face_cosmetics_by_product_benefits.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import necessary libraries\n",
    "import openai\n",
    "from openai.embeddings_utils import get_embedding, cosine_similarity\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the csv file as dataframe.\n",
    "df = pd.read_csv('./data/face_cosmetics_products_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 36 entries, 0 to 35\n",
      "Data columns (total 7 columns):\n",
      " #   Column            Non-Null Count  Dtype \n",
      "---  ------            --------------  ----- \n",
      " 0   Product_ID        36 non-null     int64 \n",
      " 1   Product_Category  36 non-null     object\n",
      " 2   Product_Type      36 non-null     object\n",
      " 3   Brand_Name        36 non-null     object\n",
      " 4   Product_Name      36 non-null     object\n",
      " 5   Product_Details   36 non-null     object\n",
      " 6   Benefits          36 non-null     object\n",
      "dtypes: int64(1), object(6)\n",
      "memory usage: 2.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Configure the baseline configuration of the OpenAI library.\n",
    "openai.api_type = \"azure\"\n",
    "openai.api_base = \"https://PLESAE_ENTER_YOUR_OWNED_AOAI_RESOURCE_NAME.openai.azure.com/\"\n",
    "openai.api_version = \"2022-12-01\"\n",
    "openai.api_key = \"PLEASE_ENTER_YOUR_OWNED_AOAI_SERVICE_KEY\"\n",
    "engine = \"PLEASE_ENTER_YOUR_OWNED_AOAI_TEXT_EMBEDDING_MODEL_NAME\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Perform word embedding for each product name in the dataframe in vector form.\n",
    "embeddings = [get_embedding(text, engine=engine) for text in df['Benefits'].values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate the cosine similarity between each product name.\n",
    "similarity_matrix = np.zeros((len(embeddings), len(embeddings)))\n",
    "for i in range(len(embeddings)):\n",
    "    for j in range(len(embeddings)):\n",
    "        if i == j:\n",
    "            similarity_matrix[i,j] = 1.0\n",
    "        elif i < j:\n",
    "            similarity_matrix[i,j] = cosine_similarity(embeddings[i], embeddings[j])\n",
    "        else:\n",
    "            similarity_matrix[i,j] = similarity_matrix[j,i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the similarity matrix to a CSV file.\n",
    "np.savetxt('./data/similarity_matrix_fc_b.csv', similarity_matrix, delimiter=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reload the similarity matrix from the CSV file.\n",
    "# similarity_matrix = np.loadtxt('./data/similarity_matrix_fc_b.csv', delimiter=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUND...\n",
       "1                MIRACLE PURE SKIN IMPROVING FOUNDATION\n",
       "2                         FACEFINITY COMPACT FOUNDATION\n",
       "3                              MIRACLE TOUCH FOUNDATION\n",
       "4                  MAX FACTOR CRÈME PUFF POWDER COMPACT\n",
       "5                 FACEFINITY ALL DAY FLAWLESS CONCEALER\n",
       "6                                MIRACLE PURE CONCEALER\n",
       "7                                RADIANT LIFT CONCEALER\n",
       "8                                 MASTERTOUCH CONCEALER\n",
       "9                            MIRACLE CONTOURING PALETTE\n",
       "10                                     MIRACLE GLOW DUO\n",
       "11                             MIRACLE PURE CREAM BLUSH\n",
       "12                           MIRACLE TOUCH CREAMY BLUSH\n",
       "13       MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM\n",
       "14                           BROW SHAPER EYEBROW PENCIL\n",
       "15                                     BROW REVIVAL GEL\n",
       "16                        BROWFINITY LONGWEAR BROW TINT\n",
       "17                                       EYEBROW PENCIL\n",
       "18         MASTERPIECE WATERPROOF MATTE LIQUID EYELINER\n",
       "19           MASTERPIECE HIGH PRECISION LIQUID EYELINER\n",
       "20                                          KOHL PENCIL\n",
       "21                   MASTERPIECE NUDE EYESHADOW PALETTE\n",
       "22                         PRIYANKA MASTERPIECE PALETTE\n",
       "23                           MASTERPIECE MONO EYESHADOW\n",
       "24                  MASTERPIECE 2 IN 1 LASH WOW MASCARA\n",
       "25                  FALSE LASH EFFECT LASH & BROW SERUM\n",
       "26                              FALSE LASH EPIC MASCARA\n",
       "27                          LASH REVIVAL EYELASH PRIMER\n",
       "28                              VOLUME INFUSION MASCARA\n",
       "29                        FALSE LASH EFFECT XXL MASCARA\n",
       "30                               VELVET MATTES LIPSTICK\n",
       "31                               COLOUR ELIXIR LIPSTICK\n",
       "32                      PRIYANKA COLOUR ELIXIR LIPSTICK\n",
       "33                            LIPFINITY LIQUID LIPSTICK\n",
       "34                              COLOUR ELIXIR LIP LINER\n",
       "35                                        HONEY LACQUER\n",
       "Name: Product_Name, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a list of Product_Name.\n",
    "p_name = pd.Series(df['Product_Name'])\n",
    "p_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create function for Product Recommendations.\n",
    "def product_recommendations(Product_Name, cos_sim = similarity_matrix):\n",
    "    recommended_product = []\n",
    "    idx = p_name[p_name == Product_Name].index[0]\n",
    "    score_series = pd.Series(cos_sim[idx]).sort_values(ascending = False)\n",
    "    top_10_indexes = list(score_series.iloc[1:11].index)\n",
    "    for i in top_10_indexes:\n",
    "        recommended_product.append(list(df['Product_Name'])[i])\n",
    "    return recommended_product"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['MIRACLE PURE CONCEALER',\n",
       " 'FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDATION',\n",
       " 'FACEFINITY ALL DAY FLAWLESS CONCEALER',\n",
       " 'RADIANT LIFT CONCEALER',\n",
       " 'MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM',\n",
       " 'MIRACLE PURE CREAM BLUSH',\n",
       " 'MIRACLE TOUCH FOUNDATION',\n",
       " 'MAX FACTOR CRÈME PUFF POWDER COMPACT',\n",
       " 'MASTERTOUCH CONCEALER',\n",
       " 'MASTERPIECE MONO EYESHADOW']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Perform Product Recommendations. It is based on Product Name to figure out the similarity.\n",
    "product_recommendations('MIRACLE PURE SKIN IMPROVING FOUNDATION')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>Product_Name</th>\n",
       "      <th>FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDATION</th>\n",
       "      <th>MIRACLE PURE SKIN IMPROVING FOUNDATION</th>\n",
       "      <th>FACEFINITY COMPACT FOUNDATION</th>\n",
       "      <th>MIRACLE TOUCH FOUNDATION</th>\n",
       "      <th>MAX FACTOR CRÈME PUFF POWDER COMPACT</th>\n",
       "      <th>FACEFINITY ALL DAY FLAWLESS CONCEALER</th>\n",
       "      <th>MIRACLE PURE CONCEALER</th>\n",
       "      <th>RADIANT LIFT CONCEALER</th>\n",
       "      <th>MASTERTOUCH CONCEALER</th>\n",
       "      <th>MIRACLE CONTOURING PALETTE</th>\n",
       "      <th>...</th>\n",
       "      <th>FALSE LASH EPIC MASCARA</th>\n",
       "      <th>LASH REVIVAL EYELASH PRIMER</th>\n",
       "      <th>VOLUME INFUSION MASCARA</th>\n",
       "      <th>FALSE LASH EFFECT XXL MASCARA</th>\n",
       "      <th>VELVET MATTES LIPSTICK</th>\n",
       "      <th>COLOUR ELIXIR LIPSTICK</th>\n",
       "      <th>PRIYANKA COLOUR ELIXIR LIPSTICK</th>\n",
       "      <th>LIPFINITY LIQUID LIPSTICK</th>\n",
       "      <th>COLOUR ELIXIR LIP LINER</th>\n",
       "      <th>HONEY LACQUER</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product_Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDATION</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.901918</td>\n",
       "      <td>0.869561</td>\n",
       "      <td>0.852081</td>\n",
       "      <td>0.860417</td>\n",
       "      <td>0.880974</td>\n",
       "      <td>0.881204</td>\n",
       "      <td>0.847455</td>\n",
       "      <td>0.857883</td>\n",
       "      <td>0.848702</td>\n",
       "      <td>...</td>\n",
       "      <td>0.804970</td>\n",
       "      <td>0.809329</td>\n",
       "      <td>0.810822</td>\n",
       "      <td>0.825452</td>\n",
       "      <td>0.834845</td>\n",
       "      <td>0.797393</td>\n",
       "      <td>0.818057</td>\n",
       "      <td>0.833248</td>\n",
       "      <td>0.794539</td>\n",
       "      <td>0.804878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIRACLE PURE SKIN IMPROVING FOUNDATION</th>\n",
       "      <td>0.901918</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.836826</td>\n",
       "      <td>0.865842</td>\n",
       "      <td>0.865671</td>\n",
       "      <td>0.891701</td>\n",
       "      <td>0.931275</td>\n",
       "      <td>0.876363</td>\n",
       "      <td>0.853708</td>\n",
       "      <td>0.839944</td>\n",
       "      <td>...</td>\n",
       "      <td>0.789119</td>\n",
       "      <td>0.807061</td>\n",
       "      <td>0.822360</td>\n",
       "      <td>0.802669</td>\n",
       "      <td>0.825002</td>\n",
       "      <td>0.809983</td>\n",
       "      <td>0.818797</td>\n",
       "      <td>0.808935</td>\n",
       "      <td>0.771210</td>\n",
       "      <td>0.778913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FACEFINITY COMPACT FOUNDATION</th>\n",
       "      <td>0.869561</td>\n",
       "      <td>0.836826</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.817349</td>\n",
       "      <td>0.868777</td>\n",
       "      <td>0.834645</td>\n",
       "      <td>0.829735</td>\n",
       "      <td>0.838439</td>\n",
       "      <td>0.836184</td>\n",
       "      <td>0.833751</td>\n",
       "      <td>...</td>\n",
       "      <td>0.824512</td>\n",
       "      <td>0.801469</td>\n",
       "      <td>0.844392</td>\n",
       "      <td>0.804149</td>\n",
       "      <td>0.866582</td>\n",
       "      <td>0.829998</td>\n",
       "      <td>0.809840</td>\n",
       "      <td>0.861414</td>\n",
       "      <td>0.814608</td>\n",
       "      <td>0.836862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIRACLE TOUCH FOUNDATION</th>\n",
       "      <td>0.852081</td>\n",
       "      <td>0.865842</td>\n",
       "      <td>0.817349</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.846443</td>\n",
       "      <td>0.838397</td>\n",
       "      <td>0.853779</td>\n",
       "      <td>0.838068</td>\n",
       "      <td>0.866898</td>\n",
       "      <td>0.850122</td>\n",
       "      <td>...</td>\n",
       "      <td>0.802595</td>\n",
       "      <td>0.781835</td>\n",
       "      <td>0.826523</td>\n",
       "      <td>0.807284</td>\n",
       "      <td>0.821826</td>\n",
       "      <td>0.804620</td>\n",
       "      <td>0.793958</td>\n",
       "      <td>0.796635</td>\n",
       "      <td>0.784065</td>\n",
       "      <td>0.790856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAX FACTOR CRÈME PUFF POWDER COMPACT</th>\n",
       "      <td>0.860417</td>\n",
       "      <td>0.865671</td>\n",
       "      <td>0.868777</td>\n",
       "      <td>0.846443</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.873776</td>\n",
       "      <td>0.876807</td>\n",
       "      <td>0.878701</td>\n",
       "      <td>0.871707</td>\n",
       "      <td>0.879015</td>\n",
       "      <td>...</td>\n",
       "      <td>0.830187</td>\n",
       "      <td>0.816527</td>\n",
       "      <td>0.841076</td>\n",
       "      <td>0.819855</td>\n",
       "      <td>0.866829</td>\n",
       "      <td>0.818795</td>\n",
       "      <td>0.822035</td>\n",
       "      <td>0.839751</td>\n",
       "      <td>0.814166</td>\n",
       "      <td>0.835767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FACEFINITY ALL DAY FLAWLESS CONCEALER</th>\n",
       "      <td>0.880974</td>\n",
       "      <td>0.891701</td>\n",
       "      <td>0.834645</td>\n",
       "      <td>0.838397</td>\n",
       "      <td>0.873776</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.924816</td>\n",
       "      <td>0.902835</td>\n",
       "      <td>0.894870</td>\n",
       "      <td>0.854656</td>\n",
       "      <td>...</td>\n",
       "      <td>0.808887</td>\n",
       "      <td>0.816748</td>\n",
       "      <td>0.808390</td>\n",
       "      <td>0.828781</td>\n",
       "      <td>0.846473</td>\n",
       "      <td>0.812494</td>\n",
       "      <td>0.843609</td>\n",
       "      <td>0.842865</td>\n",
       "      <td>0.805669</td>\n",
       "      <td>0.803342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIRACLE PURE CONCEALER</th>\n",
       "      <td>0.881204</td>\n",
       "      <td>0.931275</td>\n",
       "      <td>0.829735</td>\n",
       "      <td>0.853779</td>\n",
       "      <td>0.876807</td>\n",
       "      <td>0.924816</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.899308</td>\n",
       "      <td>0.871283</td>\n",
       "      <td>0.844214</td>\n",
       "      <td>...</td>\n",
       "      <td>0.799798</td>\n",
       "      <td>0.812857</td>\n",
       "      <td>0.824986</td>\n",
       "      <td>0.823323</td>\n",
       "      <td>0.836492</td>\n",
       "      <td>0.819381</td>\n",
       "      <td>0.831941</td>\n",
       "      <td>0.822540</td>\n",
       "      <td>0.788644</td>\n",
       "      <td>0.798433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RADIANT LIFT CONCEALER</th>\n",
       "      <td>0.847455</td>\n",
       "      <td>0.876363</td>\n",
       "      <td>0.838439</td>\n",
       "      <td>0.838068</td>\n",
       "      <td>0.878701</td>\n",
       "      <td>0.902835</td>\n",
       "      <td>0.899308</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.900711</td>\n",
       "      <td>0.864070</td>\n",
