Products\n",
      "nan\n",
      "Belgian Logistic Center NV\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "MANGALAM INTERNATIONAL\n",
      "NANTONG CHEMICAL AND LIGHT INDUSTRY\n",
      "OSCAR FOR PLASTIC &IMPORT&EXPORT\n",
      "ZENITH PLASTICS\n",
      "WELL FLOW GULF TRADING W.L.L\n",
      "ARUN POLYCHEM PVT LTD\n",
      "Alalwan Almushrga\n",
      "MIDDLE EAST PLASTIC MARKETING FZE\n",
      "BOMBAY FANCY STORE\n",
      "C/O CARDINALI SRL\n",
      "nan\n",
      "International Cable Egypt\n",
      "Sasa Polyester Sanayl AS\n",
      "SRF LIMITED\n",
      "Daiichi Yuki Sangyo Co.,Ltd.\n",
      "Vopak Terminal Botlek B.V.\n",
      "SAMSUNG-BP CHEMICALS CO., LTD\n",
      "ACOTRA S.A\n",
      "KUNDAN International Pvt. LTD\n",
      "JUPITER DYECHEM PVT.LTD. MITTAL COU\n",
      "CEPSA QUIMICA S.A.\n",
      "nan\n",
      "nan\n",
      "Jiangsu Company, Sinopec Chemical\n",
      "Statoil ASA\n",
      "nan\n",
      "RAVAGO PETROKIMYA URETIM AS\n",
      "Hanwha Chemical (Shanghai) Co. Ltd.\n",
      "JO BLAND ENTERPRISES\n",
      "Rhenus Logistics Ltd\n",
      "SUMITOMO CORPORATION THAILAND LTD.\n",
      "ZenRock Europe S.A.\n",
      "Daichem Pte Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SURABHI SLIPPER INDUSTRIES\n",
      "Yangzhou Jinsen Optoelectronics Co.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "TERMINAL TEPSA TARRAGONA\n",
      "PARAGON POLYMER PRODUCTS PVT.LTD.\n",
      "nan\n",
      "nan\n",
      "Euro Tank Terminal\n",
      "nan\n",
      "M.D.S .\n",
      "BIR ALI MOHAMMED FACTORY\n",
      "National Cables Industry\n",
      "nan\n",
      "SYNERGY CHINA LIMITED\n",
      "CHISU for manufacturing EVA\n",
      "J.P. POLYMERS\n",
      "SUSHILA PARMAR INTERNATIONAL PVT.LT\n",
      "nan\n",
      "Astra Polymer Compounding Company L\n",
      "India Glycols Limited,\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Mansour Boubes\n",
      "MANDEEP TRADERS,\n",
      "nan\n",
      "NEIL POLYCHEM\n",
      "KURARAY ASIA PACIFIC PTE.LTD.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "KASTURI OVERSEAS\n",
      "GUANGDONG (PANYU) PETROCHEMICAL\n",
      "SHANGHAI ORIENT - SALT CHEMICALS CO\n",
      "Ticona Polymers Ltda\n",
      "Nantong Benny Petrochemicals Harbou\n",
      "PONNORE ENTERPRISES LLP\n",
      "S-OIL CORPORATION\n",
      "nan\n",
      "SABIC IP - BOZ SITE\n",
      "CPC Corporation, Taiwan\n",
      "SUPREME INTERNATIONAL\n",
      "nan\n",
      "nan\n",
      "BANGLADESH POLY PRINTING INT.LTD.,\n",
      "MCE VISION SDN BHD\n",
      "nan\n",
      "CLBT S.R.L. a Socio Unico\n",
      "RADHIKA EXPORTS CORPORATION,\n",
      "SHAKTI INDUSTRIES LIMITED\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "Saudi Ethylene & Polyethylene Co.\n",
      "OSCAR FOR PLASTIC &IMPORT&EXPORT\n",
      "ALWAN SAUDI COMPANY LTD\n",
      "nan\n",
      "KUWAIT PETROLEUM CORPORATION\n",
      "nan\n",
      "nan\n",
      "Celanese Singapore Pte Ltd\n",
      "Clariant Masterbatches (Saudi Arabi\n",
      "SK GLOBAL CHEMICAL CO., LTD\n",
      "nan\n",
      "Eastman Chemical Company\n",
      "Basic Chemical Solutions Europe BV\n",
      "RUPANI PRODUCTS\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "M/S JAMUNA TRADING\n",
      "Adani Enterprises Ltd.\n",
      "SYNTHITE LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Chang Chun Plastics Co., Ltd.\n",
      "nan\n",
      "FAIZ ENTERPRISES (PVT) LTD\n",
      "Hi Plast LTD\n",
      "nan\n",
      "WARESA INDUSTRY PVT LTD.\n",
      "GUANGZHOU JOVO FUEL GAS CO. LTD.\n",
      "POLY EXTRUSION\n",
      "NINGBO LONG RUN CHEMICAL IMPORT AND\n",
      "Vopak Terminal ACS\n",
      "Ampacet Italia S.r.l.\n",
      "FINPROJECT INDIA PRIVATE LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "SALASAR IMPEX(P) LTD,\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Synergy Optic Pvt. Ltd.\n",
      "Tylos Plastic Industries Co. W.L.L\n",
      "EXIM INCORPORATION\n",
      "SUPREME ELECTRICALS\n",
      "Al Nahda International Chemical\n",
      "Arkem Chemicals Europe BV\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Reda Gulf For Energy Factory\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "JUBILANT INDUSTRIES LTD.,\n",
      "Alriaz Agencies (Pvt) Ltd\n",
      "nan\n",
      "Pakistan State Oil Company limited\n",
      "Formosa Plastics Corporation\n",
      "BGRS Textile Services LLP\n",
      "nan\n",
      "AL NOOR INTERNATIONAL,\n",
      "MH Enterprises LLC\n",
      "nan\n",
      "ASPEN INTERNATIONAL PVT.LTD.\n",
      "PETROCHINA INTERNATIONAL (SINGAPORE\n",
      "Hanwha Chemical Malaysia SDN.BHD.\n",
      "NAPCO Modern Plastic\n",
      "nan\n",
      "nan\n",
      "OXYDE CHEMICALS CHINA LIMITED\n",
      "Energya Power Cables\n",
      "Druckfarben Hellas S.A.\n",
      "Nordfolien GmbH\n",
      "nan\n",
      "METHANEX SERVICES (SHANGAI) CO. LTD\n",
      "nan\n",
      "EL MASRYA CO. FOR LIGHT SHOES\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Crescent Chemsol Pvt, C/o Ambica\n",
      "Metaal Magnus International B.V\n",
      "TRINTERNATIONAL, INC.\n",
      "POLYMER ASIA TECHNOLOGY PRODUCING\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Liefkenshoek Logistic Hub NV\n",
      "SK Chemical Trading (HK) Limited\n",
      "nan\n",
      "nan\n",
      "United Industrial Investment Compan\n",
      "nan\n",
      "nan\n",
      "Est. Elie Kadi\n",
      "nan\n",
      "DEEPAK OVERSEAS\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Gelsenchem Chemical Products GmbH\n",
      "CHOWDHRY RUBBER AND CHEMICAL PVT. L\n",
      "Dhara Petrochemicals Pvt. Ltd.,\n",
      "Eastern Polysales Pvt. Ltd\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Clariant (Maroc) S.A\n",
      "nan\n",
      "Alpha Inks and printing\n",
      "Diamond Power Infrastructure Ltd.\n",
      "nan\n",
      "ALWAN ASBAG ALSAUDIA FACTORY\n",
      "OBEGI FOR CHEMICAL INDUSTRIES AND\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "JEWEL OVERSEAS PVT LTD\n",
      "BEBO FOR IMPORT AND EXPORT & TRADIN\n",
      "CKG CHEMICALS PTE LTD,\n",
      "Seyed Mehdi Hosseini\n",
      "nan\n",
      "BLOCK\n",
      "Jindal Films Europe Brindisi SRL\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Zhejiang Jinke household Chemical\n",
      "Resinex Rus AO\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CHEMAX INTERNATIONAL CORP.\n",
      "Industrial Chemicals & Resins Co. L\n",
      "nan\n",
      "Barwil agencies Ltd. For shipping\n",
      "nan\n",
      "Deepak Fertilizers&Petrochemical CO\n",
      "nan\n",
      "Liefkenshoek Logistic Hub NV\n",
      "CLASSIC FOOTWEAR INDUSTRIES KATHARI\n",
      "RUKMANI POLYMERS PVT LTD\n",
      "nan\n",
      "nan\n",
      "Hanwha Chemical Corporation\n",
      "nan\n",
      "nan\n",
      "Obegi Chemicals Egypt\n",
      "nan\n",
      "C.O.I.M. S.p.A.\n",
      "nan\n",
      "Acumen Engineering (Shanghai) Co.,\n",
      "Juffali Polyone Master Batches CO,\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Albis Plastic GmbH\n",
      "Gujarat Fluorochemicals Limited 12A\n",
      "ZHEJIANG DONGUE CHEMICAL CO.,LTD\n",
      "POLYWING( NINGBO )\n",
      "nan\n",
      "LANXESS Deutschland GmbH\n",
      "Sabic IP - BoZ site\n",
      "VIRGO POLYMER (INDIA) LTD.\n",
      "LG International Corp.\n",
      "SIPCHEM - Sales\n",
      "House of chemicals ME Fze\n",
      "Tamam Plastic Factory\n",
      "KEI Industries Limited\n",
      "Liban Cables\n",
      "RELIANCE INDUSTRIES LIMITED\n",
      "SHANGHAI CHANGWEI JINCI\n",
      "nan\n",
      "Kingfa Science & Technology (USA),\n",
      "Dow Siloxanes (Zhang jiagang) Co.,L\n",
      "BATA INDIA LIMITED\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "CHANDRA PRABHU INTERNATIONAL LTD.\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "ASIA PLASTICS INDUSTRY (NIGERIA) LI\n",
      "RCL INDUSTRIAL PRODUCTS PTE. LTD.\n",
      "SOJITZ (SHANGHAI) CO. LTD\n",
      "nan\n",
      "Chemanol Methanol Chemicals Company\n",
      "nan\n",
      "nan\n",
      "nan\n",
      "Al Majwal Factory for Oxidized Asph\n",
      "International Utilities Company\n",
      "JUPITER DYECHEM PVT.LTD\n",
      "Petrochina International\n",
      "nan\n",
      "nan\n",
      "BALAJI AMINES LIMITED\n",
      "Crescent Chemsol Pvt. Ltd., Unit No\n",
      "TEMVES AGENCIES SDN BHD ON BEHALF O\n",
      "Vitol S.A. Rotterdam Branch\n",
      "UNISTAR INTERNATIONAL LLP\n",
      "SHINKONG SYNTHETIC FIBERS CORP.\n",
      "nan\n"
     ]
    }
   ],
   "source": [
    "master=[]\n",
    "\n",
    "for i in range(len(df)):\n",
    "    name1 = df['Name1_EP'].iloc[i]\n",
    "    print(name1)\n",
    "    store_ratio = []\n",
    "    for wp_name in df.Name1_WP:\n",
    "        store_ratio.append(fuzz.ratio(name1,wp_name))\n",
    "    master.append([np.argmax(store_ratio), max(store_ratio)])\n",
    "    \n",
    "    \n",
    "    #master.append(np.argmax(store_ratio))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "73"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_max(masters, idx):\n",
    "    max_val = np.argmax(masters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3897"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(master)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2508, 63]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "master[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name1_EP                              nan\n",
       "Name1_WP         POLYMED DISTRIBUTION FZE\n",
       "Unnamed: 2                            NaN\n",
       "Unnamed: 3                            NaN\n",
       "Unnamed: 4                            NaN\n",
       "Unnamed: 5                            NaN\n",
       "Unnamed: 6                            NaN\n",
       "Unnamed: 7                            NaN\n",
       "ratio                                   0\n",
       "Closest                                 0\n",
       "Nearest       BLOCK SOLVADIS DISTRIBUTION\n",
       "Name: 2508, dtype: object"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[2508]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name1_EP        BATA INDIA LIMITED\n",
       "Name1_WP      ZENITH PLASTICS C.I.\n",
       "Unnamed: 2                     NaN\n",
       "Unnamed: 3                     NaN\n",
       "Unnamed: 4                     NaN\n",
       "Unnamed: 5                     NaN\n",
       "Unnamed: 6                     NaN\n",
       "Unnamed: 7                     NaN\n",
       "ratio                           37\n",
       "Closest                       3587\n",
       "Nearest            ZENITH PLASTICS\n",
       "Name: 3867, dtype: object"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[3867]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "store_ratio=[]\n",
    "for ep_name in df.Name1_EP:\n",
    "    store_ratio.append(fuzz.ratio(wp_name,ep_name))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3897"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(master)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[532,\n",
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       " 17,\n",
       " ...]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store_ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       35\n",
       "1       40\n",
       "2        0\n",
       "3       27\n",
       "4        0\n",
       "        ..\n",
       "3892    23\n",
       "3893    19\n",
       "3894    28\n",
       "3895    29\n",
       "3896     0\n",
       "Name: ratio, Length: 3897, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['ratio']=store_ratio\n",
