From 19839c9ad262155d0d2a6cc352a0df3efc99bb03 Mon Sep 17 00:00:00 2001 From: Irish Levi Bawingan Date: Fri, 10 Apr 2026 19:05:28 +0200 Subject: [PATCH] Initial Commit --- Bivariate_EDA_Analysis.ipynb | 2181 ++++++++++++++++++++++++++++++++++ README.md | 2 +- 2 files changed, 2182 insertions(+), 1 deletion(-) create mode 100644 Bivariate_EDA_Analysis.ipynb diff --git a/Bivariate_EDA_Analysis.ipynb b/Bivariate_EDA_Analysis.ipynb new file mode 100644 index 0000000..f19f8f0 --- /dev/null +++ b/Bivariate_EDA_Analysis.ipynb @@ -0,0 +1,2181 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "79b3e472", + "metadata": {}, + "source": [ + "### Lab - EDA Bivariate Analysis: Diving into Amazon UK Product Insights Part II\n", + "\n", + "**Objective**: Delve into the dynamics of product pricing on Amazon UK to uncover insights that can inform business strategies and decision-making.\n", + "\n", + "**Dataset**: This lab utilizes the [Amazon UK product dataset](https://www.kaggle.com/datasets/asaniczka/uk-optimal-product-price-prediction/)\n", + "which provides information on product categories, brands, prices, ratings, and more from from Amazon UK. You'll need to download it to start working with it." + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "77acf0c7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Files in dataset folder: ['amz_uk_price_prediction_dataset.csv']\n" + ] + } + ], + "source": [ + "import kagglehub\n", + "import os\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "# Download latest version\n", + "path = kagglehub.dataset_download(\"asaniczka/uk-optimal-product-price-prediction\")\n", + "\n", + "# Step 2: Check actual files inside the folder\n", + "files = os.listdir(path)\n", + "print(\"Files in dataset folder:\", files)\n", + "\n", + "# Step 3: Load the correct CSV file\n", + "file_path = os.path.join(path, files[0]) # auto-pick CSV\n", + "data = pd.read_csv(file_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "d81a81e4", + "metadata": {}, + "outputs": [], + "source": [ + "df = data.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "6550b88e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " uid asin title stars \\\n", + "0 1 B09B96TG33 Echo Dot (5th generation, 2022 release) | Big ... 4.7 \n", + "1 2 B01HTH3C8S Anker Soundcore mini, Super-Portable Bluetooth... 4.7 \n", + "2 3 B09B8YWXDF Echo Dot (5th generation, 2022 release) | Big ... 4.7 \n", + "3 4 B09B8T5VGV Echo Dot with clock (5th generation, 2022 rele... 4.7 \n", + "4 5 B09WX6QD65 Introducing Echo Pop | Full sound compact Wi-F... 4.6 \n", + "\n", + " reviews price isBestSeller boughtInLastMonth category \n", + "0 15308 21.99 False 0 Hi-Fi Speakers \n", + "1 98099 23.99 True 0 Hi-Fi Speakers \n", + "2 15308 21.99 False 0 Hi-Fi Speakers \n", + "3 7205 31.99 False 0 Hi-Fi Speakers \n", + "4 1881 17.99 False 0 Hi-Fi Speakers \n" + ] + } + ], + "source": [ + "print(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "c2cc15d1", + "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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + "
uidasintitlestarsreviewspriceisBestSellerboughtInLastMonthcategory
01B09B96TG33Echo Dot (5th generation, 2022 release) | Big ...4.71530821.99False0Hi-Fi Speakers
12B01HTH3C8SAnker Soundcore mini, Super-Portable Bluetooth...4.79809923.99True0Hi-Fi Speakers
23B09B8YWXDFEcho Dot (5th generation, 2022 release) | Big ...4.71530821.99False0Hi-Fi Speakers
34B09B8T5VGVEcho Dot with clock (5th generation, 2022 rele...4.7720531.99False0Hi-Fi Speakers
45B09WX6QD65Introducing Echo Pop | Full sound compact Wi-F...4.6188117.99False0Hi-Fi Speakers
\n", + "
