{ "cells": [ { "cell_type": "markdown", "id": "d328e827-72dd-41e4-a17a-85e8bf8727d5", "metadata": {}, "source": [ "# Challenge: E-commerce Insights \n", "\n", "### Description: \n", "Hey friend! Imagine you're a data analyst at an e-commerce company. The marketing team wants to know which products are driving sales, how customer behavior changes over time, and which demographics are most valuable. The problem is, the data is scattered across multiple sources! Your task is to use your Pandas magic to unite the data, answer the marketing team's questions, and become the hero of the company. \n", "\n", "### Tasks: \n", "- 1: **Product Performance:** Find the top 10 products with the highest total revenue, considering both sales data and product prices. The data includes columns for 'product_id', 'product_price', and 'units_sold'.\n", "- 2: **Customer Journey:** Analyze how customer behavior changes over their first five purchases. The data includes columns for 'customer_id', 'purchase_date', 'product_id', and 'units_sold'.\n", "\n", "### Bonus Question: \n", "- **Demographic Insights:** Calculate the average order value for each age group and gender. The data includes columns for 'customer_id', 'age', 'gender', and 'order_value'." ] }, { "cell_type": "code", "execution_count": 1, "id": "e4c21aa6-cd4d-4faa-a8f2-7c7b2b23dafc", "metadata": {}, "outputs": [], "source": [ "# import libraries\n", "import pandas as pd\n", "import numpy as np\n", "import sys" ] }, { "cell_type": "code", "execution_count": 2, "id": "ebe0dea4-bdb0-47a0-8264-299391cfd3f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python version 3.11.7 | packaged by Anaconda, Inc. | (main, Dec 15 2023, 18:05:47) [MSC v.1916 64 bit (AMD64)]\n", "Pandas version 2.2.1\n", "Numpy version 1.26.4\n" ] } ], "source": [ "print('Python version ' + sys.version)\n", "print('Pandas version ' + pd.__version__)\n", "print('Numpy version ' + np.__version__)" ] }, { "cell_type": "markdown", "id": "0a2e5483-8b3a-4ff4-9b4c-b3f50618166a", "metadata": {}, "source": [ "# The Data\n", "\n", "The generated dataset simulates e-commerce data with 3 tables: products, customers, and orders. \n", "\n", "### Column Descriptions:\n", "- **product_id:** unique product identifier \n", "- **product_price:** product price \n", "- **customer_id:** unique customer identifier \n", "- **age:** customer age \n", "- **gender:** customer gender (male or female) \n", "- **purchase_date:** order date\n", "- **units_sold:** number of units sold " ] }, { "cell_type": "code", "execution_count": 3, "id": "44ac193d-b2f8-408c-a6bf-56353aa4e853", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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customer_idproduct_idpurchase_dateunits_soldproduct_priceagegender
0104522022-01-01144.062M
191902022-01-02768.031F
243802022-01-03278.056F
363462022-01-04584.020M
4159962022-01-05859.042M
........................
1045183162022-04-18849.036M
104647552023-01-20546.058F
104749982024-01-26151.048F
10480462022-02-27584.018F
10490232023-03-07587.018F
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1050 rows × 7 columns