    "df['ratio']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'>' not supported between instances of 'list' and 'int'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-21-f6b76ee94637>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mratio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstore_ratio\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-19-1504e8e3a4dc>\u001b[0m in \u001b[0;36mratio\u001b[0;34m(store_ration)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mratio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstore_ration\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      2\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mstore_ratio\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m         \u001b[0;32mif\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstore_ratio\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m70\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[1;32m      4\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: '>' not supported between instances of 'list' and 'int'"
     ]
    }
   ],
   "source": [
    "ratio(store_ratio)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def check(list1, val): \n",
    "    return(all(x > val for x in list1)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "check(store_ratio,70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        True\n",
       "1        True\n",
       "2       False\n",
       "3        True\n",
       "4       False\n",
       "        ...  \n",
       "3892     True\n",
       "3893    False\n",
       "3894     True\n",
       "3895     True\n",
       "3896    False\n",
       "Name: ratio, Length: 3897, dtype: bool"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['ratio']>20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     1653\n",
       "17     124\n",
       "13     112\n",
       "14     110\n",
       "10      95\n",
       "15      86\n",
       "12      84\n",
       "20      83\n",
       "33      80\n",
       "11      69\n",
       "24      68\n",
       "16      68\n",
       "18      66\n",
       "27      64\n",
       "19      61\n",
       "29      59\n",
       "30      58\n",
       "21      57\n",
       "37      52\n",
       "26      49\n",
       "23      49\n",
       "22      48\n",
       "25      45\n",
       "35      44\n",
       "28      43\n",
       "31      40\n",
       "34      37\n",
       "32      35\n",
       "41      31\n",
       "9       29\n",
       "40      29\n",
       "8       27\n",
       "48      26\n",
       "39      25\n",
       "38      24\n",
       "36      24\n",
       "47      24\n",
       "43      22\n",
       "46      21\n",
       "5       21\n",
       "42      20\n",
       "51      17\n",
       "45      15\n",
       "52      14\n",
       "44      14\n",
       "7       12\n",
       "49      12\n",
       "55       9\n",
       "53       8\n",
       "6        6\n",
       "50       6\n",
       "56       6\n",
       "57       5\n",
       "54       3\n",
       "58       2\n",
       "4        2\n",
       "62       2\n",
       "61       1\n",
       "60       1\n",
       "Name: ratio, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['ratio'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       35\n",
       "1       40\n",
       "2        0\n",
       "3       27\n",
       "4        0\n",
       "        ..\n",
       "3892    23\n",
       "3893    19\n",
       "3894    28\n",
       "3895    29\n",
       "3896     0\n",
       "Name: ratio, Length: 3897, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['ratio']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Closest']=master"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "cannot reindex from a duplicate axis",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-46-9c7f5927db8a>\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[0;34m'Nearest'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmaster\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~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m   3470\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[1;32m   3471\u001b[0m             \u001b[0;31m# set column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3472\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_set_item\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\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   3473\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3474\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_setitem_slice\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[0mvalue\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~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_set_item\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m   3547\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3548\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_ensure_valid_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3549\u001b[0;31m         \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sanitize_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\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   3550\u001b[0m         \u001b[0mNDFrame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_set_item\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[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3551\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_sanitize_column\u001b[0;34m(self, key, value, broadcast)\u001b[0m\n\u001b[1;32m   3721\u001b[0m                         \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcols\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3722\u001b[0m             \u001b[0;31m# now align rows\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3723\u001b[0;31m             \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mreindexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\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[0m\u001b[1;32m   3724\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3725\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mExtensionArray\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~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mreindexer\u001b[0;34m(value)\u001b[0m\n\u001b[1;32m   3700\u001b[0m                     \u001b[0;31m# duplicate axis\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3701\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3702\u001b[0;31m                         \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3703\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3704\u001b[0m                     \u001b[0;31m# other\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mreindexer\u001b[0;34m(value)\u001b[0m\n\u001b[1;32m   3695\u001b[0m                 \u001b[0;31m# GH 4107\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3696\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-> 3697\u001b[0;31m                     \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreindex\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[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3698\u001b[0m                 \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3699\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/util/_decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    219\u001b[0m         \u001b[0;34m@\u001b[0m\u001b[0mwraps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    220\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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--> 221\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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    222\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    223\u001b[0m         \u001b[0mkind\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minspect\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mParameter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPOSITIONAL_OR_KEYWORD\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mreindex\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   3959\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"axis\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3960\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"labels\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3961\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mkwargs\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   3962\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3963\u001b[0m     def drop(\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mreindex\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   4512\u001b[0m         \u001b[0;31m# perform the reindex on the axes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4513\u001b[0m         return self._reindex_axes(\n\u001b[0;32m-> 4514\u001b[0;31m             \u001b[0maxes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4515\u001b[0m         ).__finalize__(self)\n\u001b[1;32m   4516\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_reindex_axes\u001b[0;34m(self, axes, level, limit, tolerance, method, fill_value, copy)\u001b[0m\n\u001b[1;32m   3847\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3848\u001b[0m             frame = frame._reindex_index(\n\u001b[0;32m-> 3849\u001b[0;31m                 \u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3850\u001b[0m             )\n\u001b[1;32m   3851\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_reindex_index\u001b[0;34m(self, new_index, method, copy, level, fill_value, limit, tolerance)\u001b[0m\n\u001b[1;32m   3869\u001b[0m             \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3870\u001b[0m             \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfill_value\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3871\u001b[0;31m             \u001b[0mallow_dups\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[0m\n\u001b[0m\u001b[1;32m   3872\u001b[0m         )\n\u001b[1;32m   3873\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_reindex_with_indexers\u001b[0;34m(self, reindexers, fill_value, copy, allow_dups)\u001b[0m\n\u001b[1;32m   4575\u001b[0m                 \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfill_value\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4576\u001b[0m                 \u001b[0mallow_dups\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mallow_dups\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4577\u001b[0;31m                 \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\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   4578\u001b[0m             )\n\u001b[1;32m   4579\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/internals/managers.py\u001b[0m in \u001b[0;36mreindex_indexer\u001b[0;34m(self, new_axis, indexer, axis, fill_value, allow_dups, copy)\u001b[0m\n\u001b[1;32m   1249\u001b[0m         \u001b[0;31m# some axes don't allow reindexing with dups\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1250\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mallow_dups\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1251\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_reindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\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   1252\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1253\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;34m>=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36m_can_reindex\u001b[0;34m(self, indexer)\u001b[0m\n\u001b[1;32m   3360\u001b[0m         \u001b[0;31m# trying to reindex on an axis with duplicates\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3361\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\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-> 3362\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cannot reindex from a duplicate axis\"\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   3363\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3364\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\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;31mValueError\u001b[0m: cannot reindex from a duplicate axis"
     ]
    }
   ],
   "source": [
    "df['Nearest']=df.iloc[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2</td>\n",
       "      <td>nan</td>\n",
       "      <td>363(1)(13) GANESH INDUSTRIAL ESTATE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>WILL &amp; CO BV</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>nan</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>3892</td>\n",
