instacart-basket-analysis EDA.ipynb

{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","execution_count":56,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The goal here is to predict which previously purchased products will be in a user’s next order."},{"metadata":{},"cell_type":"markdown","source":"# Overview"},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"aisles = pd.read_csv('../input/instacart-market-basket-analysis/aisles.csv')\ndepts = pd.read_csv('../input/instacart-market-basket-analysis/departments.csv')\norders_prior = pd.read_csv('../input/instacart-market-basket-analysis/order_products__prior.csv')\norders_train = pd.read_csv('../input/instacart-market-basket-analysis/order_products__train.csv')\norders = pd.read_csv('../input/instacart-market-basket-analysis/orders.csv')\nproducts = pd.read_csv('../input/instacart-market-basket-analysis/products.csv')","execution_count":57,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Let's start by looking at each of the inputs: their contents and sizes."},{"metadata":{"trusted":true},"cell_type":"code","source":"aisles.tail(3)","execution_count":58,"outputs":[{"output_type":"execute_result","execution_count":58,"data":{"text/plain":"     aisle_id                       aisle\n131       132                      beauty\n132       133  muscles joints pain relief\n133       134  specialty wines champagnes","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>aisle_id</th>\n      <th>aisle</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>131</th>\n      <td>132</td>\n      <td>beauty</td>\n    </tr>\n    <tr>\n      <th>132</th>\n      <td>133</td>\n      <td>muscles joints pain relief</td>\n    </tr>\n    <tr>\n      <th>133</th>\n      <td>134</td>\n      <td>specialty wines champagnes</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"depts.tail(3)","execution_count":59,"outputs":[{"output_type":"execute_result","execution_count":59,"data":{"text/plain":"    department_id department\n18             19     snacks\n19             20       deli\n20             21    missing","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>department_id</th>\n      <th>department</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>18</th>\n      <td>19</td>\n      <td>snacks</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>20</td>\n      <td>deli</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>21</td>\n      <td>missing</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"orders_prior.tail(3)","execution_count":60,"outputs":[{"output_type":"execute_result","execution_count":60,"data":{"text/plain":"          order_id  product_id  add_to_cart_order  reordered\n32434486   3421083        4600                  8          0\n32434487   3421083       24852                  9          1\n32434488   3421083        5020                 10          1","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>product_id</th>\n      <th>add_to_cart_order</th>\n      <th>reordered</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>32434486</th>\n      <td>3421083</td>\n      <td>4600</td>\n      <td>8</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>32434487</th>\n      <td>3421083</td>\n      <td>24852</td>\n      <td>9</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>32434488</th>\n      <td>3421083</td>\n      <td>5020</td>\n      <td>10</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"orders_train.tail(3)","execution_count":61,"outputs":[{"output_type":"execute_result","execution_count":61,"data":{"text/plain":"         order_id  product_id  add_to_cart_order  reordered\n1384614   3421070       35951                  1          1\n1384615   3421070       16953                  2          1\n1384616   3421070        4724                  3          1","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>product_id</th>\n      <th>add_to_cart_order</th>\n      <th>reordered</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1384614</th>\n      <td>3421070</td>\n      <td>35951</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1384615</th>\n      <td>3421070</td>\n      <td>16953</td>\n      <td>2</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1384616</th>\n      <td>3421070</td>\n      <td>4724</td>\n      <td>3</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"orders.tail(3)","execution_count":62,"outputs":[{"output_type":"execute_result","execution_count":62,"data":{"text/plain":"         order_id  user_id eval_set  order_number  order_dow  \\\n3421080    626363   