" + ], + "text/plain": [ + " uid asin title stars \\\n", + "0 1 B09B96TG33 Echo Dot (5th generation, 2022 release) | Big ... 4.7 \n", + "1 2 B01HTH3C8S Anker Soundcore mini, Super-Portable Bluetooth... 4.7 \n", + "2 3 B09B8YWXDF Echo Dot (5th generation, 2022 release) | Big ... 4.7 \n", + "3 4 B09B8T5VGV Echo Dot with clock (5th generation, 2022 rele... 4.7 \n", + "4 5 B09WX6QD65 Introducing Echo Pop | Full sound compact Wi-F... 4.6 \n", + "\n", + " reviews price isBestSeller boughtInLastMonth category \n", + "0 15308 21.99 False 0 Hi-Fi Speakers \n", + "1 98099 23.99 True 0 Hi-Fi Speakers \n", + "2 15308 21.99 False 0 Hi-Fi Speakers \n", + "3 7205 31.99 False 0 Hi-Fi Speakers \n", + "4 1881 17.99 False 0 Hi-Fi Speakers " + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "c5a75527", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2443651, 9)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "83c71b7d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 2443651 entries, 0 to 2443650\n", + "Data columns (total 9 columns):\n", + " # Column Dtype \n", + "--- ------ ----- \n", + " 0 uid int64 \n", + " 1 asin object \n", + " 2 title object \n", + " 3 stars float64\n", + " 4 reviews int64 \n", + " 5 price float64\n", + " 6 isBestSeller bool \n", + " 7 boughtInLastMonth int64 \n", + " 8 category object \n", + "dtypes: bool(1), float64(2), int64(3), object(3)\n", + "memory usage: 151.5+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "ada4138d", + "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", + " \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", + "
countmeanstdmin25%50%75%max
uid2443651.01.370545e+06816056.1698521.0658921.501349029.002060685.502828593.0
stars2443651.02.152836e+002.1948650.00.000.004.405.0
reviews2443651.04.806278e+025944.1241510.00.000.0059.001356658.0
price2443651.08.924381e+01345.6088620.09.9919.0945.99100000.0
boughtInLastMonth2443651.02.589699e+01240.4837270.00.000.000.0050000.0
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% \\\n", + "uid 2443651.0 1.370545e+06 816056.169852 1.0 658921.50 \n", + "stars 2443651.0 2.152836e+00 2.194865 0.0 0.00 \n", + "reviews 2443651.0 4.806278e+02 5944.124151 0.0 0.00 \n", + "price 2443651.0 8.924381e+01 345.608862 0.0 9.99 \n", + "boughtInLastMonth 2443651.0 2.589699e+01 240.483727 0.0 0.00 \n", + "\n", + " 50% 75% max \n", + "uid 1349029.00 2060685.50 2828593.0 \n", + "stars 0.00 4.40 5.0 \n", + "reviews 0.00 59.00 1356658.0 \n", + "price 19.09 45.99 100000.0 \n", + "boughtInLastMonth 0.00 0.00 50000.0 " + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "0ab6721d", + "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", + "
countuniquetopfreq
asin24436512222742B07MVP6T9C7
title24436512077591OYhmc Portable Pedal Exerc723
category2443651296Sports & Outdoors836265
\n", + "
" + ], + "text/plain": [ + " count unique top freq\n", + "asin 2443651 2222742 B07MVP6T9C 7\n", + "title 2443651 2077591 OYhmc Portable Pedal Exerc 723\n", + "category 2443651 296 Sports & Outdoors 836265" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe(include=\"object\").T" + ] + }, + { + "cell_type": "markdown", + "id": "678ce290", + "metadata": {}, + "source": [ + "* **The dataset was divided into categorical and numerical variables to facilitate structured analysis. This allows appropriate methods to be applied depending on variable type, such as crosstab analysis for categorical variables and correlation analysis for numerical variables.**" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "5987ba18", + "metadata": {}, + "outputs": [], + "source": [ + "cat = df.select_dtypes(exclude=\"number\")\n", + "num = df.select_dtypes(include=\"number\")" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "da95e5ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['asin', 'title', 'isBestSeller', 'category'], dtype='object')" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat.columns" + ] + }, + { + "cell_type": "markdown", + "id": "8ed34224", + "metadata": {}, + "source": [ + "### Part 1: Analyzing Best-Seller Trends Across Product Categories\n", + "\n", + "**Objective**: Understand the relationship between product categories and their best-seller status.\n", + "\n", + "1. **Crosstab Analysis**:\n", + " - Create a crosstab between the product `category` and the `isBestSeller` status.