       "      <td>TEMVES AGENCIES SDN BHD ON BEHALF O</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3893</td>\n",
       "      <td>Vitol S.A. Rotterdam Branch</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19</td>\n",
       "      <td>897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3894</td>\n",
       "      <td>UNISTAR INTERNATIONAL LLP</td>\n",
       "      <td>ZUMS INTERNATIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>2098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3895</td>\n",
       "      <td>SHINKONG SYNTHETIC FIBERS CORP.</td>\n",
       "      <td>ZYLOG PLASTALLOS PVT.LTD.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>2325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3896</td>\n",
       "      <td>nan</td>\n",
       "      <td>ZYLOG PLASTALLOYS PVT LTD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2325</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3897 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name1_EP  \\\n",
       "0             BLOCK SOLVADIS DISTRIBUTION   \n",
       "1     ANNAPURNA RUBBER INDUSTRIES PVT.LTD   \n",
       "2                                     nan   \n",
       "3                            WILL & CO BV   \n",
       "4                                     nan   \n",
       "...                                   ...   \n",
       "3892  TEMVES AGENCIES SDN BHD ON BEHALF O   \n",
       "3893          Vitol S.A. Rotterdam Branch   \n",
       "3894            UNISTAR INTERNATIONAL LLP   \n",
       "3895      SHINKONG SYNTHETIC FIBERS CORP.   \n",
       "3896                                  nan   \n",
       "\n",
       "                                 Name1_WP  Unnamed: 2  Unnamed: 3  Unnamed: 4  \\\n",
       "0           “GROUPE TOUBA INDUSTRIES” SAU         NaN         NaN         NaN   \n",
       "1        2KE MÜHENDISLIK ENERJI VE ENERJI         NaN         NaN         NaN   \n",
       "2     363(1)(13) GANESH INDUSTRIAL ESTATE         NaN         NaN         NaN   \n",
       "3                      3J INDUSTRIES FZCO         NaN         NaN         NaN   \n",
       "4                      3J INDUSTRIES FZCO         NaN         NaN         NaN   \n",
       "...                                   ...         ...         ...         ...   \n",
       "3892         Zuhair Trading Establishment         NaN         NaN         NaN   \n",
       "3893         Zuhair Trading Establishment         NaN         NaN         NaN   \n",
       "3894                   ZUMS INTERNATIONAL         NaN         NaN         NaN   \n",
       "3895            ZYLOG PLASTALLOS PVT.LTD.         NaN         NaN         NaN   \n",
       "3896            ZYLOG PLASTALLOYS PVT LTD         NaN         NaN         NaN   \n",
       "\n",
       "      Unnamed: 5  Unnamed: 6 Unnamed: 7  ratio  Closest  \n",
       "0            NaN         NaN        NaN     35      532  \n",
       "1            NaN         NaN        NaN     40     1631  \n",
       "2            NaN         NaN        NaN      0      893  \n",
       "3            NaN         NaN        NaN     27      240  \n",
       "4            NaN         NaN        NaN      0      240  \n",
       "...          ...         ...        ...    ...      ...  \n",
       "3892         NaN         NaN        NaN     23      897  \n",
       "3893         NaN         NaN        NaN     19      897  \n",
       "3894         NaN         NaN        NaN     28     2098  \n",
       "3895         NaN         NaN        NaN     29     2325  \n",
       "3896         NaN         NaN        NaN      0     2325  \n",
       "\n",
       "[3897 rows x 10 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C.M.P. (CONGOLAISE DE MOUSSE'"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[532].Name1_WP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                 POLYMED DISTRIBUTION FZE\n",
       "1                ARFEEN INDUSTRIES PVT.LTD\n",
       "2                                   Tasnee\n",
       "3                               QAZI & CO.\n",
       "4                                   Tasnee\n",
       "                       ...                \n",
       "3892    TENCATE GEOSYNTHETICS ASIA SDN BHD\n",
       "3893          Enarat Hail Est. for Trading\n",
       "3894             SUNTRAC INTERNATIONAL LTD\n",
       "3895            SHANKER SYNTHETICS PVT LTD\n",
       "3896                                Tasnee\n",
       "Name: Nearest, Length: 3897, dtype: object"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new=[]\n",
    "for item in master:\n",
    "    new.append(df.iloc[item].Name1_WP)\n",
    "df['Nearest']=new\n",
    "df['Nearest']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratios = []\n",
    "for item in master:\n",
    "    ratios.append(item[1])\n",
    "df['ratio'] = ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['ratios'], axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name1_EP            ZENITH PLASTICS\n",
       "Name1_WP      TOYZONE IMPEX PVT LTD\n",
       "Unnamed: 2                      NaN\n",
       "Unnamed: 3                      NaN\n",
       "Unnamed: 4                      NaN\n",
       "Unnamed: 5                      NaN\n",
       "Unnamed: 6                      NaN\n",
       "Unnamed: 7                      NaN\n",
       "ratio                            86\n",
       "Closest                          50\n",
       "Nearest        ZENITH PLASTICS C.I.\n",
       "Name: 3587, dtype: object"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[3587]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PAK NET (PVT) LTD    3897\n",
       "Name: Nearest, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Nearest'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            SUPREME RUBBER INDUSTRIES\n",
       "1        TISAN MUHENDISLIK PLASTIKLERI\n",
       "2          RELIANCE INDUSTRIES LIMITED\n",
       "3             GIZA CABLE INDUSTRIES CO\n",
       "4             GIZA CABLE INDUSTRIES CO\n",
       "                     ...              \n",
       "3892    Oman Trading International Ltd\n",
       "3893    Oman Trading International Ltd\n",
       "3894                  AN INTERNATIONAL\n",
       "3895           DR PLASTOTECH PVT. LTD.\n",
       "3896           DR PLASTOTECH PVT. LTD.\n",
       "Name: Nearest, Length: 3897, dtype: object"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Nearest']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[532,\n",
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       " 2831,\n",
       " 2831,\n",
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       " 3757,\n",
       " 3757,\n",
       " 3757,\n",
       " 3676,\n",
       " 3757,\n",
       " 3757,\n",
       " 3296,\n",
       " 2018,\n",
       " 1166,\n",
       " 362,\n",
       " 977,\n",
       " 1593,\n",
       " 2751,\n",
       " 609,\n",
       " 3240,\n",
       " 2916,\n",
       " 1585,\n",
       " 1830,\n",
       " 1830,\n",
       " 1830,\n",
       " 1199,\n",
       " 1884,\n",
       " 1884,\n",
       " 1884,\n",
       " 1884,\n",
       " 1884,\n",
       " 3378,\n",
       " 3378,\n",
       " 1632,\n",
       " 2479,\n",
       " 2809,\n",
       " 1884,\n",
       " 170,\n",
       " 170,\n",
       " 211,\n",
       " 211,\n",
       " 211,\n",
       " 1304,\n",
       " 1157,\n",
       " 3275,\n",
       " 3779,\n",
       " 3635,\n",
       " 153,\n",
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       " 3378,\n",
       " 3378,\n",
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       " 341,\n",
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       " 2605,\n",
       " 698,\n",
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       " 3604,\n",
       " 1867,\n",
       " 2751,\n",
       " 2198,\n",
       " 2198,\n",
       " 1867,\n",
       " 1420,\n",
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       " 1867,\n",
       " 2198,\n",
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       "      <th></th>\n",
       "      <th>Name1_EP</th>\n",
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       "      <td>BLOCK SOLVADIS DISTRIBUTION</td>\n",
       "      <td>“GROUPE TOUBA INDUSTRIES” SAU</td>\n",
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       "      <td>1</td>\n",
       "      <td>ANNAPURNA RUBBER INDUSTRIES PVT.LTD</td>\n",
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       "      <td>WILL &amp; CO BV</td>\n",
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       "      <td>3892</td>\n",
       "      <td>TEMVES AGENCIES SDN BHD ON BEHALF O</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>897</td>\n",
       "      <td>Oman Trading International Ltd</td>\n",
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       "      <td>3893</td>\n",
       "      <td>Vitol S.A. Rotterdam Branch</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19</td>\n",
       "      <td>897</td>\n",
       "      <td>Oman Trading International Ltd</td>\n",
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       "    <tr>\n",
       "      <td>3894</td>\n",
       "      <td>UNISTAR INTERNATIONAL LLP</td>\n",
       "      <td>ZUMS INTERNATIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>2098</td>\n",
       "      <td>AN INTERNATIONAL</td>\n",
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       "      <td>3895</td>\n",
       "      <td>SHINKONG SYNTHETIC FIBERS CORP.</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>2325</td>\n",
       "      <td>DR PLASTOTECH PVT. LTD.</td>\n",
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       "      <td>3896</td>\n",
       "      <td>nan</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2325</td>\n",
       "      <td>DR PLASTOTECH PVT. LTD.</td>\n",
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       "                                 Name1_EP  \\\n",
       "0             BLOCK SOLVADIS DISTRIBUTION   \n",
       "1     ANNAPURNA RUBBER INDUSTRIES PVT.LTD   \n",
       "2                                     nan   \n",
       "3                            WILL & CO BV   \n",
       "4                                     nan   \n",
       "...                                   ...   \n",
       "3892  TEMVES AGENCIES SDN BHD ON BEHALF O   \n",
       "3893          Vitol S.A. Rotterdam Branch   \n",
       "3894            UNISTAR INTERNATIONAL LLP   \n",
       "3895      SHINKONG SYNTHETIC FIBERS CORP.   \n",
       "3896                                  nan   \n",
       "\n",
       "                                 Name1_WP  Unnamed: 2  Unnamed: 3  Unnamed: 4  \\\n",
       "0           “GROUPE TOUBA INDUSTRIES” SAU         NaN         NaN         NaN   \n",
       "1        2KE MÜHENDISLIK ENERJI VE ENERJI         NaN         NaN         NaN   \n",
       "2     363(1)(13) GANESH INDUSTRIAL ESTATE         NaN         NaN         NaN   \n",
       "3                      3J INDUSTRIES FZCO         NaN         NaN         NaN   \n",
       "4                      3J INDUSTRIES FZCO         NaN         NaN         NaN   \n",
       "...                                   ...         ...         ...         ...   \n",
       "3892         Zuhair Trading Establishment         NaN         NaN         NaN   \n",
       "3893         Zuhair Trading Establishment         NaN         NaN         NaN   \n",
       "3894                   ZUMS INTERNATIONAL         NaN         NaN         NaN   \n",
       "3895            ZYLOG PLASTALLOS PVT.LTD.         NaN         NaN         NaN   \n",
       "3896            ZYLOG PLASTALLOYS PVT LTD         NaN         NaN         NaN   \n",
       "\n",
       "      Unnamed: 5  Unnamed: 6 Unnamed: 7  ratio  Closest  \\\n",
       "0            NaN         NaN        NaN     35      532   \n",
       "1            NaN         NaN        NaN     40     1631   \n",
       "2            NaN         NaN        NaN      0      893   \n",