\n", "
" ], "text/plain": [ " customer_id product_id purchase_date units_sold product_price age \\\n", "0 104 52 2022-01-01 1 44.0 62 \n", "1 91 90 2022-01-02 7 68.0 31 \n", "2 43 80 2022-01-03 2 78.0 56 \n", "3 63 46 2022-01-04 5 84.0 20 \n", "4 159 96 2022-01-05 8 59.0 42 \n", "... ... ... ... ... ... ... \n", "1045 183 16 2022-04-18 8 49.0 36 \n", "1046 47 55 2023-01-20 5 46.0 58 \n", "1047 49 98 2024-01-26 1 51.0 48 \n", "1048 0 46 2022-02-27 5 84.0 18 \n", "1049 0 23 2023-03-07 5 87.0 18 \n", "\n", " gender \n", "0 M \n", "1 F \n", "2 F \n", "3 M \n", "4 M \n", "... ... \n", "1045 M \n", "1046 F \n", "1047 F \n", "1048 F \n", "1049 F \n", "\n", "[1050 rows x 7 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# set the seed\n", "np.random.seed(0)\n", "\n", "# generate sample products\n", "products = pd.DataFrame({\n", " 'product_id': np.arange(100),\n", " 'product_price': np.random.randint(10, 100, size=100)\n", "})\n", "\n", "# customer data\n", "customers = pd.DataFrame({\n", " 'customer_id': np.arange(200, dtype=int),\n", " 'age': np.random.randint(18, 65, size=200),\n", " 'gender': np.random.choice(['M', 'F'], size=200)\n", "})\n", "\n", "# sales orders\n", "orders = pd.DataFrame({\n", " 'customer_id': np.random.choice(customers['customer_id'], size=1000),\n", " 'product_id': np.random.choice(products['product_id'], size=1000),\n", " 'purchase_date': pd.date_range('1/1/2022', periods=1000),\n", " 'units_sold': np.random.randint(1, 10, size=1000) \n", "})\n", "\n", "# merge dataframes\n", "data = pd.merge(orders, products, on='product_id')\n", "data = pd.merge(data, customers, on='customer_id')\n", "\n", "# introduce missing values\n", "data.loc[data.sample(frac=0.1).index, 'product_price'] = np.nan\n", "data.loc[data.sample(frac=0.05).index, 'gender'] = np.nan\n", "\n", "# introduce duplicates\n", "data = pd.concat([data, data.sample(n=50)], ignore_index=True)\n", "\n", "data" ] }, { "cell_type": "markdown", "id": "45b522ae-1f07-444f-8cec-d9510eaf343a", "metadata": {}, "source": [ "Let's take a look at the datatypes to ensure all of the columns are of the correct type. \n", "\n", "> Take note of the output below, we are also able to see the columns with null values (gender and product_price)" ] }, { "cell_type": "code", "execution_count": 4, "id": "46c56ee9-db7e-4141-9521-d006e925aafa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1050 entries, 0 to 1049\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 customer_id 1050 non-null int32 \n", " 1 product_id 1050 non-null int32 \n", " 2 purchase_date 1050 non-null datetime64[ns]\n", " 3 units_sold 1050 non-null int32 \n", " 4 product_price 945 non-null float64 \n", " 5 age 1050 non-null int32 \n", " 6 gender 997 non-null object \n", "dtypes: datetime64[ns](1), float64(1), int32(4), object(1)\n", "memory usage: 41.1+ KB\n" ] } ], "source": [ "data.info()" ] }, { "cell_type": "markdown", "id": "9197938d-e866-402a-9206-b86330591611", "metadata": {}, "source": [ "# Missing Values \n", "\n", "To make things simple, we can get rid of the rows that have missing prices as that is an important column and we don't really want to make guesses here. The gender column is a different story. For this tutorial, we are not really doing any kind of filtering by gender (except the bonus question), so for now let us ignore the missing values in the gender column." ] }, { "cell_type": "code", "execution_count": 5, "id": "fe2b48da-c3cd-472f-9a09-f0cab810b3f3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Index: 945 entries, 0 to 