206209    prior            12          1   \n3421081   2977660   206209    prior            13          1   \n3421082    272231   206209    train            14          6   \n\n         order_hour_of_day  days_since_prior_order  \n3421080                 12                    18.0  \n3421081                 12                     7.0  \n3421082                 14                    30.0  ","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>user_id</th>\n      <th>eval_set</th>\n      <th>order_number</th>\n      <th>order_dow</th>\n      <th>order_hour_of_day</th>\n      <th>days_since_prior_order</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>3421080</th>\n      <td>626363</td>\n      <td>206209</td>\n      <td>prior</td>\n      <td>12</td>\n      <td>1</td>\n      <td>12</td>\n      <td>18.0</td>\n    </tr>\n    <tr>\n      <th>3421081</th>\n      <td>2977660</td>\n      <td>206209</td>\n      <td>prior</td>\n      <td>13</td>\n      <td>1</td>\n      <td>12</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>3421082</th>\n      <td>272231</td>\n      <td>206209</td>\n      <td>train</td>\n      <td>14</td>\n      <td>6</td>\n      <td>14</td>\n      <td>30.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"products.tail(3)","execution_count":63,"outputs":[{"output_type":"execute_result","execution_count":63,"data":{"text/plain":"       product_id                                product_name  aisle_id  \\\n49685       49686                            Artisan Baguette       112   \n49686       49687  Smartblend Healthy Metabolism Dry Cat Food        41   \n49687       49688                      Fresh Foaming Cleanser        73   \n\n       department_id  \n49685              3  \n49686              8  \n49687             11  ","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>product_id</th>\n      <th>product_name</th>\n      <th>aisle_id</th>\n      <th>department_id</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>49685</th>\n      <td>49686</td>\n      <td>Artisan Baguette</td>\n      <td>112</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>49686</th>\n      <td>49687</td>\n      <td>Smartblend Healthy Metabolism Dry Cat Food</td>\n      <td>41</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>49687</th>\n      <td>49688</td>\n      <td>Fresh Foaming Cleanser</td>\n      <td>73</td>\n      <td>11</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"# Orders"},{"metadata":{},"cell_type":"markdown","source":"Orders is clearly the most important of the inputs and contains the most information to digest. It has 3421083 rows and 7 columns. Let's look at it in more detail."},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = orders['order_dow'].value_counts(sort=False).plot(kind='bar', figsize=(10,5), fontsize=12)\nax.set_title('Order count distribution by day of week',fontsize=16)\nax.set_xlabel('Day of week', fontsize=14)\nax.set_ylabel('No. of orders', fontsize=14)","execution_count":64,"outputs":[{"output_type":"execute_result","execution_count":64,"data":{"text/plain":"Text(0, 0.5, 'No. of orders')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"It's not mentioned explicitly, but I assumed 0 to mean Sunday, 1 Monday and so on. I expected the number of orders to be highest on weekends, but judging from the plot above, I'm confused if the orders are highest on Sunday and Monday (since it is online ordering) or if 0 refers to Saturday in this case. I have to check further on this."},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = orders['order_hour_of_day'].value_counts(sort=False).plot(kind='bar', figsize=(10,5), fontsize=12)\nax.set_title('Order count distribution by hour of day',fontsize=16)\nax.set_xlabel('Hour of day', fontsize=14)\nax.set_ylabel('No. of orders', fontsize=14)","execution_count":65,"outputs":[{"output_type":"execute_result","execution_count":65,"data":{"text/plain":"Text(0, 0.5, 'No. of orders')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"This is an expected distribution. Most of the orders are in the daytime while ordering at night is still possible since Instacart is an online service."},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = orders['days_since_prior_order'].value_counts(sort=False).plot(kind='bar', figsize=(10,5), fontsize=12)\nax.set_title('Last order distribution',fontsize=16)\nax.set_xlabel('Days since prior order', fontsize=14)\nax.set_ylabel('Frequency', fontsize=14)","execution_count":66,"outputs":[{"output_type":"execute_result","execution_count":66,"data":{"text/plain":"Text(0, 0.5, 'Frequency')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"We see that most of the customers order 7 and 30 days from their last order. A simple and possibly accurate way to interpret this distribution is to say that most people order groceries once a week or once a month in bulk."