       "3            NaN         NaN        NaN     27      240   \n",
       "4            NaN         NaN        NaN      0      240   \n",
       "...          ...         ...        ...    ...      ...   \n",
       "3892         NaN         NaN        NaN     23      897   \n",
       "3893         NaN         NaN        NaN     19      897   \n",
       "3894         NaN         NaN        NaN     28     2098   \n",
       "3895         NaN         NaN        NaN     29     2325   \n",
       "3896         NaN         NaN        NaN      0     2325   \n",
       "\n",
       "                             Nearest  \n",
       "0          SUPREME RUBBER INDUSTRIES  \n",
       "1      TISAN MUHENDISLIK PLASTIKLERI  \n",
       "2        RELIANCE INDUSTRIES LIMITED  \n",
       "3           GIZA CABLE INDUSTRIES CO  \n",
       "4           GIZA CABLE INDUSTRIES CO  \n",
       "...                              ...  \n",
       "3892  Oman Trading International Ltd  \n",
       "3893  Oman Trading International Ltd  \n",
       "3894                AN INTERNATIONAL  \n",
       "3895         DR PLASTOTECH PVT. LTD.  \n",
       "3896         DR PLASTOTECH PVT. LTD.  \n",
       "\n",
       "[3897 rows x 11 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3587    ISHA PLAST IMPEX PVT LTD\n",
       "Name: Nearest, dtype: object"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Name1_EP']=='ZENITH PLASTICS']['Nearest']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3587    40\n",
       "Name: ratio, dtype: int64"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Name1_EP']=='ZENITH PLASTICS']['ratio']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name1_EP               ZENITH PLASTICS\n",
       "Name1_WP         TOYZONE IMPEX PVT LTD\n",
       "Unnamed: 2                         NaN\n",
       "Unnamed: 3                         NaN\n",
       "Unnamed: 4                         NaN\n",
       "Unnamed: 5                         NaN\n",
       "Unnamed: 6                         NaN\n",
       "Unnamed: 7                         NaN\n",
       "ratio                               40\n",
       "Closest                             50\n",
       "Nearest       ISHA PLAST IMPEX PVT LTD\n",
       "Name: 3587, dtype: object"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[3587]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "ep_list=df['Name1_EP'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BLOCK SOLVADIS DISTRIBUTION',\n",
       " 'ANNAPURNA RUBBER INDUSTRIES PVT.LTD',\n",
       " 'nan',\n",
       " 'WILL & CO BV',\n",
       " 'nan',\n",
       " 'SINOCHEM PLASTICS CO., LTD.',\n",
       " 'nan',\n",
       " 'MCC Advanced Polymers Co.',\n",
       " 'Sipchem Asia PTE LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Haute école d’ Ingénieurs',\n",
       " 'NEXANS MAROC',\n",
       " 'Mitsui & Co. Deutschland GmbH',\n",
       " 'SPELL PETROCHEMICALS (PVT) LTD',\n",
       " 'nan',\n",
       " 'Jiangsu Daxin Webbing CO.,LTD',\n",
       " 'PT. INDOCHEMICAL CITRA KIMIA',\n",
       " 'Solvadis Methanol GmbH',\n",
       " 'YUG INTERNATIONAL PRIVATE LIMITED,',\n",
       " 'ZenRock Commodities Trading Pte Ltd',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Nova Molecular Technologies',\n",
       " 'Omni Plastics',\n",
       " 'Chem-Edge international PVT.LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'KAPO FOOTWEARS PVT LTD',\n",
       " 'Oqema GmbH / MV West MG',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Advanced Chemicals Industries',\n",
       " 'INDUSTRIAL CHEMICALS, INC BLENPAC',\n",
       " 'nan',\n",
       " 'Hanwha Chemical Malaysia SDN.BHD.',\n",
       " 'nan',\n",
       " 'Vopak Botlek',\n",
       " 'HELM CHINA CO LTD',\n",
       " 'Futura Polymers Ltd.',\n",
       " 'RELIANCE INDUSTRIES LIMITED, REFINE',\n",
       " 'nan',\n",
       " 'SABIC ASIA PACIFIC PTE LTD',\n",
       " 'Thirumalai Chemicals Ltd',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Waled Al Kilani & Partners Industri',\n",
       " 'ISHA PLAST IMPEX PVT LTD',\n",
       " 'SHYAM FOOT TECH PVT. LTD.',\n",
       " 'MSA TRADING PLC',\n",
       " 'PRIME POLYCHEM PVT LTD',\n",
       " 'Sojitz Europe Plc',\n",
       " 'YILDIZ ENTEFRE AS ARSLANBEY O.S.B.',\n",
       " 'nan',\n",
       " 'One time customer',\n",
       " 'CMI ENERGY INDIA PRIVATE LIMITED',\n",
       " 'nan',\n",
       " 'Qatar Shell GTL Ltd.,',\n",
       " 'nan',\n",
       " 'STAR PLUS CHEMICAL CO., LTD.',\n",
       " 'Shree Chem Trading FZE,',\n",
       " 'Metanolo Meditteraneo S.r.l.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'BARWIL AGENCIES LTD.',\n",
       " 'SHINY CHEMICAL INDUSTRIAL CO., LTD.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'INTERNATIONAL COMPANY FOR CHEMICALS',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'VRION GLOBAL PVT.LTD.',\n",
       " 'MIDAS POLYCHEM LLP',\n",
       " 'nan',\n",
       " 'STE ART PLASTIC',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'KAYCEE POLYMERS PVT. LTD.',\n",
       " 'LATI S.P.A.',\n",
       " 'VOPAK TERMINAL ZHANGJIAGANG CO., LT',\n",
       " 'ALWAN ASBAG ALSAUDIA FACTORY',\n",
       " 'RESPONSIVE INDUSTRIES LTD.',\n",
       " \"Shenzhen Senbang Int'l Freight\",\n",
       " 'SOLVENTIS BVBA',\n",
       " 'Synthomer ME',\n",
       " 'nan',\n",
       " 'Khalil Ibrahim Al Ghamdi',\n",
       " 'pon pure chem (P) LTD',\n",
       " 'Kuwait Chemical House Company',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Thiam Joo (Malaysia) Sdn Bhd',\n",
       " 'Haycolour Pvt Ltd',\n",
       " 'KOLSUZLAR KIMYA SAN. VE TIC. A.S.,',\n",
       " 'Petrochem Middle East FZE.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'ACS Dobfar SpA',\n",
       " 'AYM SYNTEX LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'AL SANEA CHEMICAL PRODUCTS',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'HARYANA PLASTCHEM',\n",
       " 'nan',\n",
       " 'NINGBO FUND ENERGY CO.,LTD.',\n",
       " 'Enagro A.S.',\n",
       " 'Mitsui & Co. Ltd',\n",
       " 'nan',\n",
       " 'Mitsui & Co., Ltd.',\n",
       " 'nan',\n",
       " 'Hangzhou Long Success Chemical Indu',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'El Mohandes Co. For',\n",
       " 'Jiutai Energy Guangzhou Co., Ltd.',\n",
       " 'VITOL ENERGY S.A',\n",
       " 'nan',\n",
       " 'Mitsubish Corporation (Guangzhou) L',\n",
       " 'El Mansoura for Resins&Chemical',\n",
       " 'WENZHOU OUHUA FOREIGN TRADE CORP:',\n",
       " 'Razi Chemical Co.',\n",
       " 'GF LOGISTIC',\n",
       " 'JESONS INDUSTRIES LIMITED',\n",
       " 'Natraj Polychem PVT LTD',\n",
       " 'MGC Trading (Thailand)Ltd.',\n",
       " 'JUBILANT LIFE SCIENCES LIMITED',\n",
       " 'Advansa-Sasa Polyester Sanayi A.S.',\n",
       " 'nan',\n",
       " 'Samsung-BP Chemicals Co., Ltd.',\n",
       " 'nan',\n",
       " 'SMD SONS,',\n",
       " 'Yildiz Sunta Mdf Orman Urunleri San',\n",
       " 'Celikaylar Uretim Pazarlamave Nakli',\n",
       " 'nan',\n",
       " 'Fidelity Global Chemical Est.',\n",
       " 'Japan-Arabia Methanol Company Ltd.',\n",
       " 'CHANG CHUNG PLASTICS CO., LTD.',\n",
       " 'HIRO-YOUNG INTERNATIONAL CORP.',\n",
       " 'Balaji Amines Ltd',\n",
       " 'Emons Impex Italiana Spa',\n",
       " 'WAH NOBEL CHEMICALS LIMITED',\n",
       " 'National Industrial Gases Company (',\n",
       " 'A.T.S. SYNTHETIC (PVT) LTD',\n",
       " 'Obegi Chemicals SAL',\n",
       " 'Mitsui & Co Ltd',\n",
       " 'nan',\n",
       " 'Du Pont de Nemuors,(Deutschland)Gmb',\n",
       " 'INTERNATIONAL DIOL COMPANY',\n",
       " 'Rawabi Marketing International',\n",
       " 'Caspian Chemical FZCO',\n",
       " 'nan',\n",
       " 'SAUDI BASIC INDUSTRIES CORPORATION',\n",
       " 'MITCO LABUAN CO. LIMITED',\n",
       " 'Zhejiang Huachen Energe Resource Co',\n",
       " 'Mitsubishi International GMBH',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'AARTI INDUSTRIES LIMITED',\n",
       " 'nan',\n",
       " 'Hani Azzouz',\n",
       " 'Thirumalai Chemicals Ltd',\n",
       " 'Petrotech Trading DMCC',\n",
       " 'Kolesnic Ltd',\n",
       " 'ALSORAYAI GROUP',\n",
       " 'SHANGHAI QINGCHUAN ENTERPRISES',\n",
       " 'WENZHOU NGAN TONG COMPANY 29',\n",
       " 'Digi Color For Trading',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'A. Schulman GmbH',\n",
       " 'Campi y Jove S.A.',\n",
       " 'PolySource',\n",
       " 'nan',\n",
       " 'SOLVADIS GMBH, FRANKFURT, GERMANY',\n",
       " 'SOLVOCHEM LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Romcolor 2000 SA',\n",
       " 'nan',\n",
       " 'SOTRAFA S.A.',\n",
       " 'Reliance Industries Limited',\n",
       " 'TORAY INTERNATIONAL INDIA',\n",
       " 'SEKISUI SPECIALTY CHEMICALS EUROPE',\n",
       " 'Hanwha Chemical Malaysia SDN.BHD.',\n",
       " 'Sipchem Europe B.V.',\n",
       " 'Falcon Plastic Products Company',\n",
       " 'Sepangar Chemical Industry SDN BHD',\n",
       " 'Dupont International Operations Sar',\n",
       " 'UNIVAR KIMYA SAN.VE DIS TIC. LTD.',\n",
       " 'XINAO ENERGY TRADING CO., LTD.',\n",
       " 'PETROCHEM MIDDLE EAST FZE',\n",
       " 'Jindal Films Europe Virton SPRL',\n",
       " 'SHRI BALAJI ENTERPRISES',\n",
       " 'MEGHMANI LIMITED LIABILITY PARTNERS',\n",
       " 'nan',\n",
       " 'AXEL POLYMERS LTD',\n",
       " 'GSV PRODUCTS',\n",
       " 'RAMNIKLAL S GOSALIA AND CO',\n",
       " 'EL SEWEDY CABLES ALGERIA SPA',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'WELLFLOW GULF TRADING W.L.L.',\n",
       " 'CHEM-EDGE INTERNATIONAL PVT.LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'SHAKTI POLYWEAVE PRIVATE LIMITED',\n",
       " 'ONE CHEM TERMINAL SDN BHD LOT 1836,',\n",
       " 'TARO PLAST - EP DIOLO',\n",
       " 'J.J. Polyplast Pvt. Ltd.',\n",
       " 'SRI KRISHNA TRADING CORPORATION',\n",
       " 'Badr Khalid  Al-Saleh Est.',\n",
       " 'Cossa Polimeri S.r.l',\n",
       " 'Egyptian Pharaonic',\n",
       " 'KLJ RESOURCES LIMITED,',\n",
       " 'M/S PON PURE CHEM(P)LTD.NO.32',\n",
       " 'Sabic Innovative Plastics B.V',\n",
       " 'ZAMIL TRADE & SERVICES COMPANY LTD',\n",
       " 'Tricon Energy Ltd',\n",
       " 'United Industrial Chemicals',\n",
       " 'KILANI PAINTS',\n",
       " 'Mitsubishi Corporation (Korea)Ltd.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'BANSAL POLYMERS',\n",
       " 'GIZA CABLE INDUSTRIES CO',\n",
       " 'HAZEL MERCANTILE LTD,',\n",
       " 'YASIR BROTHERS (PRIVATE) LIMITED,',\n",
       " 'ELTON INTERNATIONAL TRADING COMPANY',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'LABDHI INTERNATIONAL PVT.LTD.',\n",
       " 'Mitsui & Co Deutschland GmbH',\n",
       " 'nan',\n",
       " 'Island View Storage (IVS)',\n",
       " 'Hanwha Chemical Malaysia',\n",
       " 'HELM AG & CO KG',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'BASF COMPANY LTD',\n",
       " 'nan',\n",
       " 'TORAY BASF PBT RESIN SDN. BHD.',\n",
       " 'AROLA, ADUANASY CONSIGNACIONES SL',\n",
       " 'ISP TECHNOLOGIES INC',\n",
       " 'nan',\n",
       " 'La Petrolifera Italo Rumena SpA',\n",
       " 'SRF LIMITED',\n",
       " 'KERTIH TERMINALS',\n",
       " 'UCAR Emulsion Systems FZE',\n",
       " 'BALAJI AMINES LIMITED',\n",
       " 'BP Petronas Acetyls SDN BHD,',\n",
       " 'Al Waha Petrochemical Company',\n",
       " 'Du Pont de Nemuors,',\n",
       " 'Polyplastics Asia Pacific SDN BHD',\n",
       " 'STAR PLUS CHEMICAL CO., LTD.',\n",
       " 'MITSUBISHI CORPORATION',\n",
       " 'nan',\n",
       " 'AlSaidi Trading and Industry Co.',\n",
       " 'KN RESOURCES PVT LTD',\n",
       " 'Mercopoli LLC',\n",
       " 'R.K.TRADING CO.',\n",
       " 'TAYYAB NOORMOHAMMED CORPORATION',\n",
       " 'PI PolyBlendz Pvt Ltd',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'AKRO-PLASTIC GMBH',\n",
       " 'WACKER CHEMICALS KOREA INC.',\n",
       " 'nan',\n",
       " 'TRUST ENTERPRISES',\n",
       " 'Sinochem Trading (Singapore) Pte Lt',\n",
       " 'ABHILASHA IMPEX PVT LTD',\n",
       " 'AMBIKA PETROCHEM PVT. LTD.',\n",