\n", + " \n", + " - Are there categories where being a best-seller is more prevalent? \n", + " \t\n", + " \t*Hint: one option is to calculate the proportion of best-sellers for each category and then sort the categories based on this proportion in descending order.*\n", + "\n", + "\n", + "2. **Statistical Tests**:\n", + " - Conduct a Chi-square test to determine if the best-seller distribution is independent of the product category.\n", + " - Compute Cramér's V to understand the strength of association between best-seller status and category.\n", + "\n", + "3. **Visualizations**:\n", + "\t- Visualize the relationship between product categories and the best-seller status using a stacked bar chart." + ] + }, + { + "cell_type": "markdown", + "id": "f96e1f6e", + "metadata": {}, + "source": [ + "#### I. CROSSTAB ANALYSIS" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "9096fd25", + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + "
isBestSellerFalseTrue
category
3D Printers2471
3D Printing & Scanning40652
Abrasive & Finishing Products2455
Action Cameras16961
Adapters2513
\n", + "
" + ], + "text/plain": [ + "isBestSeller False True \n", + "category \n", + "3D Printers 247 1\n", + "3D Printing & Scanning 4065 2\n", + "Abrasive & Finishing Products 245 5\n", + "Action Cameras 1696 1\n", + "Adapters 251 3" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab = pd.crosstab(cat['category'], cat['isBestSeller'])\n", + "crosstab.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "b07ddddc", + "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", + " \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", + "
isBestSellerFalseTrue
category
Grocery0.9418650.058135
Smart Home Security & Lighting0.9423080.057692
Health & Personal Care0.9423140.057686
Mobile Phone Accessories0.9575290.042471
Power & Hand Tools0.9646610.035339
Billiard, Snooker & Pool0.9678710.032129
Pet Supplies0.9698000.030200
Home Brewing & Wine Making0.9715450.028455
Mirrors0.9720000.028000
Wind Instruments0.9720000.028000
\n", + "
" + ], + "text/plain": [ + "isBestSeller False True \n", + "category \n", + "Grocery 0.941865 0.058135\n", + "Smart Home Security & Lighting 0.942308 0.057692\n", + "Health & Personal Care 0.942314 0.057686\n", + "Mobile Phone Accessories 0.957529 0.042471\n", + "Power & Hand Tools 0.964661 0.035339\n", + "Billiard, Snooker & Pool 0.967871 0.032129\n", + "Pet Supplies 0.969800 0.030200\n", + "Home Brewing & Wine Making 0.971545 0.028455\n", + "Mirrors 0.972000 0.028000\n", + "Wind Instruments 0.972000 0.028000" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Converting it to proportions\n", + "\n", + "crosstab_prop = crosstab.div(crosstab.sum(axis=1), axis=0)\n", + "crosstab_prop = crosstab_prop.sort_values(by=True, ascending=False)\n", + "crosstab_prop.head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "be4d67b1", + "metadata": {}, + "source": [ + "* INSIGHTS:\n", + " - The analysis reveals that certain product categories have a higher proportion of best-sellers than others. Categories such as Grocery (5.81%), Smart Home Security & Lighting (5.77%), and Health & Personal Care (5.77%) exhibit the highest best-seller rates.\n", + " - The crosstab analysis shows that categories such as Grocery, Smart Home Security & Lighting, and Health & Personal Care have the highest proportion of best-sellers (~5–6%). However, the overall proportion of best-sellers remains low across all categories, indicating that achieving best-seller status is relatively rare.\n", + " - The variation across categories, while present, is moderate, suggesting that category alone does not strongly determine success.