       "      <td>...</td>\n",
       "      <td>0.840188</td>\n",
       "      <td>0.833136</td>\n",
       "      <td>0.862984</td>\n",
       "      <td>0.816498</td>\n",
       "      <td>0.853254</td>\n",
       "      <td>0.824191</td>\n",
       "      <td>0.807127</td>\n",
       "      <td>0.825035</td>\n",
       "      <td>0.823697</td>\n",
       "      <td>0.816142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MASTERTOUCH CONCEALER</th>\n",
       "      <td>0.857883</td>\n",
       "      <td>0.853708</td>\n",
       "      <td>0.836184</td>\n",
       "      <td>0.866898</td>\n",
       "      <td>0.871707</td>\n",
       "      <td>0.894870</td>\n",
       "      <td>0.871283</td>\n",
       "      <td>0.900711</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.881131</td>\n",
       "      <td>...</td>\n",
       "      <td>0.847799</td>\n",
       "      <td>0.807842</td>\n",
       "      <td>0.831560</td>\n",
       "      <td>0.828118</td>\n",
       "      <td>0.859116</td>\n",
       "      <td>0.802296</td>\n",
       "      <td>0.800936</td>\n",
       "      <td>0.820654</td>\n",
       "      <td>0.819303</td>\n",
       "      <td>0.814973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIRACLE CONTOURING PALETTE</th>\n",
       "      <td>0.848702</td>\n",
       "      <td>0.839944</td>\n",
       "      <td>0.833751</td>\n",
       "      <td>0.850122</td>\n",
       "      <td>0.879015</td>\n",
       "      <td>0.854656</td>\n",
       "      <td>0.844214</td>\n",
       "      <td>0.864070</td>\n",
       "      <td>0.881131</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.846123</td>\n",
       "      <td>0.804811</td>\n",
       "      <td>0.829478</td>\n",
       "      <td>0.841244</td>\n",
       "      <td>0.855044</td>\n",
       "      <td>0.806202</td>\n",
       "      <td>0.814493</td>\n",
       "      <td>0.824734</td>\n",
       "      <td>0.822520</td>\n",
       "      <td>0.819597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIRACLE GLOW DUO</th>\n",
       "      <td>0.839001</td>\n",
       "      <td>0.839262</td>\n",
       "      <td>0.867199</td>\n",
       "      <td>0.840561</td>\n",
       "      <td>0.901796</td>\n",
       "      <td>0.850322</td>\n",
       "      <td>0.854884</td>\n",
       "      <td>0.871232</td>\n",
       "      <td>0.878242</td>\n",
       "      <td>0.879474</td>\n",
       "      <td>...</td>\n",
       "      <td>0.847090</td>\n",
       "      <td>0.816150</td>\n",
       "      <td>0.846908</td>\n",
       "      <td>0.806941</td>\n",
       "      <td>0.881796</td>\n",
       "      <td>0.829743</td>\n",
       "      <td>0.824070</td>\n",
       "      <td>0.832438</td>\n",
       "      <td>0.825947</td>\n",
       "      <td>0.846338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIRACLE PURE CREAM BLUSH</th>\n",
       "      <td>0.844788</td>\n",
       "      <td>0.873137</td>\n",
       "      <td>0.820083</td>\n",
       "      <td>0.843509</td>\n",
       "      <td>0.871890</td>\n",
       "      <td>0.864000</td>\n",
       "      <td>0.901913</td>\n",
       "      <td>0.850603</td>\n",
       "      <td>0.836507</td>\n",
       "      <td>0.845586</td>\n",
       "      <td>...</td>\n",
       "      <td>0.816272</td>\n",
       "      <td>0.817063</td>\n",
       "      <td>0.820733</td>\n",
       "      <td>0.837088</td>\n",
       "      <td>0.843104</td>\n",
       "      <td>0.827794</td>\n",
       "      <td>0.848961</td>\n",
       "      <td>0.835351</td>\n",
       "      <td>0.812841</td>\n",
       "      <td>0.832693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIRACLE TOUCH CREAMY BLUSH</th>\n",
       "      <td>0.860846</td>\n",
       "      <td>0.840251</td>\n",
       "      <td>0.855795</td>\n",
       "      <td>0.844748</td>\n",
       "      <td>0.902175</td>\n",
       "      <td>0.864583</td>\n",
       "      <td>0.860226</td>\n",
       "      <td>0.862612</td>\n",
       "      <td>0.878818</td>\n",
       "      <td>0.880076</td>\n",
       "      <td>...</td>\n",
       "      <td>0.829519</td>\n",
       "      <td>0.822307</td>\n",
       "      <td>0.840477</td>\n",
       "      <td>0.824289</td>\n",
       "      <td>0.872271</td>\n",
       "      <td>0.816431</td>\n",
       "      <td>0.841140</td>\n",
       "      <td>0.860248</td>\n",
       "      <td>0.832881</td>\n",
       "      <td>0.853278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM</th>\n",
       "      <td>0.811143</td>\n",
       "      <td>0.873661</td>\n",
       "      <td>0.798108</td>\n",
       "      <td>0.820872</td>\n",
       "      <td>0.857899</td>\n",
       "      <td>0.839061</td>\n",
       "      <td>0.873030</td>\n",
       "      <td>0.858377</td>\n",
       "      <td>0.808960</td>\n",
       "      <td>0.799230</td>\n",
       "      <td>...</td>\n",
       "      <td>0.793347</td>\n",
       "      <td>0.829884</td>\n",
       "      <td>0.846558</td>\n",
       "      <td>0.782530</td>\n",
       "      <td>0.809440</td>\n",
       "      <td>0.817060</td>\n",
       "      <td>0.804774</td>\n",
       "      <td>0.774709</td>\n",
       "      <td>0.775443</td>\n",
       "      <td>0.798409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BROW SHAPER EYEBROW PENCIL</th>\n",
       "      <td>0.830320</td>\n",
       "      <td>0.784749</td>\n",
       "      <td>0.812836</td>\n",
       "      <td>0.799147</td>\n",
       "      <td>0.827987</td>\n",
       "      <td>0.811984</td>\n",
       "      <td>0.800276</td>\n",
       "      <td>0.831521</td>\n",
       "      <td>0.870315</td>\n",
       "      <td>0.878518</td>\n",
       "      <td>...</td>\n",
       "      <td>0.854081</td>\n",
       "      <td>0.804415</td>\n",
       "      <td>0.824304</td>\n",
       "      <td>0.819987</td>\n",
       "      <td>0.833811</td>\n",
       "      <td>0.811619</td>\n",
       "      <td>0.802715</td>\n",
       "      <td>0.807723</td>\n",
       "      <td>0.826065</td>\n",
       "      <td>0.823712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BROW REVIVAL GEL</th>\n",
       "      <td>0.837843</td>\n",
       "      <td>0.810888</td>\n",
       "      <td>0.814147</td>\n",
       "      <td>0.798609</td>\n",
       "      <td>0.827503</td>\n",
       "      <td>0.849531</td>\n",
       "      <td>0.831640</td>\n",
       "      <td>0.827128</td>\n",
       "      <td>0.834221</td>\n",
       "      <td>0.832985</td>\n",
       "      <td>...</td>\n",
       "      <td>0.842700</td>\n",
       "      <td>0.842646</td>\n",
       "      <td>0.822152</td>\n",
       "      <td>0.846451</td>\n",
       "      <td>0.816480</td>\n",
       "      <td>0.808444</td>\n",
       "      <td>0.819355</td>\n",
       "      <td>0.833843</td>\n",
       "      <td>0.808260</td>\n",
       "      <td>0.801630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BROWFINITY LONGWEAR BROW TINT</th>\n",
       "      <td>0.824126</td>\n",
       "      <td>0.810515</td>\n",
       "      <td>0.823925</td>\n",
       "      <td>0.803034</td>\n",
       "      <td>0.830244</td>\n",
       "      <td>0.852757</td>\n",
       "      <td>0.824069</td>\n",
       "      <td>0.821771</td>\n",
       "      <td>0.836324</td>\n",
       "      <td>0.837136</td>\n",
       "      <td>...</td>\n",
       "      <td>0.827459</td>\n",
       "      <td>0.812227</td>\n",
       "      <td>0.820819</td>\n",
       "      <td>0.836768</td>\n",
       "      <td>0.828778</td>\n",
       "      <td>0.807794</td>\n",
       "      <td>0.833218</td>\n",
       "      <td>0.836836</td>\n",
       "      <td>0.808525</td>\n",
       "      <td>0.814614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EYEBROW PENCIL</th>\n",
       "      <td>0.800553</td>\n",
       "      <td>0.772632</td>\n",
       "      <td>0.807472</td>\n",
       "      <td>0.802108</td>\n",
       "      <td>0.828719</td>\n",
       "      <td>0.801795</td>\n",
       "      <td>0.786546</td>\n",
       "      <td>0.814062</td>\n",
       "      <td>0.846122</td>\n",
       "      <td>0.858345</td>\n",
       "      <td>...</td>\n",
       "      <td>0.851180</td>\n",
       "      <td>0.797200</td>\n",
       "      <td>0.821352</td>\n",
       "      <td>0.834060</td>\n",
       "      <td>0.824524</td>\n",
       "      <td>0.795715</td>\n",
       "      <td>0.771067</td>\n",
       "      <td>0.802145</td>\n",
       "      <td>0.821383</td>\n",
       "      <td>0.805973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MASTERPIECE WATERPROOF MATTE LIQUID EYELINER</th>\n",
       "      <td>0.853272</td>\n",
       "      <td>0.799178</td>\n",
       "      <td>0.838420</td>\n",
       "      <td>0.790494</td>\n",
       "      <td>0.845402</td>\n",
       "      <td>0.860011</td>\n",
       "      <td>0.817901</td>\n",
       "      <td>0.818150</td>\n",
       "      <td>0.839532</td>\n",
       "      <td>0.844540</td>\n",
       "      <td>...</td>\n",
       "      <td>0.845923</td>\n",
       "      <td>0.832912</td>\n",
       "      <td>0.806252</td>\n",
       "      <td>0.851899</td>\n",
       "      <td>0.843758</td>\n",
       "      <td>0.801749</td>\n",
       "      <td>0.842453</td>\n",
       "      <td>0.869529</td>\n",
       "      <td>0.826366</td>\n",
       "      <td>0.828201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MASTERPIECE HIGH PRECISION LIQUID EYELINER</th>\n",
       "      <td>0.798816</td>\n",
       "      <td>0.766313</td>\n",
       "      <td>0.797601</td>\n",
       "      <td>0.779739</td>\n",
       "      <td>0.817191</td>\n",
       "      <td>0.805851</td>\n",
       "      <td>0.775175</td>\n",
       "      <td>0.808916</td>\n",
       "      <td>0.838733</td>\n",
       "      <td>0.829243</td>\n",
       "      <td>...</td>\n",
       "      <td>0.822450</td>\n",
       "      <td>0.790978</td>\n",
       "      <td>0.783569</td>\n",
       "      <td>0.795302</td>\n",
       "      <td>0.801849</td>\n",
       "      <td>0.785334</td>\n",
       "      <td>0.789214</td>\n",
       "      <td>0.810828</td>\n",
       "      <td>0.826761</td>\n",
       "      <td>0.825087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KOHL PENCIL</th>\n",
       "      <td>0.814100</td>\n",
       "      <td>0.781131</td>\n",
       "      <td>0.802449</td>\n",
       "      <td>0.790074</td>\n",
       "      <td>0.837441</td>\n",
       "      <td>0.835916</td>\n",
       "      <td>0.805584</td>\n",
       "      <td>0.819497</td>\n",
       "      <td>0.851395</td>\n",
       "      <td>0.851866</td>\n",
       "      <td>...</td>\n",
       "      <td>0.842623</td>\n",
       "      <td>0.829370</td>\n",
       "      <td>0.788886</td>\n",
       "      <td>0.836451</td>\n",
       "      <td>0.827195</td>\n",
       "      <td>0.799743</td>\n",
       "      <td>0.793912</td>\n",
       "      <td>0.802034</td>\n",
       "      <td>0.828463</td>\n",
       "      <td>0.809351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MASTERPIECE NUDE EYESHADOW PALETTE</th>\n",
       "      <td>0.811602</td>\n",
       "      <td>0.780748</td>\n",
       "      <td>0.801315</td>\n",
       "      <td>0.771974</td>\n",
       "      <td>0.844291</td>\n",
       "      <td>0.818873</td>\n",
       "      <td>0.801423</td>\n",
       "      <td>0.815804</td>\n",
       "      <td>0.820024</td>\n",
       "      <td>0.850095</td>\n",
       "      <td>...</td>\n",
       "      <td>0.819633</td>\n",
       "      <td>0.798631</td>\n",
       "      <td>0.793191</td>\n",
       "      <td>0.804138</td>\n",
       "      <td>0.863929</td>\n",
       "      <td>0.809055</td>\n",
       "      <td>0.866491</td>\n",
       "      <td>0.843748</td>\n",
       "      <td>0.824308</td>\n",
       "      <td>0.837932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRIYANKA MASTERPIECE PALETTE</th>\n",
       "      <td>0.814451</td>\n",
       "      <td>0.775495</td>\n",
       "      <td>0.813032</td>\n",
       "      <td>0.769590</td>\n",
       "      <td>0.843039</td>\n",
       "      <td>0.812613</td>\n",
       "      <td>0.797666</td>\n",
       "      <td>0.796831</td>\n",
       "      <td>0.822741</td>\n",
       "      <td>0.842811</td>\n",
       "      <td>...</td>\n",
       "      <td>0.815202</td>\n",
       "      <td>0.783574</td>\n",
       "      <td>0.779744</td>\n",
       "      <td>0.801307</td>\n",
       "      <td>0.865829</td>\n",
       "      <td>0.800489</td>\n",
       "      <td>0.884790</td>\n",
       "      <td>0.847841</td>\n",
       "      <td>0.825902</td>\n",
       "      <td>0.829310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MASTERPIECE MONO EYESHADOW</th>\n",
       "      <td>0.852802</td>\n",
       "      <td>0.848740</td>\n",
       "      <td>0.863114</td>\n",
       "      <td>0.828093</td>\n",
       "      <td>0.867652</td>\n",
       "      <td>0.868476</td>\n",
       "      <td>0.854782</td>\n",
       "      <td>0.853624</td>\n",
       "      <td>0.861206</td>\n",
       "      <td>0.884067</td>\n",
       "      <td>...</td>\n",
       "      <td>0.844245</td>\n",
       "      <td>0.812732</td>\n",
       "      <td>0.839942</td>\n",
       "      <td>0.840594</td>\n",
       "      <td>0.876947</td>\n",
       "      <td>0.830504</td>\n",
       "      <td>0.863642</td>\n",
       "      <td>0.872703</td>\n",
       "      <td>0.837934</td>\n",
       "      <td>0.843478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MASTERPIECE 2 IN 1 LASH WOW MASCARA</th>\n",
       "      <td>0.824116</td>\n",
       "      <td>0.792864</td>\n",
       "      <td>0.805366</td>\n",
       "      <td>0.795196</td>\n",
       "      <td>0.814808</td>\n",
       "      <td>0.837671</td>\n",
       "      <td>0.818203</td>\n",
       "      <td>0.817330</td>\n",
       "      <td>0.818136</td>\n",
       "      <td>0.828266</td>\n",