       " 'AVR OVERSEAS PVT. LTD.',\n",
       " 'PERUSAHAAN KIMIA GEMILANG SDN BHD',\n",
       " 'Cossa Polimeri S.r.l',\n",
       " 'International Petrochemicals (PVT)',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Mitsui & Co. Ltd.',\n",
       " 'SHERIN P.V.C. AND RUBBER INDUSTRIES',\n",
       " 'RARA CHAPPAL UDYOG',\n",
       " 'SURYANANDAN TEXTURISERS PVT.LTD.',\n",
       " 'TechnoCompound GmbH',\n",
       " 'ADEEL PLASTIC WORKS',\n",
       " 'Chan One EVA Industry',\n",
       " 'nan',\n",
       " 'Superior EVA Footwear Nigeria Limit',\n",
       " 'Juffali PolyOne Masterbatches Co',\n",
       " 'nan',\n",
       " 'HIGH HOPE INTERNATIONAL GROUP',\n",
       " 'KVN IMPEX',\n",
       " 'nan',\n",
       " 'TULSIRAM HANUMAN BAGAS GILADA,',\n",
       " 'nan',\n",
       " 'Axxom Co.',\n",
       " 'Lubrizol Advanced Material Inc.',\n",
       " 'Sedres Maritime',\n",
       " 'PKT LOGISTICS ( M ) SDN BHD',\n",
       " 'ENAP SIEGE LAKHDARIA',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'DSM India Private Limited',\n",
       " 'Zhejiang Realsun Chemical Industry',\n",
       " 'nan',\n",
       " 'GIZA Cable ElSwedy',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Dragon Crown Chemicals Macao',\n",
       " 'nan',\n",
       " 'RHODIA OPERATIONS GERNSHEIM',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'BioMethanol Chemie Nederland BV',\n",
       " 'Helm AG',\n",
       " 'Siegwerk France SAS',\n",
       " 'Siegwerk France SAS',\n",
       " 'Eastern Factory For Acid Distilled',\n",
       " 'Argus Additive Plastics Gmbh',\n",
       " 'CHEMICAL CENTRE',\n",
       " 'Global Company for Chemical Industr',\n",
       " 'Manuli Stretch GmbH',\n",
       " 'WEST AFRICAN RUBBER PRODUCTS',\n",
       " 'Agriplast Srl',\n",
       " 'Baalbaki Group SA Offshore Ltd.',\n",
       " 'AFSAR STANIKZAI LTD.,',\n",
       " 'M/s Jesons Industries LTD.,',\n",
       " 'M/s Paboja Trading',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'YOMAR',\n",
       " 'SUZHOU GUOXIN GROUP XINSHUN IMP.',\n",
       " 'nan',\n",
       " 'NIMIR RESINS LIMITED',\n",
       " 'RTP COMPANY (SINGAPORE) PTE LTD',\n",
       " 'Sipchem Polybutylene Company Factor',\n",
       " 'Functional Plastics Div.(TPFF)',\n",
       " 'Taro Plast SpA',\n",
       " 'RELAXO FOOTWEARS LIMITED.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'CELANESE CHEMICALS IBERICA, S.L.',\n",
       " 'nan',\n",
       " 'PIDILITE INDUSTRIES EGYPT',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'VIVAPLAST ALGERIA',\n",
       " 'Gulf Income Trading Est',\n",
       " 'Polyden Werk I',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Jindal Films Europe Kerkrade B.V.',\n",
       " 'MONARCH POLYMERS',\n",
       " 'Methanex Asia Pacific Limited',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'KETIM PLC',\n",
       " 'Mitsubishi Gas Chemical Singapore',\n",
       " 'STAR POLYMERS INDUSTRY',\n",
       " 'KNK OVERSEAS',\n",
       " 'nan',\n",
       " 'RAVAGO DISTRIBUTION SA - ITALIAN BR',\n",
       " 'PASUPATI ACRYLON LIMITED',\n",
       " 'OXIDE ARABIA FOR INDUSTRIAL',\n",
       " 'nan',\n",
       " 'RELIANCE INDUSTRIES LIMITED,',\n",
       " 'Archroma Egypt for Chemcials Egypt',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'RAMNIKLAL S GOSALIA AND CO.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'NOVA MOLECULAR TECHNOLOGIES, INC',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Sumitomo Corporation Asia  Pte LTD,',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'SAUDI INTERNATIONAL PETROCHEMICAL',\n",
       " 'Mitsubishi Gas Chemical Singapore P',\n",
       " 'ARKEMA',\n",
       " 'B K SALES CORPORATION',\n",
       " 'B.K. SALES CORPORATION',\n",
       " 'GRAND GROUP CORPORATION',\n",
       " 'Korporacja KGL S.A.',\n",
       " 'L’earth (S) Pte Ltd',\n",
       " 'Lajosmizsei Folplast Kft',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'NINGBO LONG RUN CHEMICAL',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'RANSON PTE LTD',\n",
       " 'Saudi Arabian Adhesive Factory Ltd',\n",
       " 'Methanex Korea Limited.',\n",
       " 'M/S KENAFRIC INDUSTRIES LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'SCC - Holding',\n",
       " 'nan',\n",
       " 'MEGHMANI LIMITED LIABILITY PARTNERS',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'AJANTA SHOES INDIA PRIVATE LIMITED',\n",
       " 'Ensejam Chasb Co',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'API Spa',\n",
       " 'TBI Materials Co., Ltd.',\n",
       " 'AVN PETROCHEMICALS INDIA',\n",
       " 'M/S AKIN CHEMICALS PVT LTD.  5TH FL',\n",
       " 'M B RUBBER PVT. LTD.',\n",
       " 'nan',\n",
       " 'Sunix FZE',\n",
       " 'nan',\n",
       " 'PRECISION PRODUCTS',\n",
       " 'Jiutai Energy Guangzhou Co., Ltd',\n",
       " 'ECOFUEL S.P.A',\n",
       " 'nan',\n",
       " 'Taghleef Industries L.L.C',\n",
       " 'Multi Resin Industries',\n",
       " 'Aectra SA',\n",
       " 'Hani Azzouz',\n",
       " 'Jiangsu HotRing Imp&Exp Co.,Ltd',\n",
       " 'SUZHOU DONGJOE TRADING CO.,LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'APAR INDUSTRIES LTD.',\n",
       " 'nan',\n",
       " 'RED SEA CABLES COMPANY (RESCAB)',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'SRF LIMITED',\n",
       " 'SABIC',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'KAMDHENU POLYMERS PVT LTD',\n",
       " 'nan',\n",
       " 'BRAKES INDIA PRIVATE LIMITED,',\n",
       " 'RISHAB OVERSEAS',\n",
       " 'Arabian Company for Chemical Produc',\n",
       " 'Columbia Petrochemicals',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'J.S.W COMFORTS',\n",
       " 'Arabian Oils, Grains and Chemicals',\n",
       " 'PIDILITE INDUSTRIES EGYPT',\n",
       " 'STARWOOD CHEMICAL COMPANY LIMITED',\n",
       " 'CHEMROW INDIA PVT LTD',\n",
       " 'MODERN SLIPPER INDUSTRIES PVT. LTD.',\n",
       " 'nan',\n",
       " 'Tahweel Integrated Company.',\n",
       " 'PERFECT POLYMERS FZ LLC',\n",
       " 'Universal Cables Limited',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'TORAY INTERNATIONAL INDIA',\n",
       " 'National Petrochemical Industrializ',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Almaak International GmbH',\n",
       " 'RTP Company ( Singapore ) Pte Ltd',\n",
       " 'Indian Acrylics Limited',\n",
       " 'HUA WEI HONG KONG LIMITED',\n",
       " 'SCCI SA-STE POUR LE COMPOUNDAGE EN',\n",
       " 'Acetex Chimie',\n",
       " 'C/O Caldic Tank Rotterdam, Installa',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'PT. Wilmar Bioenergi Indonesia',\n",
       " 'Solvochem Holland B.V.',\n",
       " 'Oman Refinery Company LLC',\n",
       " 'nan',\n",
       " 'DIAMOND FOOTCARE UDYOG PVT LTD',\n",
       " 'nan',\n",
       " 'ARUPRI INDUSTRIES PVT. LTD.',\n",
       " 'TARAJYOT POLYMERS LTD',\n",
       " 'HEC-HOLLAND B.V.',\n",
       " 'nan',\n",
       " 'Kuraray Europe GmbH,',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'EL MAHABA FOR TRADING IMPORT & EXPO',\n",
       " 'nan',\n",
       " 'SUPREME RUBBER INDUSTRIES',\n",
       " 'nan',\n",
       " 'B.N. Polymer Pvt. Ltd',\n",
       " 'nan',\n",
       " 'RESINEX BMY PLASTIK KIMYA',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'KR INDUSTRIES PVT LTD',\n",
       " 'nan',\n",
       " 'Anglès Textil, S.A.',\n",
       " 'Grover and Co.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'BASF Company Ltd.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'SEHRIN P.V.C. AND RUBBER INDUSTRIES',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'OCI CORPORATION',\n",
       " 'LDPE INDIA',\n",
       " 'Shuaa Al Kaune',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'TECHNOCHEMICALS',\n",
       " 'The Prosperity Trading & Contractin',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'KLJ RESOURCES LIMITED',\n",
       " 'SASA Polyester Sanayi AS.',\n",
       " 'SK Network Co., Ltd',\n",
       " 'Specialty Chemical Trading Co. LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'CHEM BOUQUET',\n",
       " 'Marexport Global Forwarding S.r.l.',\n",
       " 'Methanex Korea Limited.',\n",
       " 'nan',\n",
       " 'NOUVELLE CREDITS PVT. LTD.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Nuhas Oman L.L.C',\n",
       " 'nan',\n",
       " 'EL MOHANDES CO.',\n",
       " 'Drovigo Portugal Unipress, LDA',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'SAMSUNG C AND T CORPORATION',\n",
       " 'SALASAR IMPEX LIMITED',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Thirumalai Chemicals Ltd',\n",
       " 'MESC FOR MEDIUM AND HIGH VOLTAGE',\n",
       " 'BROS F&T CO.,LTD',\n",
       " 'JAVAID INTERNATIONAL (PVT.) LIMITED',\n",
       " 'Polyone Luxembourg S.à.r.l.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'India Glycols Ltd Plot no.02-B',\n",
       " 'KESRI OIL PVT LTD',\n",
       " 'nan',\n",
       " 'PACIFIC CHAMPION EXPRESS CO., LTD.',\n",
       " 'Dynamic Cables Limited',\n",
       " 'RAJSHILA SYNTHETICS PVT.LTD.',\n",
       " 'SPREA MISR FOR CHEMICALS & PLASTICS',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Alwan Altaqadom Factory',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'LATI INDUSTRIA TERMOPLASTICI S.P.A.',\n",
       " 'Manuli Stretch Deutschland GmbH',\n",
       " 'SANJAY CHEMICALS (INDIA) PVT LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'RAVAGO DISTRIBUTION CENTER NV',\n",
       " 'nan',\n",
       " 'PLASTIC SIPA SUD',\n",
       " 'Almaak International GmbH',\n",
       " 'Sukano Sdn.Bhd.',\n",
       " 'KUWAIT PETROLEUM CORPORATION',\n",
       " 'Formosa Plastics Corporation',\n",
       " 'Centrum Folii ZETFOL',\n",
       " 'ANJUM CORPORATION',\n",
       " 'nan',\n",
       " 'QATAR INTERNATIONAL CABLES COMPANY',\n",
       " 'GALA BRUSH LTD.',\n",
       " 'J Ray McDermott Middle East lnc',\n",
       " 'Basic Chemical Solutions Europe B.V',\n",
       " 'nan',\n",
       " 'SIPCHEM MARKETING COMPANY',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Solvochem - Holland B.V.',\n",
       " 'nan',\n",
       " 'Sun Chemical Saudi Arabia Limited',\n",
       " 'Tradechem International FZE',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'ZHEJIANG REALSUN CHEMICAL CO. LTD',\n",
       " 'AL WATANIA PLASTICS',\n",
       " 'ALVEG DISTRIBUCION QUIMICA SA DE CV',\n",
       " 'Rayan Plastic Factory Co.',\n",
       " 'TARO PLAST - EP DIOLO',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'TASNEE',\n",
       " 'KOREA PTG CO LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'CAPITAL FREIGHT MANAGEMENT, INC.',\n",
       " 'nan',\n",
       " 'Golden Falcon Chemicals & Ingredien',\n",
       " 'nan',\n",
       " 'Balaji Amines Limited',\n",
       " 'Paramount Communications Limited,',\n",
       " 'AK-TAS DIS TICARET A.S.',\n",
       " 'Al-Rahim Trading Co.(Pvt.) Ltd.',\n",
       " 'Greenchem Industries LLC',\n",
       " 'Riyadh Cables group of Companies',\n",
       " 'nan',\n",
       " 'EL MOHANDES CO.',\n",
       " 'Radici Plastics USA Inc',\n",
       " 'BALAJI AMINES LIMITED,',\n",
       " 'National Paints Factories Co. LTD .',\n",
       " 'HA ANH PHAT TRADE AND SERVICE COMPA',\n",
       " 'Obegi for Chemical Industries & Pol',\n",
       " 'Gujarat State Fertilizers',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Helm Korea Ltd.',\n",
       " 'Resinex Rus AO',\n",
       " 'nan',\n",
       " 'JILANI POLY INDUSTRIES (PVT.) LIMIT',\n",
       " 'King Abdulaziz City for Science',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'EVERSHINE BUSINESS',\n",
       " 'Shinkong Industry (Hanzhou) Co. Ltd',\n",
       " 'KIL JIN KANG Construction Contracti',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'BP PETRONAS ACETYLS SDN BHD',\n",
       " 'Snetor US',\n",
       " 'KHAWAJA INTERNATIONAL INDUSTRIES',\n",
       " 'K. S. Plastics',\n",
       " 'SHALIMAR PVC AND RUBBER INDUSTRIES',\n",
       " 'B.J. BANGLADESH ACCESSORIES LTD.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'SWASTIK POLYMERS',\n",
       " 'SUN POLYBLENDS PVT LTD',\n",