\n" + ] + }, + { + "cell_type": "markdown", + "id": "14e3c4b0", + "metadata": {}, + "source": [ + "#### II. STATISTICAL TESTS" + ] + }, + { + "cell_type": "markdown", + "id": "3d941cca", + "metadata": {}, + "source": [ + "##### A. Chi-Square Test (Independence Test)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "e7034b9b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Chi-square: 36540.20270061387\n", + "p-value: 0.0\n", + "Degrees of freedom: 295\n" + ] + } + ], + "source": [ + "from scipy.stats import chi2_contingency\n", + "\n", + "chi2, p, dof, expected = chi2_contingency(crosstab)\n", + "\n", + "print(\"Chi-square:\", chi2)\n", + "print(\"p-value:\", p)\n", + "print(\"Degrees of freedom:\", dof)" + ] + }, + { + "cell_type": "markdown", + "id": "c43d12d5", + "metadata": {}, + "source": [ + "**The Hypothesis being asked:**\n", + "- H₀ (null hypothesis): Category and best-seller are independent\n", + "- H₁ (alternative): They are related" + ] + }, + { + "cell_type": "markdown", + "id": "ae3fa5de", + "metadata": {}, + "source": [ + "**For p-value:**" + ] + }, + { + "cell_type": "markdown", + "id": "2ffbfffc", + "metadata": {}, + "source": [ + "| p-value | Meaning |\n", + "|------------|---------------------------|\n", + "| < 0.05 | Significant relationship | \n", + "| ≥ 0.05 | No relationship |\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "e2ba5862", + "metadata": {}, + "source": [ + "* INSIGHT:\n", + " - The Chi-square test was conducted to determine whether product category and best-seller status are independent. The resulting p-value is significantly below 0.05, indicating that there is a statistically significant relationship between category and best-seller status. Therefore, we reject the null hypothesis and conclude that product category influences the likelihood of being a best-seller." + ] + }, + { + "cell_type": "markdown", + "id": "3b25b9db", + "metadata": {}, + "source": [ + "##### B. Cramér’s V (Strength of Relationship)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "d04ea19c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cramer's V: 0.1222829439760564\n" + ] + } + ], + "source": [ + "n = crosstab.sum().sum()\n", + "cramers_v = np.sqrt(chi2 / (n * (min(crosstab.shape) - 1)))\n", + "\n", + "print(\"Cramer's V:\", cramers_v)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "d6e03b66", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.1222829439760564" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Alternatively using the association_metrics library\n", + "\n", + "from scipy.stats.contingency import association\n", + "\n", + "association(crosstab, method='cramer')\n" + ] + }, + { + "cell_type": "markdown", + "id": "8407e2d8", + "metadata": {}, + "source": [ + "#### Cramér’s V Interpretation Guide (Cohen's Conventions)\n", + "\n", + "| Cramér’s V | Strength of Association |\n", + "|------------|----------------------------|\n", + "| 0.00–0.10 | Negligible / Very Weak |\n", + "| 0.10–0.20 | Weak |\n", + "| 0.20–0.30 | Moderate |\n", + "| 0.30–0.50 | Strong |\n", + "| > 0.50 | Very Strong |" + ] + }, + { + "cell_type": "markdown", + "id": "4314740a", + "metadata": {}, + "source": [ + "* INSIGHT\n", + " - The Chi-square test indicates a statistically significant relationship between product category and best-seller status. However, Cramér’s V suggests that this relationship is weak, meaning that although category has some influence, it is not a strong predictor of success. This implies that other factors such as pricing, reviews, and competition likely play a more important role." + ] + }, + { + "cell_type": "markdown", + "id": "ac045d44", + "metadata": {}, + "source": [ + "#### III. VISUALIZATION" + ] + }, + { + "cell_type": "markdown", + "id": "ace8969a", + "metadata": {}, + "source": [ + "* Let's first analyze all categories using Stacked Bar" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "61d8e0ea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,6))\n", + "\n", + "crosstab_prop.plot(\n", + " kind='bar',\n", + " stacked=True,\n", + " figsize=(12,6)\n", + ")\n", + "\n", + "plt.title(\"Best-Seller Distribution by Category\")\n", + "plt.xlabel(\"Category\")\n", + "plt.ylabel(\"Proportion\")\n", + "plt.xticks(rotation=45)\n", + "plt.legend(title=\"Is Best Seller\")\n", + "plt.tight_layout()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "720e8ff1", + "metadata": {}, + "source": [ + "* Unreadable and uninterpretable figure due to too many categories being analyzed.\n", + "\n", + "* Filtering to only the Top Categories (Top 10) by isBestSeller rate will provide us with a more robust figure to analyze:" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "846acd20", + "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", + " \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", + "
