data_eda.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Data/wish_sales_data_cleaned.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['title_orig', 'price', 'retail_price', 'units_sold', 'uses_ad_boosts',\n",
       "       'rating', 'rating_count', 'rating_five_count', 'rating_four_count',\n",
       "       'rating_three_count', 'rating_two_count', 'rating_one_count',\n",
       "       'badges_count', 'badge_local_product', 'badge_product_quality',\n",
       "       'badge_fast_shipping', 'tags', 'product_color',\n",
       "       'product_variation_size_id', 'product_variation_inventory',\n",
       "       'shipping_option_price', 'shipping_is_express', 'countries_shipped_to',\n",
       "       'inventory_total', 'has_urgency_banner', 'origin_country',\n",
       "       'merchant_title', 'merchant_rating_count', 'merchant_rating',\n",
       "       'merchant_has_profile_picture', 'num_listings', 'tag_list',\n",
       "       'image_contains_person'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Simplify sizes to smaller subset\n",
    "def size_simplifier(size):\n",
    "    if size == 'Small' or size == 'S' or size == 'S.' or size == 'Size S' or size == 'Size-S' or size == 's' or size == 'S Pink' or size == 'size S' or size == 'Size S.' or size == 'Suit-S':\n",
    "        return 'Small'\n",
    "    elif size == 'XSmall' or size == 'XS' or size == 'XS.' or size == 'SIZE XS' or size == 'Size-XS':\n",
    "        return 'XSmall'\n",
    "    elif size == 'XXSmall' or size == 'XXS' or size == 'SIZE-XXS' or size == 'Size-XXS' or size == 'Size XXS':\n",
    "        return 'XXSmall'\n",
    "    elif size == 'Medium' or size == 'M' or size == 'M.' or size == 'Size M':\n",
    "        return 'Medium'\n",
    "    elif size == 'Large' or size =='L' or size == 'SizeL':\n",
    "        return 'Large'\n",
    "    elif size == 'XLarge' or size == 'XL':\n",
    "        return 'XLarge'\n",
    "    elif size == 'XXLarge' or size == 'XXL' or size == '2XL':\n",
    "        return 'XXLarge'\n",
    "    else:\n",
    "        return 'na_size'\n",
    "    \n",
    "df['product_variation_size_id'] = df['product_variation_size_id'].apply(lambda x: size_simplifier(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Simplify colors to smaller subset\n",
    "def color_simplifier(color):\n",
    "    if 'multicolor' in color.lower() or 'two_color' in color.lower() or '&' in color.lower():\n",