},{"metadata":{},"cell_type":"markdown","source":"The products contained in an order are present in orders_prior and orders_train. My understanding after reading https://tech.instacart.com/3-million-instacart-orders-open-sourced-d40d29ead6f2 is that since the goal is to predict the products in an order, the last order of a user is separated out from the previous orders. These previous orders are in orders_prior. orders_train is used as training data for the model. There are also some orders left out which can be used as a test set for predictions. This test test can be fetched from the main orders df since it contains the eval_set column."},{"metadata":{"trusted":true},"cell_type":"code","source":"orders['eval_set'].value_counts()","execution_count":67,"outputs":[{"output_type":"execute_result","execution_count":67,"data":{"text/plain":"prior    3214874\ntrain     131209\ntest       75000\nName: eval_set, dtype: int64"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"eval_set_user_counts = orders.drop_duplicates(subset=['user_id', 'eval_set'])['eval_set'].value_counts()\neval_set_user_counts","execution_count":68,"outputs":[{"output_type":"execute_result","execution_count":68,"data":{"text/plain":"prior    206209\ntrain    131209\ntest      75000\nName: eval_set, dtype: int64"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# No. of users\nlen(orders['user_id'].unique())","execution_count":69,"outputs":[{"output_type":"execute_result","execution_count":69,"data":{"text/plain":"206209"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"eval_set_user_counts['train'] + eval_set_user_counts['test']","execution_count":70,"outputs":[{"output_type":"execute_result","execution_count":70,"data":{"text/plain":"206209"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"prior_orders = orders.loc[orders['eval_set'] == 'prior']\nprior_orders['order_number'].sort_values().unique()","execution_count":71,"outputs":[{"output_type":"execute_result","execution_count":71,"data":{"text/plain":"array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n       18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34,\n       35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51,\n       52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68,\n       69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85,\n       86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_set = orders.loc[orders['eval_set'] == 'train']\ntest_set = orders.loc[orders['eval_set'] == 'test']","execution_count":72,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_set['order_number'].sort_values().unique()","execution_count":73,"outputs":[{"output_type":"execute_result","execution_count":73,"data":{"text/plain":"array([  4,   5,   6,   7,   8,   9,  10,  11,  12,  13,  14,  15,  16,\n        17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,  28,  29,\n        30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,  42,\n        43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,\n        69,  70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,\n        82,  83,  84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,\n        95,  96,  97,  98,  99, 100])"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_set['order_number'].sort_values().unique()","execution_count":74,"outputs":[{"output_type":"execute_result","execution_count":74,"data":{"text/plain":"array([  4,   5,   6,   7,   8,   9,  10,  11,  12,  13,  14,  15,  16,\n        17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,  28,  29,\n        30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,  42,\n        43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,\n        69,  70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,\n        82,  83,  84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,\n        95,  96,  97,  98,  99, 100])"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"From the above snippets, we see that of the total 206209 users, their last orders have been split into train and test eval_sets"},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = orders['days_since_prior_order'].value_counts(sort=False).plot(kind='bar', figsize=(10,5), fontsize=12)\nax.set_title('Days since