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Hsankesara/Genpact_Data_Analysis.ipynb

Last active December 16, 2018 21:29
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RNN model combined with dense model to predict number of orders in future weeks. For more details go to https://datahack.analyticsvidhya.com/contest/genpact-machine-learning-hackathon/
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genpact-rnn.ipynb
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Genpact_Data_Analysis.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Genpact Data Analysis",
"version": "0.3.2",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"metadata": {
"id": "GjRW04OVF0v2",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import os\n",
"import seaborn as sns\n",
"import gc; gc.collect()\n",
"import matplotlib.pyplot as plt"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "94EVjtsZIAXk",
"colab_type": "code",
"outputId": "d278041a-1463-4064-e471-99b831a595b4",
"colab": {
"resources": {
"http://localhost:8080/nbextensions/google.colab/files.js": {
"data": 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"ok": true,
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[
"content-type",
"application/javascript"
]
],
"status": 200,
"status_text": ""
}
},
"base_uri": "https://localhost:8080/",
"height": 38
}
},
"cell_type": "code",
"source": [
"from google.colab import files\n",
"\n",
"uploaded = files.upload()\n",
"\n",
"for fn in uploaded.keys():\n",
" print('User uploaded file \"{name}\" with length {length} bytes'.format(\n",
" name=fn, length=len(uploaded[fn])))"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <input type=\"file\" id=\"files-dae061ee-5348-49e5-8eec-e2d56365cc15\" name=\"files[]\" multiple disabled />\n",
" <output id=\"result-dae061ee-5348-49e5-8eec-e2d56365cc15\">\n",
" Upload widget is only available when the cell has been executed in the\n",
" current browser session. Please rerun this cell to enable.\n",
" </output>\n",
" <script src=\"/nbextensions/google.colab/files.js\"></script> "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "f1BBflKQIBwe",
"colab_type": "code",
"outputId": "233a2f96-8349-4c28-8842-5eb4d9296f67",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 136
}
},
"cell_type": "code",
"source": [
"!unzip data.zip"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Archive: data.zip\n",
" creating: data/\n",
" inflating: data/meal_info.csv \n",
" inflating: data/sample_submission_hSlSoT6.csv \n",
" inflating: data/fulfilment_center_info.csv \n",
" inflating: data/test_QoiMO9B.csv \n",
" inflating: data/train.csv \n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "80HnyclUIJHm",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"!rm data.zip"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "_8q2UIT1EGSw",
"colab_type": "code",
"outputId": "8c7117a7-ba37-4fdc-c975-b53e2607dcdf",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"cell_type": "code",
"source": [
"!ls"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"data sample_data\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "xMS3PqoFI8Jx",
"colab_type": "code",
"outputId": "75292890-b38e-49d1-9fc6-10bbd675b767",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"cell_type": "code",
"source": [
"gc.collect()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"metadata": {
"id": "7lakYM5lJALb",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"df_train = pd.read_csv('./data/train.csv')\n",
"df_meal_info = pd.read_csv('./data/meal_info.csv')\n",
"df_fcenter_info = pd.read_csv('./data/fulfilment_center_info.csv')"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "WcP90_lWJDBw",
"colab_type": "code",
"outputId": "b037d36e-2846-43ec-86cc-cc2d6c10110b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
}
},
"cell_type": "code",
"source": [
"df_train.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
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"<div>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>week</th>\n",
" <th>center_id</th>\n",
" <th>meal_id</th>\n",
" <th>checkout_price</th>\n",
" <th>base_price</th>\n",
" <th>emailer_for_promotion</th>\n",
" <th>homepage_featured</th>\n",
" <th>num_orders</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
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" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1448490</td>\n",
" <td>1</td>\n",
" <td>55</td>\n",
" <td>2631</td>\n",
" <td>243.50</td>\n",
" <td>242.50</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id week center_id meal_id checkout_price base_price \\\n",
"0 1379560 1 55 1885 136.83 152.29 \n",
"1 1466964 1 55 1993 136.83 135.83 \n",
"2 1346989 1 55 2539 134.86 135.86 \n",
"3 1338232 1 55 2139 339.50 437.53 \n",
"4 1448490 1 55 2631 243.50 242.50 \n",
"\n",
" emailer_for_promotion homepage_featured num_orders \n",
"0 0 0 177 \n",
"1 0 0 270 \n",
"2 0 0 189 \n",
"3 0 0 54 \n",
"4 0 0 40 "
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"metadata": {
"id": "Tx3_HVRgKk7K",
"colab_type": "code",
"outputId": "cf2ce691-30df-4b36-9f0d-a2262af32a6e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
}
},
"cell_type": "code",
"source": [
"df_meal_info.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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>meal_id</th>\n",
" <th>category</th>\n",
" <th>cuisine</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1885</td>\n",
" <td>Beverages</td>\n",
" <td>Thai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1993</td>\n",
" <td>Beverages</td>\n",
" <td>Thai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2539</td>\n",
" <td>Beverages</td>\n",
" <td>Thai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1248</td>\n",
" <td>Beverages</td>\n",
" <td>Indian</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2631</td>\n",
" <td>Beverages</td>\n",
" <td>Indian</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" meal_id category cuisine\n",
"0 1885 Beverages Thai\n",
"1 1993 Beverages Thai\n",
"2 2539 Beverages Thai\n",
"3 1248 Beverages Indian\n",
"4 2631 Beverages Indian"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
}
]
},
{
"metadata": {
"id": "ejtHlL08KqyS",
"colab_type": "code",
"outputId": "86c53cb3-1131-4b74-a652-d6a636c931e4",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
}
},
"cell_type": "code",
"source": [
"df_fcenter_info.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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",
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" }\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>center_id</th>\n",
" <th>city_code</th>\n",
" <th>region_code</th>\n",
" <th>center_type</th>\n",
" <th>op_area</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>11</td>\n",
" <td>679</td>\n",
" <td>56</td>\n",
