sales.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "\n",
    "import missingno as msno\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [],
   "source": [
    "basepath = r'C:\\Clarenti\\Data\\Project\\Data\\Analysis\\Projects\\Marketing Analytics/datasets'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "orders_file = r'/orders.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(basepath + orders_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9994 entries, 0 to 9993\n",
      "Data columns (total 20 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   order_id       9994 non-null   object \n",
      " 1   customer_id    9994 non-null   object \n",
      " 2   postal_code    9994 non-null   int64  \n",
      " 3   product_id     9994 non-null   object \n",
      " 4   sales          9994 non-null   float64\n",
      " 5   quantity       9994 non-null   int64  \n",
      " 6   discount       9994 non-null   float64\n",
      " 7   profit         9994 non-null   float64\n",
      " 8   category       9994 non-null   object \n",
      " 9   subcategory    9994 non-null   object \n",
      " 10  product_name   9994 non-null   object \n",
      " 11  order_date     9994 non-null   object \n",
      " 12  ship_date      9994 non-null   object \n",
      " 13  ship_mode      9994 non-null   object \n",
      " 14  customer_name  9994 non-null   object \n",
      " 15  segment        9994 non-null   object \n",
      " 16  country        9994 non-null   object \n",
      " 17  city           9994 non-null   object \n",
      " 18  state          9994 non-null   object \n",
      " 19  region         9994 non-null   object \n",
      "dtypes: float64(3), int64(2), object(15)\n",
      "memory usage: 1.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>order_id</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>product_id</th>\n",
       "      <th>sales</th>\n",
       "      <th>quantity</th>\n",
       "      <th>discount</th>\n",
       "      <th>profit</th>\n",
       "      <th>category</th>\n",
       "      <th>subcategory</th>\n",
       "      <th>product_name</th>\n",
       "      <th>order_date</th>\n",
       "      <th>ship_date</th>\n",
       "      <th>ship_mode</th>\n",
       "      <th>customer_name</th>\n",
       "      <th>segment</th>\n",
       "      <th>country</th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "      <th>region</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CA-2019-152156</td>\n",
       "      <td>CG-12520</td>\n",
       "      <td>42420</td>\n",
       "      <td>FUR-BO-10001798</td>\n",
       "      <td>261.9600</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.9136</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Bookcases</td>\n",
       "      <td>Bush Somerset Collection Bookcase</td>\n",
       "      <td>11/8/2019</td>\n",
       "      <td>11/11/2019</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>Claire Gute</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CA-2019-152156</td>\n",
       "      <td>CG-12520</td>\n",
       "      <td>42420</td>\n",
       "      <td>FUR-CH-10000454</td>\n",
       "      <td>731.9400</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>219.5820</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Hon Deluxe Fabric Upholstered Stacking Chairs,...</td>\n",
       "      <td>11/8/2019</td>\n",
       "      <td>11/11/2019</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>Claire Gute</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Henderson</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CA-2019-138688</td>\n",
       "      <td>DV-13045</td>\n",
       "      <td>90036</td>\n",
       "      <td>OFF-LA-10000240</td>\n",
       "      <td>14.6200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.8714</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Labels</td>\n",
       "      <td>Self-Adhesive Address Labels for Typewriters b...</td>\n",
       "      <td>6/12/2019</td>\n",
       "      <td>6/16/2019</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>Darrin Van Huff</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>United States</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>California</td>\n",
       "      <td>West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US-2018-108966</td>\n",
       "      <td>SO-20335</td>\n",
       "      <td>33311</td>\n",
       "      <td>FUR-TA-10000577</td>\n",
       "      <td>957.5775</td>\n",