isBestSellerFalseTrue
category
Grocery0.9418650.058135
Smart Home Security & Lighting0.9423080.057692
Health & Personal Care0.9423140.057686
Mobile Phone Accessories0.9575290.042471
Power & Hand Tools0.9646610.035339
Billiard, Snooker & Pool0.9678710.032129
Pet Supplies0.9698000.030200
Home Brewing & Wine Making0.9715450.028455
Mirrors0.9720000.028000
Wind Instruments0.9720000.028000
\n", + "
" + ], + "text/plain": [ + "isBestSeller False True \n", + "category \n", + "Grocery 0.941865 0.058135\n", + "Smart Home Security & Lighting 0.942308 0.057692\n", + "Health & Personal Care 0.942314 0.057686\n", + "Mobile Phone Accessories 0.957529 0.042471\n", + "Power & Hand Tools 0.964661 0.035339\n", + "Billiard, Snooker & Pool 0.967871 0.032129\n", + "Pet Supplies 0.969800 0.030200\n", + "Home Brewing & Wine Making 0.971545 0.028455\n", + "Mirrors 0.972000 0.028000\n", + "Wind Instruments 0.972000 0.028000" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "top10_best = crosstab_prop.head(10)\n", + "top10_best" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "c8cfd709", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,6))\n", + "\n", + "top10_best.plot(\n", + " kind='bar',\n", + " stacked=True,\n", + " colormap='coolwarm',\n", + " figsize=(10,6)\n", + ")\n", + "\n", + "plt.title(\"Top 10 Categories by isBestSeller Rate\")\n", + "plt.xlabel(\"Category\")\n", + "plt.ylabel(\"Proportion\")\n", + "plt.xticks(rotation=90)\n", + "\n", + "plt.legend(title=\"Is Best Seller\", loc='lower right', bbox_to_anchor=(1, 0))\n", + "\n", + "plt.tight_layout()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e296f36e", + "metadata": {}, + "source": [ + "* INSIGHT\n", + " - The stacked bar chart confirms that even in top-performing categories, the proportion of best-sellers remains small. While some categories show relatively higher best-seller shares, the differences are not substantial, reinforcing that best-seller success is not heavily driven by category alone.\n", + "\n", + " - However, even among the top-performing categories, the proportion of best-sellers remains low (below 6%), indicating that achieving best-seller status is uncommon across all categories. This reinforces the earlier finding that while category influences success, it is not the sole determining factor.\n", + "\n", + " - The visualization confirms that differences across categories exist but are not extreme, suggesting that other variables such as pricing, reviews, and competition likely play a more significant role.\n" + ] + }, + { + "cell_type": "markdown", + "id": "90a368ff", + "metadata": {}, + "source": [ + "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n", + "\n", + "**Objective**: Investigate how different product categories influence product prices.\n", + "\n", + "0. **Preliminary Step: Remove outliers in product prices.**\n", + "\n", + "\tFor this purpose, we can use the IQR (Interquartile Range) method. Products priced below the first quartile minus 1.5 times the IQR or above the third quartile plus 1.5 times the IQR will be considered outliers and removed from the dataset. The next steps will be done with the dataframe without outliers.\n", + "\t\n", + "\t*Hint: you can check the last Check For Understanding at the end of the lesson EDA Bivariate Analysis for a hint on how to do this.*\n", + "\n", + "1. **Violin Plots**:\n", + " - Use a violin plot to visualize the distribution of `price` across different product `categories`. Filter out the top 20 categories based on count for better visualization.