" <td>TYPE_A</td>\n",
" <td>3.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>13</td>\n",
" <td>590</td>\n",
" <td>56</td>\n",
" <td>TYPE_B</td>\n",
" <td>6.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>124</td>\n",
" <td>590</td>\n",
" <td>56</td>\n",
" <td>TYPE_C</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>66</td>\n",
" <td>648</td>\n",
" <td>34</td>\n",
" <td>TYPE_A</td>\n",
" <td>4.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>94</td>\n",
" <td>632</td>\n",
" <td>34</td>\n",
" <td>TYPE_C</td>\n",
" <td>3.6</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" center_id city_code region_code center_type op_area\n",
"0 11 679 56 TYPE_A 3.7\n",
"1 13 590 56 TYPE_B 6.7\n",
"2 124 590 56 TYPE_C 4.0\n",
"3 66 648 34 TYPE_A 4.1\n",
"4 94 632 34 TYPE_C 3.6"
]
},
"metadata": {
"tags": []
},
"execution_count": 7
}
]
},
{
"metadata": {
"id": "Vybp6M4LKucf",
"colab_type": "code",
"outputId": "c5fbbf21-9661-4c0b-ec0c-bea0e1826e9f",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 255
}
},
"cell_type": "code",
"source": [
"df_train.info()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 456548 entries, 0 to 456547\n",
"Data columns (total 9 columns):\n",
"id 456548 non-null int64\n",
"week 456548 non-null int64\n",
"center_id 456548 non-null int64\n",
"meal_id 456548 non-null int64\n",
"checkout_price 456548 non-null float64\n",
"base_price 456548 non-null float64\n",
"emailer_for_promotion 456548 non-null int64\n",
"homepage_featured 456548 non-null int64\n",
"num_orders 456548 non-null int64\n",
"dtypes: float64(2), int64(7)\n",
"memory usage: 31.3 MB\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "hMzmuZeGMJlS",
"colab_type": "code",
"outputId": "657287d1-c3ee-40b9-9dec-e4c138115ec9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 297
}
},
"cell_type": "code",
"source": [
"df_train.describe()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" }\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>id</th>\n",
" <th>week</th>\n",
" <th>center_id</th>\n",
" <th>meal_id</th>\n",
" <th>checkout_price</th>\n",
" <th>base_price</th>\n",
" <th>emailer_for_promotion</th>\n",
" <th>homepage_featured</th>\n",
" <th>num_orders</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>4.565480e+05</td>\n",
" <td>456548.000000</td>\n",
" <td>456548.000000</td>\n",
" <td>456548.000000</td>\n",
" <td>456548.000000</td>\n",
" <td>456548.000000</td>\n",
" <td>456548.000000</td>\n",
" <td>456548.00000</td>\n",
" <td>456548.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>1.250096e+06</td>\n",
" <td>74.768771</td>\n",
" <td>82.105796</td>\n",
" <td>2024.337458</td>\n",
" <td>332.238933</td>\n",
" <td>354.156627</td>\n",
" <td>0.081152</td>\n",
" <td>0.10920</td>\n",
" <td>261.872760</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.443548e+05</td>\n",
" <td>41.524956</td>\n",
" <td>45.975046</td>\n",
" <td>547.420920</td>\n",
" <td>152.939723</td>\n",
" <td>160.715914</td>\n",
" <td>0.273069</td>\n",
" <td>0.31189</td>\n",
" <td>395.922798</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.000000e+06</td>\n",
" <td>1.000000</td>\n",
" <td>10.000000</td>\n",
" <td>1062.000000</td>\n",
" <td>2.970000</td>\n",
" <td>55.350000</td>\n",
" <td>0.000000</td>\n",
" <td>0.00000</td>\n",
" <td>13.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1.124999e+06</td>\n",
" <td>39.000000</td>\n",
" <td>43.000000</td>\n",
" <td>1558.000000</td>\n",
" <td>228.950000</td>\n",
" <td>243.500000</td>\n",
" <td>0.000000</td>\n",
" <td>0.00000</td>\n",
" <td>54.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>1.250184e+06</td>\n",
" <td>76.000000</td>\n",
" <td>76.000000</td>\n",
" <td>1993.000000</td>\n",
" <td>296.820000</td>\n",
" <td>310.460000</td>\n",
" <td>0.000000</td>\n",
" <td>0.00000</td>\n",
" <td>136.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>1.375140e+06</td>\n",
" <td>111.000000</td>\n",
" <td>110.000000</td>\n",
" <td>2539.000000</td>\n",
" <td>445.230000</td>\n",
" <td>458.870000</td>\n",
" <td>0.000000</td>\n",
" <td>0.00000</td>\n",
" <td>324.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>1.499999e+06</td>\n",
" <td>145.000000</td>\n",
" <td>186.000000</td>\n",
" <td>2956.000000</td>\n",
" <td>866.270000</td>\n",
" <td>866.270000</td>\n",
" <td>1.000000</td>\n",
" <td>1.00000</td>\n",
" <td>24299.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id week center_id meal_id \\\n",
"count 4.565480e+05 456548.000000 456548.000000 456548.000000 \n",
"mean 1.250096e+06 74.768771 82.105796 2024.337458 \n",
"std 1.443548e+05 41.524956 45.975046 547.420920 \n",
"min 1.000000e+06 1.000000 10.000000 1062.000000 \n",
"25% 1.124999e+06 39.000000 43.000000 1558.000000 \n",
"50% 1.250184e+06 76.000000 76.000000 1993.000000 \n",
"75% 1.375140e+06 111.000000 110.000000 2539.000000 \n",
"max 1.499999e+06 145.000000 186.000000 2956.000000 \n",
"\n",
" checkout_price base_price emailer_for_promotion \\\n",
"count 456548.000000 456548.000000 456548.000000 \n",
"mean 332.238933 354.156627 0.081152 \n",
"std 152.939723 160.715914 0.273069 \n",
"min 2.970000 55.350000 0.000000 \n",
"25% 228.950000 243.500000 0.000000 \n",
"50% 296.820000 310.460000 0.000000 \n",
"75% 445.230000 458.870000 0.000000 \n",
"max 866.270000 866.270000 1.000000 \n",
"\n",
" homepage_featured num_orders \n",
"count 456548.00000 456548.000000 \n",
"mean 0.10920 261.872760 \n",
"std 0.31189 395.922798 \n",
"min 0.00000 13.000000 \n",
"25% 0.00000 54.000000 \n",
"50% 0.00000 136.000000 \n",
"75% 0.00000 324.000000 \n",
"max 1.00000 24299.000000 "
]
},
"metadata": {
"tags": []
},
"execution_count": 9
}
]
},
{
"metadata": {
"id": "kCLdQNLKM-EF",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Questions\n",
"1. checkout_price, base_price and num_orders relationship\n",
"2. sparsity of emailer_for_promotion and homepage_featured.\n",
"3. Impact of filled field in emailer_for_promotion and homepage_featured\n",
"4. Weekwise, mealwise and center-wise num_order distribution\n",
"\n"
]
},
{
"metadata": {
"id": "H08NxbStND5Y",
"colab_type": "code",
"outputId": "5c668e15-1d44-40ed-e57e-d30ae09dea67",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 347
}
},
"cell_type": "code",
"source": [
"sns.heatmap(df_train[['checkout_price', 'base_price', 'num_orders']].corr(), annot=True)\n",
"plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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EXIir38vUpnOIp0+fJjg4mKFDh1K1alV27dpFfHy8s2sTEREXYjLbP+UGNgVi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\nIoICUUREBFAgioiIAApEERERAP4/VCdZMrXWZC0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe6a0e11668>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "ER8Iz6nRO6yW",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"As Expected There is a negative correlation between checkout_price and num_orders."