       "      <td>5</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-383.0310</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Bretford CR4500 Series Slim Rectangular Table</td>\n",
       "      <td>10/11/2018</td>\n",
       "      <td>10/18/2018</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Sean O'Donnell</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>US-2018-108966</td>\n",
       "      <td>SO-20335</td>\n",
       "      <td>33311</td>\n",
       "      <td>OFF-ST-10000760</td>\n",
       "      <td>22.3680</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2.5164</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Eldon Fold 'N Roll Cart System</td>\n",
       "      <td>10/11/2018</td>\n",
       "      <td>10/18/2018</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>Sean O'Donnell</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>United States</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Florida</td>\n",
       "      <td>South</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         order_id customer_id  postal_code       product_id     sales  \\\n",
       "0  CA-2019-152156    CG-12520        42420  FUR-BO-10001798  261.9600   \n",
       "1  CA-2019-152156    CG-12520        42420  FUR-CH-10000454  731.9400   \n",
       "2  CA-2019-138688    DV-13045        90036  OFF-LA-10000240   14.6200   \n",
       "3  US-2018-108966    SO-20335        33311  FUR-TA-10000577  957.5775   \n",
       "4  US-2018-108966    SO-20335        33311  OFF-ST-10000760   22.3680   \n",
       "\n",
       "   quantity  discount    profit         category subcategory  \\\n",
       "0         2      0.00   41.9136        Furniture   Bookcases   \n",
       "1         3      0.00  219.5820        Furniture      Chairs   \n",
       "2         2      0.00    6.8714  Office Supplies      Labels   \n",
       "3         5      0.45 -383.0310        Furniture      Tables   \n",
       "4         2      0.20    2.5164  Office Supplies     Storage   \n",
       "\n",
       "                                        product_name  order_date   ship_date  \\\n",
       "0                  Bush Somerset Collection Bookcase   11/8/2019  11/11/2019   \n",
       "1  Hon Deluxe Fabric Upholstered Stacking Chairs,...   11/8/2019  11/11/2019   \n",
       "2  Self-Adhesive Address Labels for Typewriters b...   6/12/2019   6/16/2019   \n",
       "3      Bretford CR4500 Series Slim Rectangular Table  10/11/2018  10/18/2018   \n",
       "4                     Eldon Fold 'N Roll Cart System  10/11/2018  10/18/2018   \n",
       "\n",
       "        ship_mode    customer_name    segment        country             city  \\\n",
       "0    Second Class      Claire Gute   Consumer  United States        Henderson   \n",
       "1    Second Class      Claire Gute   Consumer  United States        Henderson   \n",
       "2    Second Class  Darrin Van Huff  Corporate  United States      Los Angeles   \n",
       "3  Standard Class   Sean O'Donnell   Consumer  United States  Fort Lauderdale   \n",
       "4  Standard Class   Sean O'Donnell   Consumer  United States  Fort Lauderdale   \n",
       "\n",
       "        state region  \n",
       "0    Kentucky  South  \n",
       "1    Kentucky  South  \n",
       "2  California   West  \n",
       "3     Florida  South  \n",
       "4     Florida  South  "
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.postal_code = df.postal_code.astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.bar(df, fontsize=22, color='#2f88ed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>features</th>\n",
       "      <th>n-unique</th>\n",
       "      <th>unique_vals</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>category</td>\n",
       "      <td>3</td>\n",
       "      <td>[Furniture, Office Supplies, Technology]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ship_mode</td>\n",
       "      <td>4</td>\n",
       "      <td>[Second Class, Standard Class, First Class, Sa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>segment</td>\n",
       "      <td>3</td>\n",
       "      <td>[Consumer, Corporate, Home Office]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>country</td>\n",
       "      <td>1</td>\n",
       "      <td>[United States]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>region</td>\n",
       "      <td>4</td>\n",
       "      <td>[South, West, Central, East]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    features  n-unique                                        unique_vals\n",