\n", + " - Which product category tends to have the highest median price? Don't filter here by top categories.\n", + "\n", + "2. **Bar Charts**:\n", + " - Create a bar chart comparing the average price of products for the top 10 product categories (based on count).\n", + " - Which product category commands the highest average price? Don't filter here by top categories.\n", + "\n", + "3. **Box Plots**:\n", + " - Visualize the distribution of product `ratings` based on their `category` using side-by-side box plots. Filter out the top 10 categories based on count for better visualization.\n", + " - Which category tends to receive the highest median rating from customers? Don't filter here by top categories." + ] + }, + { + "cell_type": "markdown", + "id": "85647e71", + "metadata": {}, + "source": [ + "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands" + ] + }, + { + "cell_type": "markdown", + "id": "01b395f1", + "metadata": {}, + "source": [ + "#### Preliminary Step: Outlier Detection and Treatment in the product prices." + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "2aa70941", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Q1: 9.99\n", + "Q3: 45.99\n", + "IQR: 36.0\n" + ] + } + ], + "source": [ + "# Computing for the IQR\n", + "\n", + "Q1 = df['price'].quantile(0.25)\n", + "Q3 = df['price'].quantile(0.75)\n", + "IQR = Q3 - Q1\n", + "\n", + "print(\"Q1:\", Q1)\n", + "print(\"Q3:\", Q3)\n", + "print(\"IQR:\", IQR)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "844da701", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lower Bound: -44.01\n", + "Upper Bound: 99.99000000000001\n" + ] + } + ], + "source": [ + "# Defining the bounds for outliers\n", + "\n", + "lower_bound = Q1 - 1.5 * IQR\n", + "upper_bound = Q3 + 1.5 * IQR\n", + "\n", + "print(\"Lower Bound:\", lower_bound)\n", + "print(\"Upper Bound:\", upper_bound)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "8b908a3d", + "metadata": {}, + "outputs": [], + "source": [ + "# Filtering the Dataset to Remove Outliers\n", + "\n", + "df_no_outliers = df[(df['price'] >= lower_bound) & (df['price'] <= upper_bound)]" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "53dc6dce", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Original shape: (2443651, 9)\n", + "After removing outliers: (2115963, 9)\n" + ] + } + ], + "source": [ + "print(\"Original shape:\", df.shape)\n", + "print(\"After removing outliers:\", df_no_outliers.shape)" + ] + }, + { + "cell_type": "markdown", + "id": "fb878f97", + "metadata": {}, + "source": [ + "* **Outliers in product prices were removed using the IQR method. Values below Q1 − 1.5×IQR and above Q3 + 1.5×IQR were excluded to reduce skewness and ensure more reliable statistical analysis.**" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "d971ffed", + "metadata": {}, + "outputs": [], + "source": [ + "# Alternatively, we can define a function to remove outliers using IQR\n", + "\n", + "def remove_outliers_iqr(df, col):\n", + " Q1 = df[col].quantile(0.25)\n", + " Q3 = df[col].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " \n", + " lower = Q1 - 1.5 * IQR\n", + " upper = Q3 + 1.5 * IQR\n", + " \n", + " return df[(df[col] >= lower) & (df[col] <= upper)]" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "51f6809b", + "metadata": {}, + "outputs": [], + "source": [ + "df_no_outliers = remove_outliers_iqr(df, 'price')" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "22717d77", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Original shape: (2443651, 9)\n", + "After removing outliers: (2115963, 9)\n" + ] + } + ], + "source": [ + "print(\"Original shape:\", df.shape)\n", + "print(\"After removing outliers:\", df_no_outliers.shape)" + ] + }, + { + "cell_type": "markdown", + "id": "b00bfc57", + "metadata": {}, + "source": [ + "* INSIGHT\n", + "\n", + " - The removal of outliers ensures that