]
},
{
"metadata": {
"id": "1RfgjbF1Oiix",
"colab_type": "code",
"outputId": "785aa6e0-0db7-4804-f139-7af8cc9b056b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 395
}
},
"cell_type": "code",
"source": [
"sns.countplot(df_train.emailer_for_promotion)\n",
"plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:1428: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" stat_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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AMIIuFvBH9aOFbrdbu3fvliTt2bNHWVlZSktL0/79+3XixAn19fXJ5/MpIyND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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69ff84a58>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "-bSqcUwLPL9U",
"colab_type": "code",
"outputId": "ac4a3c8a-be3e-49f2-e1dd-06253b546fe5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 395
}
},
"cell_type": "code",
"source": [
"sns.countplot(df_train.homepage_featured)\n",
"plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:1428: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" stat_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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6fvy4enp65PP5lJqaqvT0dNXX10uSGhsbNWPGDEVHRys+Pl6tra1nrDFz5kzt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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69ecb9518>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "gvGXvq_qPdbN",
"colab_type": "code",
"outputId": "9d6b05a4-1777-457a-cd84-6b9e360fada6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 446
}
},
"cell_type": "code",
"source": [
"sns.violinplot(x=\"emailer_for_promotion\", y=\"num_orders\", data=df_train)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:588: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" kde_data = remove_na(group_data)\n",
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:816: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" violin_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69c2f3128>"
]
},
"metadata": {
"tags": []
},
"execution_count": 13
},
{
"output_type": "display_data",
"data": {
"image/png": 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7jgLsf/DOfiZq1PxpjZo/rpGM0RVXXKUf/nCc0tLSOnKXcBS5uZntthP6SLmd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\nAwBgE4Q+AAA2QegDAGAT/x/opHA/8GPDigAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe6a0681748>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "fw67zU1bQGtB",
"colab_type": "code",
"outputId": "25e69509-4dd2-4be6-97f1-56cdbd16556e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 446
}
},
"cell_type": "code",
"source": [
"sns.violinplot(x=\"homepage_featured\", y=\"num_orders\", data=df_train)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:588: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" kde_data = remove_na(group_data)\n",
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:816: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" violin_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69c2deda0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 14
},
{
"output_type": "display_data",
"data": {
"image/png": 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q2LARSklJbdEfrSsrK+2k7YQ+2lR1dZW2bNmstza8qYb6etmcqUrsc7nsCemq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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69eccc1d0>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "vIcgV7_zRFnN",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"df_train['promotion'] = df_train.homepage_featured + df_train.emailer_for_promotion"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "OGzk2Pj_RQFg",
"colab_type": "code",
"outputId": "cbddf9d9-f5a7-476d-bc68-c1ef7e40105e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 446
}
},
"cell_type": "code",
"source": [
"sns.violinplot(x=\"promotion\", y=\"num_orders\", data=df_train)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:588: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" kde_data = remove_na(group_data)\n",
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:816: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" violin_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69c23b390>"
]
},
"metadata": {
"tags": []
},
"execution_count": 16
},
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69c295d68>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "0k_Oq9xvoBn_",
"colab_type": "code",
"outputId": "f88d5a27-a019-454d-8701-b5a088034858",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1969
}
},
"cell_type": "code",
"source": [
"df_train[(df_train['center_id'] == 55) & (df_train['meal_id'] == 1971)]"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>week</th>\n",
" <th>center_id</th>\n",
" <th>meal_id</th>\n",
" <th>checkout_price</th>\n",
" <th>base_price</th>\n",
" <th>emailer_for_promotion</th>\n",
" <th>homepage_featured</th>\n",
" <th>num_orders</th>\n",
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" <td>1971</td>\n",
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" <td>0</td>\n",
" <td>123</td>\n",
" <td>0</td>\n",
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" <td>1072749</td>\n",
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" <td>55</td>\n",
" <td>1971</td>\n",
" <td>292.03</td>\n",
" <td>291.03</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>122</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54493</th>\n",
" <td>1020814</td>\n",
" <td>20</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>291.03</td>\n",
" <td>290.03</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>68</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57415</th>\n",
" <td>1177437</td>\n",
" <td>21</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>292.03</td>\n",
" <td>290.03</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>80</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60379</th>\n",
" <td>1385182</td>\n",
" <td>22</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>243.50</td>\n",
" <td>292.03</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1135</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63302</th>\n",
" <td>1129264</td>\n",
" <td>23</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>241.56</td>\n",
" <td>290.03</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1148</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66261</th>\n",
" <td>1022416</td>\n",
" <td>24</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>287.18</td>\n",
" <td>287.18</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>134</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69208</th>\n",
" <td>1198789</td>\n",
" <td>25</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>291.03</td>\n",
" <td>292.03</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>95</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72180</th>\n",
" <td>1424041</td>\n",
" <td>26</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>311.43</td>\n",