       "0   category         3           [Furniture, Office Supplies, Technology]\n",
       "1  ship_mode         4  [Second Class, Standard Class, First Class, Sa...\n",
       "2    segment         3                 [Consumer, Corporate, Home Office]\n",
       "3    country         1                                    [United States]\n",
       "4     region         4                       [South, West, Central, East]"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "select_cols = ['category', 'ship_mode', 'segment', 'country', 'region']\n",
    "list_item = []\n",
    "for i in df.loc[:, select_cols].columns:\n",
    "    list_item.append([i, df[i].nunique(), df[i].drop_duplicates().values])\n",
    "\n",
    "pd.DataFrame(data=list_item, columns=['features', 'n-unique', 'unique_vals'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Insight I"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_insight = df.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='segment', ylabel='count'>"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,8))\n",
    "plt.subplots_adjust(hspace=0.2)\n",
    "fig.add_subplot(2, 2, 1)\n",
    "sns.countplot(data=df_insight, x='region', hue='segment', order=df_insight.region.value_counts().index)\n",
    "fig.add_subplot(2, 2, 2)\n",
    "sns.countplot(data=df_insight, x='region', hue='category', order=df_insight.region.value_counts().index,\n",
    "    hue_order=df_insight.category.value_counts().index)\n",
    "fig.add_subplot(2, 2, 3)\n",
    "sns.countplot(data=df_insight, x='segment', hue='category', order=df_insight.segment.value_counts().index,\n",
    "    hue_order=df_insight.category.value_counts().index, palette='blend:#7AB,#EDA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_west = df_insight[df_insight.region == 'West']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### West"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "960"
      ]
     },
     "execution_count": 237,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_west.segment.value_counts().values[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Region (West) Across Customer Segments In Categories')"
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(data=df_west, x='segment', hue='category', order=df_west.segment.value_counts().index)\n",
    "\n",
    "segs = df_west.segment.nunique()\n",
    "cats = df_west.category.nunique()\n",
    "\n",
    "_bars = [p for p in ax.patches] \n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "for i in range(segs):\n",
    "    total_values = df_west['segment'].value_counts().values[i]\n",
    "    for j in range(cats):\n",
    "        percent = '{:.1f}%'.format(100 * h_bars[(j*segs + i)]/total_values)\n",
    "        x = _bars[(j*segs + i)].get_x() + _bars[(j*segs + i)].get_width() / 2 - 0.1\n",
    "        y = _bars[(j*segs + i)].get_y() + _bars[(j*segs + i)].get_height() + 10.5\n",
    "        ax.annotate(percent, (x, y), size = 9)\n",
    "plt.title('Region (West) Across Customer Segments In Categories')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Region (West) Across Customer Segments In States Rate')"
      ]
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 6))\n",
    "ax = sns.countplot(ax= ax, data=df_west, x='state', hue='segment', order=df_west.state.value_counts().index, hue_order=df_west.segment.value_counts().index)\n",
    "\n",
    "_bars = [p for p in ax.patches]\n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "\n",
    "states_uniq = df_west.state.nunique()\n",
    "segment_uniq = df_west.segment.nunique()\n",
    "for i in range(states_uniq):\n",
    "    total_values = df_west['state'].value_counts().values[i]\n",
    "    for j in range(segment_uniq):\n",
    "        val = '{:.1f}%'.format(100* h_bars[(j*states_uniq + i)]/total_values)\n",
    "        x = _bars[(j*states_uniq + i)].get_x() + _bars[(j*states_uniq + i)].get_width() / 2 - 0.12\n",
    "        y = _bars[(j*states_uniq + i)].get_y() + _bars[(j*states_uniq + i)].get_height() + 10.5\n",
    "        ax.annotate(val, (x, y), size = 9)\n",
    "plt.title('Region (West) Across Customer Segments In States Rate')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.0, 200.0)]"
      ]