prior order distribution',fontsize=16)\nax.set_xlabel('Days since prior order', fontsize=14)\nax.set_ylabel('No. of orders', fontsize=14)","execution_count":75,"outputs":[{"output_type":"execute_result","execution_count":75,"data":{"text/plain":"Text(0, 0.5, 'No. of orders')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"# Products\nNow let's look at products"},{"metadata":{"trusted":true},"cell_type":"code","source":"products.shape","execution_count":76,"outputs":[{"output_type":"execute_result","execution_count":76,"data":{"text/plain":"(49688, 4)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = orders_prior.groupby('order_id')['add_to_cart_order'].max().value_counts().head(30).plot(kind='bar', figsize=(16,8), fontsize=10)\nax.set_title('Products per order',fontsize=16)\nax.set_xlabel('No. of products', fontsize=14)\nax.set_ylabel('No. of orders with that many products', fontsize=14)","execution_count":77,"outputs":[{"output_type":"execute_result","execution_count":77,"data":{"text/plain":"Text(0, 0.5, 'No. of orders with that many products')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"product_details = pd.merge(products, aisles, on=['aisle_id'], how='inner')\nproduct_details = pd.merge(product_details, depts, on=['department_id'], how='inner')\nproduct_details = product_details.drop(columns=['aisle_id', 'department_id'])\nproduct_details.tail()","execution_count":78,"outputs":[{"output_type":"execute_result","execution_count":78,"data":{"text/plain":"       product_id                                       product_name  \\\n49683       22827                         Organic Black Mission Figs   \n49684       28655                         Crystallized Ginger Chunks   \n49685       30365                                    Vegetable Chips   \n49686       38007                     Naturally Sweet Plantain Chips   \n49687       48778  Fit Super A Juice, Cold Pressed, Carrot/Apple/...   \n\n                              aisle department  \n49683  bulk dried fruits vegetables       bulk  \n49684  bulk dried fruits vegetables       bulk  \n49685  bulk dried fruits vegetables       bulk  \n49686  bulk dried fruits vegetables       bulk  \n49687  bulk dried fruits vegetables       bulk  ","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>product_id</th>\n      <th>product_name</th>\n      <th>aisle</th>\n      <th>department</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>49683</th>\n      <td>22827</td>\n      <td>Organic Black Mission Figs</td>\n      <td>bulk dried fruits vegetables</td>\n      <td>bulk</td>\n    </tr>\n    <tr>\n      <th>49684</th>\n      <td>28655</td>\n      <td>Crystallized Ginger Chunks</td>\n      <td>bulk dried fruits vegetables</td>\n      <td>bulk</td>\n    </tr>\n    <tr>\n      <th>49685</th>\n      <td>30365</td>\n      <td>Vegetable Chips</td>\n      <td>bulk dried fruits vegetables</td>\n      <td>bulk</td>\n    </tr>\n    <tr>\n      <th>49686</th>\n      <td>38007</td>\n      <td>Naturally Sweet Plantain Chips</td>\n      <td>bulk dried fruits vegetables</td>\n      <td>bulk</td>\n    </tr>\n    <tr>\n      <th>49687</th>\n      <td>48778</td>\n      <td>Fit Super A Juice, Cold Pressed, Carrot/Apple/...</td>\n      <td>bulk dried fruits vegetables</td>\n      <td>bulk</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"order_details = pd.merge(orders_prior, product_details, on=['product_id'], how='inner').drop(columns=['product_id'])\norder_details = pd.merge(order_details, orders, on=['order_id'], how='inner')\norder_details.tail()","execution_count":79,"outputs":[{"output_type":"execute_result","execution_count":79,"data":{"text/plain":"          order_id  add_to_cart_order  reordered  \\\n32434484   1666202                  1          0   \n32434485   1699504                  1          0   \n32434486   2666238                  1          0   \n32434487   2770035                  1          0   \n32434488   3326955                  1          0   \n\n                                               product_name  \\\n32434484                                Indian Wells Merlot   \n32434485           Fish Oil 1000 mg+300 mg Omega-3 Softgels   \n32434486                   Disinfecting Toilet Bowl Cleaner   \n32434487  Indoor & Outdoor Allergies, Allergy & Congesti...   \n32434488                             Cotes De Provence Rose   \n\n                         aisle     department  user_id eval_set  order_number  \\\n32434484             red wines        alcohol   189140    prior             2   \n32434485  vitamins supplements  personal care   182854    prior            10   \n32434486     cleaning products      household    51836    prior            12   \n32434487      cold flu allergy  personal care    37237    prior            50   \n32434488                 other          other   132609    prior             7   \n\n          order_dow  order_hour_of_day  days_since_prior_order  \n32434484          3                 11                    20.0  \n32434485          5                 15                     2.0  \n32434486          0                 18                     0.0  \n32434487          6                 16                     2.0  \n32434488          3                 15                     2.0  ","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>add_to_cart_order</th>\n      <th>reordered</th>\n      <th>product_name</th>\n      <th>aisle</th>\n      <th>department</th>\n      <th>user_id</th>\n      <th>eval_set</th>\n      <th>order_number</th>\n      <th>order_dow</th>\n      <th>order_hour_of_day</th>\n      <th>days_since_prior_order</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>32434484</th>\n      <td>1666202</td>\n      <td>1</td>\n      <td>0</td>\n      <td>Indian Wells Merlot</td>\n      <td>red wines</td>\n      <td>alcohol</td>\n      <td>189140</td>\n      <td>prior</td>\n      <td>2</td>\n      <td>3</td>\n      <td>11</td>\n      <td>20.0</td>\n    </tr>\n    <tr>\n      <th>32434485</th>\n      <td>1699504</td>\n      <td>1</td>\n      <td>0</td>\n      <td>Fish Oil 1000 mg+300 mg Omega-3 Softgels</td>\n      <td>vitamins supplements</td>\n      <td>personal care</td>\n      <td>182854</td>\n      <td>prior</td>\n      <td>10</td>\n      <td>5</td>\n      <td>15</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>32434486</th>\n      <td>2666238</td>\n      <td>1</td>\n      <td>0</td>\n      <td>Disinfecting Toilet Bowl Cleaner</td>\n      <td>cleaning products</td>\n      <td>household</td>\n      <td>51836</td>\n      <td>prior</td>\n      <td>12</td>\n      <td>0</td>\n      <td>18</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>32434487</th>\n      <td>2770035</td>\n      <td>1</td>\n      <td>0</td>\n      <td>Indoor &amp; Outdoor Allergies, Allergy &amp; Congesti...</td>\n      <td>cold flu allergy</td>\n      <td>personal care</td>\n      <td>37237</td>\n      <td>prior</td>\n      <td>50</td>\n      <td>6</td>\n      <td>16</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>32434488</th>\n      <td>3326955</td>\n      <td>1</td>\n      <td>0</td>\n      <td>Cotes De Provence Rose</td>\n      <td>other</td>\n      <td>other</td>\n      <td>132609</td>\n      <td>prior</td>\n      <td>7</td>\n      <td>3</td>\n      <td>15</td>\n      <td>2.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"len(order_details['department'].unique())","execution_count":81,"outputs":[{"output_type":"execute_result","execution_count":81,"data":{"text/plain":"21"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize=(20,15))\ntemp = order_details['department'].value_counts()\nlabels = (np.array(temp.index))\nsizes = (np.array((temp / temp.sum())*100))\nplt.pie(sizes, labels=labels, autopct='%1.1f%%')\nplt.title(\"All departments distribution\", fontsize=10)\nplt.show()\ntemp=None\nsizes=None","execution_count":82,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x1080 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Treemap of departments and aisles in them. The sizes indicate number of products in each."},{"metadata":{"trusted":true},"cell_type":"code","source":"import plotly.express as px\nfig = px.treemap(product_details.groupby(['department', 'aisle']).agg({'product_name':'count'}).reset_index(), path=['department', 'aisle'], values='product_name')\nfig.show()","execution_count":101,"outputs":[{"output_type":"display_data","data":{"text/html":"<div>                            <div id=\"6178d9e1-cb90-44fb-836f-1f9d459e3bbe\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"6178d9e1-cb90-44fb-836f-1f9d459e3bbe\")) {                    Plotly.newPlot(                        \"6178d9e1-cb90-44fb-836f-1f9d459e3bbe\",                        [{\"branchvalues\": \"total\", \"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"hovertemplate\": \"labels=%{label}<br>product_name=%{value}<br>parent=%{parent}<br>id=%{id}<extra></extra>\", \"ids\": [\"household/air fresheners candles\", \"international/asian foods\", \"babies/baby accessories\", \"babies/baby bath body care\", \"babies/baby food formula\", \"bakery/bakery desserts\", \"pantry/baking