" <td>309.43</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>81</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75194</th>\n",
" <td>1322840</td>\n",
" <td>27</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>309.43</td>\n",
" <td>309.43</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>80</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78224</th>\n",
" <td>1136131</td>\n",
" <td>28</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>311.43</td>\n",
" <td>310.43</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>27</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81266</th>\n",
" <td>1078759</td>\n",
" <td>29</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>310.43</td>\n",
" <td>311.43</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>68</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84293</th>\n",
" <td>1372538</td>\n",
" <td>30</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>158.11</td>\n",
" <td>310.43</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1160</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>358095</th>\n",
" <td>1251064</td>\n",
" <td>116</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>322.04</td>\n",
" <td>322.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>109</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>361371</th>\n",
" <td>1280181</td>\n",
" <td>117</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>322.04</td>\n",
" <td>322.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>69</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>364662</th>\n",
" <td>1438152</td>\n",
" <td>118</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>322.04</td>\n",
" <td>322.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>42</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>367936</th>\n",
" <td>1134451</td>\n",
" <td>119</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>323.04</td>\n",
" <td>322.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>80</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>371159</th>\n",
" <td>1468208</td>\n",
" <td>120</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>322.04</td>\n",
" <td>323.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>203</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>374418</th>\n",
" <td>1325958</td>\n",
" <td>121</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>193.06</td>\n",
" <td>324.04</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1160</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>377716</th>\n",
" <td>1362830</td>\n",
" <td>122</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>193.06</td>\n",
" <td>324.04</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2580</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>381075</th>\n",
" <td>1423363</td>\n",
" <td>123</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>194.06</td>\n",
" <td>324.04</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1905</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>384407</th>\n",
" <td>1078102</td>\n",
" <td>124</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>195.00</td>\n",
" <td>322.04</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1445</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>387680</th>\n",
" <td>1168845</td>\n",
" <td>125</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>323.04</td>\n",
" <td>324.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>96</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>390928</th>\n",
" <td>1455295</td>\n",
" <td>126</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>324.04</td>\n",
" <td>323.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>26</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>394181</th>\n",
" <td>1067437</td>\n",
" <td>127</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>323.04</td>\n",
" <td>322.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>176</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>397438</th>\n",
" <td>1274438</td>\n",
" <td>128</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>287.15</td>\n",
" <td>323.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>107</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>400714</th>\n",
" <td>1430751</td>\n",
" <td>129</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>322.04</td>\n",
" <td>322.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>135</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>404004</th>\n",
" <td>1366500</td>\n",
" <td>130</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>324.04</td>\n",
" <td>322.04</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>95</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>407265</th>\n",
" <td>1035994</td>\n",
" <td>131</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>328.89</td>\n",
" <td>326.89</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>310</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>410557</th>\n",
" <td>1180474</td>\n",
" <td>132</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>238.65</td>\n",
" <td>327.89</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2714</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>413833</th>\n",
" <td>1247635</td>\n",
" <td>133</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>227.01</td>\n",
" <td>326.89</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2160</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>417159</th>\n",
" <td>1423642</td>\n",
" <td>134</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>251.23</td>\n",
" <td>326.89</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>809</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>420486</th>\n",
" <td>1054278</td>\n",
" <td>135</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>328.86</td>\n",
" <td>328.86</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>134</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>423747</th>\n",
" <td>1310496</td>\n",
" <td>136</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>325.95</td>\n",
" <td>326.95</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>162</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>427019</th>\n",
" <td>1275502</td>\n",
" <td>137</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>329.86</td>\n",
" <td>328.86</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>55</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>430303</th>\n",
" <td>1101093</td>\n",
" <td>138</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>327.86</td>\n",
" <td>329.86</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>27</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>433582</th>\n",
" <td>1294479</td>\n",
" <td>139</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>329.86</td>\n",
" <td>327.86</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>122</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>436860</th>\n",
" <td>1480864</td>\n",
" <td>140</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>328.86</td>\n",