    "        return 'multicolor'\n",
    "    elif 'black' in color.lower():\n",
    "        return 'black'\n",
    "    elif 'white' in color.lower():\n",
    "        return 'white'\n",
    "    elif 'yellow' in color.lower():\n",
    "        return 'yellow'\n",
    "    elif 'pink' in color.lower():\n",
    "        return 'pink'\n",
    "    elif 'blue' in color.lower():\n",
    "        return 'blue'\n",
    "    elif 'red' in color.lower():\n",
    "        return 'red'\n",
    "    elif 'green' in color.lower():\n",
    "        return 'green'\n",
    "    elif 'grey' in color.lower() or 'gray' in color.lower():\n",
    "        return 'grey'\n",
    "    elif 'purple' in color.lower():\n",
    "        return 'purple'\n",
    "    elif 'brown' in color.lower() or 'coffee' in color.lower() or 'khaki' in color.lower() or 'beige' in color.lower():\n",
    "        return 'brown'\n",
    "    elif 'orange' in color.lower():\n",
    "        return 'orange'\n",
    "    else:\n",
    "        return 'na_color'\n",
    "    \n",
    "df['product_color'] = df['product_color'].apply(lambda x: color_simplifier(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x233ab161548>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.merchant_rating.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x233a9f77048>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = sns.diverging_palette(220,10,as_cmap=True)\n",
    "sns.heatmap(df[['units_sold','price','uses_ad_boosts','badge_local_product', 'badge_product_quality', \n",
    "                'shipping_is_express', 'merchant_rating',\n",
    "       'merchant_has_profile_picture', 'num_listings',\n",
    "                'image_contains_person']].corr(),vmax = 0.2, center=0, cmap=cmap,square=True,\n",
    "            linewidths=0.5, cbar_kws={\"shrink\": .5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x233a997a2c8>"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot('price','units_sold',data=df,fit_reg = False,height =8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x233ababab48>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.boxplot(column = ['price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x233ab9effc8>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.boxplot(column = ['num_listings'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1\n",
       "1       1\n",
       "2       0\n",
       "3       0\n",
       "4       1\n",
       "       ..\n",
       "1568    1\n",
       "1569    1\n",
       "1570    1\n",
       "1571    1\n",
       "1572    1\n",
       "Name: image_contains_person, Length: 1573, dtype: int64"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['image_contains_person']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x233ab9ac3c8>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZZmYDXzkBXCVpD+B9vPFOODMz20HlBPDlwBygMSIWSJoOLO6dsszMBr5y3or8UkS8uW0mIpaUngM2M7PylHME3N5nv/nz4MzMdlCXR8CSjgKOBuok/VPJotGAn7ZiZraDunMKohoYmfqWvr/0VeCM3ijKzGww6DKAI+I+4D5J10fEc31Qk5nZoNCdUxBfjYiPAV+XtN3b5iLi3b1SmZnZANedUxDfT69f7M1CzMwGm+6cgng4vd7X++WYmQ0e5Xws/THAZcDeaT0BERF+ELuZ2Q4o540Y3wE+DjwMtPROOWZmg0c5Abw2Iu7otUrMzAaZcgL4XklXAT8FNrU1RsQjPV6VmdkgUE4AH5le06Pti3PAwPE9WpGZ2SBRTgDPa6fNH8RpZraDygng10qmhwKnAn/o2XLMzAaPbgdwRHypdF7SF4HberwiM7NBYmc+ln44sFP3AEuqlPSopF+m+WmS5ktaLOlHkqpTe02ab0zLp5Zs41Op/WlJJ5W0z0ptjZIu2Zk6zcx6QzkfyrlQ0uPpaxHwNPC1nRz/YrY+jXEl8JWImAGsBs5L7ecBqyNiX+ArqR+SDgLOAg4GZgHfTKFeCXwDOBk4CDg79TUz6zfKOQI+FXhX+joR2DMivr6jA0uaDPw1cF2aF8UdFbemLjcAp6Xp2WmetPyE1H82cHNEbIqIZ4FG4Ij01RgRSyJiM3Bz6mtm1m+Ucw64px9F+VXgE7zxjOHxwJqIaE7zy4BJaXoSsDTV0Sxpbeo/CXiwZJul6yzdpv1I2iHpfOB8gL322msndsfMrDw7cw54h0k6FVjR9qCftuZ2ukYXy8pt374x4tqIqI+I+rq6uk6qNjPrWeXchtaTjgHeLekUilvaRlMcEY+VVJWOgicDL6b+y4ApwDJJVcAYYFVJe5vSdTpqNzPrF7IcAUfEpyJickRMpbiIdk9EvB+4lzc+5ugc4Odp+rY0T1p+T0REaj8r3SUxDZgBPAQsAGakuyqq0xi+Zc7M+pVcR8Ad+SRws6TPAY9SPIGN9Pp9SY0UR75nAUTEIkm3AE8CzcBHI6IFQNKFwByKDw79bkQs6tM9MTPrgooDSQOor6+PhoaG3GWY2cDT3nWpPKcgzMzMAWxmlo0D2MwsEwewmVkmDmAzs0wcwGZmmTiAzcwycQCbmWXiADYzy8QBbGaWiQPYzCwTB7CZWSYOYDOzTBzAZmaZOIDNzDJxAJuZZeIANjPLxAFsZpaJA9jMLBMHsJlZJg5gM7NMHMBmZpk4gM3MMnEAm5ll4gA2M8vEAWxmlokD2MwsEwewmVkmDmAzs0wcwGZmmTiAzcwycQCbmWXiADYzy8QBbGaWiQPYzCwTB7CZWSYOYDOzTBzAZmaZOIDNzDJxAJuZZeIANjPLxAFsZpaJA9jMLBMHsJlZJg5gM7NMHMBmZplkCWBJUyTdK+kPkhZJuji110qaK2lxeh2X2iXpakmNkh6XdHjJts5J/RdLOqekfaakhWmdqyWp7/fUzKxjVZnGbQb+V0Q8ImkU8LCkucCHgbsj4gpJlwCXAJ8ETgZmpK8jgW8BR0qqBT4N1AORtnNbRKxOfc4HHgRuB2YBd/ThPvYLL699nXd++T5e29TSZd89xw7lC+95E8fsO4HTv3k/j7+wtt1+1VVic3N0uq3qSnHPPx/H5HHDd6huy+SZOfDzC2H9ij4ctALOugkOOKUPx+wfshwBR8RLEfFIml4H/AGYBMwGbkjdbgBOS9OzgRuj8CAwVtIewEnA3IhYlUJ3LjArLRsdEQ9ERAA3lmxrUHnPN+/vVvgCvLhmIxf84GH+z3890WH4Al2GL8DmluD0b97f7TqtH9iwCn70wT4OX4BW+NEH+njM/iH7OWBJU4HDgPnAbhHxEhQhDUxM3SYBS0tWW5baOmtf1k77oLPi1U1l9X99Syu/XbyyR8Zevq68sS2zFx+Blkw/s2iBTa/lGTujrAEsaSTwE+BjEfFqZ13baYsdaG+vhvMlNUhqaGpq6qrkXc6EUdVl9a+pEkdNr+2RscePGNIj27E+ssehUJHrZ1YBNSMzjZ1PtgCWNIQifG+KiJ+m5uXp9AHpte3/QsuAKSWrTwZe7KJ9cjvt24mIayOiPiLq6+rqdm6n+qEf//1RDBvSvR9z7fBqrj77cD7/3jex324d/2Oo7MbmqiqKsW0XMmICnPEdqBnTxwML3nNtH4/ZP6g4RdrHgxZ3JNwArIqIj5W0XwW8UnIRrjYiPiHpr4ELgVMoLsJdHRFHpItwDwNtd0U8AsyMiFWSFgAXUZzauB24JiJu76yu+vr6aGho6Nmd7SdaWlqorKykpaWFiooKWlpaqKqqIiKICCSx7Y0ipcvaXoE/z7dpbW2loqLiz9MAlZWVfbRn1ivafr7p54lUtFVUFK9SsaxtvrRv+l2gogJaSq4/tM1XVhZ9KyuhuRmqct0L0KfavQsr154fA3wQWCjpsdT2r8AVwC2SzgOeB85My26nCN9GYANwLkAK2s8CC1K/z0TEqjR9AXA9MIzi7odBdwdEqbZAbHutSr/07QVvm9Jl2/YpnS8NWwfvANH2823v57ntsrb5inb+a7Tt+m1h29Y+OMK3Q1mOgPurgXwEbGZZtXuUk/0uCDOzwcoBbGaWiQPYzCwTB7CZWSYOYDOzTBzAZmaZOIDNzDJxAJuZZeIANjPLxAFsZpaJA9jMLBMHsJlZJg5gM7NMHMBmZpk4gM3MMnEAm5ll4gA2M8vEAWxmlokD2Mwsk8H9iXiDyI8blnLdb5dQgdhr/DAeenYVza3B6YdPYuELr/LkC2upqBSHTBrD9AkjQbBv3UjmLHqZKeOG8cKa13nq5XVMHjuUNRubqVAFY4ZVsqRpPdUV4vXmVkbWVDFqaBUbtrRy8iG7c+mpB1NR0f4Hflo/9sxc+NU/QWszDJ8Ary2HqqFQOx3G7AnNW2DVYlizrOg/dipEM6x4Glo3F21DR8OwWmjZDOtXFp+CXFUNW16H2EIRPS1QMQTq9ocTPwP7HJ9ph/Pxh3KWGKgfynnCl+bxx6b1fT7u0KoKFl5+EkMq/R+tXcbNH4CnfpFn7APeBWf9IM/Yvc8fyjkYLfjTqizhC7CxuZWfP/ZClrFtB7y2Il/4QjH2mufzjZ+BA3iAW7thS9bxl7+6Mev4VoZN63JXAK+vyV1Bn3IAD3DHzphATVW+H/PZR+ydbWwr0/h9YOSe+cYfPQn2eHO+8TNwAA9wQ4dUMu+fj2O/3UYgihNRpT/0IRVbn5wSMLK6gtoR1UwcVc2QSlFTpfZPYHViVE0Vv7jwaGpHVO/sLlhfunA+7H5oBwsrYcgIqBxGB6c0d9z04+GC/+7Zbe4CfBGuxEC9CGdm2fkinJlZf+IANjPLxAFsZpaJA9jMLBMHsJlZJg5gM7NMHMBmZpn4aWiDxPd+t4Qr5zzNxi2tAFQIqgSbW8vfVnVFsf7GFpBAAVWVoqaygnWbWwDYb+JIrvmbw9l/91E9uRvW29avhOvfBU1Pdt6vahi0bCmegtahShgyHJrXQ3Tyi7bnTDj1S7DnYTtU8q7Mb8QoMVDfiPGteYu58s5nsoz94384ir+YWptlbCvTltfhC5MgWvKM//5bYcZf5Rm79/mNGIPVV+9qzDb2jQ88l21sK9PCW/OFL8D8b+cbOxMH8CBQmfGh6EMq/UD2XUZVTd7xKwffc0McwIPA5acemGVcAf/zmGlZxrYdcPB7oDJXCFfA0RdlGjsfB/AgcOYRe/OD8+qpG1lNVQVUVsCwIRXsMbqYr66A6sqt12l7ctq2bVWC2hFV7Dm6murK4lMvaqoqGDesiunjh1MpqBScdOBE7v/U8RwyaUwf7aXttMohcMnzsP8poNKjUQFDSuYrYNSeUDN267Zt46RmTPFxRVXDS5Zt8zy+imo45Ay4+FHY++ge25VdhS/ClRioF+HMLDtfhDMz608cwGZmmTiAzcwycQCbmWXityIPAh/+zoPMW/xKn40n4PC9xnDT3x7F0G1vr7D+bfVzcONpsHpJHw5aAYecDmdc14dj9g8+Ah7gjvn3u/s0fAECePj5tbz58jl9Oq7tpFXPwdfe3MfhC9AKT/wYvtbRh4EOXA7gAe6FtRuzjb25JfjNM03Zxrcy3X1Z3vFXP5t3/AwGdABLmiXpaUmNki7JXc9g9NSLa3KXYNZvDdgAllQJfAM4GTgIOFvSQXmrGnz+PdNT2GwHtGR8EE+b3/8odwV9asAGMHAE0BgRSyJiM3AzMDtzTYOO32e5C/nj3NwVwN2fyV1BnxrIATwJWFoyvyy1bUXS+ZIaJDU0Nfl8ZU/zs9B2ITNOyl0BvO2fc1fQpwZyALf3b3+7A7KIuDYi6iOivq6urg/K6luXZXoSWpv/+shRWce3Mrzv+rzjVw2Fvzg3bw19bCDfB7wMmFIyPxl4MVMt2Xz42Ol8+NjpvLx2I3OffInNzcFetcNZ/urrtLS0cu8zK9hn4igO36uWJ5atZu2mFk7YbyKTxw9nwsgaGp5bxZBK8ejzaxg3bAjNrcGwIVXUjqxmcu1w5j21nKbXNjJiSBWTaociKqipquKEAycyfmTm58ta+S5bCxtegXu+AJvWwdCxxUPamzfBuuUwdDSM3xc2NEHzFph2LAyfALsdCM/8GhrvhrF7w8SDoHUz7HU0rPojrPoTvPx7GDMFxuwJrc1QPQpq9wVaoG5/GDa2q+oGnAH7NDRJVcAzwAnAC8AC4G8iYlFH6/hpaGbWS9o9Gzdgj4AjolnShcAcoBL4bmfha2bW1wZsAANExO3A7bnrMDNrz0C+CGdm1q85gM3MMnEAm5ll4gA2M8vEAWxmlokD2MwsEwewmVkmDmAzs0wcwGZmmQzYZ0HsCElNwHO56+hnJgArcxdhuwz/vrRvZUTM2rbRAWydktQQEfW567Bdg39fyuNTEGZmmTiAzcwycQBbV67NXYDtUvz7UgafAzYzy8RHwGZmmTiAzcwycQBbhyTNkvS0pEZJl+Sux/ovSd+VtELSE7lr2ZU4gK1dkiqBbwAnAwcBZ0s6KG9V1o9dD2z3RgPrnAPYOnIE0BgRSyJiM3AzMDtzTdZPRcRvgFW569jVOICtI5OApSXzy1KbmfUQB7B1RO20+Z5Fsx7kALaOLAOmlMxPBl7MVIvZgOQAto4sAGZImiapGjgLuC1zTWYDigPY2hURzcCFwBzgD8AtEbEob1XWX0n6IfAAsL+kZZLOy13TrsBvRTYzy8RHwGZmmTiAzcwycQCbmWXiADYzy8QBbGaWiQPYzCwTB7D1KEn3566hp0kaK+kj3ew74Pbfeo/vAzbrgqSpwC8j4pDMpXSbpMqIaMldh3XOR8DWoyS9ll6Pk3SfpFskPSPpCknvl/SQpIWS9kn93iVpvqRHJd0labfUXidprqRHJP1fSc9JmpCWfSBt57G0rLKTemalbfxe0t2prVbSf0l6XNKDkt6c2i9LDxafJ2mJpH9Mm7kC2CeNd5WkkZLuTttdKGl2yXil+z9P0q2SnpJ0kySlZVdIejKN/8VOar9e0rcl/TZ9D09N7ZWpjgVpG39fMua9kv4TWChphKRfpX1/QtL/SP1OSN/vhWl/a1L7nyRdXrJfB5T9C2DliQh/+avHvoDX0utxwBpgD6AGeAG4PC27GPhqmh7HG/8T+1vgS2n668Cn0vQsiiexTQAOBH4BDEnLvgl8qINa6igeqTktzdem12uAT6fp44HH0vRlwP2p3gnAK8AQYCrwRMl2q4DRaXoC0FiyD6X7v5biIUYVFG/TPRaoBZ4u6T+2k+/l9cCdaf0ZFA9IGgqcD/xb6lMDNADT0pjrS/b3dOD/lWxvTFp/KbBfarsR+Fia/hNwUZr+CHBd7t+ngf7lI2DrTQsi4qWI2AT8Efh1al9IEWpQBNQcSQuBfwEOTu3HUjwEnoi4E1id2k8AZgILJD2W5qd3MP5bgd9ExLNpO20PDD8W+H5quwcYL2lMWvariNgUESuBFcBu7WxXwBckPQ7cRfGc5Pb6PRQRyyKiFXgs7fOrwEbgOknvBTZ0UHubWyKiNSIWA0uAA4ATgQ+l/Z8PjKcI6LYxn03TC4F3SrpS0tsiYi2wP/BsRDyT+twAvL1kvJ+m14d542rFoVoAAAIgSURBVGdkvcQBbL1pU8l0a8l8K8VRJBRHo1+PiDcBf09xhAbtP4+4rf2GiDg0fe0fEZd10re9ixydPeu4tOaWkjpLvZ/i6HpmRBwKLC+pu9R224riIUdHAD8BTqM4wu3MtvVHqv+iku/BtIho++O2/s8di5CdSRHE/y7pUjr+vm5bc0f7bj3IAWy5jaE4PQFwTkn774D3AUg6keJUBcDdwBmSJqZltZL27mDbDwDvkDStrW9q/w1FiCLpOGBlRLzaSY3rgFHb1LwiIrZI+kugo/G3I2kkMCYibgc+BhzaxSpnSqpI58ynU5y+mANcIGlI2uZ+kka0M9aewIaI+AHwReBw4ClgqqR9U7cPAvd1t37rWf4LZ7ldBvxY0gvAgxTnMgEuB36YLhzdB7wErIuIlZL+Dfi1pApgC/BR4LltNxwRTZLOB36a+q4A/iqN+b10CmEDWwf/diLiFUn/reITf+8ArgR+IamB4tTCU2Xs7yjg55KGUhyNfryL/k9T7P9uwD9ExEZJ11GcHngkXdhrojia3tabgKsktVJ8ny5I659L8T2vonju87fLqN96kG9Ds34pXZlviYhmSUcB30r/3R80JF1Pcfvbrblrsd7hI2Drr/YCbklHrpuBv8tcj1mP8xGwDQiS5lPcklXqgxGxMEc95ZD0v4Ezt2n+cUR8Pkc91nccwGZmmfguCDOzTBzAZmaZOIDNzDJxAJuZZfL/ASCXtsBp9u8lAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"image_contains_person\", y=\"units_sold\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x233a9f12048>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"product_color\", y=\"units_sold\",kind='swarm', data=df,height=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x233abf9aec8>"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"product_variation_size_id\", y=\"units_sold\", data=df,height=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['title_orig', 'price', 'retail_price', 'units_sold', 'uses_ad_boosts',\n",
       "       'rating', 'rating_count', 'rating_five_count', 'rating_four_count',\n",
       "       'rating_three_count', 'rating_two_count', 'rating_one_count',\n",
       "       'badges_count', 'badge_local_product', 'badge_product_quality',\n",
       "       'badge_fast_shipping', 'tags', 'product_color',\n",
       "       'product_variation_size_id', 'product_variation_inventory',\n",
       "       'shipping_option_price', 'shipping_is_express', 'countries_shipped_to',\n",
       "       'inventory_total', 'has_urgency_banner', 'origin_country',\n",
       "       'merchant_title', 'merchant_rating_count', 'merchant_rating',\n",
       "       'merchant_has_profile_picture', 'num_listings', 'tag_list',\n",
       "       'image_contains_person'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Density')"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "sns.kdeplot(df[df[\"image_contains_person\"]==1][\"units_sold\"], shade=True, color=\"green\", label=\"Image Contains Person\", ax=ax)\n",
    "sns.kdeplot(df[df[\"image_contains_person\"]==0][\"units_sold\"], shade=True, color=\"blue\", label=\"Image Does Not Contain Person\", ax=ax)\n",
    "\n",
    "ax.set_xlabel(\"Units Sold\")\n",
    "ax.set_ylabel(\"Density\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cat = df[['product_color','product_variation_size_id']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Graph for product_color: Total = 13\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Graph for product_variation_size_id: Total = 8\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in df_cat.columns:\n",
    "    cat_num = df_cat[i].value_counts()\n",
    "    print('Graph for %s: Total = %d' % (i,len(cat_num)))\n",
    "    chart = sns.barplot(cat_num.index,y=cat_num)\n",
    "    chart.set_xticklabels(chart.get_xticklabels(),rotation=90)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.boxplot(x=\"product_variation_size_id\", y=\"units_sold\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.boxplot(x=\"uses_ad_boosts\", y=\"units_sold\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x233ac9cec48>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"uses_ad_boosts\", y=\"units_sold\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LNNcqSdqNDAYCe9ExuZknjmMsBpYBb6+qD3ZU24wbGRmp0dHRvsuQpDklycaqGpnYPpURzCuGprcB9wyd8SVJ0g72OmC8Vb8kaSqmcqGlJEl7zYCRJHXCgJEkdcKAkSR1woCRJHXCgJEkdcKAkSR1woCRJHXCgJEkdcKAkSR1woCRJHXCgJEkdcKAkSR1woCRJHXCgJEkdcKAkSR1woCRJHXCgJEkdcKAkSR1woCRJHXCgJEkdcKAkSR1woCRJHXCgJEkdcKAkSR1woCRJHXCgJEkdWJJ3wVo/lm9evXj09dee21vdUiTWbNmDY8++ij77bcfGzZs6Lucea2XEUySI5Nck+TWJLckObu1H5bkyiSb2vuhrT1JLkgyluSbSV4wtK3TW/9NSU4fan9hkpvbOhckycx/U0mzzaOPPgrAI4880nMl819fu8i2Af+pqp4NHA/8cZJjgHOAq6pqFXBVmwc4CVjVXuuAC2EQSMC5wHHAscC546HU+qwbWm/tDHyvBW949DLZvNSnNWvW7DB/4okn9lTJwtBLwFTV3VV1Y5t+ELgVWA6cDFzSul0CvLJNnwx8sga+Cjw1yTOAE4Erq+q+qrofuBJY25YdUlXXVVUBnxzalqQFanz0Ms5RTLd6P8ifZAXwfOB64PCquhsGIQQ8vXVbDtw5tNrm1ra79s2TtE/2+euSjCYZ3bp165P9OpKkpteASXIwcDnwp1X1o911naSt9qF958aqi6pqpKpGli1btqeSJUl7qbeASfIUBuHyqar6bGu+p+3eor3f29o3A0cOrX4EcNce2o+YpF3SArZ06dId5vfbb7+eKlkY+jqLLMDHgFur6r1Di9YD42eCnQ58bqj9tHY22fHAA20X2gZgTZJD28H9NcCGtuzBJMe3zzptaFvq0MTTkj1NWbPJl770pR3mPU25W31dB/NrwB8ANyf5emt7M/Bu4LIkZwDfB05pyz4PvAwYA34MvBagqu5L8g7ghtbv7VV1X5s+E7gYOAD4QntJWuCWLl36+HUw6lYGJ1kJYGRkpEZHR/suQ5LmlCQbq2pkYnvvZ5FJkuYnA0aS1AkDRpLUCQNGktQJA0aS1AkDRpLUCQNGktQJA0aS1AkDRpLUCQNGktQJA0aS1AkDRpLUCQNGktSJvm7Xr4584AMfYGxsrNcatmzZAsDy5ZM+pXpGrVy5krPOOqvvMsTs+G3C7Pl9LoTfpgGjafeTn/yk7xKkXfL3OXN8HswQnwczPc4++2wA3v/+9/dcibQzf5/Tz+fBSJJmlAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6oQBI0nqhNfBDHky18HMlquUZ4Px/w4rV67suZLZYTZcse3v8wn+Pnc0Hb/PXV0H45X802RsbIyvf+tWth94WN+l9G7Ro4M/Wjbedk/PlfRv8Y/v67sEYPD73HTLTRx18Pa+S+nd0p8Ndtw88j0vqv7+Q4s73b4BM422H3gYP3nWy/ouQ7PIAd/5fN8lPO6og7fz5hf8qO8yNIu868ZDOt2+x2AkSZ0wYCRJnTBgJEmdMGAkSZ0wYCRJnZjXZ5ElWQu8H1gMfLSq3t3VZ23ZsoXFP35gVp01pP4t/vE/sWXLtr7LYMuWLTz84OLOzxrS3PK9BxdzUHvCZxfm7QgmyWLgQ8BJwDHAq5Mc029VkrRwzOcRzLHAWFXdBpDkUuBk4NtdfNjy5cvZen//1xgs+umPyGM/67uMWaMWPYXH9u/zr/b0/ux3GPw+N/3w3l5ruOfHi/jp9vRaw2yy/+Li8AMf67WGhE5/n/M5YJYDdw7NbwaOm9gpyTpgHcBRRx21zx82W247sWXLNp85PuSAAw5g+fLDe6zg8Fnx25gNNSzesoVF/jYft