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ekru7u7744gvzJUyHDx/WTz/9pG7dukmSsrOzzY+HH35Yp06dMl8atWnTJt1///3y9PQ0929jY6POnTtfdxwbNmyQs7OznnzySYvy3MsF169fb1Hepk0bubq6mp/7+PjI29vbvNtpQX799VdJkre3d566v94XLve/oaGhkqRatWrJ29vbfEnqxo0b5ePjo1q1akn6c0OANm3aqGLFihavUXh4uKQ/XxtJuu+++5SWlqann35aX3zxhX7//ffCX5gCeHt739BOn5s2bdLhw4fVo0cPlSlTRpLUq1cvmUwmLVy40NwuPj5e165dU//+/a/bp7u7e5770W3YsEG1a9fWfffdZ1Hes2dPGYZh3kjiRuZ/33336b///a+GDx+ujRs36vLly9cdkzXdd999SkpKUlRUlL7++mulp6ff8LG5n5e/X/Z63333qVatWnk+135+fmrcuLH5uYeHh7y9vdWgQQNVrFjRXJ77ucv9vF+5ckXr16/X448/Licnpzy/p1euXNG3335rca4nnnjihucxevRoHT9+XAsXLtQLL7wgFxcXzZs3T40bNzZfJnwzY9i0aZPq1q2b596QTz/9dL7nL87X5dFHH7V4Xq9ePYs+C1NUv99FMZ4KFSpoy5Yt2rFjh95880099thjOnTokEaMGKGQkJAbHtunn36qli1bysXFRWXLlpWtra3ee+89HThw4IaOL67vxjlz5sjW1lZ2dnaqXr26/vvf/+rDDz+0+NxIf+6e3LVrV/n6+qpMmTKytbU1f8/fyJxWrVolk8mkZ555xmI+vr6+ql+/vsWl1ACAOwMhHACg2CxdulQ7duzQhg0b9MILL+jAgQMWfxHOvZ/O0KFDZWtra/GIioqSJPNfls6ePSsfH58858iv7O/Onj0rX19fi3srSX+GTWXLljXflypXhQoV8vRhb29/3cAmt97BwSFPXUhIiDw9PfXNN9+Y7weX+5czSWrdurU2btyozMxMJSQkWNyk/rffftOXX36Z5zWqU6eOpP+9Rs8++6wWLlyoY8eO6YknnpC3t7eaNm2q+Pj4Qsf9dw4ODjcUTuXez+3xxx9XWlqa0tLS5ObmplatWumzzz4z7+Z55swZSbqhzRryuzfY2bNn8y3PDUhy378bmf8777yjYcOGacWKFWrTpo08PDwUERGh5OTkQsdVpUoVpaSkXHf8N2vEiBF666239O233yo8PFwVKlTQAw88kGcn3fwUdj+1ihUr5vlce3h45GlnZ2eXp9zOzk7SnyFT7nmys7M1c+bMPJ/Bhx9+WJLyhBoF3eOtID4+PurVq5fmzZunPXv2aNOmTbKzs9NLL71002O42e+K4nxd/v7dYm9vL0k39PtWVL/fRTUe6c/7fA4bNkyffvqpfv31V7388ss6evToDW3O8Pnnn6tz586qVKmS3n//fSUkJGjHjh3q3bu3+TW+nuL6buzcubN27Nih7du3a/78+XJ1ddVTTz1l8b2RkZGhf/3rX/ruu+80fvx4bdy4UTt27NDnn38u6cZe099++02GYcjHxyfPnL799tsiCV4BAMWL3VEBAMWmVq1a5s0Y2rRpo2vXrmnBggX6z3/+oyeffNK8qm3EiBEWN7X/q9wNDipUqJDnJtjSnzflvp4KFSrou+++k2EYFkHc6dOnlZ2dbbG67nbk9nPu3Lk8dSaTSaGhoVqzZo2+//57paWlWYRwoaGhiomJUUJCgq5cuWIRwnl6eqpevXqaMGFCvuf962qdXr16qVevXrp06ZI2b96s119/XR06dNChQ4cUEBBwQ/M4d+6c+ebpBblw4YI+++wzSdK9996bb5vly5crKipKXl5ekqSTJ0/K39+/0H7/HpRKf75/p06dylOeu/Lwr+/f9ebv7OyssWPHauzYsfrtt9/Mq+I6duyon376qcBxtW/fXjNnztS3335rscNtQRwcHPJs+iH9GQr8dbxly5bV4MGDNXjwYKWlpWndunV67bXX1L59e504caLQnWFzA5RTp07lCTh//fXXIvtcu7u7q0yZMnr22WcLXM0YGBho8Ty/9/FmtG7dWu3atdOKFSt0+vTpmxrD7XxX3IxbeV1uV1H8fluLra2tXn/9dU2fPl0//vjjddu///77CgwM1Mcff2zxecnv96YgxfXd6OXlZf6zrHnz5qpVq5ZCQ0P18ssvmzft2bBhg3799VeLVc6SzP8YcaPzMZlM2rJlizkQ/av8ygAApRshHACgxEyZMkWfffaZxowZo06dOqlGjRoKDg5WUlKSJk6cWOixoaGh+uqrryxCjJycHH366afXPe8DDzygTz75RCtWrNDjjz9uLl+6dKm5vijkXq5W0M6ibdq00WeffaapU6fK29vb3F76c35nz57VzJkzzW1zdejQQV999ZXuueceubu739BYnJ2dFR4erqtXryoiIkL79u1TQEDAdVe6ZGdn68SJE+aVPAVZvny5Ll++rDfeeEOtWrXKUx8ZGamFCxcqKipK7dq1U5kyZTR37lw1b978hsb/Vw888IAmTZqk3bt3q1GjRubypUuXymQyWbxWuQqa/1/5+PioZ8+eSkpKUmxsrP74448CQ6+XX37ZPJ9vvvkmzw6phmFYfL6qVq2qPXv2WLQ5dOiQDh48WGA4Vr58eT355JP65ZdfNGjQIB09elS1a9cu8D3LvWz3/ffftwhCd+zYoQMHDmjkyJH5nudmOTk5qU2bNvrhhx9Ur14984qwovDbb7/Jy8srzy6o165dU3JyspycnFS+fHnZ2dnd8BhCQ0P11ltvaf/+/RaXpH700UdFNm7Jeq/Ljay6vZHPtzWdOnUq39WOuZdc/jX8Kmg+JpNJdnZ2FgFcampqnt1RC+ujKL8bb8a//vUvde/eXUuWLFFCQoKaN29unsffg7L58+fnOx/pz99pR0dHi/m8+eab+uWXX27oVgsAgNKPEA4AUGLc3d01YsQIvfrqq1q+fLmeeeYZzZ8/X+Hh4Wrfvr169uypSpUq6dy5czpw4IB2795tDtlGjhypL7/8Ug888IBGjhwpR0dHzZs3T5cuXZKkPH+J/6vu3btr9uzZ6tGjh44ePaqQkBBt3bpVEydO1MMPP6y2bdsWyfwqV66soKAgffvtt4qOjs5TnxsWxcXF5bk/Xd26dVWhQgXFxcWpUqVKCg4ONteNGzdO8fHxatGihaKjo1WjRg1duXJFR48e1VdffaV58+apcuXK6tu3rxwdHdWyZUv5+fkpNTVVkyZNkpubmzmkqVu3riTp3//+t1xdXeXg4KDAwEDzqqo9e/bojz/+yDfY+qv33ntP7u7uGjp0aL6X33bv3l1vv/22kpKSVL9+fb322mt64403dPnyZT399NNyc3PT/v379fvvv2vs2LGFnuvll1/W0qVL9cgjj2jcuHEKCAjQ6tWrNWfOHL344ouqXr26JN3Q/Js2baoOHTqoXr16cnd314EDB7Rs2TI1b9680FVngYGB+uijj9SlSxc1aNBAAwYMUMOGDSVJ+/fv18KFC2UYhjmEe/bZZ/XMM88oKipKTzzxhI4dO6YpU6aYVwXm6tixo+rWrasmTZrIy8tLx44dU2xsrAICAsyfgZCQEEnSjBkz1KNHD9na2qpGjRqqUaOGnn/+ec2cOVM2NjYKDw/X0aNHNXr0aPn7++vll18u9HW9GTNmzFCrVq30r3/9Sy+++KKqVq2qixcv6vDhw/ryyy/N9+W7WcuWLdP8+fPVtWtX3XvvvXJzc9PJkye1YMEC7du3T2PGjDGHWzc6hkGDBmnhwoUKDw/XuHHj5OPjo+XLl5tXOhb2XXGzrPG6hISE6PPPP9fcuXPVuHFj2djYqEmTJjf0+S4u7du3V+XKldWxY0fVrFlTOTk5SkxM1LRp0+Ti4mK+jDh3Ph999JE+/vhjBQUFycHBQSEhIerQoYM+//xzRUVF6cknn9SJEyf0xhtvyM/PL8/l4SEhIdq4caO+/PJL+fn5ydXVVTVq1CjS78ab9cYbb+jjjz/W6NGjtW7dOrVo0ULu7u7q16+fXn/9ddna2uqDDz5QUlJSnmNzf6cnT56s8PBwlSlTRvXq1VPLli31/PPPq1evXtq5c6dat24tZ2dnnTp1Slu3blVISIhefPHFWxovAKCElOi2EACAf4Tc3VF37NiRp+7y5ctGlSpVjODgYPOOmklJSUbnzp0Nb29vw9bW1vD19TXuv/9+Y968eRbHbtmyxWjatKlhb29v+Pr6Gq+88op5h9O0tDRzu7/vQGkYf+542K9fP8PPz88oW7asERAQYIwYMcK4cuWKRTv9bRfBXAXtdvl3o0ePNtzd3fP0m8vX19eQZMyaNStPXUREhCEp311Ez5w5Y0RHRxuBgYGGra2t4eHhYTRu3NgYOXKkkZGRYRiGYSxZssRo06aN4ePjY9jZ2RkVK1Y0OnfubOzZs8eir9jYWCMwMNAoU6aMIclYtGiRxfg9PT0LHL9h/Pl+STIGDRpUYJuffvrJkGQMHDjQXLZ06VLj3nvvNRwcHAwXFxejYcOGFucODQ016tSpk29/x44dM7p27WpUqFDBsLW1NWrUqGFMnTrVvHvujc5/+PDhRpMmTQx3d3fD3t7eCAoKMl5++WXj999/L3Auf3XkyBEjKirKqFatmmFvb284OjoatWvXNgYPHmyxe2lOTo4xZcoUIygoyHBwcDCaNGlibNiwIc9nc9q0aUaLFi0MT09Pw87OzqhSpYrRp08f4+jRoxbnHTFihFGxYkXDxsbGYofPa9euGZMnTzaqV69u2NraGp6ensYzzzxjnDhxwuL4gl7bgIAA45FHHslTnt/vQUpKitG7d2+jUqVKhq2treHl5WW0aNHCGD9+vLlN7q6bn3766Q29nvv37zeGDBliNGnSxPDy8jLKli1ruLu7G6GhocayZcvytL+RMRiGYfz4449G27ZtDQcHB8PDw8Po06ePsWTJkjy7VJb065KSkpLnd/DcuXPGk08+aZQvX94wmUzmXTR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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 6))\n",