" <td>328.86</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>149</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>440193</th>\n",
" <td>1016341</td>\n",
" <td>141</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>328.86</td>\n",
" <td>329.86</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>95</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>443455</th>\n",
" <td>1046826</td>\n",
" <td>142</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>328.86</td>\n",
" <td>328.86</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>53</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>446694</th>\n",
" <td>1113829</td>\n",
" <td>143</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>346.35</td>\n",
" <td>345.35</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>41</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>449999</th>\n",
" <td>1377889</td>\n",
" <td>144</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>344.35</td>\n",
" <td>345.35</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>148</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>453299</th>\n",
" <td>1229662</td>\n",
" <td>145</td>\n",
" <td>55</td>\n",
" <td>1971</td>\n",
" <td>346.35</td>\n",
" <td>344.35</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>28</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>145 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" id week center_id meal_id checkout_price base_price \\\n",
"20 1044821 1 55 1971 259.99 320.13 \n",
"2940 1407028 2 55 1971 258.99 320.13 \n",
"5838 1046109 3 55 1971 320.13 320.13 \n",
"8734 1079068 4 55 1971 321.13 320.13 \n",
"11624 1118317 5 55 1971 320.13 321.13 \n",
"14483 1394498 6 55 1971 319.13 320.13 \n",
"17328 1194455 7 55 1971 321.13 319.13 \n",
"20124 1309504 8 55 1971 319.13 319.13 \n",
"22911 1238583 9 55 1971 319.13 319.13 \n",
"25763 1201897 10 55 1971 242.50 320.13 \n",
"28622 1409722 11 55 1971 241.53 320.13 \n",
"31486 1104709 12 55 1971 241.53 319.13 \n",
"34317 1024096 13 55 1971 321.13 319.13 \n",
"37156 1178513 14 55 1971 320.13 320.13 \n",
"39986 1341450 15 55 1971 320.13 321.13 \n",
"42852 1398984 16 55 1971 320.13 321.13 \n",
"45703 1089203 17 55 1971 320.13 319.13 \n",
"48591 1249937 18 55 1971 321.13 321.13 \n",
"51553 1072749 19 55 1971 292.03 291.03 \n",
"54493 1020814 20 55 1971 291.03 290.03 \n",
"57415 1177437 21 55 1971 292.03 290.03 \n",
"60379 1385182 22 55 1971 243.50 292.03 \n",
"63302 1129264 23 55 1971 241.56 290.03 \n",
"66261 1022416 24 55 1971 287.18 287.18 \n",
"69208 1198789 25 55 1971 291.03 292.03 \n",
"72180 1424041 26 55 1971 311.43 309.43 \n",
"75194 1322840 27 55 1971 309.43 309.43 \n",
"78224 1136131 28 55 1971 311.43 310.43 \n",
"81266 1078759 29 55 1971 310.43 311.43 \n",
"84293 1372538 30 55 1971 158.11 310.43 \n",
"... ... ... ... ... ... ... \n",
"358095 1251064 116 55 1971 322.04 322.04 \n",
"361371 1280181 117 55 1971 322.04 322.04 \n",
"364662 1438152 118 55 1971 322.04 322.04 \n",
"367936 1134451 119 55 1971 323.04 322.04 \n",
"371159 1468208 120 55 1971 322.04 323.04 \n",
"374418 1325958 121 55 1971 193.06 324.04 \n",
"377716 1362830 122 55 1971 193.06 324.04 \n",
"381075 1423363 123 55 1971 194.06 324.04 \n",
"384407 1078102 124 55 1971 195.00 322.04 \n",
"387680 1168845 125 55 1971 323.04 324.04 \n",
"390928 1455295 126 55 1971 324.04 323.04 \n",
"394181 1067437 127 55 1971 323.04 322.04 \n",
"397438 1274438 128 55 1971 287.15 323.04 \n",
"400714 1430751 129 55 1971 322.04 322.04 \n",
"404004 1366500 130 55 1971 324.04 322.04 \n",
"407265 1035994 131 55 1971 328.89 326.89 \n",
"410557 1180474 132 55 1971 238.65 327.89 \n",
"413833 1247635 133 55 1971 227.01 326.89 \n",
"417159 1423642 134 55 1971 251.23 326.89 \n",
"420486 1054278 135 55 1971 328.86 328.86 \n",
"423747 1310496 136 55 1971 325.95 326.95 \n",
"427019 1275502 137 55 1971 329.86 328.86 \n",
"430303 1101093 138 55 1971 327.86 329.86 \n",
"433582 1294479 139 55 1971 329.86 327.86 \n",
"436860 1480864 140 55 1971 328.86 328.86 \n",
"440193 1016341 141 55 1971 328.86 329.86 \n",
"443455 1046826 142 55 1971 328.86 328.86 \n",
"446694 1113829 143 55 1971 346.35 345.35 \n",
"449999 1377889 144 55 1971 344.35 345.35 \n",
"453299 1229662 145 55 1971 346.35 344.35 \n",
"\n",
" emailer_for_promotion homepage_featured num_orders promotion \n",
"20 1 1 798 2 \n",
"2940 1 1 852 2 \n",
"5838 0 0 134 0 \n",
"8734 0 0 122 0 \n",
"11624 0 0 177 0 \n",
"14483 0 0 54 0 \n",
"17328 0 0 40 0 \n",
"20124 0 0 13 0 \n",
"22911 0 0 94 0 \n",
"25763 1 0 756 1 \n",
"28622 1 1 514 2 \n",
"31486 0 0 297 0 \n",
"34317 0 0 94 0 \n",
"37156 0 0 80 0 \n",
"39986 0 0 41 0 \n",
"42852 0 0 41 0 \n",
"45703 0 0 80 0 \n",
"48591 0 0 123 0 \n",
"51553 0 0 122 0 \n",
"54493 0 0 68 0 \n",
"57415 0 0 80 0 \n",
"60379 1 1 1135 2 \n",
"63302 1 1 1148 2 \n",
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"78224 0 0 27 0 \n",
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"84293 1 0 1160 1 \n",
"... ... ... ... ... \n",
"358095 0 0 109 0 \n",
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"367936 0 0 80 0 \n",
"371159 0 0 203 0 \n",
"374418 1 1 1160 2 \n",
"377716 1 1 2580 2 \n",
"381075 1 1 1905 2 \n",
"384407 1 1 1445 2 \n",
"387680 0 0 96 0 \n",
"390928 0 0 26 0 \n",
"394181 0 0 176 0 \n",
"397438 0 0 107 0 \n",
"400714 0 0 135 0 \n",
"404004 0 0 95 0 \n",
"407265 0 0 310 0 \n",
"410557 1 1 2714 2 \n",
"413833 1 1 2160 2 \n",
"417159 0 1 809 1 \n",
"420486 0 0 134 0 \n",
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"427019 0 0 55 0 \n",
"430303 0 0 27 0 \n",
"433582 0 0 122 0 \n",
"436860 0 0 149 0 \n",
"440193 0 0 95 0 \n",
"443455 0 0 53 0 \n",
"446694 0 0 41 0 \n",
"449999 0 0 148 0 \n",
"453299 0 0 28 0 \n",
"\n",
"[145 rows x 10 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 17
}
]
},
{
"metadata": {
"id": "WVtTQwAJQ48U",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"**Number of orders are more than promotional meals. Hence I create a promotion column which show how much promotion the product got**"
]
},
{
"metadata": {
"id": "AnF_vKBOQ0tH",
"colab_type": "code",
"outputId": "3eb9737b-3c2b-4b78-a896-e6b774d97cfd",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 537
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(24,8))\n",
"df_train.groupby(['week']).mean().reset_index().plot.line(x = 'week', y = 'num_orders',ax=ax[0])\n",
"df_train.groupby(['week']).mean().reset_index().plot.line(x = 'week', y = 'promotion',ax=ax[1])\n",
"df_train.groupby(['week']).mean().reset_index().plot.line(x = 'week', y = 'checkout_price',ax=ax[2])"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69c13d358>"
]
},
"metadata": {
"tags": []
},
"execution_count": 18
},
{
"output_type": "display_data",
"data": {
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LLdZtYrEYLr30UuzYsQOnnXYazjnnnLyPOXZsEB5PZXEFHR3OGWJdCTeshxvW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\nY3qWY6iqAttxODamIG/8scvw7z/cwv/91WcAs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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69c1bff60>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "WkXgxQt6R_e9",