       "      <td>...</td>\n",
       "      <td>0.877260</td>\n",
       "      <td>0.887389</td>\n",
       "      <td>0.831917</td>\n",
       "      <td>0.900397</td>\n",
       "      <td>0.810338</td>\n",
       "      <td>0.806501</td>\n",
       "      <td>0.810706</td>\n",
       "      <td>0.819289</td>\n",
       "      <td>0.792631</td>\n",
       "      <td>0.799918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FALSE LASH EFFECT LASH &amp; BROW SERUM</th>\n",
       "      <td>0.777635</td>\n",
       "      <td>0.783859</td>\n",
       "      <td>0.783338</td>\n",
       "      <td>0.775030</td>\n",
       "      <td>0.782797</td>\n",
       "      <td>0.805919</td>\n",
       "      <td>0.795387</td>\n",
       "      <td>0.799684</td>\n",
       "      <td>0.789459</td>\n",
       "      <td>0.773274</td>\n",
       "      <td>...</td>\n",
       "      <td>0.831727</td>\n",
       "      <td>0.879460</td>\n",
       "      <td>0.829212</td>\n",
       "      <td>0.830785</td>\n",
       "      <td>0.771070</td>\n",
       "      <td>0.821993</td>\n",
       "      <td>0.773824</td>\n",
       "      <td>0.778171</td>\n",
       "      <td>0.795605</td>\n",
       "      <td>0.774069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FALSE LASH EPIC MASCARA</th>\n",
       "      <td>0.804970</td>\n",
       "      <td>0.789119</td>\n",
       "      <td>0.824512</td>\n",
       "      <td>0.802595</td>\n",
       "      <td>0.830187</td>\n",
       "      <td>0.808887</td>\n",
       "      <td>0.799798</td>\n",
       "      <td>0.840188</td>\n",
       "      <td>0.847799</td>\n",
       "      <td>0.846123</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.867211</td>\n",
       "      <td>0.853858</td>\n",
       "      <td>0.880144</td>\n",
       "      <td>0.834487</td>\n",
       "      <td>0.818002</td>\n",
       "      <td>0.807801</td>\n",
       "      <td>0.827958</td>\n",
       "      <td>0.809558</td>\n",
       "      <td>0.815446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LASH REVIVAL EYELASH PRIMER</th>\n",
       "      <td>0.809329</td>\n",
       "      <td>0.807061</td>\n",
       "      <td>0.801469</td>\n",
       "      <td>0.781835</td>\n",
       "      <td>0.816527</td>\n",
       "      <td>0.816748</td>\n",
       "      <td>0.812857</td>\n",
       "      <td>0.833136</td>\n",
       "      <td>0.807842</td>\n",
       "      <td>0.804811</td>\n",
       "      <td>...</td>\n",
       "      <td>0.867211</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.850059</td>\n",
       "      <td>0.867987</td>\n",
       "      <td>0.797132</td>\n",
       "      <td>0.844953</td>\n",
       "      <td>0.803290</td>\n",
       "      <td>0.801144</td>\n",
       "      <td>0.800167</td>\n",
       "      <td>0.797409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VOLUME INFUSION MASCARA</th>\n",
       "      <td>0.810822</td>\n",
       "      <td>0.822360</td>\n",
       "      <td>0.844392</td>\n",
       "      <td>0.826523</td>\n",
       "      <td>0.841076</td>\n",
       "      <td>0.808390</td>\n",
       "      <td>0.824986</td>\n",
       "      <td>0.862984</td>\n",
       "      <td>0.831560</td>\n",
       "      <td>0.829478</td>\n",
       "      <td>...</td>\n",
       "      <td>0.853858</td>\n",
       "      <td>0.850059</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.819905</td>\n",
       "      <td>0.854589</td>\n",
       "      <td>0.858344</td>\n",
       "      <td>0.802916</td>\n",
       "      <td>0.816134</td>\n",
       "      <td>0.810383</td>\n",
       "      <td>0.833261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FALSE LASH EFFECT XXL MASCARA</th>\n",
       "      <td>0.825452</td>\n",
       "      <td>0.802669</td>\n",
       "      <td>0.804149</td>\n",
       "      <td>0.807284</td>\n",
       "      <td>0.819855</td>\n",
       "      <td>0.828781</td>\n",
       "      <td>0.823323</td>\n",
       "      <td>0.816498</td>\n",
       "      <td>0.828118</td>\n",
       "      <td>0.841244</td>\n",
       "      <td>...</td>\n",
       "      <td>0.880144</td>\n",
       "      <td>0.867987</td>\n",
       "      <td>0.819905</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.805229</td>\n",
       "      <td>0.800634</td>\n",
       "      <td>0.802642</td>\n",
       "      <td>0.814386</td>\n",
       "      <td>0.786771</td>\n",
       "      <td>0.795728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VELVET MATTES LIPSTICK</th>\n",
       "      <td>0.834845</td>\n",
       "      <td>0.825002</td>\n",
       "      <td>0.866582</td>\n",
       "      <td>0.821826</td>\n",
       "      <td>0.866829</td>\n",
       "      <td>0.846473</td>\n",
       "      <td>0.836492</td>\n",
       "      <td>0.853254</td>\n",
       "      <td>0.859116</td>\n",
       "      <td>0.855044</td>\n",
       "      <td>...</td>\n",
       "      <td>0.834487</td>\n",
       "      <td>0.797132</td>\n",
       "      <td>0.854589</td>\n",
       "      <td>0.805229</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.869084</td>\n",
       "      <td>0.852267</td>\n",
       "      <td>0.890670</td>\n",
       "      <td>0.855621</td>\n",
       "      <td>0.872613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COLOUR ELIXIR LIPSTICK</th>\n",
       "      <td>0.797393</td>\n",
       "      <td>0.809983</td>\n",
       "      <td>0.829998</td>\n",
       "      <td>0.804620</td>\n",
       "      <td>0.818795</td>\n",
       "      <td>0.812494</td>\n",
       "      <td>0.819381</td>\n",
       "      <td>0.824191</td>\n",
       "      <td>0.802296</td>\n",
       "      <td>0.806202</td>\n",
       "      <td>...</td>\n",
       "      <td>0.818002</td>\n",
       "      <td>0.844953</td>\n",
       "      <td>0.858344</td>\n",
       "      <td>0.800634</td>\n",
       "      <td>0.869084</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.863524</td>\n",
       "      <td>0.862215</td>\n",
       "      <td>0.876349</td>\n",
       "      <td>0.871242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRIYANKA COLOUR ELIXIR LIPSTICK</th>\n",
       "      <td>0.818057</td>\n",
       "      <td>0.818797</td>\n",
       "      <td>0.809840</td>\n",
       "      <td>0.793958</td>\n",
       "      <td>0.822035</td>\n",
       "      <td>0.843609</td>\n",
       "      <td>0.831941</td>\n",
       "      <td>0.807127</td>\n",
       "      <td>0.800936</td>\n",
       "      <td>0.814493</td>\n",
       "      <td>...</td>\n",
       "      <td>0.807801</td>\n",
       "      <td>0.803290</td>\n",
       "      <td>0.802916</td>\n",
       "      <td>0.802642</td>\n",
       "      <td>0.852267</td>\n",
       "      <td>0.863524</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.878372</td>\n",
       "      <td>0.863600</td>\n",
       "      <td>0.864843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIPFINITY LIQUID LIPSTICK</th>\n",
       "      <td>0.833248</td>\n",
       "      <td>0.808935</td>\n",
       "      <td>0.861414</td>\n",
       "      <td>0.796635</td>\n",
       "      <td>0.839751</td>\n",
       "      <td>0.842865</td>\n",
       "      <td>0.822540</td>\n",
       "      <td>0.825035</td>\n",
       "      <td>0.820654</td>\n",
       "      <td>0.824734</td>\n",
       "      <td>...</td>\n",
       "      <td>0.827958</td>\n",
       "      <td>0.801144</td>\n",
       "      <td>0.816134</td>\n",
       "      <td>0.814386</td>\n",
       "      <td>0.890670</td>\n",
       "      <td>0.862215</td>\n",
       "      <td>0.878372</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.857785</td>\n",
       "      <td>0.877959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COLOUR ELIXIR LIP LINER</th>\n",
       "      <td>0.794539</td>\n",
       "      <td>0.771210</td>\n",
       "      <td>0.814608</td>\n",
       "      <td>0.784065</td>\n",
       "      <td>0.814166</td>\n",
       "      <td>0.805669</td>\n",
       "      <td>0.788644</td>\n",
       "      <td>0.823697</td>\n",
       "      <td>0.819303</td>\n",
       "      <td>0.822520</td>\n",
       "      <td>...</td>\n",
       "      <td>0.809558</td>\n",
       "      <td>0.800167</td>\n",
       "      <td>0.810383</td>\n",
       "      <td>0.786771</td>\n",
       "      <td>0.855621</td>\n",
       "      <td>0.876349</td>\n",
       "      <td>0.863600</td>\n",
       "      <td>0.857785</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.881885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HONEY LACQUER</th>\n",
       "      <td>0.804878</td>\n",
       "      <td>0.778913</td>\n",
       "      <td>0.836862</td>\n",
       "      <td>0.790856</td>\n",
       "      <td>0.835767</td>\n",
       "      <td>0.803342</td>\n",
       "      <td>0.798433</td>\n",
       "      <td>0.816142</td>\n",
       "      <td>0.814973</td>\n",
       "      <td>0.819597</td>\n",
       "      <td>...</td>\n",
       "      <td>0.815446</td>\n",
       "      <td>0.797409</td>\n",
       "      <td>0.833261</td>\n",
       "      <td>0.795728</td>\n",
       "      <td>0.872613</td>\n",
       "      <td>0.871242</td>\n",
       "      <td>0.864843</td>\n",
       "      <td>0.877959</td>\n",
       "      <td>0.881885</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>36 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Product_Name                                        FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDATION  \\\n",
       "Product_Name                                                                                              \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                                           1.000000     \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                                                       0.901918     \n",
       "FACEFINITY COMPACT FOUNDATION                                                                0.869561     \n",
       "MIRACLE TOUCH FOUNDATION                                                                     0.852081     \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                                         0.860417     \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                                                        0.880974     \n",
       "MIRACLE PURE CONCEALER                                                                       0.881204     \n",
       "RADIANT LIFT CONCEALER                                                                       0.847455     \n",
       "MASTERTOUCH CONCEALER                                                                        0.857883     \n",
       "MIRACLE CONTOURING PALETTE                                                                   0.848702     \n",
       "MIRACLE GLOW DUO                                                                             0.839001     \n",
       "MIRACLE PURE CREAM BLUSH                                                                     0.844788     \n",
       "MIRACLE TOUCH CREAMY BLUSH                                                                   0.860846     \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                                               0.811143     \n",
       "BROW SHAPER EYEBROW PENCIL                                                                   0.830320     \n",
       "BROW REVIVAL GEL                                                                             0.837843     \n",
       "BROWFINITY LONGWEAR BROW TINT                                                                0.824126     \n",
       "EYEBROW PENCIL                                                                               0.800553     \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                                                 0.853272     \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                                                   0.798816     \n",
       "KOHL PENCIL                                                                                  0.814100     \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                                           0.811602     \n",
       "PRIYANKA MASTERPIECE PALETTE                                                                 0.814451     \n",
       "MASTERPIECE MONO EYESHADOW                                                                   0.852802     \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                                          0.824116     \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                                          0.777635     \n",
       "FALSE LASH EPIC MASCARA                                                                      0.804970     \n",
       "LASH REVIVAL EYELASH PRIMER                                                                  0.809329     \n",
       "VOLUME INFUSION MASCARA                                                                      0.810822     \n",
       "FALSE LASH EFFECT XXL MASCARA                                                                0.825452     \n",
       "VELVET MATTES LIPSTICK                                                                       0.834845     \n",
       "COLOUR ELIXIR LIPSTICK                                                                       0.797393     \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                                              0.818057     \n",
       "LIPFINITY LIQUID LIPSTICK                                                                    0.833248     \n",
       "COLOUR ELIXIR LIP LINER                                                                      0.794539     \n",
       "HONEY LACQUER                                                                                0.804878     \n",
       "\n",
       "Product_Name                                        MIRACLE PURE SKIN IMPROVING FOUNDATION  \\\n",