    "ax = sns.countplot(ax= ax, data=df_west, x='state', hue='segment', order=df_west.state.value_counts().index, hue_order=df_west.segment.value_counts().index)\n",
    "\n",
    "_bars = [p for p in ax.patches]\n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "\n",
    "states_uniq = df_west.state.nunique()\n",
    "segment_uniq = df_west.segment.nunique()\n",
    "for i in range(states_uniq):\n",
    "    total_values = df_west['state'].value_counts().values[i]\n",
    "    for j in range(segment_uniq):\n",
    "        val = '{:.1f}%'.format(100*h_bars[(j*states_uniq + i)]/total_values)\n",
    "        x = _bars[(j*states_uniq + i)].get_x() + _bars[(j*states_uniq + i)].get_width() / 2 - 0.12\n",
    "        y = _bars[(j*states_uniq + i)].get_y() + _bars[(j*states_uniq + i)].get_height() + 2\n",
    "        ax.annotate(val, (x, y), size = 9)\n",
    "plt.title('Region (West) Across Customer Segments In States Rate')\n",
    "ax.set(ylim=(0,200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Region (West) Across Categories In States Rate(%)')"
      ]
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 6))\n",
    "ax = sns.countplot(data=df_west, x='state', hue='category', order=df_west.state.value_counts().index)\n",
    "\n",
    "_bars = [p for p in ax.patches]\n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "\n",
    "states_uniq = df_west.state.nunique()\n",
    "cats_uniq = df_west.category.nunique()\n",
    "for i in range(states_uniq):\n",
    "    total_values = df_west['state'].value_counts().values[i]\n",
    "    for j in range(cats_uniq):\n",
    "        val = '{:.1f}'.format(100*h_bars[(j*states_uniq + i)]/total_values)\n",
    "        x = _bars[(j*states_uniq + i)].get_x() + _bars[(j*states_uniq + i)].get_width() / 2 - 0.12\n",
    "        y = _bars[(j*states_uniq + i)].get_y() + _bars[(j*states_uniq + i)].get_height() + 5\n",
    "        ax.annotate(val, (x, y), size = 9)\n",
    "plt.title('Region (West) Across Categories In States Rate(%)')\n",
    "\n",
    "# fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### South"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_south = df_insight[df_insight.region == 'South']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Region (South) Across Customer Segments In Categories')"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(data=df_south, x='segment', hue='category', order=df_south.segment.value_counts().index, hue_order=df_south.category.value_counts().index)\n",
    "\n",
    "segs = df_south.segment.nunique()\n",
    "cats = df_south.category.nunique()\n",
    "\n",
    "_bars = [p for p in ax.patches] \n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "for i in range(segs):\n",
    "    total_values = df_south['segment'].value_counts().values[i]\n",
    "    for j in range(cats):\n",
    "        percent = '{:.1f}%'.format(100 * h_bars[(j*segs + i)]/total_values)\n",
    "        x = _bars[(j*segs + i)].get_x() + _bars[(j*segs + i)].get_width() / 2 - 0.1\n",
    "        y = _bars[(j*segs + i)].get_y() + _bars[(j*segs + i)].get_height() + 5\n",
    "        ax.annotate(percent, (x, y), size = 9)\n",
    "plt.title('Region (South) Across Customer Segments In Categories')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Region (South) Across Customer Segments In States Rate')"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 6))\n",
    "ax = sns.countplot(ax= ax, data=df_south, x='state', hue='segment', order=df_south.state.value_counts().index, hue_order=df_south.segment.value_counts().index)\n",
    "\n",
    "_bars = [p for p in ax.patches]\n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "\n",
    "states_uniq = df_south.state.nunique()\n",
    "segment_uniq = df_south.segment.nunique()\n",
    "for i in range(states_uniq):\n",
    "    total_values = df_south['state'].value_counts().values[i]\n",
    "    for j in range(segment_uniq):\n",
    "        val = '{:.1f}%'.format(100*h_bars[(j*states_uniq + i)]/total_values)\n",