extreme price values do not distort the analysis, allowing for a more accurate representation of typical product pricing behavior." + ] + }, + { + "cell_type": "markdown", + "id": "7bb5248e", + "metadata": {}, + "source": [ + "#### I. Violin Plot (Price Distribution by Category)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "e2e25a98", + "metadata": {}, + "outputs": [], + "source": [ + "# Getting the Top 20 categories by count\n", + "\n", + "top20 = df_no_outliers['category'].value_counts().nlargest(20).index" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "eb540a09", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting the price distribution by category for the top 20 categories using a violin plot\n", + "\n", + "plt.figure(figsize=(16,8))\n", + "\n", + "sns.violinplot(\n", + " data=df_no_outliers[df_no_outliers['category'].isin(top20)],\n", + " x='category',\n", + " y='price'\n", + ")\n", + "\n", + "plt.title(\"Price Distribution by Category (Top 20)\")\n", + "plt.xticks(rotation=90)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "27fd2569", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Desktop PCs 74.00\n", + "Boxing Shoes 69.79\n", + "Tablets 69.00\n", + "Graphics Cards 68.54\n", + "Motherboards 67.92\n", + "Made in Italy Handmade 64.00\n", + "Digital Frames 63.90\n", + "Streaming Clients 62.68\n", + "Golf Shoes 62.39\n", + "Ski Helmets 61.33\n", + "Name: price, dtype: float64" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# The highest Median Price (No filtering)\n", + "\n", + "df_no_outliers.groupby('category')['price'].median().sort_values(ascending=False).head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "f4773278", + "metadata": {}, + "source": [ + "* INSIGHT\n", + "\n", + " - The violin plot reveals that price distributions vary significantly across categories, with some categories showing higher median prices and wider spreads. This indicates differences in pricing strategies and product positioning, with certain categories targeting more premium segments." + ] + }, + { + "cell_type": "markdown", + "id": "1cffd54c", + "metadata": {}, + "source": [ + "#### II. Bar Chart (Average Price)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "4d329971", + "metadata": {}, + "outputs": [], + "source": [ + "# Calculating the Top 10 by count\n", + "\n", + "top10 = df_no_outliers['category'].value_counts().nlargest(10).index\n" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "7c021574", + "metadata": {}, + "outputs": [], + "source": [ + "# Computing for the Average (Mean) Price for the Top 10 Categories\n", + "\n", + "avg_price = df_no_outliers[df_no_outliers['category'].isin(top10)] \\\n", + " .groupby('category')['price'].mean().sort_values(ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "f9df8aad", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting using a bar plot\n", + "\n", + "avg_price.plot(kind='bar', figsize=(12,8))\n", + "\n", + "plt.title(\"Average Price by Category\")\n", + "plt.xticks(rotation=90)\n", + "plt.ylabel(\"Average Price\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "85c09443", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Motherboards 68.772432\n", + "Boxing Shoes 67.417803\n", + "Desktop PCs 66.915562\n", + "Tablets 66.552971\n", + "Graphics Cards 65.103509\n", + "Digital Frames 60.745129\n", + "Streaming Clients 60.241803\n", + "Hockey Shoes 60.094796\n", + "Computer Cases 58.339884\n", + "Skiing Poles 57.867770\n", + "Name: price, dtype: float64" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Computing for the Highest Average Price without filtering\n", + "\n", + "df_no_outliers.groupby('category')['price'].mean().sort_values(ascending=False).head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "3ed630f4", + "metadata": {}, + "source": [ + "* Insight\n", + "\n", + " - Certain categories command higher average prices, indicating premium segments or higher-value products.