       " 'Contimpex SA',\n",
       " 'Hira Industries',\n",
       " 'LASTING KNITS',\n",
       " 'BASF Company Ltd. Ansan',\n",
       " 'M CORPORAION 9FL',\n",
       " 'Uniever Corporation',\n",
       " 'nan',\n",
       " 'Al Zuhair AMTE (PetroCorp)',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Amalchem International Contracting',\n",
       " 'Sankyo Kasei Corporation',\n",
       " 'nan',\n",
       " 'NANTONG XINGCHEN SYNTHETIC',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'TORRENT POWER LIMITED (CABLE UNIT)',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Golden Falcon Chemicals & Ingredien',\n",
       " 'Safra Co. Ltd.',\n",
       " 'Chemikuwait for Chemical Industries',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'CLBT S.R.L. A SOCIO UNICO',\n",
       " 'Repion Chemicals Factory',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'DUBAI NATURAL GAS CO.LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Almaak International Gmbh',\n",
       " 'HELM IBERICA SA',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'VISEN INDUSTRIES LTD.,',\n",
       " 'nan',\n",
       " 'National Paints Factories Co. Ltd.',\n",
       " 'Polyden Werk II',\n",
       " 'nan',\n",
       " 'EASTMAN CHEMICAL B.V.',\n",
       " 'MODERN SLIPPER INDUSTRIES PVT. LTD.',\n",
       " 'Saudi Drip Irrigation Irrigation Co',\n",
       " 'SOJITZ UK PLC',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Vitol Asia PTE. LTD',\n",
       " 'RAHIM COMMODITIES FZC',\n",
       " 'nan',\n",
       " 'Bischof + Klein Polska GmbH',\n",
       " 'nan',\n",
       " 'Lotte Chemical Pakistan Limited',\n",
       " 'Vinavil Egypt',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'AL BILAD CATALYST CO. LTD.',\n",
       " 'nan',\n",
       " 'ASIA SILICONES MONOMER LIMITED',\n",
       " 'nan',\n",
       " 'PLASMAR PLASTIK VE KIMYA SANAYI',\n",
       " 'Lamnalco Marine Services Co. Ltd.',\n",
       " 'Fortune Oil Holdings Limited',\n",
       " 'RNP-HAIL',\n",
       " 'Dupont International Operations SA',\n",
       " 'nan',\n",
       " 'Mitsui& Co. (U.S.A), Inc.',\n",
       " 'CELANESE PRODUCTION ITALY S.R.L',\n",
       " 'SHENZHEN GREAT LINK LOGISTICS CO.,',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Gulf Cable & Electrical',\n",
       " 'nan',\n",
       " 'Jiangsu Yangtze Petrochemical Co.,',\n",
       " 'SUPREME RUBBER INDUSTRIES',\n",
       " 'Mitsubishi International GmbH',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'ANNAPURNA JUTTA CHAPPAL UDYOG PVT.L',\n",
       " 'Vitol S.A.',\n",
       " 'EL-Muhandes Co. For Trading & Manuf',\n",
       " 'Farmson Analgesics',\n",
       " 'Tokyo Marine',\n",
       " 'RARA CHAPPAL UDYOG JEETPUR BARA',\n",
       " 'Victoria Chemicals SP.ZO.O.',\n",
       " 'YedahmChemical  Co.,Ltd',\n",
       " 'nan',\n",
       " 'CP and K (Thailand) Co., Ltd.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'MVL MEDISYNTH PRIVATE LIMITED',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Jiangsu High Hope International',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Al-Battal Chemical Industries',\n",
       " 'Globe Logistics',\n",
       " 'Asia plastic factory ,',\n",
       " 'B.K SALES CORPORATION',\n",
       " 'nan',\n",
       " 'Monument Chemical BVBA',\n",
       " 'GODAVARI BIOREFINERIES LTD,',\n",
       " 'AGRIPLAST SRL',\n",
       " 'BASF Intertrade AG',\n",
       " 'Jubilant Life Sciences Limited',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Indorama Petrocheme Limited',\n",
       " 'Resinex Rus AO,',\n",
       " 'CPC Corporation, Taiwan',\n",
       " 'KHUSHEIM CHEMICAL COMPANY',\n",
       " 'nan',\n",
       " 'nan',\n",
       " \"Ma'aden Phosphate Company\",\n",
       " 'nan',\n",
       " 'Ampacet Luxembourg Sarl',\n",
       " 'nan',\n",
       " 'National Power Company / CO Proj.',\n",
       " 'Ineos Europe AG',\n",
       " 'nan',\n",
       " 'ANOOPAM INDIA PVT LTD',\n",
       " 'nan',\n",
       " 'GSP CROP SCIENCE PRIVATE LIMITED,',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Pentokey Organy (India) LTD',\n",
       " 'nan',\n",
       " 'NEXT POLYMERS LTD',\n",
       " 'DAIREN CHEMICAL CORPORATION',\n",
       " 'AKRO-PLASTIC GMBH',\n",
       " 'LAGUARDIA PETROLEUM (PVT) LIMITED,',\n",
       " 'JUPAX VANIJYA PVT. LTD.',\n",
       " 'PETROCHINA INTERNATIONAL (HONG KONG',\n",
       " 'TOLO HOFYAN LTD',\n",
       " 'Jiangyin Chengu Chemicals Bulk Stor',\n",
       " 'RAHSHILA SYNTHETICS PVT.LTD.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Linhai Realsun Chemical Co., Ltd',\n",
       " 'RESINEX UKRAINE LLC',\n",
       " 'RISHI FIBC SOLUTIONS PVT LTD',\n",
       " 'Starlink Oilfield Supplies & Servic',\n",
       " 'nan',\n",
       " 'TRANSNATIONAL',\n",
       " 'OXYDE CHEMICALS CHINA LIMITED',\n",
       " 'nan',\n",
       " 'Shanghai Coking & Chemical Corp.',\n",
       " 'BULK LIQUID SOLUTIONS PVT LTD',\n",
       " 'RENUKA AGENCIES LIMITED',\n",
       " 'Basic Chemical Solutions (PTY) ltd.',\n",
       " 'RELIANCE INDUSTRIES LIMITED',\n",
       " 'Akin Chemicals Pvt. Ltd.',\n",
       " 'IQAP Masterbatch Group S.L.U.',\n",
       " 'Kolesnic Ltd',\n",
       " 'Oman Trading International Ltd',\n",
       " 'M R GUPTA & CO. PVT.LTD.',\n",
       " 'JIANGSU SHENGHONG NEW-MATERIAL GROU',\n",
       " 'Les Câbleries Electriques d’Alger',\n",
       " 'Ideal Depoculuk Boya San.Ve Tic.Ltd',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'The Chemical Company',\n",
       " 'RJM International Inc.,',\n",
       " 'nan',\n",
       " 'FORMOSA BP CHEMICALS CORPORATION',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'HIND POLYFABS PRIVATE LIMITED',\n",
       " 'nan',\n",
       " 'KTM Kimyevi Maddeler Ithalat Ihraca',\n",
       " 'nan',\n",
       " 'GERMAN SAUDI INDUSTRIAL COMPANY',\n",
       " 'nan',\n",
       " 'Yildiz Entegre Agac San. VE TIC. A.',\n",
       " 'nan',\n",
       " 'UNITED CHEMICAL INDUSTRIES',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Abdulkarim Al Muhaidib Chemicals Es',\n",
       " 'IDDO PLASTICS LIMITED',\n",
       " 'ORGANIK KIMYA SANAYI VE TICARET A.S',\n",
       " 'DSM India Private Limited.',\n",
       " 'nan',\n",
       " 'PRESTIGE FOOTWEAR INDUSTRIES',\n",
       " 'United Chemical Company Factory',\n",
       " 'Liefkenshoek Logistics Hub NV',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Clean Science and Technology Pvt. L',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Saudi Industrial Resins Limited',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Mitsui & Co. Deutschland GMBH',\n",
       " 'nan',\n",
       " 'SANFIRST CO.,LTD.',\n",
       " 'SHINKONG SYNTHETIC FIBERS CORP.',\n",
       " 'ARKEM KIMYA SANAYI VE TIC.A.S.',\n",
       " 'Safra Co. Ltd.',\n",
       " 'Premium Atlas Trading & Contr. Co.',\n",
       " 'Avestra Chemical DMCC',\n",
       " 'nan',\n",
       " 'Solventis Limited',\n",
       " 'nan',\n",
       " 'CHANG CHUN PETROCHEMICAL CO., LTD.',\n",
       " 'DELUXE TRADING & SERVICES W.L.L',\n",
       " 'Petrochem Middle East FZE',\n",
       " 'PKT LOGISTICS ( M ) SDN BHD',\n",
       " 'Sun Chemical Portugal Ltd',\n",
       " 'EPSAN FZ KIMYA PLASTIK SAN. VE TIC.',\n",
       " 'Vitol Energy S.A.',\n",
       " 'ZHEJIANG HUAMAO INTERNATIONAL CO.,',\n",
       " 'Hur Kimya Tic. San. A.S.',\n",
       " 'nan',\n",
       " 'PTM Engineering Plastics (Nantong)C',\n",
       " 'nan',\n",
       " 'BASF Intertrade AG',\n",
       " 'TO THE ORDER OF Oxyde Chemicals, In',\n",
       " 'RELIANT PACKAGING FILMS LIMITED',\n",
       " 'Al Sharq Plas L.L.C.',\n",
       " 'Manuli Stretch Deutschland GmbH',\n",
       " 'nan',\n",
       " 'Chemax International  Corp.',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'SAUDI BASIC INDUSTRIES CORPORATION',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'CHEMICAL SOLUTIONS EST FOR TRADING',\n",
       " 'RAR Resin SARL',\n",
       " 'SK CHEMICAL TRADING PTE LTD',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Caldara Plast S.r.l.',\n",
       " 'Proquibasa Productos Quimicos',\n",
       " 'ABDULWASI AHMED ABRAHIM IMPORT & EX',\n",
       " 'nan',\n",
       " 'nan',\n",
       " '1710-Jindal Films Americas-Sha',\n",
       " 'Mabel Plast s.r.l',\n",
       " 'nan',\n",
       " 'PolyOne Th. Bergmann GmbH',\n",
       " 'CHIMITRADE SPA',\n",
       " 'nan',\n",
       " 'nan',\n",
       " 'Arab Co. for Cable Polymers Ltd. PL',\n",
       " 'AL SABAHAT ENTERPRISES SUIT NO',\n",
       " 'nan',\n",
       " 'Selene S.p.A.',\n",
       " 'JOVO CHEMICAL CO., LTD. DONGGUAN',\n",
       " 'Intertek Polychemlab BV',\n",
       " ...]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ep_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "wp_list=df['Name1_WP'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name1_EP</th>\n",
       "      <th>Name1_WP</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "      <th>Unnamed: 4</th>\n",
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       "      <th>Unnamed: 6</th>\n",
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       "      <th>Nearest</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>BLOCK SOLVADIS DISTRIBUTION</td>\n",
       "      <td>“GROUPE TOUBA INDUSTRIES” SAU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63</td>\n",
       "      <td>532</td>\n",
       "      <td>POLYMED DISTRIBUTION FZE</td>\n",
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       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>ANNAPURNA RUBBER INDUSTRIES PVT.LTD</td>\n",
       "      <td>2KE MÜHENDISLIK ENERJI VE ENERJI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73</td>\n",
       "      <td>1631</td>\n",
       "      <td>ARFEEN INDUSTRIES PVT.LTD</td>\n",
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       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>nan</td>\n",
       "      <td>363(1)(13) GANESH INDUSTRIAL ESTATE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44</td>\n",
       "      <td>893</td>\n",
       "      <td>Tasnee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>WILL &amp; CO BV</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55</td>\n",
       "      <td>240</td>\n",
       "      <td>QAZI &amp; CO.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>nan</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44</td>\n",
       "      <td>240</td>\n",
       "      <td>Tasnee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3892</td>\n",
       "      <td>TEMVES AGENCIES SDN BHD ON BEHALF O</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49</td>\n",
       "      <td>897</td>\n",
       "      <td>TENCATE GEOSYNTHETICS ASIA SDN BHD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3893</td>\n",
       "      <td>Vitol S.A. Rotterdam Branch</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>897</td>\n",
       "      <td>Enarat Hail Est. for Trading</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3894</td>\n",
       "      <td>UNISTAR INTERNATIONAL LLP</td>\n",
       "      <td>ZUMS INTERNATIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>2098</td>\n",
       "      <td>SUNTRAC INTERNATIONAL LTD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3895</td>\n",
       "      <td>SHINKONG SYNTHETIC FIBERS CORP.</td>\n",
       "      <td>ZYLOG PLASTALLOS PVT.LTD.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60</td>\n",
       "      <td>2325</td>\n",
       "      <td>SHANKER SYNTHETICS PVT LTD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3896</td>\n",
       "      <td>nan</td>\n",
       "      <td>ZYLOG PLASTALLOYS PVT LTD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44</td>\n",
       "      <td>2325</td>\n",
       "      <td>Tasnee</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3897 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name1_EP  \\\n",
       "0             BLOCK SOLVADIS DISTRIBUTION   \n",
       "1     ANNAPURNA RUBBER INDUSTRIES PVT.LTD   \n",
       "2                                     nan   \n",