    "        x = _bars[(j*states_uniq + i)].get_x() + _bars[(j*states_uniq + i)].get_width() / 2 - 0.12\n",
    "        y = _bars[(j*states_uniq + i)].get_y() + _bars[(j*states_uniq + i)].get_height() + 2\n",
    "        ax.annotate(val, (x, y), size = 9)\n",
    "plt.title('Region (South) Across Customer Segments In States Rate')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Region (South) Across Categories In States Rate')"
      ]
     },
     "execution_count": 245,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 6))\n",
    "ax = sns.countplot(data=df_south, x='state', hue='category', order=df_south.state.value_counts().index, hue_order=df_south.category.value_counts().index)\n",
    "\n",
    "_bars = [p for p in ax.patches]\n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "\n",
    "states_uniq = df_south.state.nunique()\n",
    "cats_uniq = df_south.category.nunique()\n",
    "for i in range(states_uniq):\n",
    "    total_values = df_south['state'].value_counts().values[i]\n",
    "    for j in range(cats_uniq):\n",
    "        val = '{:.1f}%'.format(100*h_bars[(j*states_uniq + i)]/total_values)\n",
    "        x = _bars[(j*states_uniq + i)].get_x() + _bars[(j*states_uniq + i)].get_width() / 2 - 0.12\n",
    "        y = _bars[(j*states_uniq + i)].get_y() + _bars[(j*states_uniq + i)].get_height() + 2\n",
    "        ax.annotate(val, (x, y), size = 9)\n",
    "plt.title('Region (South) Across Categories In States Rate')\n",
    "\n",
    "# fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### East"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_east = df_insight[df_insight.region == 'East']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(17,6))\n",
    "plt.subplots_adjust(right=1)\n",
    "ax = sns.countplot(data=df_east, x='state', hue='segment',order=df_east.state.value_counts().index, hue_order=df_east.segment.value_counts().index)\n",
    "\n",
    "_bars = [p for p in ax.patches]\n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "\n",
    "states_uniq = df_east.state.nunique()\n",
    "cats_uniq = df_east.segment.nunique()\n",
    "for i in range(states_uniq):\n",
    "    total_values = df_east['state'].value_counts().values[i]\n",
    "    for j in range(cats_uniq):\n",
    "        val = '{:.1f}'.format(100*h_bars[(j*states_uniq + i)]/total_values)\n",
    "        x = _bars[(j*states_uniq + i)].get_x() + _bars[(j*states_uniq + i)].get_width() / 2 - 0.12\n",
    "        y = _bars[(j*states_uniq + i)].get_y() + _bars[(j*states_uniq + i)].get_height() + 2\n",
    "        ax.annotate(val, (x, y), size = 9)\n",
    "plt.title('Region (East) Across Segment In States Rate(%)')\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(17,6))\n",
    "plt.subplots_adjust(right=1)\n",
    "ax = sns.countplot(data=df_east, x='state', hue='category',order=df_east.state.value_counts().index, hue_order=df_east.category.value_counts().index)\n",
    "\n",
    "_bars = [p for p in ax.patches]\n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "\n",
    "states_uniq = df_east.state.nunique()\n",
    "cats_uniq = df_east.category.nunique()\n",
    "for i in range(states_uniq):\n",
    "    total_values = df_east['state'].value_counts().values[i]\n",
    "    for j in range(cats_uniq):\n",
    "        val = '{:.1f}'.format(100*h_bars[(j*states_uniq + i)]/total_values)\n",
    "        x = _bars[(j*states_uniq + i)].get_x() + _bars[(j*states_uniq + i)].get_width() / 2 - 0.12\n",
    "        y = _bars[(j*states_uniq + i)].get_y() + _bars[(j*states_uniq + i)].get_height() + 2\n",
    "        ax.annotate(val, (x, y), size = 9)\n",
    "plt.title('Region (East) Across Categories In States Rate(%)')\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Central"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_central = df_insight[df_insight.region == 'Central']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(17,6))\n",
    "ax = sns.countplot(data=df_central, x='state', hue='segment',order=df_central.state.value_counts().index, hue_order=df_central.segment.value_counts().index)\n",
    "\n",
    "_bars = [p for p in ax.patches]\n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "\n",
    "states_uniq = df_central.state.nunique()\n",
    "cats_uniq = df_central.segment.nunique()\n",
    "for i in range(states_uniq):\n",
    "    total_values = df_central['state'].value_counts().values[i]\n",
    "    for j in range(cats_uniq):\n",
    "        val = '{:.1f}'.format(100*h_bars[(j*states_uniq + i)]/total_values)\n",