"colab_type": "code",
"outputId": "e4fabafa-46d2-404c-f948-cee3ec236171",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 534
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(24,8))\n",
"df_train.groupby(['meal_id']).mean().reset_index().plot.line(x = 'meal_id', y = 'num_orders',ax=ax[0])\n",
"df_train.groupby(['meal_id']).mean().reset_index().plot.line(x = 'meal_id', y = 'promotion',ax=ax[1])\n",
"df_train.groupby(['meal_id']).mean().reset_index().plot.line(x = 'meal_id', y = 'checkout_price',ax=ax[2])"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69a7a6f98>"
]
},
"metadata": {
"tags": []
},
"execution_count": 19
},
{
"output_type": "display_data",
"data": {
"image/png": 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PRM1t8urJIUxMDAIA3jYxhJ88fwT/b+d+bH92Fhe9acaz5/Ni/SzGEpEvUllnZmwHF0IU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u3DOLyWcF8WKBSW6befPw/906awkPd8a6g1okEr5b2eyOhCAKqBaqxVQCvOzwFHEDp8QmFbN2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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69c1bfa58>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "d1THuci_U8Fv",
"colab_type": "code",
"outputId": "4e768a59-3c66-4dff-922f-a9a16102919d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 534
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(24,8))\n",
"df_train.groupby(['center_id']).mean().reset_index().plot.line(x = 'center_id', y = 'num_orders',ax=ax[0])\n",
"df_train.groupby(['center_id']).mean().reset_index().plot.line(x = 'center_id', y = 'promotion',ax=ax[1])\n",
"df_train.groupby(['center_id']).mean().reset_index().plot.line(x = 'center_id', y = 'checkout_price',ax=ax[2])"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69c3ce390>"
]
},
"metadata": {
"tags": []
},
"execution_count": 20
},
{
"output_type": "display_data",
"data": {
"image/png": 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IyFMWL74M/f3W9ORgUEU8rqGlpQW33HJnjbeMiMibbvljJ8a1BHHx6YfWelOoRk444Tu1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bx50qITVkQO5CJOcEyuUCcsAFxw+pHYsvMAHt/yNk5bOBWTxllkJqpVmVdp8PjUOVSzE5Y7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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69c041c88>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "YeHh7Qw7VmPE",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"**Promotion and Checkout price are the main columns in this dataframe**"
]
},
{
"metadata": {
"id": "mkXJgVQHE7sN",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Meal Info\n",
"1. Distribution of cuisine and category\n",
"2. Distribution of both w.r.t num_orders"
]
},
{
"metadata": {
"id": "7NzmXjrjVT3E",
"colab_type": "code",
"outputId": "2086e3c1-fe19-42b5-edd6-a42ecfc2aa52",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 412
}
},
"cell_type": "code",
"source": [
"sns.countplot(df_meal_info.cuisine)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:1428: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" stat_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69c0c4198>"
]
},
"metadata": {
"tags": []
},
"execution_count": 21
},
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69c35fe80>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "PJn7Z8rMFwCp",
"colab_type": "code",
"outputId": "2aacd26e-8015-4b17-8d2c-65275ab5fece",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 439
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(12,6))\n",
"sns.countplot(df_meal_info.category, ax=ax)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:1428: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" stat_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69c440e80>"
]
},
"metadata": {
"tags": []
},
"execution_count": 22
},
{
"output_type": "display_data",
"data": {
"image/png": 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AAAsCMwAAAGBBYAYAAAAsCMwAAACABYEZAAAAsCAwAwAAABYEZgAAAMCCwAwAAABYEJgB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\nAAAAsPh/qCwaJ7YuHnEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69a6bb9e8>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "8YUE9EUgF7JW",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"df_with_meal = df_train.merge(df_meal_info)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "WP_V0fkIGz9K",
"colab_type": "code",
"outputId": "cd73678d-9022-46f8-d299-30f144d6fea9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 439
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(12,6))\n",
"sns.boxplot(x='cuisine', y='num_orders', data=df_with_meal, ax=ax)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:454: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" box_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69ec8f5f8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 24
},
{
"output_type": "display_data",
"data": {
"image/png": 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GzwRuAFaxceOHrFwCALA0n0e627dvr7S0NCUkJCgkJMSzfcqUKUYaAwBfVK/TXV0zrxsA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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69a627748>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "jogom_fXHSgx",
"colab_type": "code",
"outputId": "e65bed7d-63cd-4cee-84fc-8acd04d6c50b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 473
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(12,6))\n",
"sns.violinplot(x='category', y='num_orders', data=df_with_meal, ax=ax)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:588: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" kde_data = remove_na(group_data)\n",
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:816: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" violin_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69a5f9c88>"
]
},
"metadata": {
"tags": []
},
"execution_count": 25
},
{
"output_type": "display_data",
"data": {
"image/png": 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y8OAPWgIAAABX4nRq/vLLL9WtWzcNHTpUkjRu3DhFR0dbVhgAAABQVjgduhcuXKhVq1ap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\nIiLiZz8A2c3DXvCUDMUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69a6c0c18>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "GiaP2icCH4U2",
"colab_type": "code",
"outputId": "7941b52b-9b75-440b-f807-f0d6cf5778a8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 439
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(12,6))\n",
"sns.boxplot(x='category', y='num_orders', data=df_with_meal, ax=ax)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:454: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" box_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69a4af0b8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 26
},
{
"output_type": "display_data",
"data": {
"image/png": 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3x44d3U+ClKT77rtPYWFhjgQFAAAA1Ca2u5fMmjWr1M8k3L6PcboBAACqh+1Kd9OmTRUT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\nWlqV9rWynLoMxV555RU1bNi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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69a4b47b8>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "8xFhqY4XIkOG",
"colab_type": "code",
"outputId": "80b02f3c-c5b0-4f6c-8b7a-1a10755e8b56",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
}
},
"cell_type": "code",
"source": [
"df_with_meal.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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>id</th>\n",
" <th>week</th>\n",
" <th>center_id</th>\n",
" <th>meal_id</th>\n",
" <th>checkout_price</th>\n",
" <th>base_price</th>\n",
" <th>emailer_for_promotion</th>\n",
" <th>homepage_featured</th>\n",
" <th>num_orders</th>\n",
" <th>promotion</th>\n",
" <th>category</th>\n",
" <th>cuisine</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1379560</td>\n",
" <td>1</td>\n",
" <td>55</td>\n",
" <td>1885</td>\n",
" <td>136.83</td>\n",
" <td>152.29</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>177</td>\n",
" <td>0</td>\n",
" <td>Beverages</td>\n",
" <td>Thai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1040403</td>\n",
" <td>1</td>\n",
" <td>24</td>\n",
" <td>1885</td>\n",
" <td>136.83</td>\n",
" <td>136.83</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1498</td>\n",
" <td>0</td>\n",
" <td>Beverages</td>\n",
" <td>Thai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1103215</td>\n",
" <td>1</td>\n",
" <td>11</td>\n",
" <td>1885</td>\n",
" <td>136.83</td>\n",
" <td>136.83</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>959</td>\n",
" <td>0</td>\n",
" <td>Beverages</td>\n",
" <td>Thai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1034383</td>\n",
" <td>1</td>\n",
" <td>83</td>\n",
" <td>1885</td>\n",
" <td>121.31</td>\n",
" <td>120.31</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1025</td>\n",
" <td>1</td>\n",
" <td>Beverages</td>\n",
" <td>Thai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1118999</td>\n",
" <td>1</td>\n",
" <td>32</td>\n",
" <td>1885</td>\n",
" <td>114.52</td>\n",
" <td>113.52</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>445</td>\n",
" <td>1</td>\n",
" <td>Beverages</td>\n",
" <td>Thai</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id week center_id meal_id checkout_price base_price \\\n",
"0 1379560 1 55 1885 136.83 152.29 \n",
"1 1040403 1 24 1885 136.83 136.83 \n",
"2 1103215 1 11 1885 136.83 136.83 \n",
"3 1034383 1 83 1885 121.31 120.31 \n",
"4 1118999 1 32 1885 114.52 113.52 \n",
"\n",
" emailer_for_promotion homepage_featured num_orders promotion category \\\n",
"0 0 0 177 0 Beverages \n",
"1 0 0 1498 0 Beverages \n",
"2 0 0 959 0 Beverages \n",
"3 0 1 1025 1 Beverages \n",
"4 0 1 445 1 Beverages \n",
"\n",
" cuisine \n",
"0 Thai \n",
"1 Thai \n",
"2 Thai \n",
"3 Thai \n",
"4 Thai "
]
},
"metadata": {
"tags": []
},
"execution_count": 27
}
]
},
{
"metadata": {
"id": "SIK6USvrI75d",
"colab_type": "code",
"outputId": "2cc8387a-f778-4c77-de52-36a571358df3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 221
}
},
"cell_type": "code",
"source": [
"cuisines = df_meal_info['cuisine'].unique()\n",
"for cuisine in cuisines:\n",
" print(cuisine)\n",
" print(df_meal_info[df_meal_info['cuisine'] == cuisine]['category'].unique())\n",
" print('***************')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Thai\n",
"['Beverages' 'Extras' 'Soup' 'Other Snacks' 'Starters']\n",
"***************\n",
"Indian\n",
"['Beverages' 'Rice Bowl' 'Desert' 'Biryani']\n",
"***************\n",
"Italian\n",
"['Beverages' 'Salad' 'Sandwich' 'Pasta']\n",
"***************\n",
"Continental\n",
"['Beverages' 'Pizza' 'Fish' 'Seafood']\n",
"***************\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "y1LQ1KbILIOB",
"colab_type": "code",
"outputId": "5f78f2be-6f95-436e-b075-e9c14a02b242",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 439
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(12,6))\n",
"sns.boxplot(x='cuisine', y='num_orders', data=df_with_meal[df_with_meal['category'] == 'Beverages'], ax=ax)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:454: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" box_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69a343cf8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 29
},
{
"output_type": "display_data",
"data": {
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/+9vfJEn33nuv5s2bZ1phAAAAQLDxO1zfcsst2rp1q5m1AAAAAEHN72khS5YsMbMOAAAA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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69a3436a0>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "bhZ7oe3aNEY3",
"colab_type": "code",
"outputId": "af6a5c7b-3422-4f28-f063-fe96fdcdf275",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"cell_type": "code",
"source": [
"del df_with_meal\n",
"gc.collect()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"227"
]
},
"metadata": {
"tags": []
},
"execution_count": 30
}
]
},
{
"metadata": {
"id": "MGiA8dHQMkYf",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"* **Distribution of meals are almost similar**\n",
"\n",
"* **All the category are unique except Beverages which has been sold more in thai cuisine**\n"
]
},
{
"metadata": {
"id": "Vzs6OzW_NNbK",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### feature center\n",
"1. Distribution of center_type\n",
"2. center_type-op_area correlationship\n",
"3. city-code, region-code-center-type distribution with numorders"
]
},
{
"metadata": {
"id": "Dc5kCuVqMT82",
"colab_type": "code",
"outputId": "c6cb457e-e5a4-4bfe-bccb-010059373542",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
}
},
"cell_type": "code",
"source": [
"df_fcenter_info.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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>center_id</th>\n",
" <th>city_code</th>\n",
" <th>region_code</th>\n",
" <th>center_type</th>\n",
" <th>op_area</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>11</td>\n",
" <td>679</td>\n",
" <td>56</td>\n",
" <td>TYPE_A</td>\n",
" <td>3.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>13</td>\n",
" <td>590</td>\n",
" <td>56</td>\n",
" <td>TYPE_B</td>\n",
" <td>6.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>124</td>\n",
" <td>590</td>\n",
" <td>56</td>\n",
" <td>TYPE_C</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>66</td>\n",
" <td>648</td>\n",
" <td>34</td>\n",
" <td>TYPE_A</td>\n",
" <td>4.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>94</td>\n",
" <td>632</td>\n",
" <td>34</td>\n",
" <td>TYPE_C</td>\n",
" <td>3.6</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" center_id city_code region_code center_type op_area\n",
"0 11 679 56 TYPE_A 3.7\n",
"1 13 590 56 TYPE_B 6.7\n",
"2 124 590 56 TYPE_C 4.0\n",
"3 66 648 34 TYPE_A 4.1\n",
"4 94 632 34 TYPE_C 3.6"
]
},
"metadata": {
"tags": []
},
"execution_count": 31
}
]
},
{
"metadata": {
"id": "kRDN6y4RNUzM",
"colab_type": "code",
"outputId": "97c4d7e6-cbed-4df6-d744-439d1cb618da",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 412
}
},
"cell_type": "code",
"source": [