1049\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 customer_id 945 non-null int32 \n", " 1 product_id 945 non-null int32 \n", " 2 purchase_date 945 non-null datetime64[ns]\n", " 3 units_sold 945 non-null int32 \n", " 4 product_price 945 non-null float64 \n", " 5 age 945 non-null int32 \n", " 6 gender 894 non-null object \n", "dtypes: datetime64[ns](1), float64(1), int32(4), object(1)\n", "memory usage: 44.3+ KB\n" ] } ], "source": [ "# only drop rows where product_price is null \n", "data = data.dropna(subset='product_price')\n", "data.info()" ] }, { "cell_type": "markdown", "id": "da2c283b-a2f2-4c5a-a587-ceda170cdbed", "metadata": {}, "source": [ "# Duplicates\n", "\n", "Let's pretend you took a look at specific duplicate rows and determined they were in fact duplicates and needed to be removed." ] }, { "cell_type": "code", "execution_count": 6, "id": "fede01dc-9051-4a8c-89cd-c32597a04e95", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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customer_idproduct_idpurchase_dateunits_soldproduct_priceagegender
10490232023-03-07587.018F
10480462022-02-27584.018F
1038342024-02-29277.048M
10257202024-09-07491.047F
10037832022-09-23657.047F
\n", "
" ], "text/plain": [ " customer_id product_id purchase_date units_sold product_price age \\\n", "1049 0 23 2023-03-07 5 87.0 18 \n", "1048 0 46 2022-02-27 5 84.0 18 \n", "1038 3 4 2024-02-29 2 77.0 48 \n", "1025 7 20 2024-09-07 4 91.0 47 \n", "1003 7 83 2022-09-23 6 57.0 47 \n", "\n", " gender \n", "1049 F \n", "1048 F \n", "1038 M \n", "1025 F \n", "1003 F " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# identify the dupes\n", "data[data.duplicated()].sort_values(by=['customer_id','product_id']).head()" ] }, { "cell_type": "code", "execution_count": 8, "id": "2282afba-780f-4bcb-8305-58d7912e879b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
customer_idproduct_idpurchase_dateunits_soldproduct_priceagegender
4300232023-03-07587.018F
10490232023-03-07587.018F
\n", "
" ], "text/plain": [ " customer_id product_id purchase_date units_sold product_price age \\\n", "430 0 23 2023-03-07 5 87.0 18 \n", "1049 0 23 2023-03-07 5 87.0 18 \n", "\n", " gender \n", "430 F \n", "1049 F " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lets look at one of the dupes, yep we should get rid of those dupes\n", "data[(data.loc[:,'customer_id']==0) & (data.loc[:,'product_id']==23)]" ] }, { "cell_type": "code", "execution_count": 9, "id": "b5ee3121-0f58-4299-b81c-8467eec48af8", "metadata": {}, "outputs": [], "source": [ "# drop dupes\n", "data = data.drop_duplicates()" ] }, { "cell_type": "markdown", "id": "4dd5f200-a4b2-4bb7-b80e-aba1daa3ebb6", "metadata": {}, "source": [ "# Product Performance: \n", "\n", "Find the top 10 products with the highest total revenue, considering both sales data and product prices. The data includes columns for 'product_id', 'product_price', and 'units_sold'." ] }, { "cell_type": "code", "execution_count": 10, "id": "09f65ff1-b37f-4878-bb73-575e099354f7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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customer_idproduct_idpurchase_dateunits_soldproduct_priceagegenderrevenue
0104522022-01-01144.062M44.0
191902022-01-02768.031F476.0
243802022-01-03278.056F156.0
363462022-01-04584.020M420.0
4159962022-01-05859.042M472.0
...........................
994116672024-09-21351.041M153.0
995104302024-09-22657.062M342.0
996126372024-09-23129.058NaN29.0
99811652024-09-25919.041M171.0
99916592024-09-26227.028F54.0
\n", "