    "        x = _bars[(j*states_uniq + i)].get_x() + _bars[(j*states_uniq + i)].get_width() / 2 - 0.12\n",
    "        y = _bars[(j*states_uniq + i)].get_y() + _bars[(j*states_uniq + i)].get_height() + 2\n",
    "        ax.annotate(val, (x, y), size = 9)\n",
    "plt.title('Region (Central) Across Segment In States Rate(%)')\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(17,6))\n",
    "ax = sns.countplot(data=df_central, x='state', hue='category',order=df_central.state.value_counts().index, hue_order=df_central.category.value_counts().index)\n",
    "\n",
    "_bars = [p for p in ax.patches]\n",
    "h_bars = [p.get_height() for p in ax.patches]\n",
    "\n",
    "states_uniq = df_central.state.nunique()\n",
    "cats_uniq = df_central.category.nunique()\n",
    "for i in range(states_uniq):\n",
    "    total_values = df_central['state'].value_counts().values[i]\n",
    "    for j in range(cats_uniq):\n",
    "        val = '{:.1f}'.format(100*h_bars[(j*states_uniq + i)]/total_values)\n",
    "        x = _bars[(j*states_uniq + i)].get_x() + _bars[(j*states_uniq + i)].get_width() / 2 - 0.12\n",
    "        y = _bars[(j*states_uniq + i)].get_y() + _bars[(j*states_uniq + i)].get_height() + 2\n",
    "        ax.annotate(val, (x, y), size = 9)\n",
    "plt.title('Region (Central) Across Categories In States Rate(%)')\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ship Mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='count', ylabel='ship_mode'>"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,3))\n",
    "sns.countplot(data=df_insight, y='ship_mode')\n",
    "# corr state-shipmode, product-shipmode"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ship Date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_insight.ship_date = df_insight.ship_date.astype('datetime64[ns]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>9984</th>\n",
       "      <th>9985</th>\n",
       "      <th>9986</th>\n",
       "      <th>9987</th>\n",
       "      <th>9988</th>\n",
       "      <th>9989</th>\n",
       "      <th>9990</th>\n",
       "      <th>9991</th>\n",
       "      <th>9992</th>\n",
       "      <th>9993</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ship_date</th>\n",
       "      <td>2019-11-11</td>\n",
       "      <td>2019-11-11</td>\n",
       "      <td>2019-06-16</td>\n",
       "      <td>2018-10-18</td>\n",
       "      <td>2018-10-18</td>\n",
       "      <td>2017-06-14</td>\n",
       "      <td>2017-06-14</td>\n",
       "      <td>2017-06-14</td>\n",
       "      <td>2017-06-14</td>\n",
       "      <td>2017-06-14</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-23</td>\n",
       "      <td>2018-05-23</td>\n",
       "      <td>2019-10-03</td>\n",
       "      <td>2020-11-21</td>\n",
       "      <td>2020-11-21</td>\n",
       "      <td>2017-01-23</td>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>2020-03-03</td>\n",
       "      <td>2020-05-09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 9994 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                0          1          2          3          4          5     \\\n",
       "ship_date 2019-11-11 2019-11-11 2019-06-16 2018-10-18 2018-10-18 2017-06-14   \n",
       "\n",
       "                6          7          8          9     ...       9984  \\\n",
       "ship_date 2017-06-14 2017-06-14 2017-06-14 2017-06-14  ... 2018-05-23   \n",
       "\n",
       "                9985       9986       9987       9988       9989       9990  \\\n",
       "ship_date 2018-05-23 2019-10-03 2020-11-21 2020-11-21 2017-01-23 2020-03-03   \n",
       "\n",
       "                9991       9992       9993  \n",
       "ship_date 2020-03-03 2020-03-03 2020-05-09  \n",
       "\n",
       "[1 rows x 9994 columns]"
      ]
     },
     "execution_count": 311,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_insight.ship_date.to_frame().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_insight = df_insight.assign(ship_day=df_insight.ship_date.dt.day, ship_month=df_insight.ship_date.dt.month, ship_year=df_insight.ship_date.dt.year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>California</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region</th>\n",
       "      <td>South</td>\n",
       "      <td>South</td>\n",
       "      <td>West</td>\n",
       "      <td>South</td>\n",
       "      <td>South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ship_day</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ship_month</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ship_year</th>\n",