ingredients\", \"pantry/baking supplies decor\", \"personal care/beauty\", \"alcohol/beers coolers\", \"personal care/body lotions soap\", \"bakery/bread\", \"bakery/breakfast bakery\", \"breakfast/breakfast bars pastries\", \"bulk/bulk dried fruits vegetables\", \"bulk/bulk grains rice dried goods\", \"bakery/buns rolls\", \"dairy eggs/butter\", \"snacks/candy chocolate\", \"canned goods/canned fruit applesauce\", \"canned goods/canned jarred vegetables\", \"canned goods/canned meals beans\", \"canned goods/canned meat seafood\", \"pets/cat food care\", \"breakfast/cereal\", \"snacks/chips pretzels\", \"household/cleaning products\", \"beverages/cocoa drink mixes\", \"beverages/coffee\", \"personal care/cold flu allergy\", \"pantry/condiments\", \"snacks/cookies cakes\", \"snacks/crackers\", \"dairy eggs/cream\", \"personal care/deodorants\", \"babies/diapers wipes\", \"personal care/digestion\", \"household/dish detergents\", \"pets/dog food care\", \"pantry/doughs gelatins bake mixes\", \"dry goods pasta/dry pasta\", \"dairy eggs/eggs\", \"snacks/energy granola bars\", \"beverages/energy sports drinks\", \"personal care/eye ear care\", \"personal care/facial care\", \"personal care/feminine care\", \"personal care/first aid\", \"household/food storage\", \"deli/fresh dips tapenades\", \"produce/fresh fruits\", \"produce/fresh herbs\", \"dry goods pasta/fresh pasta\", \"produce/fresh vegetables\", \"frozen/frozen appetizers sides\", \"frozen/frozen breads doughs\", \"frozen/frozen breakfast\", \"frozen/frozen dessert\", \"frozen/frozen juice\", \"frozen/frozen meals\", \"frozen/frozen meat seafood\", \"frozen/frozen pizza\", \"frozen/frozen produce\", \"frozen/frozen vegan vegetarian\", \"snacks/fruit vegetable snacks\", \"dry goods pasta/grains rice dried goods\", \"breakfast/granola\", \"personal care/hair care\", \"pantry/honeys syrups nectars\", \"breakfast/hot cereal pancake mixes\", \"meat seafood/hot dogs bacon sausage\", \"frozen/ice cream ice\", \"snacks/ice cream toppings\", \"international/indian foods\", \"dry goods pasta/instant foods\", \"beverages/juice nectars\", \"household/kitchen supplies\", \"international/kosher foods\", \"international/latino foods\", \"household/laundry\", \"deli/lunch meat\", \"pantry/marinades meat preparation\", \"meat seafood/meat counter\", \"dairy eggs/milk\", \"snacks/mint gum\", \"missing/missing\", \"household/more household\", \"personal care/muscles joints pain relief\", \"snacks/nuts seeds dried fruit\", \"pantry/oils vinegars\", \"personal care/oral hygiene\", \"other/other\", \"dairy eggs/other creams cheeses\", \"dairy 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gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: true});\n}}\n\n                        })                };                });            </script>        </div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"len(order_details['aisle'].unique())","execution_count":84,"outputs":[{"output_type":"execute_result","execution_count":84,"data":{"text/plain":"134"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = order_details['aisle'].value_counts(sort=True).head(30).plot(kind='bar', figsize=(16,8), fontsize=10)\nax.set_title('30 most popular aisles',fontsize=16)\nax.set_xlabel('Aisle name', fontsize=14)\nax.set_ylabel('No. of orders from this aisle', fontsize=14)","execution_count":85,"outputs":[{"output_type":"execute_result","execution_count":85,"data":{"text/plain":"Text(0, 0.5, 'No. of orders from this aisle')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"len(order_details['product_name'].unique())","execution_count":86,"outputs":[{"output_type":"execute_result","execution_count":86,"data":{"text/plain":"49677"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = order_details['product_name'].value_counts(sort=True).head(30).plot(kind='bar', figsize=(16,8), fontsize=10)\nax.set_title('30 most popular products',fontsize=16)\nax.set_xlabel('Product name', fontsize=14)\nax.set_ylabel('No. of times ordered', fontsize=14)","execution_count":87,"outputs":[{"output_type":"execute_result","execution_count":87,"data":{"text/plain":"Text(0, 0.5, 'No. of times ordered')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# prodcts ordered by user 1\norder_details.loc[order_details['user_id'] == 1]['product_name'].value_counts(sort=True)\n","execution_count":88,"outputs":[{"output_type":"execute_result","execution_count":88,"data":{"text/plain":"Original Beef Jerky                        10\nSoda                                       