900 rows × 8 columns

\n", "
" ], "text/plain": [ " customer_id product_id purchase_date units_sold product_price age \\\n", "0 104 52 2022-01-01 1 44.0 62 \n", "1 91 90 2022-01-02 7 68.0 31 \n", "2 43 80 2022-01-03 2 78.0 56 \n", "3 63 46 2022-01-04 5 84.0 20 \n", "4 159 96 2022-01-05 8 59.0 42 \n", ".. ... ... ... ... ... ... \n", "994 116 67 2024-09-21 3 51.0 41 \n", "995 104 30 2024-09-22 6 57.0 62 \n", "996 126 37 2024-09-23 1 29.0 58 \n", "998 116 5 2024-09-25 9 19.0 41 \n", "999 16 59 2024-09-26 2 27.0 28 \n", "\n", " gender revenue \n", "0 M 44.0 \n", "1 F 476.0 \n", "2 F 156.0 \n", "3 M 420.0 \n", "4 M 472.0 \n", ".. ... ... \n", "994 M 153.0 \n", "995 M 342.0 \n", "996 NaN 29.0 \n", "998 M 171.0 \n", "999 F 54.0 \n", "\n", "[900 rows x 8 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# let's start by calculating the revenue\n", "data.loc[:,'revenue'] = data['product_price'] * data['units_sold']\n", "data" ] }, { "cell_type": "markdown", "id": "f7209540-a58d-4f82-85b6-bb92ee4b6681", "metadata": {}, "source": [ "To determine the products with the highest total revenue, we will make use of Pandas groupBy method. \n", "\n", "After I calculated the total revenue per product, I sorted the data from highest to lowest, and then selected the top ten rows." ] }, { "cell_type": "code", "execution_count": 11, "id": "5f26f9ee-642b-4534-b89b-59b4a68e0885", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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revenue
product_id
726808.0
946650.0
176111.0
295874.0
785452.0
115194.0
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235133.0
435092.0
974898.0
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" ], "text/plain": [ " revenue\n", "product_id \n", "72 6808.0\n", "94 6650.0\n", "17 6111.0\n", "29 5874.0\n", "78 5452.0\n", "11 5194.0\n", "71 5152.0\n", "23 5133.0\n", "43 5092.0\n", "97 4898.0" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create group object\n", "group = data[['product_id','revenue']].groupby('product_id')\n", "\n", "# get top ten\n", "group.sum().sort_values(by='revenue', ascending=False).head(10)" ] }, { "cell_type": "markdown", "id": "239acfec-e3a6-4513-a13e-52d9deba4f20", "metadata": {}, "source": [ "# Customer Journey: \n", "\n", "Analyze how customer behavior changes over their first 5 purchases. The data includes columns for 'customer_id', 'purchase_date', 'product_id', and 'units_sold'." ] }, { "cell_type": "markdown", "id": "728a82f9-4292-4e8a-bb60-675c74be758f", "metadata": {}, "source": [ "I wanted to start by looking at the units sold over the dataset. We might be able to see a pattern here, but since we are working with randomly generated data, I don't see much here. Do you?" ] }, { "cell_type": "code", "execution_count": 12, "id": "f6bddfcc-7ef8-4252-b81e-d06d475c5404", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create group object\n", "group = data[['units_sold','purchase_date']].groupby('purchase_date')\n", "\n", "# let's take a peek at the year 2022\n", "group.sum()[:'2022'].plot(figsize=(10, 5));" ] }, { "cell_type": "code", "execution_count": 13, "id": "29595f5a-4c24-43f7-bd16-07b73a6dcce4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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units_soldpurchase_date
customer_id
05752022-02-27
6752022-03-09
33182022-11-28
43052023-03-07
84962024-04-29
............
19920642022-07-26
54612023-07-01
62342023-09-16
81552024-03-26
94022024-07-29
\n", "

780 rows × 2 columns

\n", "
" ], "text/plain": [ " units_sold purchase_date\n", "customer_id \n", "0 57 5 2022-02-27\n", " 67 5 2022-03-09\n", " 331 8 2022-11-28\n", " 430 5 2023-03-07\n", " 849 6 2024-04-29\n", "... ... ...\n", "199 206 4 2022-07-26\n", " 546 1 2023-07-01\n", " 623 4 2023-09-16\n", " 815 5 2024-03-26\n", " 940 2 2024-07-29\n", "\n", "[780 rows x 2 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create group object\n", "group = data[['units_sold','purchase_date','customer_id']].sort_values(by='purchase_date').groupby(['customer_id'])\n", "\n", "def first_five(df):\n", " ''' return the first 5 '''\n", " return df.head(5)\n", "\n", "# apply the function to each group\n", "top5 = group.apply(first_five, include_groups=False)\n", "top5" ] }, { "cell_type": "markdown", "id": "eb19c31a-56f3-4a97-ac18-4a14040e5462", "metadata": {}, "source": [ "Now that we have trimmed the data to the first 5 purchases per customer, let's generate the chart again. \n", "\n", "As you can see below, we are still in the same boat. At this point, you may want to further filter the data by gender/age and see if you find any patterns there." ] }, { "cell_type": "code", "execution_count": 14, "id": "a2302aa1-e988-4909-b95e-beaba8fb2d55", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create group object\n", "group = top5.reset_index()[['units_sold','purchase_date']].groupby('purchase_date')\n", "\n", "# let's take a peek at the year 2022\n", "group.sum()[:'2024'].plot(figsize=(10, 5));" ] }, { "cell_type": "markdown", "id": "c3c504b2-3b91-4c5d-a41c-a744ea748ffe", "metadata": {}, "source": [ "# Can You Solve the Bonus Question? \n", "\n", "Calculate the average order value for each age group and gender. The data includes columns for 'customer_id', 'age', 'gender', and 'order_value'." ] }, { "cell_type": "markdown", "id": "efa3d045-af80-4110-a2a6-7f1c94cf4999", "metadata": {}, "source": [ "

This tutorial was created by HEDARO

" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }