GHypermart (excerpts from version_1).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "79a3b16f",
   "metadata": {},
   "source": [
    "## This is an excerpt from an inventory control application built for a department store written in python scripts. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bdf5bcb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_theme()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c7054362",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('inv_to_ratio.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6d96358f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df.rename(columns={'Type':'product'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "34738ef0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns = [i.lower() for i in df.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f9be0c0e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "    .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>week</th>\n",
       "      <th>product</th>\n",
       "      <th>inv</th>\n",
       "      <th>cogs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>35</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>30</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>40</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>72</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>67</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>58</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>64</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>52</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>6</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>52</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>48</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>7</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>7</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>42</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>8</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>8</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>37</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>8</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>33</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>9</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>33</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>9</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>9</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>10</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>10</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>10</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>11</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>11</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>11</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>12</td>\n",
       "      <td>baby sit</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>12</td>\n",
       "      <td>floor mat</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>12</td>\n",
       "      <td>trunk bag</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    week    product  inv  cogs\n",
       "0      1   baby sit   35    15\n",
       "1      1  floor mat   30    14\n",
       "2      1  trunk bag   40     8\n",
       "3      2   baby sit   20    10\n",
       "4      2  floor mat   16     9\n",
       "5      2  trunk bag   72     5\n",
       "6      3   baby sit   10     9\n",
       "7      3  floor mat    7     7\n",
       "8      3  trunk bag   67     9\n",
       "9      4   baby sit    1     5\n",
       "10     4  floor mat    0    16\n",
       "11     4  trunk bag   58     6\n",
       "12     5   baby sit    6     8\n",
       "13     5  floor mat   64    12\n",
       "14     5  trunk bag   52     4\n",
       "15     6   baby sit   18    15\n",
       "16     6  floor mat   52    15\n",
       "17     6  trunk bag   48     6\n",
       "18     7   baby sit   43     6\n",
       "19     7  floor mat   37     0\n",
       "20     7  trunk bag   42     9\n",
       "21     8   baby sit   37     4\n",
       "22     8  floor mat   37    13\n",
       "23     8  trunk bag   33     6\n",
       "24     9   baby sit   33    12\n",
       "25     9  floor mat   24     1\n",
       "26     9  trunk bag   27     7\n",
       "27    10   baby sit   21     3\n",
       "28    10  floor mat   23    10\n",
       "29    10  trunk bag   20     5\n",
       "30    11   baby sit   18    15\n",
       "31    11  floor mat   13     6\n",
       "32    11  trunk bag   15     4\n",
       "33    12   baby sit    3     1\n",
       "34    12  floor mat    7     9\n",
       "35    12  trunk bag   11     0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8408a77",
   "metadata": {},
   "source": [
    "## Inventory Turnover Alert"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3c76f01f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trunk bag has inventory turnover ratio of 2.71, below benchmark of 3\n"
     ]
    }
   ],
   "source": [
    "# iterate on the column 'product'\n",
    "# alert on inventory turnover ratio\n",
    "\n",
    "inv_to_threshold = 3\n",
    "bs_cogs, fm_cogs, tb_cogs = list(), list(), list()\n",
    "\n",
    "for k,i in enumerate (df['product']):\n",
    "    if df.loc[k,'product']=='baby sit':\n",
    "        bs_cogs.append(df.loc[k,'cogs'])\n",
    "    elif df.loc[k,'product']=='floor mat':\n",
    "        fm_cogs.append(df.loc[k,'cogs'])\n",
    "    elif df.loc[k,'product']=='trunk bag':\n",
    "        tb_cogs.append(df.loc[k,'cogs'])\n",
    "        \n",
    "baby_sit_ratio = sum(bs_cogs)/np.mean([df.loc[0,'inv'],df.loc[33,'inv']])\n",
    "floor_mat_ratio = sum(fm_cogs)/np.mean([df.loc[1,'inv'],df.loc[34,'inv']])\n",
    "trunk_bag_ratio = sum(tb_cogs)/np.mean([df.loc[2,'inv'],df.loc[35,'inv']])\n",
    "\n",
    "inv_ratio = pd.DataFrame({'inventory_turnover_ratio': [baby_sit_ratio, floor_mat_ratio, trunk_bag_ratio]},\n",
    "                         index=['baby_sit','floor mat','trunk bag'])\n",
    "\n",
    "for e, j in enumerate (inv_ratio['inventory_turnover_ratio']):\n",
    "    if j <= inv_to_threshold :\n",
    "        print(f\"{inv_ratio.index[e]} has inventory turnover ratio of {j:.2f}, below benchmark of {inv_to_threshold}\")\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a0959bb0",
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display inventory turnover ratio\n",
    "\n",
    "inv_ratio = inv_ratio.sort_values('inventory_turnover_ratio', ascending=False)\n",
    "inv_ratio.plot.bar(figsize=(12,8))\n",
    "plt.title('Inventory Turnover Ratio Over A Quarter', fontsize=15)\n",
    "plt.xlabel('Product Type', fontsize=13)\n",
    "plt.ylabel('Inventory Turnover Ratio', fontsize=13);\n",
    "plt.xticks(rotation=45);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cb27d79a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# inventory status\n",
    "\n",
    "plt.figure(figsize=(12,8))\n",
    "\n",
    "ax = sns.lineplot(data=df, x='week', y='inv', hue='product')\n",
    "ax = sns.lineplot(data=df, x='week', y='cogs', hue='product', linestyle='--')\n",
    "\n",
    "plt.legend(['baby sit inv', 'floor mat inv', 'trunk bag inv', 'baby sit cogs', 'floor mat cogs', 'trunk bag cogs'])\n",
    "plt.xlabel('Week', fontsize=13)\n",
    "plt.ylabel('Inventory & COGS', fontsize=13)\n",
    "plt.title('Inventory & COGS Status', fontsize=15)\n",
    "\n",
    "style = ax.get_legend()\n",
    "style_line = style.get_lines()\n",
    "for i in range(3,6):\n",
    "    style_line[i].set_linestyle('--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "97bbde51",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}