/iAA9iv5z8+VtHtb2Pe3ossySnAiVX1h23+D4Bjq2qXN915Mvcik6SFalf3Ipu3x2AYjFiOHJo/Arirp1okacGZzwFzA7AqydFJlgKnAut7rkmSFox5ewymqrYleQOwgcFpyh+vqlt6LkuSFox5GzAAVfV5wAtTJKkH83kXmSSpRwaMJKkTBowkqRMGjCSpE/P2Qst9kWQr8L2+65gnngb8oO8ipF3w9zm9frGqlk1sNGDUiSSjk13ZK80G/j5nhrvIJEmdMGAkSZ0wYNSVi/ouQNoNf58zwGMwkqROOIKRJHXCgJEkdcKA0bRLsjbJd5OMJTmn73qkcUk+nuTeJN/qu5aFwIDRtEqyGPgQcBJwDPDqJMf0W5X0uIuBtX0XsVAYMJpuxwJjVXVbVT0KXAqc3HNNEgBV9RXgvr7rWCgMGE235cCdQ/ObW5ukBcaA0XTLJG2eCy8tQAaMpttm4Mih+SOAu3qqRVKPDBhNtxuAVUmOTrIUOBVY33NNknpgwGhaVdU24A3ABuBW4LKquqXfqqSBJJ8GrgN+OcnmJGf0XdN85q1iJEmdcAQjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6oQBI0nqhAGjeSvJCm/L/oQkFyd5Vd91aOEwYKSOtEcXaIIkS/quQTPDgNF8tzjJR5LckuRLSQ5I8rokNyT5RpLLkxwIkOSUJN9q7V/Z1QaTvCbJB4fmr0iyuk0/lOTtSa4HXpTkZUm+k+T/JLkgyRWt30Ht4Vc3JLkpyclD2/5ski8m2ZTkvw19ztokN7b6rkqyqPVZ1pYvag95e9pu/nv8ZpL/neQfk7yirbeitd3YXi9u7auTXJvkM+07fCpJ2rI7kryt9b85ybP24nv9XZL/BXxpqv8TNUdVlS9f8/IFrAC2Ac9r85cBvw/8wlCf84Gz2vTNwPI2/dTdbPc1wAeH5q8AVrfpAn63Te/P4NEFR7f5TwNXtOl3Ab8//lnAPwIHtW3fBvx8W/97DG4eumzCtg5r7+cCf9qm1wCX76bui4EvMvjDchWDG5PuDxwI7N/6rAJG2/Rq4AEGNyxdxOAWK7/elt0x9N/t9cBH9+J7bR6v29fCeDmC0Xx3e1V9vU1vZBA6v9L+Yr8Z+D3gOW35PwAXJ3kdsK+7t7YDl7fpZwG3VdXtbf7TQ/3WAOck+TpwLYN/6I9qy66qqgeq6qfAt4FfBI4HvjK+raoaf2jWx4HT2vR/AD6xh/ouq6rHqmoTgyB7FvAU4CPtv8ffMXgS6bivVdXmqnoM+DqD/37jPtveNw617+57XTlUtxYA94VqvntkaHo7cACDv+RfWVXfSPIaBn+pU1V/lOQ44OXA15M8r6r+aZJtbmPH3cv7D03/tKq2t+nJno3D0LJ/V1Xf3aFx8PkTa17S+u9048CqujPJPUlOAI5jEJi7M3EbBfwZcA/wqwy+10+Hlk9Wy8Rlw+27+14P76E2zTOOYLQQ/Rxwd5KnMPQPcpJfqqrrq+q/Aj9gx+faDLsDeF475nEkg8dET+Y7wDOTrGjz/35o2QbgrKFjGs/fQ83XAf86ydGt/2FDyz4K/A2D0cn2yVYeckqr+5eAZwLfZbA77u42SvkD9n30BlP/XprHHMFoIfovwPUMjm/czCBwAP48ySoGf4VfBXxjF+v/A3B7W/dbwI2TdaqqnyR5PfDFJD8Avja0+B3AXwLfbP8Y3wG8YlcFV9XWJOuAzyZZBNwL/FZbvJ7BrrE97R6DQaB8GTgc+KOq+mmSDwOXJzkFuIYnN9KY0vfS/Obt+qUOJTm4qh5q/9h+CNhUVe+b5s8YAd5XVb8xnduVnix3kUndel074H0Lg11RfzWdG09yDoOTCt40nduVpoMjGGkXkpwIvGdC8+1V9W/7qGdvJXkLcMqE5r+rqnf2UY8WLgNGktQJd5FJkjphwEiSOmHASJI6YcBIkjrx/wG9aklpIqfaOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.boxplot(x=\"has_urgency_banner\", y=\"units_sold\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x233ac794648>"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"has_urgency_banner\", y=\"units_sold\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_out = df\n",
    "df_out.to_csv('Data/data_eda.csv',index = False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}