       "Product_Name                                                                                 \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                                0.901918   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                                            1.000000   \n",
       "FACEFINITY COMPACT FOUNDATION                                                     0.836826   \n",
       "MIRACLE TOUCH FOUNDATION                                                          0.865842   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                              0.865671   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                                             0.891701   \n",
       "MIRACLE PURE CONCEALER                                                            0.931275   \n",
       "RADIANT LIFT CONCEALER                                                            0.876363   \n",
       "MASTERTOUCH CONCEALER                                                             0.853708   \n",
       "MIRACLE CONTOURING PALETTE                                                        0.839944   \n",
       "MIRACLE GLOW DUO                                                                  0.839262   \n",
       "MIRACLE PURE CREAM BLUSH                                                          0.873137   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                                        0.840251   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                                    0.873661   \n",
       "BROW SHAPER EYEBROW PENCIL                                                        0.784749   \n",
       "BROW REVIVAL GEL                                                                  0.810888   \n",
       "BROWFINITY LONGWEAR BROW TINT                                                     0.810515   \n",
       "EYEBROW PENCIL                                                                    0.772632   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                                      0.799178   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                                        0.766313   \n",
       "KOHL PENCIL                                                                       0.781131   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                                0.780748   \n",
       "PRIYANKA MASTERPIECE PALETTE                                                      0.775495   \n",
       "MASTERPIECE MONO EYESHADOW                                                        0.848740   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                               0.792864   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                               0.783859   \n",
       "FALSE LASH EPIC MASCARA                                                           0.789119   \n",
       "LASH REVIVAL EYELASH PRIMER                                                       0.807061   \n",
       "VOLUME INFUSION MASCARA                                                           0.822360   \n",
       "FALSE LASH EFFECT XXL MASCARA                                                     0.802669   \n",
       "VELVET MATTES LIPSTICK                                                            0.825002   \n",
       "COLOUR ELIXIR LIPSTICK                                                            0.809983   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                                   0.818797   \n",
       "LIPFINITY LIQUID LIPSTICK                                                         0.808935   \n",
       "COLOUR ELIXIR LIP LINER                                                           0.771210   \n",
       "HONEY LACQUER                                                                     0.778913   \n",
       "\n",
       "Product_Name                                        FACEFINITY COMPACT FOUNDATION  \\\n",
       "Product_Name                                                                        \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                       0.869561   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                                   0.836826   \n",
       "FACEFINITY COMPACT FOUNDATION                                            1.000000   \n",
       "MIRACLE TOUCH FOUNDATION                                                 0.817349   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                     0.868777   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                                    0.834645   \n",
       "MIRACLE PURE CONCEALER                                                   0.829735   \n",
       "RADIANT LIFT CONCEALER                                                   0.838439   \n",
       "MASTERTOUCH CONCEALER                                                    0.836184   \n",
       "MIRACLE CONTOURING PALETTE                                               0.833751   \n",
       "MIRACLE GLOW DUO                                                         0.867199   \n",
       "MIRACLE PURE CREAM BLUSH                                                 0.820083   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                               0.855795   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                           0.798108   \n",
       "BROW SHAPER EYEBROW PENCIL                                               0.812836   \n",
       "BROW REVIVAL GEL                                                         0.814147   \n",
       "BROWFINITY LONGWEAR BROW TINT                                            0.823925   \n",
       "EYEBROW PENCIL                                                           0.807472   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                             0.838420   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                               0.797601   \n",
       "KOHL PENCIL                                                              0.802449   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                       0.801315   \n",
       "PRIYANKA MASTERPIECE PALETTE                                             0.813032   \n",
       "MASTERPIECE MONO EYESHADOW                                               0.863114   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                      0.805366   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                      0.783338   \n",
       "FALSE LASH EPIC MASCARA                                                  0.824512   \n",
       "LASH REVIVAL EYELASH PRIMER                                              0.801469   \n",
       "VOLUME INFUSION MASCARA                                                  0.844392   \n",
       "FALSE LASH EFFECT XXL MASCARA                                            0.804149   \n",
       "VELVET MATTES LIPSTICK                                                   0.866582   \n",
       "COLOUR ELIXIR LIPSTICK                                                   0.829998   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                          0.809840   \n",
       "LIPFINITY LIQUID LIPSTICK                                                0.861414   \n",
       "COLOUR ELIXIR LIP LINER                                                  0.814608   \n",
       "HONEY LACQUER                                                            0.836862   \n",
       "\n",
       "Product_Name                                        MIRACLE TOUCH FOUNDATION  \\\n",
       "Product_Name                                                                   \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                  0.852081   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                              0.865842   \n",
       "FACEFINITY COMPACT FOUNDATION                                       0.817349   \n",
       "MIRACLE TOUCH FOUNDATION                                            1.000000   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                0.846443   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                               0.838397   \n",
       "MIRACLE PURE CONCEALER                                              0.853779   \n",
       "RADIANT LIFT CONCEALER                                              0.838068   \n",
       "MASTERTOUCH CONCEALER                                               0.866898   \n",
       "MIRACLE CONTOURING PALETTE                                          0.850122   \n",
       "MIRACLE GLOW DUO                                                    0.840561   \n",
       "MIRACLE PURE CREAM BLUSH                                            0.843509   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                          0.844748   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                      0.820872   \n",
       "BROW SHAPER EYEBROW PENCIL                                          0.799147   \n",
       "BROW REVIVAL GEL                                                    0.798609   \n",
       "BROWFINITY LONGWEAR BROW TINT                                       0.803034   \n",
       "EYEBROW PENCIL                                                      0.802108   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                        0.790494   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                          0.779739   \n",
       "KOHL PENCIL                                                         0.790074   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                  0.771974   \n",
       "PRIYANKA MASTERPIECE PALETTE                                        0.769590   \n",
       "MASTERPIECE MONO EYESHADOW                                          0.828093   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                 0.795196   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                 0.775030   \n",
       "FALSE LASH EPIC MASCARA                                             0.802595   \n",
       "LASH REVIVAL EYELASH PRIMER                                         0.781835   \n",
       "VOLUME INFUSION MASCARA                                             0.826523   \n",
       "FALSE LASH EFFECT XXL MASCARA                                       0.807284   \n",
       "VELVET MATTES LIPSTICK                                              0.821826   \n",
       "COLOUR ELIXIR LIPSTICK                                              0.804620   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                     0.793958   \n",
       "LIPFINITY LIQUID LIPSTICK                                           0.796635   \n",
       "COLOUR ELIXIR LIP LINER                                             0.784065   \n",
       "HONEY LACQUER                                                       0.790856   \n",
       "\n",
       "Product_Name                                        MAX FACTOR CRÈME PUFF POWDER COMPACT  \\\n",
       "Product_Name                                                                               \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                              0.860417   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                                          0.865671   \n",
       "FACEFINITY COMPACT FOUNDATION                                                   0.868777   \n",
       "MIRACLE TOUCH FOUNDATION                                                        0.846443   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                            1.000000   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                                           0.873776   \n",
       "MIRACLE PURE CONCEALER                                                          0.876807   \n",
       "RADIANT LIFT CONCEALER                                                          0.878701   \n",
       "MASTERTOUCH CONCEALER                                                           0.871707   \n",
       "MIRACLE CONTOURING PALETTE                                                      0.879015   \n",
       "MIRACLE GLOW DUO                                                                0.901796   \n",
       "MIRACLE PURE CREAM BLUSH                                                        0.871890   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                                      0.902175   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                                  0.857899   \n",
       "BROW SHAPER EYEBROW PENCIL                                                      0.827987   \n",
       "BROW REVIVAL GEL                                                                0.827503   \n",
       "BROWFINITY LONGWEAR BROW TINT                                                   0.830244   \n",
       "EYEBROW PENCIL                                                                  0.828719   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                                    0.845402   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                                      0.817191   \n",
       "KOHL PENCIL                                                                     0.837441   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                              0.844291   \n",
       "PRIYANKA MASTERPIECE PALETTE                                                    0.843039   \n",
       "MASTERPIECE MONO EYESHADOW                                                      0.867652   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                             0.814808   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                             0.782797   \n",
       "FALSE LASH EPIC MASCARA                                                         0.830187   \n",
       "LASH REVIVAL EYELASH PRIMER                                                     0.816527   \n",