       "3                            WILL & CO BV   \n",
       "4                                     nan   \n",
       "...                                   ...   \n",
       "3892  TEMVES AGENCIES SDN BHD ON BEHALF O   \n",
       "3893          Vitol S.A. Rotterdam Branch   \n",
       "3894            UNISTAR INTERNATIONAL LLP   \n",
       "3895      SHINKONG SYNTHETIC FIBERS CORP.   \n",
       "3896                                  nan   \n",
       "\n",
       "                                 Name1_WP  Unnamed: 2  Unnamed: 3  Unnamed: 4  \\\n",
       "0           “GROUPE TOUBA INDUSTRIES” SAU         NaN         NaN         NaN   \n",
       "1        2KE MÜHENDISLIK ENERJI VE ENERJI         NaN         NaN         NaN   \n",
       "2     363(1)(13) GANESH INDUSTRIAL ESTATE         NaN         NaN         NaN   \n",
       "3                      3J INDUSTRIES FZCO         NaN         NaN         NaN   \n",
       "4                      3J INDUSTRIES FZCO         NaN         NaN         NaN   \n",
       "...                                   ...         ...         ...         ...   \n",
       "3892         Zuhair Trading Establishment         NaN         NaN         NaN   \n",
       "3893         Zuhair Trading Establishment         NaN         NaN         NaN   \n",
       "3894                   ZUMS INTERNATIONAL         NaN         NaN         NaN   \n",
       "3895            ZYLOG PLASTALLOS PVT.LTD.         NaN         NaN         NaN   \n",
       "3896            ZYLOG PLASTALLOYS PVT LTD         NaN         NaN         NaN   \n",
       "\n",
       "      Unnamed: 5  Unnamed: 6 Unnamed: 7  ratio  Closest  \\\n",
       "0            NaN         NaN        NaN     63      532   \n",
       "1            NaN         NaN        NaN     73     1631   \n",
       "2            NaN         NaN        NaN     44      893   \n",
       "3            NaN         NaN        NaN     55      240   \n",
       "4            NaN         NaN        NaN     44      240   \n",
       "...          ...         ...        ...    ...      ...   \n",
       "3892         NaN         NaN        NaN     49      897   \n",
       "3893         NaN         NaN        NaN     40      897   \n",
       "3894         NaN         NaN        NaN     80     2098   \n",
       "3895         NaN         NaN        NaN     60     2325   \n",
       "3896         NaN         NaN        NaN     44     2325   \n",
       "\n",
       "                                 Nearest  \n",
       "0               POLYMED DISTRIBUTION FZE  \n",
       "1              ARFEEN INDUSTRIES PVT.LTD  \n",
       "2                                 Tasnee  \n",
       "3                             QAZI & CO.  \n",
       "4                                 Tasnee  \n",
       "...                                  ...  \n",
       "3892  TENCATE GEOSYNTHETICS ASIA SDN BHD  \n",
       "3893        Enarat Hail Est. for Trading  \n",
       "3894           SUNTRAC INTERNATIONAL LTD  \n",
       "3895          SHANKER SYNTHETICS PVT LTD  \n",
       "3896                              Tasnee  \n",
       "\n",
       "[3897 rows x 11 columns]"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(df.iloc[:,2:8], axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "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>Name1_EP</th>\n",
       "      <th>Name1_WP</th>\n",
       "      <th>ratio</th>\n",
       "      <th>Closest</th>\n",
       "      <th>Nearest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>BLOCK SOLVADIS DISTRIBUTION</td>\n",
       "      <td>“GROUPE TOUBA INDUSTRIES” SAU</td>\n",
       "      <td>63</td>\n",
       "      <td>532</td>\n",
       "      <td>POLYMED DISTRIBUTION FZE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>ANNAPURNA RUBBER INDUSTRIES PVT.LTD</td>\n",
       "      <td>2KE MÜHENDISLIK ENERJI VE ENERJI</td>\n",
       "      <td>73</td>\n",
       "      <td>1631</td>\n",
       "      <td>ARFEEN INDUSTRIES PVT.LTD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>nan</td>\n",
       "      <td>363(1)(13) GANESH INDUSTRIAL ESTATE</td>\n",
       "      <td>44</td>\n",
       "      <td>893</td>\n",
       "      <td>Tasnee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>WILL &amp; CO BV</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>55</td>\n",
       "      <td>240</td>\n",
       "      <td>QAZI &amp; CO.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>nan</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>44</td>\n",
       "      <td>240</td>\n",
       "      <td>Tasnee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3892</td>\n",
       "      <td>TEMVES AGENCIES SDN BHD ON BEHALF O</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>49</td>\n",
       "      <td>897</td>\n",
       "      <td>TENCATE GEOSYNTHETICS ASIA SDN BHD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3893</td>\n",
       "      <td>Vitol S.A. Rotterdam Branch</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>40</td>\n",
       "      <td>897</td>\n",
       "      <td>Enarat Hail Est. for Trading</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3894</td>\n",
       "      <td>UNISTAR INTERNATIONAL LLP</td>\n",
       "      <td>ZUMS INTERNATIONAL</td>\n",
       "      <td>80</td>\n",
       "      <td>2098</td>\n",
       "      <td>SUNTRAC INTERNATIONAL LTD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3895</td>\n",
       "      <td>SHINKONG SYNTHETIC FIBERS CORP.</td>\n",
       "      <td>ZYLOG PLASTALLOS PVT.LTD.</td>\n",
       "      <td>60</td>\n",
       "      <td>2325</td>\n",
       "      <td>SHANKER SYNTHETICS PVT LTD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3896</td>\n",
       "      <td>nan</td>\n",
       "      <td>ZYLOG PLASTALLOYS PVT LTD</td>\n",
       "      <td>44</td>\n",
       "      <td>2325</td>\n",
       "      <td>Tasnee</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3897 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name1_EP  \\\n",
       "0             BLOCK SOLVADIS DISTRIBUTION   \n",
       "1     ANNAPURNA RUBBER INDUSTRIES PVT.LTD   \n",
       "2                                     nan   \n",
       "3                            WILL & CO BV   \n",
       "4                                     nan   \n",
       "...                                   ...   \n",
       "3892  TEMVES AGENCIES SDN BHD ON BEHALF O   \n",
       "3893          Vitol S.A. Rotterdam Branch   \n",
       "3894            UNISTAR INTERNATIONAL LLP   \n",
       "3895      SHINKONG SYNTHETIC FIBERS CORP.   \n",
       "3896                                  nan   \n",
       "\n",
       "                                 Name1_WP  ratio  Closest  \\\n",
       "0           “GROUPE TOUBA INDUSTRIES” SAU     63      532   \n",
       "1        2KE MÜHENDISLIK ENERJI VE ENERJI     73     1631   \n",
       "2     363(1)(13) GANESH INDUSTRIAL ESTATE     44      893   \n",
       "3                      3J INDUSTRIES FZCO     55      240   \n",
       "4                      3J INDUSTRIES FZCO     44      240   \n",
       "...                                   ...    ...      ...   \n",
       "3892         Zuhair Trading Establishment     49      897   \n",
       "3893         Zuhair Trading Establishment     40      897   \n",
       "3894                   ZUMS INTERNATIONAL     80     2098   \n",
       "3895            ZYLOG PLASTALLOS PVT.LTD.     60     2325   \n",
       "3896            ZYLOG PLASTALLOYS PVT LTD     44     2325   \n",
       "\n",
       "                                 Nearest  \n",
       "0               POLYMED DISTRIBUTION FZE  \n",
       "1              ARFEEN INDUSTRIES PVT.LTD  \n",
       "2                                 Tasnee  \n",
       "3                             QAZI & CO.  \n",
       "4                                 Tasnee  \n",
       "...                                  ...  \n",
       "3892  TENCATE GEOSYNTHETICS ASIA SDN BHD  \n",
       "3893        Enarat Hail Est. for Trading  \n",
       "3894           SUNTRAC INTERNATIONAL LTD  \n",
       "3895          SHANKER SYNTHETICS PVT LTD  \n",
       "3896                              Tasnee  \n",
       "\n",
       "[3897 rows x 5 columns]"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['Closest'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'Ratio'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2896\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-> 2897\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\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   2898\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\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_loc\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;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'Ratio'",
      "\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-153-8794b0f4087a>\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[0;34m'ratio'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Ratio'\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~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2978\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2979\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\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[0;32m-> 2980\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\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   2981\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\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   2982\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2897\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\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[1;32m   2898\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2899\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\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[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2900\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2901\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\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_loc\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;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'Ratio'"
     ]
    }
   ],
   "source": [
    "df['ratio']=df['Ratio']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "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>Name1_EP</th>\n",
       "      <th>Name1_WP</th>\n",
       "      <th>ratio</th>\n",
       "      <th>Nearest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>BLOCK SOLVADIS DISTRIBUTION</td>\n",
       "      <td>“GROUPE TOUBA INDUSTRIES” SAU</td>\n",
       "      <td>63</td>\n",
       "      <td>POLYMED DISTRIBUTION FZE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>ANNAPURNA RUBBER INDUSTRIES PVT.LTD</td>\n",
       "      <td>2KE MÜHENDISLIK ENERJI VE ENERJI</td>\n",
       "      <td>73</td>\n",
       "      <td>ARFEEN INDUSTRIES PVT.LTD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>nan</td>\n",
       "      <td>363(1)(13) GANESH INDUSTRIAL ESTATE</td>\n",
       "      <td>44</td>\n",
       "      <td>Tasnee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>WILL &amp; CO BV</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>55</td>\n",
       "      <td>QAZI &amp; CO.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>nan</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>44</td>\n",
       "      <td>Tasnee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3892</td>\n",
       "      <td>TEMVES AGENCIES SDN BHD ON BEHALF O</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>49</td>\n",
       "      <td>TENCATE GEOSYNTHETICS ASIA SDN BHD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3893</td>\n",
       "      <td>Vitol S.A. Rotterdam Branch</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>40</td>\n",
       "      <td>Enarat Hail Est. for Trading</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3894</td>\n",
       "      <td>UNISTAR INTERNATIONAL LLP</td>\n",