"sns.countplot(df_fcenter_info.center_type)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:1428: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" stat_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69a35ce10>"
]
},
"metadata": {
"tags": []
},
"execution_count": 32
},
{
"output_type": "display_data",
"data": {
"image/png": 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oAwBgRFK0F3zyySf11ltvyefz6aGHHtI3v/nNaI8AAIBJUY32jh079MEHH6i8vFzvvfee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\nQbQBADCCaAMAYATRBgDACKINAIAR/w9vqH/DwcCKCQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe6a06e10f0>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "2ZOGzxijNzvs",
"colab_type": "code",
"outputId": "b1ce3244-4f0e-4ae7-df7b-66451d408b9a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 446
}
},
"cell_type": "code",
"source": [
"sns.violinplot(x='center_type', y='op_area', data=df_fcenter_info)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:588: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" kde_data = remove_na(group_data)\n",
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:816: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" violin_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69a2a0240>"
]
},
"metadata": {
"tags": []
},
"execution_count": 33
},
{
"output_type": "display_data",
"data": {
"image/png": 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L3LlzE3mpfs8w9M6/KYAiP/Sii9k/CvKzKGJaWpq7/h6OSDvR3khYcm5sbOTRRx/lxRdf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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69a630860>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "6XW6OUUiOI9t",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"df_with_center = df_train.merge(df_fcenter_info)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "UTGUPO2iO8Cm",
"colab_type": "code",
"outputId": "74074850-a0ae-49f2-b10e-eeec7e6e4dc7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 224
}
},
"cell_type": "code",
"source": [
"df_with_center.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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>id</th>\n",
" <th>week</th>\n",
" <th>center_id</th>\n",
" <th>meal_id</th>\n",
" <th>checkout_price</th>\n",
" <th>base_price</th>\n",
" <th>emailer_for_promotion</th>\n",
" <th>homepage_featured</th>\n",
" <th>num_orders</th>\n",
" <th>promotion</th>\n",
" <th>city_code</th>\n",
" <th>region_code</th>\n",
" <th>center_type</th>\n",
" <th>op_area</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1379560</td>\n",
" <td>1</td>\n",
" <td>55</td>\n",
" <td>1885</td>\n",
" <td>136.83</td>\n",
" <td>152.29</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>177</td>\n",
" <td>0</td>\n",
" <td>647</td>\n",
" <td>56</td>\n",
" <td>TYPE_C</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1466964</td>\n",
" <td>1</td>\n",
" <td>55</td>\n",
" <td>1993</td>\n",
" <td>136.83</td>\n",
" <td>135.83</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>270</td>\n",
" <td>0</td>\n",
" <td>647</td>\n",
" <td>56</td>\n",
" <td>TYPE_C</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1346989</td>\n",
" <td>1</td>\n",
" <td>55</td>\n",
" <td>2539</td>\n",
" <td>134.86</td>\n",
" <td>135.86</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>189</td>\n",
" <td>0</td>\n",
" <td>647</td>\n",
" <td>56</td>\n",
" <td>TYPE_C</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1338232</td>\n",
" <td>1</td>\n",
" <td>55</td>\n",
" <td>2139</td>\n",
" <td>339.50</td>\n",
" <td>437.53</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>54</td>\n",
" <td>0</td>\n",
" <td>647</td>\n",
" <td>56</td>\n",
" <td>TYPE_C</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1448490</td>\n",
" <td>1</td>\n",
" <td>55</td>\n",
" <td>2631</td>\n",
" <td>243.50</td>\n",
" <td>242.50</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>0</td>\n",
" <td>647</td>\n",
" <td>56</td>\n",
" <td>TYPE_C</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id week center_id meal_id checkout_price base_price \\\n",
"0 1379560 1 55 1885 136.83 152.29 \n",
"1 1466964 1 55 1993 136.83 135.83 \n",
"2 1346989 1 55 2539 134.86 135.86 \n",
"3 1338232 1 55 2139 339.50 437.53 \n",
"4 1448490 1 55 2631 243.50 242.50 \n",
"\n",
" emailer_for_promotion homepage_featured num_orders promotion city_code \\\n",
"0 0 0 177 0 647 \n",
"1 0 0 270 0 647 \n",
"2 0 0 189 0 647 \n",
"3 0 0 54 0 647 \n",
"4 0 0 40 0 647 \n",
"\n",
" region_code center_type op_area \n",
"0 56 TYPE_C 2.0 \n",
"1 56 TYPE_C 2.0 \n",
"2 56 TYPE_C 2.0 \n",
"3 56 TYPE_C 2.0 \n",
"4 56 TYPE_C 2.0 "
]
},
"metadata": {
"tags": []
},
"execution_count": 35
}
]
},
{
"metadata": {
"id": "p21UgsKdO-9z",
"colab_type": "code",
"outputId": "53d01942-687b-4cbf-a8bf-5e1324466773",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 439
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(12,6))\n",
"sns.boxplot(x='center_type', y='num_orders', data=df_with_center, ax=ax)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:454: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" box_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69a206b00>"
]
},
"metadata": {
"tags": []
},
"execution_count": 36
},
{
"output_type": "display_data",
"data": {
"image/png": 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ekpWV1eDjYAjcAIALt3r126yeAABNzOfpJW3atFF6erqSk5MVHh7u2T5+/HgjjQEA/K9+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\n3QAAAIBh/wsvDso6KjynkAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69a1fcf98>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "NUiIwcmdPLtc",
"colab_type": "code",
"outputId": "32d53279-b338-4422-dec8-0a38c3847579",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 473
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(18,6))\n",
"sns.violinplot(x='city_code', y='num_orders', data=df_with_center, ax=ax)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:588: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" kde_data = remove_na(group_data)\n",
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:816: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" violin_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe69a1a9860>"
]
},
"metadata": {
"tags": []
},
"execution_count": 37
},
{
"output_type": "display_data",
"data": {
"image/png": 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Tp/I1deoklZS4Qp0KgDBXW1srSWpoqA9xJtZLTZ2n559/lpkaANDJmHhOH+hc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\nCGlQaLCCEEIIIYQQQgghDcr/A5CsH3GgjH4zAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe69a18e6a0>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "BFPWX-aTzRn0",
"colab_type": "code",
"outputId": "a144f5d7-2021-4df6-b787-739005eec4ee",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 405
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(18,6))\n",
"sns.stripplot(x='city_code', y='num_orders', data=df_with_center, ax=ax)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe699ef6d30>"
]
},
"metadata": {
"tags": []
},
"e
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