       "VOLUME INFUSION MASCARA                                                         0.841076   \n",
       "FALSE LASH EFFECT XXL MASCARA                                                   0.819855   \n",
       "VELVET MATTES LIPSTICK                                                          0.866829   \n",
       "COLOUR ELIXIR LIPSTICK                                                          0.818795   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                                 0.822035   \n",
       "LIPFINITY LIQUID LIPSTICK                                                       0.839751   \n",
       "COLOUR ELIXIR LIP LINER                                                         0.814166   \n",
       "HONEY LACQUER                                                                   0.835767   \n",
       "\n",
       "Product_Name                                        FACEFINITY ALL DAY FLAWLESS CONCEALER  \\\n",
       "Product_Name                                                                                \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                               0.880974   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                                           0.891701   \n",
       "FACEFINITY COMPACT FOUNDATION                                                    0.834645   \n",
       "MIRACLE TOUCH FOUNDATION                                                         0.838397   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                             0.873776   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                                            1.000000   \n",
       "MIRACLE PURE CONCEALER                                                           0.924816   \n",
       "RADIANT LIFT CONCEALER                                                           0.902835   \n",
       "MASTERTOUCH CONCEALER                                                            0.894870   \n",
       "MIRACLE CONTOURING PALETTE                                                       0.854656   \n",
       "MIRACLE GLOW DUO                                                                 0.850322   \n",
       "MIRACLE PURE CREAM BLUSH                                                         0.864000   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                                       0.864583   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                                   0.839061   \n",
       "BROW SHAPER EYEBROW PENCIL                                                       0.811984   \n",
       "BROW REVIVAL GEL                                                                 0.849531   \n",
       "BROWFINITY LONGWEAR BROW TINT                                                    0.852757   \n",
       "EYEBROW PENCIL                                                                   0.801795   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                                     0.860011   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                                       0.805851   \n",
       "KOHL PENCIL                                                                      0.835916   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                               0.818873   \n",
       "PRIYANKA MASTERPIECE PALETTE                                                     0.812613   \n",
       "MASTERPIECE MONO EYESHADOW                                                       0.868476   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                              0.837671   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                              0.805919   \n",
       "FALSE LASH EPIC MASCARA                                                          0.808887   \n",
       "LASH REVIVAL EYELASH PRIMER                                                      0.816748   \n",
       "VOLUME INFUSION MASCARA                                                          0.808390   \n",
       "FALSE LASH EFFECT XXL MASCARA                                                    0.828781   \n",
       "VELVET MATTES LIPSTICK                                                           0.846473   \n",
       "COLOUR ELIXIR LIPSTICK                                                           0.812494   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                                  0.843609   \n",
       "LIPFINITY LIQUID LIPSTICK                                                        0.842865   \n",
       "COLOUR ELIXIR LIP LINER                                                          0.805669   \n",
       "HONEY LACQUER                                                                    0.803342   \n",
       "\n",
       "Product_Name                                        MIRACLE PURE CONCEALER  \\\n",
       "Product_Name                                                                 \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                0.881204   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                            0.931275   \n",
       "FACEFINITY COMPACT FOUNDATION                                     0.829735   \n",
       "MIRACLE TOUCH FOUNDATION                                          0.853779   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                              0.876807   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                             0.924816   \n",
       "MIRACLE PURE CONCEALER                                            1.000000   \n",
       "RADIANT LIFT CONCEALER                                            0.899308   \n",
       "MASTERTOUCH CONCEALER                                             0.871283   \n",
       "MIRACLE CONTOURING PALETTE                                        0.844214   \n",
       "MIRACLE GLOW DUO                                                  0.854884   \n",
       "MIRACLE PURE CREAM BLUSH                                          0.901913   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                        0.860226   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                    0.873030   \n",
       "BROW SHAPER EYEBROW PENCIL                                        0.800276   \n",
       "BROW REVIVAL GEL                                                  0.831640   \n",
       "BROWFINITY LONGWEAR BROW TINT                                     0.824069   \n",
       "EYEBROW PENCIL                                                    0.786546   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                      0.817901   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                        0.775175   \n",
       "KOHL PENCIL                                                       0.805584   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                0.801423   \n",
       "PRIYANKA MASTERPIECE PALETTE                                      0.797666   \n",
       "MASTERPIECE MONO EYESHADOW                                        0.854782   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                               0.818203   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                               0.795387   \n",
       "FALSE LASH EPIC MASCARA                                           0.799798   \n",
       "LASH REVIVAL EYELASH PRIMER                                       0.812857   \n",
       "VOLUME INFUSION MASCARA                                           0.824986   \n",
       "FALSE LASH EFFECT XXL MASCARA                                     0.823323   \n",
       "VELVET MATTES LIPSTICK                                            0.836492   \n",
       "COLOUR ELIXIR LIPSTICK                                            0.819381   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                   0.831941   \n",
       "LIPFINITY LIQUID LIPSTICK                                         0.822540   \n",
       "COLOUR ELIXIR LIP LINER                                           0.788644   \n",
       "HONEY LACQUER                                                     0.798433   \n",
       "\n",
       "Product_Name                                        RADIANT LIFT CONCEALER  \\\n",
       "Product_Name                                                                 \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                0.847455   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                            0.876363   \n",
       "FACEFINITY COMPACT FOUNDATION                                     0.838439   \n",
       "MIRACLE TOUCH FOUNDATION                                          0.838068   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                              0.878701   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                             0.902835   \n",
       "MIRACLE PURE CONCEALER                                            0.899308   \n",
       "RADIANT LIFT CONCEALER                                            1.000000   \n",
       "MASTERTOUCH CONCEALER                                             0.900711   \n",
       "MIRACLE CONTOURING PALETTE                                        0.864070   \n",
       "MIRACLE GLOW DUO                                                  0.871232   \n",
       "MIRACLE PURE CREAM BLUSH                                          0.850603   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                        0.862612   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                    0.858377   \n",
       "BROW SHAPER EYEBROW PENCIL                                        0.831521   \n",
       "BROW REVIVAL GEL                                                  0.827128   \n",
       "BROWFINITY LONGWEAR BROW TINT                                     0.821771   \n",
       "EYEBROW PENCIL                                                    0.814062   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                      0.818150   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                        0.808916   \n",
       "KOHL PENCIL                                                       0.819497   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                0.815804   \n",
       "PRIYANKA MASTERPIECE PALETTE                                      0.796831   \n",
       "MASTERPIECE MONO EYESHADOW                                        0.853624   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                               0.817330   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                               0.799684   \n",
       "FALSE LASH EPIC MASCARA                                           0.840188   \n",
       "LASH REVIVAL EYELASH PRIMER                                       0.833136   \n",
       "VOLUME INFUSION MASCARA                                           0.862984   \n",
       "FALSE LASH EFFECT XXL MASCARA                                     0.816498   \n",
       "VELVET MATTES LIPSTICK                                            0.853254   \n",
       "COLOUR ELIXIR LIPSTICK                                            0.824191   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                   0.807127   \n",
       "LIPFINITY LIQUID LIPSTICK                                         0.825035   \n",
       "COLOUR ELIXIR LIP LINER                                           0.823697   \n",
       "HONEY LACQUER                                                     0.816142   \n",
       "\n",
       "Product_Name                                        MASTERTOUCH CONCEALER  \\\n",
       "Product_Name                                                                \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...               0.857883   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                           0.853708   \n",
       "FACEFINITY COMPACT FOUNDATION                                    0.836184   \n",
       "MIRACLE TOUCH FOUNDATION                                         0.866898   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                             0.871707   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                            0.894870   \n",
       "MIRACLE PURE CONCEALER                                           0.871283   \n",
       "RADIANT LIFT CONCEALER                                           0.900711   \n",
       "MASTERTOUCH CONCEALER                                            1.000000   \n",
       "MIRACLE CONTOURING PALETTE                                       0.881131   \n",
       "MIRACLE GLOW DUO                                                 0.878242   \n",
       "MIRACLE PURE CREAM BLUSH                                         0.836507   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                       0.878818   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                   0.808960   \n",
       "BROW SHAPER EYEBROW PENCIL                                       0.870315   \n",
       "BROW REVIVAL GEL                                                 0.834221   \n",
       "BROWFINITY LONGWEAR BROW TINT                                    0.836324   \n",
       "EYEBROW PENCIL                                                   0.846122   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                     0.839532   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                       0.838733   \n",
       "KOHL PENCIL                                                      0.851395   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                               0.820024   \n",
       "PRIYANKA MASTERPIECE PALETTE                                     0.822741   \n",
       "MASTERPIECE MONO EYESHADOW                                       0.861206   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                              0.818136   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                              0.789459   \n",