       "      <td>2019</td>\n",
       "      <td>2019</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   0         1           2        3        4\n",
       "state       Kentucky  Kentucky  California  Florida  Florida\n",
       "region         South     South        West    South    South\n",
       "ship_day          11        11          16       18       18\n",
       "ship_month        11        11           6       10       10\n",
       "ship_year       2019      2019        2019     2018     2018"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_insight.T.tail(5).iloc[:, :5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Orders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_insight.order_date = df_insight.order_date.astype('datetime64[ns]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_insight = df_insight.assign(\n",
    "    order_day=df_insight.order_date.dt.day,\n",
    "    order_month=df_insight.order_date.dt.month,\n",
    "    order_year=df_insight.order_date.dt.year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>features</th>\n",
       "      <th>n-unique</th>\n",
       "      <th>unique_vals</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>category</td>\n",
       "      <td>3</td>\n",
       "      <td>[Furniture, Office Supplies, Technology]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ship_mode</td>\n",
       "      <td>4</td>\n",
       "      <td>[Second Class, Standard Class, First Class, Sa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>segment</td>\n",
       "      <td>3</td>\n",
       "      <td>[Consumer, Corporate, Home Office]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>country</td>\n",
       "      <td>1</td>\n",
       "      <td>[United States]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>region</td>\n",
       "      <td>4</td>\n",
       "      <td>[South, West, Central, East]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ship_year</td>\n",
       "      <td>5</td>\n",
       "      <td>[2019, 2018, 2017, 2020, 2021]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>order_year</td>\n",
       "      <td>4</td>\n",
       "      <td>[2019, 2018, 2017, 2020]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     features  n-unique                                        unique_vals\n",
       "0    category         3           [Furniture, Office Supplies, Technology]\n",
       "1   ship_mode         4  [Second Class, Standard Class, First Class, Sa...\n",
       "2     segment         3                 [Consumer, Corporate, Home Office]\n",
       "3     country         1                                    [United States]\n",
       "4      region         4                       [South, West, Central, East]\n",
       "5   ship_year         5                     [2019, 2018, 2017, 2020, 2021]\n",
       "6  order_year         4                           [2019, 2018, 2017, 2020]"
      ]
     },
     "execution_count": 328,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "select_cols = ['category', 'ship_mode', 'segment', 'country', 'region', 'ship_year', 'order_year']\n",
    "list_item = []\n",
    "for i in df_insight.loc[:, select_cols].columns:\n",
    "    list_item.append([i, df_insight[i].nunique(), df_insight[i].drop_duplicates().values])\n",
    "\n",
    "pd.DataFrame(data=list_item, columns=['features', 'n-unique', 'unique_vals'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_insight.drop(columns=['order_date', 'ship_date'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Segmented Order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs_ = {}\n",
    "for i in df_insight.order_year.sort_values(ascending=True).unique():\n",
    "    dfs_[f'df_{i}'] = df_insight[df_insight.order_year==i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "order_2017 has (1993, 24)\n",
      " order_2018 has (2102, 24)\n",
      " order_2019 has (2587, 24)\n",
      " order_2020 has (3312, 24)\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    f'order_2017 has {dfs_[\"df_2017\"].shape}\\n', \n",
    "    f'order_2018 has {dfs_[\"df_2018\"].shape}\\n', \n",
    "    f'order_2019 has {dfs_[\"df_2019\"].shape}\\n', \n",
    "    f'order_2020 has {dfs_[\"df_2020\"].shape}', \n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "..."
   ]
  }
 ],
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