10\nPistachios                                  9\nOrganic String Cheese                       8\nZero Calorie Cola                           3\nCinnamon Toast Crunch                       3\nBag of Organic Bananas                      2\nXL Pick-A-Size Paper Towel Rolls            2\nAged White Cheddar Popcorn                  2\nOrganic Half & Half                         2\nMilk Chocolate Almonds                      1\nOrganic Unsweetened Vanilla Almond Milk     1\nOrganic Unsweetened Almond Milk             1\n0% Greek Strained Yogurt                    1\nCreamy Almond Butter                        1\nHoneycrisp Apples                           1\nOrganic Fuji Apples                         1\nBartlett Pears                              1\nName: product_name, dtype: int64"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"# Reorder data\n\nThe information about previous reorders could be very useful for predicting the next order of a customer. So let's look at that more closely now."},{"metadata":{},"cell_type":"markdown","source":"Let's look at the reorder trends of products"},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = order_details.loc[order_details['reordered'] == 1]['product_name'].value_counts(sort=True).head(30).plot(kind='bar', figsize=(16,8), fontsize=10)\nax.set_title('Most reordered products',fontsize=16)\nax.set_xlabel('Product', fontsize=14)\nax.set_ylabel('No. of times reordered', fontsize=14)","execution_count":89,"outputs":[{"output_type":"execute_result","execution_count":89,"data":{"text/plain":"Text(0, 0.5, 'No. of times reordered')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x576 with 1 Axes>","image/png":"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surprises here"},{"metadata":{"trusted":true},"cell_type":"code","source":"per = (orders_prior['reordered'].sum()/orders_prior.shape[0]).round(3)\nf'The percentage of total reordered products in the prior orders set is {per*100} %'","execution_count":90,"outputs":[{"output_type":"execute_result","execution_count":90,"data":{"text/plain":"'The percentage of total reordered products in the prior orders set is 59.0 %'"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"grouped = orders_prior.groupby('order_id')['reordered'].sum().reset_index()\nreorders = grouped.loc[grouped['reordered'] > 0]\nper = round((reorders.shape[0]/grouped.shape[0]), 3)\nf'The percentage of orders in the prior orders set with reordered items is {per*100} %'","execution_count":91,"outputs":[{"output_type":"execute_result","execution_count":91,"data":{"text/plain":"'The percentage of orders in the prior orders set with reordered items is 87.9 %'"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"# Hypothesis Generation\n\nLet's try to cluster our pool of customers with the data we have available. Note that these could very well be entirely off the mark."},{"metadata":{"trusted":true},"cell_type":"code","source":"len(order_details['user_id'].unique())","execution_count":92,"outputs":[{"output_type":"execute_result","execution_count":92,"data":{"text/plain":"206209"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Let's try to validate some assumptions about customers using the given data. First let's look at departments. "},{"metadata":{"trusted":true},"cell_type":"code","source":"order_details['department'].unique().tolist()","execution_count":93,"outputs":[{"output_type":"execute_result","execution_count":93,"data":{"text/plain":"['dairy eggs',\n 'produce',\n 'pantry',\n 'meat seafood',\n 'frozen',\n 'beverages',\n 'snacks',\n 'breakfast',\n 'deli',\n 'dry goods pasta',\n 'international',\n 'canned goods',\n 'household',\n 'personal care',\n 'other',\n 'missing',\n 'bakery',\n 'pets',\n 'bulk',\n 'babies',\n 'alcohol']"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Treemaps of departments. The sizes indicate the sales."},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = px.treemap(order_details.groupby(['department', 'aisle']).agg({'product_name':'count'}).reset_index(), path=['department', 'aisle'], values='product_name')\nfig.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = px.treemap(personal_care_dept.groupby(['aisle']).agg({'product_name':'count'}).reset_index(), path=['aisle'], values='product_name')\nfig.show()","execution_count":94,"outputs":[{"output_type":"display_data","data":{"text/html":"<div>                            <div id=\"e53380f0-4ff3-49c3-ba2c-237324ea8792\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if 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