       "FALSE LASH EPIC MASCARA                                          0.847799   \n",
       "LASH REVIVAL EYELASH PRIMER                                      0.807842   \n",
       "VOLUME INFUSION MASCARA                                          0.831560   \n",
       "FALSE LASH EFFECT XXL MASCARA                                    0.828118   \n",
       "VELVET MATTES LIPSTICK                                           0.859116   \n",
       "COLOUR ELIXIR LIPSTICK                                           0.802296   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                  0.800936   \n",
       "LIPFINITY LIQUID LIPSTICK                                        0.820654   \n",
       "COLOUR ELIXIR LIP LINER                                          0.819303   \n",
       "HONEY LACQUER                                                    0.814973   \n",
       "\n",
       "Product_Name                                        MIRACLE CONTOURING PALETTE  \\\n",
       "Product_Name                                                                     \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                    0.848702   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                                0.839944   \n",
       "FACEFINITY COMPACT FOUNDATION                                         0.833751   \n",
       "MIRACLE TOUCH FOUNDATION                                              0.850122   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                  0.879015   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                                 0.854656   \n",
       "MIRACLE PURE CONCEALER                                                0.844214   \n",
       "RADIANT LIFT CONCEALER                                                0.864070   \n",
       "MASTERTOUCH CONCEALER                                                 0.881131   \n",
       "MIRACLE CONTOURING PALETTE                                            1.000000   \n",
       "MIRACLE GLOW DUO                                                      0.879474   \n",
       "MIRACLE PURE CREAM BLUSH                                              0.845586   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                            0.880076   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                        0.799230   \n",
       "BROW SHAPER EYEBROW PENCIL                                            0.878518   \n",
       "BROW REVIVAL GEL                                                      0.832985   \n",
       "BROWFINITY LONGWEAR BROW TINT                                         0.837136   \n",
       "EYEBROW PENCIL                                                        0.858345   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                          0.844540   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                            0.829243   \n",
       "KOHL PENCIL                                                           0.851866   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                    0.850095   \n",
       "PRIYANKA MASTERPIECE PALETTE                                          0.842811   \n",
       "MASTERPIECE MONO EYESHADOW                                            0.884067   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                   0.828266   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                   0.773274   \n",
       "FALSE LASH EPIC MASCARA                                               0.846123   \n",
       "LASH REVIVAL EYELASH PRIMER                                           0.804811   \n",
       "VOLUME INFUSION MASCARA                                               0.829478   \n",
       "FALSE LASH EFFECT XXL MASCARA                                         0.841244   \n",
       "VELVET MATTES LIPSTICK                                                0.855044   \n",
       "COLOUR ELIXIR LIPSTICK                                                0.806202   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                       0.814493   \n",
       "LIPFINITY LIQUID LIPSTICK                                             0.824734   \n",
       "COLOUR ELIXIR LIP LINER                                               0.822520   \n",
       "HONEY LACQUER                                                         0.819597   \n",
       "\n",
       "Product_Name                                        ...  \\\n",
       "Product_Name                                        ...   \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...  ...   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION              ...   \n",
       "FACEFINITY COMPACT FOUNDATION                       ...   \n",
       "MIRACLE TOUCH FOUNDATION                            ...   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                ...   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER               ...   \n",
       "MIRACLE PURE CONCEALER                              ...   \n",
       "RADIANT LIFT CONCEALER                              ...   \n",
       "MASTERTOUCH CONCEALER                               ...   \n",
       "MIRACLE CONTOURING PALETTE                          ...   \n",
       "MIRACLE GLOW DUO                                    ...   \n",
       "MIRACLE PURE CREAM BLUSH                            ...   \n",
       "MIRACLE TOUCH CREAMY BLUSH                          ...   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM      ...   \n",
       "BROW SHAPER EYEBROW PENCIL                          ...   \n",
       "BROW REVIVAL GEL                                    ...   \n",
       "BROWFINITY LONGWEAR BROW TINT                       ...   \n",
       "EYEBROW PENCIL                                      ...   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER        ...   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER          ...   \n",
       "KOHL PENCIL                                         ...   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                  ...   \n",
       "PRIYANKA MASTERPIECE PALETTE                        ...   \n",
       "MASTERPIECE MONO EYESHADOW                          ...   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                 ...   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                 ...   \n",
       "FALSE LASH EPIC MASCARA                             ...   \n",
       "LASH REVIVAL EYELASH PRIMER                         ...   \n",
       "VOLUME INFUSION MASCARA                             ...   \n",
       "FALSE LASH EFFECT XXL MASCARA                       ...   \n",
       "VELVET MATTES LIPSTICK                              ...   \n",
       "COLOUR ELIXIR LIPSTICK                              ...   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                     ...   \n",
       "LIPFINITY LIQUID LIPSTICK                           ...   \n",
       "COLOUR ELIXIR LIP LINER                             ...   \n",
       "HONEY LACQUER                                       ...   \n",
       "\n",
       "Product_Name                                        FALSE LASH EPIC MASCARA  \\\n",
       "Product_Name                                                                  \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                 0.804970   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                             0.789119   \n",
       "FACEFINITY COMPACT FOUNDATION                                      0.824512   \n",
       "MIRACLE TOUCH FOUNDATION                                           0.802595   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                               0.830187   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                              0.808887   \n",
       "MIRACLE PURE CONCEALER                                             0.799798   \n",
       "RADIANT LIFT CONCEALER                                             0.840188   \n",
       "MASTERTOUCH CONCEALER                                              0.847799   \n",
       "MIRACLE CONTOURING PALETTE                                         0.846123   \n",
       "MIRACLE GLOW DUO                                                   0.847090   \n",
       "MIRACLE PURE CREAM BLUSH                                           0.816272   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                         0.829519   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                     0.793347   \n",
       "BROW SHAPER EYEBROW PENCIL                                         0.854081   \n",
       "BROW REVIVAL GEL                                                   0.842700   \n",
       "BROWFINITY LONGWEAR BROW TINT                                      0.827459   \n",
       "EYEBROW PENCIL                                                     0.851180   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                       0.845923   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                         0.822450   \n",
       "KOHL PENCIL                                                        0.842623   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                 0.819633   \n",
       "PRIYANKA MASTERPIECE PALETTE                                       0.815202   \n",
       "MASTERPIECE MONO EYESHADOW                                         0.844245   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                0.877260   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                0.831727   \n",
       "FALSE LASH EPIC MASCARA                                            1.000000   \n",
       "LASH REVIVAL EYELASH PRIMER                                        0.867211   \n",
       "VOLUME INFUSION MASCARA                                            0.853858   \n",
       "FALSE LASH EFFECT XXL MASCARA                                      0.880144   \n",
       "VELVET MATTES LIPSTICK                                             0.834487   \n",
       "COLOUR ELIXIR LIPSTICK                                             0.818002   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                    0.807801   \n",
       "LIPFINITY LIQUID LIPSTICK                                          0.827958   \n",
       "COLOUR ELIXIR LIP LINER                                            0.809558   \n",
       "HONEY LACQUER                                                      0.815446   \n",
       "\n",
       "Product_Name                                        LASH REVIVAL EYELASH PRIMER  \\\n",
       "Product_Name                                                                      \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                     0.809329   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                                 0.807061   \n",
       "FACEFINITY COMPACT FOUNDATION                                          0.801469   \n",
       "MIRACLE TOUCH FOUNDATION                                               0.781835   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                   0.816527   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                                  0.816748   \n",
       "MIRACLE PURE CONCEALER                                                 0.812857   \n",
       "RADIANT LIFT CONCEALER                                                 0.833136   \n",
       "MASTERTOUCH CONCEALER                                                  0.807842   \n",
       "MIRACLE CONTOURING PALETTE                                             0.804811   \n",
       "MIRACLE GLOW DUO                                                       0.816150   \n",
       "MIRACLE PURE CREAM BLUSH                                               0.817063   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                             0.822307   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                         0.829884   \n",
       "BROW SHAPER EYEBROW PENCIL                                             0.804415   \n",
       "BROW REVIVAL GEL                                                       0.842646   \n",
       "BROWFINITY LONGWEAR BROW TINT                                          0.812227   \n",
       "EYEBROW PENCIL                                                         0.797200   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                           0.832912   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                             0.790978   \n",
       "KOHL PENCIL                                                            0.829370   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                     0.798631   \n",
       "PRIYANKA MASTERPIECE PALETTE                                           0.783574   \n",
       "MASTERPIECE MONO EYESHADOW                                             0.812732   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                    0.887389   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                    0.879460   \n",
       "FALSE LASH EPIC MASCARA                                                0.867211   \n",
       "LASH REVIVAL EYELASH PRIMER                                            1.000000   \n",
       "VOLUME INFUSION MASCARA                                                0.850059   \n",
       "FALSE LASH EFFECT XXL MASCARA                                          0.867987   \n",
       "VELVET MATTES LIPSTICK                                                 0.797132   \n",
       "COLOUR ELIXIR LIPSTICK                                                 0.844953   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                        0.803290   \n",
       "LIPFINITY LIQUID LIPSTICK                                              0.801144   \n",
       "COLOUR ELIXIR LIP LINER                                                0.800167   \n",