       "      <td>ZUMS INTERNATIONAL</td>\n",
       "      <td>80</td>\n",
       "      <td>SUNTRAC INTERNATIONAL LTD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3895</td>\n",
       "      <td>SHINKONG SYNTHETIC FIBERS CORP.</td>\n",
       "      <td>ZYLOG PLASTALLOS PVT.LTD.</td>\n",
       "      <td>60</td>\n",
       "      <td>SHANKER SYNTHETICS PVT LTD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3896</td>\n",
       "      <td>nan</td>\n",
       "      <td>ZYLOG PLASTALLOYS PVT LTD</td>\n",
       "      <td>44</td>\n",
       "      <td>Tasnee</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3897 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name1_EP  \\\n",
       "0             BLOCK SOLVADIS DISTRIBUTION   \n",
       "1     ANNAPURNA RUBBER INDUSTRIES PVT.LTD   \n",
       "2                                     nan   \n",
       "3                            WILL & CO BV   \n",
       "4                                     nan   \n",
       "...                                   ...   \n",
       "3892  TEMVES AGENCIES SDN BHD ON BEHALF O   \n",
       "3893          Vitol S.A. Rotterdam Branch   \n",
       "3894            UNISTAR INTERNATIONAL LLP   \n",
       "3895      SHINKONG SYNTHETIC FIBERS CORP.   \n",
       "3896                                  nan   \n",
       "\n",
       "                                 Name1_WP  ratio  \\\n",
       "0           “GROUPE TOUBA INDUSTRIES” SAU     63   \n",
       "1        2KE MÜHENDISLIK ENERJI VE ENERJI     73   \n",
       "2     363(1)(13) GANESH INDUSTRIAL ESTATE     44   \n",
       "3                      3J INDUSTRIES FZCO     55   \n",
       "4                      3J INDUSTRIES FZCO     44   \n",
       "...                                   ...    ...   \n",
       "3892         Zuhair Trading Establishment     49   \n",
       "3893         Zuhair Trading Establishment     40   \n",
       "3894                   ZUMS INTERNATIONAL     80   \n",
       "3895            ZYLOG PLASTALLOS PVT.LTD.     60   \n",
       "3896            ZYLOG PLASTALLOYS PVT LTD     44   \n",
       "\n",
       "                                 Nearest  \n",
       "0               POLYMED DISTRIBUTION FZE  \n",
       "1              ARFEEN INDUSTRIES PVT.LTD  \n",
       "2                                 Tasnee  \n",
       "3                             QAZI & CO.  \n",
       "4                                 Tasnee  \n",
       "...                                  ...  \n",
       "3892  TENCATE GEOSYNTHETICS ASIA SDN BHD  \n",
       "3893        Enarat Hail Est. for Trading  \n",
       "3894           SUNTRAC INTERNATIONAL LTD  \n",
       "3895          SHANKER SYNTHETICS PVT LTD  \n",
       "3896                              Tasnee  \n",
       "\n",
       "[3897 rows x 4 columns]"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "columnsTitles=[\"Name1_WP\",\"Name1_EP\",\"Nearest\",\"ratio\"]\n",
    "df=df.reindex(columns=columnsTitles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "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",
       "        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>Name1_WP</th>\n",
       "      <th>Name1_EP</th>\n",
       "      <th>Nearest</th>\n",
       "      <th>ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POLYMED DISTRIBUTION FZE</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ARFEEN INDUSTRIES PVT.LTD</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tasnee</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>QAZI &amp; CO.</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tasnee</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3892</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TENCATE GEOSYNTHETICS ASIA SDN BHD</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Enarat Hail Est. for Trading</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3894</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SUNTRAC INTERNATIONAL LTD</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3895</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHANKER SYNTHETICS PVT LTD</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3896</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tasnee</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3897 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Name1_WP  Name1_EP                             Nearest  ratio\n",
       "0          NaN       NaN            POLYMED DISTRIBUTION FZE     63\n",
       "1          NaN       NaN           ARFEEN INDUSTRIES PVT.LTD     73\n",
       "2          NaN       NaN                              Tasnee     44\n",
       "3          NaN       NaN                          QAZI & CO.     55\n",
       "4          NaN       NaN                              Tasnee     44\n",
       "...        ...       ...                                 ...    ...\n",
       "3892       NaN       NaN  TENCATE GEOSYNTHETICS ASIA SDN BHD     49\n",
       "3893       NaN       NaN        Enarat Hail Est. for Trading     40\n",
       "3894       NaN       NaN           SUNTRAC INTERNATIONAL LTD     80\n",
       "3895       NaN       NaN          SHANKER SYNTHETICS PVT LTD     60\n",
       "3896       NaN       NaN                              Tasnee     44\n",
       "\n",
       "[3897 rows x 4 columns]"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0               BLOCK SOLVADIS DISTRIBUTION\n",
       "1       ANNAPURNA RUBBER INDUSTRIES PVT.LTD\n",
       "2                                       nan\n",
       "3                              WILL & CO BV\n",
       "4                                       nan\n",
       "                       ...                 \n",
       "3892    TEMVES AGENCIES SDN BHD ON BEHALF O\n",
       "3893            Vitol S.A. Rotterdam Branch\n",
       "3894              UNISTAR INTERNATIONAL LLP\n",
       "3895        SHINKONG SYNTHETIC FIBERS CORP.\n",
       "3896                                    nan\n",
       "Name: Name1_EP, Length: 3897, dtype: object"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             “GROUPE TOUBA INDUSTRIES” SAU\n",
       "1          2KE MÜHENDISLIK ENERJI VE ENERJI\n",
       "2       363(1)(13) GANESH INDUSTRIAL ESTATE\n",
       "3                        3J INDUSTRIES FZCO\n",
       "4                        3J INDUSTRIES FZCO\n",
       "                       ...                 \n",
       "3892           Zuhair Trading Establishment\n",
       "3893           Zuhair Trading Establishment\n",
       "3894                     ZUMS INTERNATIONAL\n",
       "3895              ZYLOG PLASTALLOS PVT.LTD.\n",
       "3896              ZYLOG PLASTALLOYS PVT LTD\n",
       "Name: Name1_WP, Length: 3897, dtype: object"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Name1_WP']=wp\n",
    "df['Name1_EP']=ep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name1_WP</th>\n",
       "      <th>Name1_EP</th>\n",
       "      <th>Nearest</th>\n",
       "      <th>ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>“GROUPE TOUBA INDUSTRIES” SAU</td>\n",
       "      <td>BLOCK SOLVADIS DISTRIBUTION</td>\n",
       "      <td>POLYMED DISTRIBUTION FZE</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2KE MÜHENDISLIK ENERJI VE ENERJI</td>\n",
       "      <td>ANNAPURNA RUBBER INDUSTRIES PVT.LTD</td>\n",
       "      <td>ARFEEN INDUSTRIES PVT.LTD</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>363(1)(13) GANESH INDUSTRIAL ESTATE</td>\n",
       "      <td>nan</td>\n",
       "      <td>Tasnee</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>WILL &amp; CO BV</td>\n",
       "      <td>QAZI &amp; CO.</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>3J INDUSTRIES FZCO</td>\n",
       "      <td>nan</td>\n",
       "      <td>Tasnee</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3892</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>TEMVES AGENCIES SDN BHD ON BEHALF O</td>\n",
       "      <td>TENCATE GEOSYNTHETICS ASIA SDN BHD</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3893</td>\n",
       "      <td>Zuhair Trading Establishment</td>\n",
       "      <td>Vitol S.A. Rotterdam Branch</td>\n",
       "      <td>Enarat Hail Est. for Trading</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3894</td>\n",
       "      <td>ZUMS INTERNATIONAL</td>\n",
       "      <td>UNISTAR INTERNATIONAL LLP</td>\n",
       "      <td>SUNTRAC INTERNATIONAL LTD</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3895</td>\n",
       "      <td>ZYLOG PLASTALLOS PVT.LTD.</td>\n",
       "      <td>SHINKONG SYNTHETIC FIBERS CORP.</td>\n",
       "      <td>SHANKER SYNTHETICS PVT LTD</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3896</td>\n",
       "      <td>ZYLOG PLASTALLOYS PVT LTD</td>\n",
       "      <td>nan</td>\n",
       "      <td>Tasnee</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3897 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name1_WP  \\\n",
       "0           “GROUPE TOUBA INDUSTRIES” SAU   \n",
       "1        2KE MÜHENDISLIK ENERJI VE ENERJI   \n",
       "2     363(1)(13) GANESH INDUSTRIAL ESTATE   \n",
       "3                      3J INDUSTRIES FZCO   \n",
       "4                      3J INDUSTRIES FZCO   \n",
       "...                                   ...   \n",
       "3892         Zuhair Trading Establishment   \n",
       "3893         Zuhair Trading Establishment   \n",
       "3894                   ZUMS INTERNATIONAL   \n",
       "3895            ZYLOG PLASTALLOS PVT.LTD.   \n",
       "3896            ZYLOG PLASTALLOYS PVT LTD   \n",
       "\n",
       "                                 Name1_EP                             Nearest  \\\n",
       "0             BLOCK SOLVADIS DISTRIBUTION            POLYMED DISTRIBUTION FZE   \n",
       "1     ANNAPURNA RUBBER INDUSTRIES PVT.LTD           ARFEEN INDUSTRIES PVT.LTD   \n",
       "2                                     nan                              Tasnee   \n",
       "3                            WILL & CO BV                          QAZI & CO.   \n",
       "4                                     nan                              Tasnee   \n",
       "...                                   ...                                 ...   \n",
       "3892  TEMVES AGENCIES SDN BHD ON BEHALF O  TENCATE GEOSYNTHETICS ASIA SDN BHD   \n",
       "3893          Vitol S.A. Rotterdam Branch        Enarat Hail Est. for Trading   \n",
       "3894            UNISTAR INTERNATIONAL LLP           SUNTRAC INTERNATIONAL LTD   \n",
       "3895      SHINKONG SYNTHETIC FIBERS CORP.          SHANKER SYNTHETICS PVT LTD   \n",
       "3896                                  nan                              Tasnee   \n",
       "\n",
       "      ratio  \n",
       "0        63  \n",
       "1        73  \n",
       "2        44  \n",
       "3        55  \n",
       "4        44  \n",
       "...     ...  \n",
       "3892     49  \n",
       "3893     40  \n",
       "3894     80  \n",
       "3895     60  \n",
       "3896     44  \n",
       "\n",
       "[3897 rows x 4 columns]"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('FuzzyDuplicates.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name1_WP    46\n",
       "Name1_EP    46\n",
       "Nearest     46\n",
       "ratio       46\n",
       "dtype: int64"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['ratio']==100].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name1_WP    278\n",
       "Name1_EP    278\n",
       "Nearest     278\n",
       "ratio       278\n",
       "dtype: int64"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['ratio']>=80].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name1_WP    TOYZONE IMPEX PVT LTD\n",
       "Name1_EP          ZENITH PLASTICS\n",
       "Nearest      ZENITH PLASTICS C.I.\n",
       "ratio                          86\n",
       "Name: 3587, dtype: object"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[3587]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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