       "HONEY LACQUER                                                          0.797409   \n",
       "\n",
       "Product_Name                                        VOLUME INFUSION MASCARA  \\\n",
       "Product_Name                                                                  \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                 0.810822   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                             0.822360   \n",
       "FACEFINITY COMPACT FOUNDATION                                      0.844392   \n",
       "MIRACLE TOUCH FOUNDATION                                           0.826523   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                               0.841076   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                              0.808390   \n",
       "MIRACLE PURE CONCEALER                                             0.824986   \n",
       "RADIANT LIFT CONCEALER                                             0.862984   \n",
       "MASTERTOUCH CONCEALER                                              0.831560   \n",
       "MIRACLE CONTOURING PALETTE                                         0.829478   \n",
       "MIRACLE GLOW DUO                                                   0.846908   \n",
       "MIRACLE PURE CREAM BLUSH                                           0.820733   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                         0.840477   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                     0.846558   \n",
       "BROW SHAPER EYEBROW PENCIL                                         0.824304   \n",
       "BROW REVIVAL GEL                                                   0.822152   \n",
       "BROWFINITY LONGWEAR BROW TINT                                      0.820819   \n",
       "EYEBROW PENCIL                                                     0.821352   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                       0.806252   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                         0.783569   \n",
       "KOHL PENCIL                                                        0.788886   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                 0.793191   \n",
       "PRIYANKA MASTERPIECE PALETTE                                       0.779744   \n",
       "MASTERPIECE MONO EYESHADOW                                         0.839942   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                0.831917   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                0.829212   \n",
       "FALSE LASH EPIC MASCARA                                            0.853858   \n",
       "LASH REVIVAL EYELASH PRIMER                                        0.850059   \n",
       "VOLUME INFUSION MASCARA                                            1.000000   \n",
       "FALSE LASH EFFECT XXL MASCARA                                      0.819905   \n",
       "VELVET MATTES LIPSTICK                                             0.854589   \n",
       "COLOUR ELIXIR LIPSTICK                                             0.858344   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                    0.802916   \n",
       "LIPFINITY LIQUID LIPSTICK                                          0.816134   \n",
       "COLOUR ELIXIR LIP LINER                                            0.810383   \n",
       "HONEY LACQUER                                                      0.833261   \n",
       "\n",
       "Product_Name                                        FALSE LASH EFFECT XXL MASCARA  \\\n",
       "Product_Name                                                                        \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                       0.825452   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                                   0.802669   \n",
       "FACEFINITY COMPACT FOUNDATION                                            0.804149   \n",
       "MIRACLE TOUCH FOUNDATION                                                 0.807284   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                     0.819855   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                                    0.828781   \n",
       "MIRACLE PURE CONCEALER                                                   0.823323   \n",
       "RADIANT LIFT CONCEALER                                                   0.816498   \n",
       "MASTERTOUCH CONCEALER                                                    0.828118   \n",
       "MIRACLE CONTOURING PALETTE                                               0.841244   \n",
       "MIRACLE GLOW DUO                                                         0.806941   \n",
       "MIRACLE PURE CREAM BLUSH                                                 0.837088   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                               0.824289   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                           0.782530   \n",
       "BROW SHAPER EYEBROW PENCIL                                               0.819987   \n",
       "BROW REVIVAL GEL                                                         0.846451   \n",
       "BROWFINITY LONGWEAR BROW TINT                                            0.836768   \n",
       "EYEBROW PENCIL                                                           0.834060   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                             0.851899   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                               0.795302   \n",
       "KOHL PENCIL                                                              0.836451   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                       0.804138   \n",
       "PRIYANKA MASTERPIECE PALETTE                                             0.801307   \n",
       "MASTERPIECE MONO EYESHADOW                                               0.840594   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                      0.900397   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                      0.830785   \n",
       "FALSE LASH EPIC MASCARA                                                  0.880144   \n",
       "LASH REVIVAL EYELASH PRIMER                                              0.867987   \n",
       "VOLUME INFUSION MASCARA                                                  0.819905   \n",
       "FALSE LASH EFFECT XXL MASCARA                                            1.000000   \n",
       "VELVET MATTES LIPSTICK                                                   0.805229   \n",
       "COLOUR ELIXIR LIPSTICK                                                   0.800634   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                          0.802642   \n",
       "LIPFINITY LIQUID LIPSTICK                                                0.814386   \n",
       "COLOUR ELIXIR LIP LINER                                                  0.786771   \n",
       "HONEY LACQUER                                                            0.795728   \n",
       "\n",
       "Product_Name                                        VELVET MATTES LIPSTICK  \\\n",
       "Product_Name                                                                 \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                0.834845   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                            0.825002   \n",
       "FACEFINITY COMPACT FOUNDATION                                     0.866582   \n",
       "MIRACLE TOUCH FOUNDATION                                          0.821826   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                              0.866829   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                             0.846473   \n",
       "MIRACLE PURE CONCEALER                                            0.836492   \n",
       "RADIANT LIFT CONCEALER                                            0.853254   \n",
       "MASTERTOUCH CONCEALER                                             0.859116   \n",
       "MIRACLE CONTOURING PALETTE                                        0.855044   \n",
       "MIRACLE GLOW DUO                                                  0.881796   \n",
       "MIRACLE PURE CREAM BLUSH                                          0.843104   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                        0.872271   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                    0.809440   \n",
       "BROW SHAPER EYEBROW PENCIL                                        0.833811   \n",
       "BROW REVIVAL GEL                                                  0.816480   \n",
       "BROWFINITY LONGWEAR BROW TINT                                     0.828778   \n",
       "EYEBROW PENCIL                                                    0.824524   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                      0.843758   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                        0.801849   \n",
       "KOHL PENCIL                                                       0.827195   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                0.863929   \n",
       "PRIYANKA MASTERPIECE PALETTE                                      0.865829   \n",
       "MASTERPIECE MONO EYESHADOW                                        0.876947   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                               0.810338   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                               0.771070   \n",
       "FALSE LASH EPIC MASCARA                                           0.834487   \n",
       "LASH REVIVAL EYELASH PRIMER                                       0.797132   \n",
       "VOLUME INFUSION MASCARA                                           0.854589   \n",
       "FALSE LASH EFFECT XXL MASCARA                                     0.805229   \n",
       "VELVET MATTES LIPSTICK                                            1.000000   \n",
       "COLOUR ELIXIR LIPSTICK                                            0.869084   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                   0.852267   \n",
       "LIPFINITY LIQUID LIPSTICK                                         0.890670   \n",
       "COLOUR ELIXIR LIP LINER                                           0.855621   \n",
       "HONEY LACQUER                                                     0.872613   \n",
       "\n",
       "Product_Name                                        COLOUR ELIXIR LIPSTICK  \\\n",
       "Product_Name                                                                 \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                0.797393   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                            0.809983   \n",
       "FACEFINITY COMPACT FOUNDATION                                     0.829998   \n",
       "MIRACLE TOUCH FOUNDATION                                          0.804620   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                              0.818795   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                             0.812494   \n",
       "MIRACLE PURE CONCEALER                                            0.819381   \n",
       "RADIANT LIFT CONCEALER                                            0.824191   \n",
       "MASTERTOUCH CONCEALER                                             0.802296   \n",
       "MIRACLE CONTOURING PALETTE                                        0.806202   \n",
       "MIRACLE GLOW DUO                                                  0.829743   \n",
       "MIRACLE PURE CREAM BLUSH                                          0.827794   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                        0.816431   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                    0.817060   \n",
       "BROW SHAPER EYEBROW PENCIL                                        0.811619   \n",
       "BROW REVIVAL GEL                                                  0.808444   \n",
       "BROWFINITY LONGWEAR BROW TINT                                     0.807794   \n",
       "EYEBROW PENCIL                                                    0.795715   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                      0.801749   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                        0.785334   \n",
       "KOHL PENCIL                                                       0.799743   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                0.809055   \n",
       "PRIYANKA MASTERPIECE PALETTE                                      0.800489   \n",
       "MASTERPIECE MONO EYESHADOW                                        0.830504   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                               0.806501   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                               0.821993   \n",
       "FALSE LASH EPIC MASCARA                                           0.818002   \n",
       "LASH REVIVAL EYELASH PRIMER                                       0.844953   \n",
       "VOLUME INFUSION MASCARA                                           0.858344   \n",
       "FALSE LASH EFFECT XXL MASCARA                                     0.800634   \n",
       "VELVET MATTES LIPSTICK                                            0.869084   \n",
       "COLOUR ELIXIR LIPSTICK                                            1.000000   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                   0.863524   \n",
       "LIPFINITY LIQUID LIPSTICK                                         0.862215   \n",
       "COLOUR ELIXIR LIP LINER                                           0.876349   \n",
       "HONEY LACQUER                                                     0.871242   \n",
       "\n",
       "Product_Name                                        PRIYANKA COLOUR ELIXIR LIPSTICK  \\\n",
       "Product_Name                                                                          \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                         0.818057   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                                     0.818797   \n",
       "FACEFINITY COMPACT FOUNDATION                                              0.809840   \n",
       "MIRACLE TOUCH FOUNDATION                                                   0.793958   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                       0.822035   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                                      0.843609   \n",
       "MIRACLE PURE CONCEALER                                                     0.831941   \n",
       "RADIANT LIFT CONCEALER                                                     0.807127   \n",
       "MASTERTOUCH CONCEALER                                                      0.800936   \n",
       "MIRACLE CONTOURING PALETTE                                                 0.814493   \n",
       "MIRACLE GLOW DUO                                                           0.824070   \n",
       "MIRACLE PURE CREAM BLUSH                                                   0.848961   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                                 0.841140   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                             0.804774   \n",
       "BROW SHAPER EYEBROW PENCIL                                                 0.802715   \n",
       "BROW REVIVAL GEL                                                           0.819355   \n",
       "BROWFINITY LONGWEAR BROW TINT                                              0.833218   \n",
       "EYEBROW PENCIL                                                             0.771067   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                               0.842453   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                                 0.789214   \n",
       "KOHL PENCIL                                                                0.793912   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                         0.866491   \n",
       "PRIYANKA MASTERPIECE PALETTE                                               0.884790   \n",
       "MASTERPIECE MONO EYESHADOW                                                 0.863642   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                        0.810706   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                        0.773824   \n",
       "FALSE LASH EPIC MASCARA                                                    0.807801   \n",
       "LASH REVIVAL EYELASH PRIMER                                                0.803290   \n",
       "VOLUME INFUSION MASCARA                                                    0.802916   \n",
       "FALSE LASH EFFECT XXL MASCARA                                              0.802642   \n",
       "VELVET MATTES LIPSTICK                                                     0.852267   \n",
       "COLOUR ELIXIR LIPSTICK                                                     0.863524   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                            1.000000   \n",
       "LIPFINITY LIQUID LIPSTICK                                                  0.878372   \n",
       "COLOUR ELIXIR LIP LINER                                                    0.863600   \n",
       "HONEY LACQUER                                                              0.864843   \n",
       "\n",
       "Product_Name                                        LIPFINITY LIQUID LIPSTICK  \\\n",
       "Product_Name                                                                    \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                   0.833248   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                               0.808935   \n",
       "FACEFINITY COMPACT FOUNDATION                                        0.861414   \n",
       "MIRACLE TOUCH FOUNDATION                                             0.796635   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                                 0.839751   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                                0.842865   \n",
       "MIRACLE PURE CONCEALER                                               0.822540   \n",
       "RADIANT LIFT CONCEALER                                               0.825035   \n",
       "MASTERTOUCH CONCEALER                                                0.820654   \n",
       "MIRACLE CONTOURING PALETTE                                           0.824734   \n",
       "MIRACLE GLOW DUO                                                     0.832438   \n",
       "MIRACLE PURE CREAM BLUSH                                             0.835351   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                           0.860248   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                       0.774709   \n",
       "BROW SHAPER EYEBROW PENCIL                                           0.807723   \n",
       "BROW REVIVAL GEL                                                     0.833843   \n",
       "BROWFINITY LONGWEAR BROW TINT                                        0.836836   \n",
       "EYEBROW PENCIL                                                       0.802145   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                         0.869529   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                           0.810828   \n",
       "KOHL PENCIL                                                          0.802034   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                   0.843748   \n",
       "PRIYANKA MASTERPIECE PALETTE                                         0.847841   \n",
       "MASTERPIECE MONO EYESHADOW                                           0.872703   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                  0.819289   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                  0.778171   \n",
       "FALSE LASH EPIC MASCARA                                              0.827958   \n",
       "LASH REVIVAL EYELASH PRIMER                                          0.801144   \n",
       "VOLUME INFUSION MASCARA                                              0.816134   \n",
       "FALSE LASH EFFECT XXL MASCARA                                        0.814386   \n",
       "VELVET MATTES LIPSTICK                                               0.890670   \n",
       "COLOUR ELIXIR LIPSTICK                                               0.862215   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                      0.878372   \n",
       "LIPFINITY LIQUID LIPSTICK                                            1.000000   \n",
       "COLOUR ELIXIR LIP LINER                                              0.857785   \n",
       "HONEY LACQUER                                                        0.877959   \n",
       "\n",
       "Product_Name                                        COLOUR ELIXIR LIP LINER  \\\n",
       "Product_Name                                                                  \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...                 0.794539   \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                             0.771210   \n",
       "FACEFINITY COMPACT FOUNDATION                                      0.814608   \n",
       "MIRACLE TOUCH FOUNDATION                                           0.784065   \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                               0.814166   \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                              0.805669   \n",
       "MIRACLE PURE CONCEALER                                             0.788644   \n",
       "RADIANT LIFT CONCEALER                                             0.823697   \n",
       "MASTERTOUCH CONCEALER                                              0.819303   \n",
       "MIRACLE CONTOURING PALETTE                                         0.822520   \n",
       "MIRACLE GLOW DUO                                                   0.825947   \n",
       "MIRACLE PURE CREAM BLUSH                                           0.812841   \n",
       "MIRACLE TOUCH CREAMY BLUSH                                         0.832881   \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM                     0.775443   \n",
       "BROW SHAPER EYEBROW PENCIL                                         0.826065   \n",
       "BROW REVIVAL GEL                                                   0.808260   \n",
       "BROWFINITY LONGWEAR BROW TINT                                      0.808525   \n",
       "EYEBROW PENCIL                                                     0.821383   \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER                       0.826366   \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER                         0.826761   \n",
       "KOHL PENCIL                                                        0.828463   \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                                 0.824308   \n",
       "PRIYANKA MASTERPIECE PALETTE                                       0.825902   \n",
       "MASTERPIECE MONO EYESHADOW                                         0.837934   \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                                0.792631   \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                                0.795605   \n",
       "FALSE LASH EPIC MASCARA                                            0.809558   \n",
       "LASH REVIVAL EYELASH PRIMER                                        0.800167   \n",
       "VOLUME INFUSION MASCARA                                            0.810383   \n",
       "FALSE LASH EFFECT XXL MASCARA                                      0.786771   \n",
       "VELVET MATTES LIPSTICK                                             0.855621   \n",
       "COLOUR ELIXIR LIPSTICK                                             0.876349   \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                                    0.863600   \n",
       "LIPFINITY LIQUID LIPSTICK                                          0.857785   \n",
       "COLOUR ELIXIR LIP LINER                                            1.000000   \n",
       "HONEY LACQUER                                                      0.881885   \n",
       "\n",
       "Product_Name                                        HONEY LACQUER  \n",
       "Product_Name                                                       \n",
       "FACEFINITY ALL DAY FLAWLESS 3 IN 1 VEGAN FOUNDA...       0.804878  \n",
       "MIRACLE PURE SKIN IMPROVING FOUNDATION                   0.778913  \n",
       "FACEFINITY COMPACT FOUNDATION                            0.836862  \n",
       "MIRACLE TOUCH FOUNDATION                                 0.790856  \n",
       "MAX FACTOR CRÈME PUFF POWDER COMPACT                     0.835767  \n",
       "FACEFINITY ALL DAY FLAWLESS CONCEALER                    0.803342  \n",
       "MIRACLE PURE CONCEALER                                   0.798433  \n",
       "RADIANT LIFT CONCEALER                                   0.816142  \n",
       "MASTERTOUCH CONCEALER                                    0.814973  \n",
       "MIRACLE CONTOURING PALETTE                               0.819597  \n",
       "MIRACLE GLOW DUO                                         0.846338  \n",
       "MIRACLE PURE CREAM BLUSH                                 0.832693  \n",
       "MIRACLE TOUCH CREAMY BLUSH                               0.853278  \n",
       "MIRACLE PURE VITAMIN C SKIN-ILLUMINATING SERUM           0.798409  \n",
       "BROW SHAPER EYEBROW PENCIL                               0.823712  \n",
       "BROW REVIVAL GEL                                         0.801630  \n",
       "BROWFINITY LONGWEAR BROW TINT                            0.814614  \n",
       "EYEBROW PENCIL                                           0.805973  \n",
       "MASTERPIECE WATERPROOF MATTE LIQUID EYELINER             0.828201  \n",
       "MASTERPIECE HIGH PRECISION LIQUID EYELINER               0.825087  \n",
       "KOHL PENCIL                                              0.809351  \n",
       "MASTERPIECE NUDE EYESHADOW PALETTE                       0.837932  \n",
       "PRIYANKA MASTERPIECE PALETTE                             0.829310  \n",
       "MASTERPIECE MONO EYESHADOW                               0.843478  \n",
       "MASTERPIECE 2 IN 1 LASH WOW MASCARA                      0.799918  \n",
       "FALSE LASH EFFECT LASH & BROW SERUM                      0.774069  \n",
       "FALSE LASH EPIC MASCARA                                  0.815446  \n",
       "LASH REVIVAL EYELASH PRIMER                              0.797409  \n",
       "VOLUME INFUSION MASCARA                                  0.833261  \n",
       "FALSE LASH EFFECT XXL MASCARA                            0.795728  \n",
       "VELVET MATTES LIPSTICK                                   0.872613  \n",
       "COLOUR ELIXIR LIPSTICK                                   0.871242  \n",
       "PRIYANKA COLOUR ELIXIR LIPSTICK                          0.864843  \n",
       "LIPFINITY LIQUID LIPSTICK                                0.877959  \n",
       "COLOUR ELIXIR LIP LINER                                  0.881885  \n",
       "HONEY LACQUER                                            1.000000  \n",
       "\n",
       "[36 rows x 36 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_product_sim_matrix = pd.DataFrame(similarity_matrix, index = p_name, columns = p_name)\n",
    "df_product_sim_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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