\n", + "\n", + " - The difference between mean and median prices across categories suggests the presence of skewness, where a small number of high-priced products inflate the average." + ] + }, + { + "cell_type": "markdown", + "id": "fa91188a", + "metadata": {}, + "source": [ + "#### III. Box Plot (Ratings by Category)" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "17f28123", + "metadata": {}, + "outputs": [], + "source": [ + "# Computing for the Top 10\n", + "\n", + "top10 = df_no_outliers['category'].value_counts().nlargest(10).index" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "c91f4a30", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting using Box Plot for the Top 10 Categories\n", + "\n", + "plt.figure(figsize=(12,6))\n", + "\n", + "sns.boxplot(\n", + " data=df_no_outliers[df_no_outliers['category'].isin(top10)],\n", + " x='category',\n", + " y='stars'\n", + ")\n", + "\n", + "plt.title(\"Ratings Distribution by Category\")\n", + "plt.xticks(rotation=90)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1438da3d", + "metadata": {}, + "source": [ + "* **NOTE: The dataset uses the column stars to represent product ratings, which corresponds to the rating variable mentioned in the lab instructions.**" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "95aebdfa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Computer Memory 4.7\n", + "Beer, Wine & Spirits 4.6\n", + "Building & Construction Toys 4.6\n", + "Office Paper Products 4.6\n", + "Kids' Play Figures 4.6\n", + "Laptop Accessories 4.6\n", + "Hobbies 4.6\n", + "Luxury Food & Drink 4.6\n", + "Soft Toys 4.5\n", + "Boxes & Organisers 4.5\n", + "Name: stars, dtype: float64" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Computing for the Highest Median Rating without filtering\n", + "\n", + "df_no_outliers.groupby('category')['stars'].median().sort_values(ascending=False).head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "e17a6045", + "metadata": {}, + "source": [ + "* INSIGHT\n", + "\n", + " - Most categories have high ratings overall, but slight differences in median ratings suggest varying levels of customer satisfaction across categories.\n", + "\n", + " - Ratings are highly concentrated between 4 and 5 stars across all categories, indicating limited variability. This compression reduces the ability to detect strong differences between categories." + ] + }, + { + "cell_type": "markdown", + "id": "fc2d8ddf", + "metadata": {}, + "source": [ + "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n", + "\n", + "**Objective**: Analyze how product ratings (`stars`) correlate with product prices.\n", + "\n", + "1. **Correlation Coefficients**:\n", + " - Calculate the correlation coefficient between `price` and `stars`.\n", + " - Is there a significant correlation between product price and its rating?\n", + "\t\n", + "2. **Visualizations**:\n", + " - Use a scatter plot to visualize the relationship between product rating and price. What patterns can you observe?\n", + " - Use a correlation heatmap to visualize correlations between all numerical variables.\n", + " - Examine if product prices typically follow a normal distribution using a QQ plot. " + ] + }, + { + "cell_type": "markdown", + "id": "238e1f76", + "metadata": {}, + "source": [ + "### Part 3: Investigating the Interplay Between Product Prices and Ratings" + ] + }, + { + "cell_type": "markdown", + "id": "86b53058", + "metadata": {}, + "source": [ + "#### I. CORRELATION COEFFICIENTS (BETWEEN PRICE AND STARS)" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "7c227433", + "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", + "
pricestars
price1.000000-0.077673
stars-0.0776731.000000
\n", + "
" + ], + "text/plain": [ + " price stars\n", + "price 1.000000 -0.077673\n", + "stars -0.077673 1.000000" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Using the clean data without outliers\n", + "\n", + "df_no_outliers[['price', 'stars']].corr()" + ] + }, + { + "cell_type": "markdown", + "id": "9f5886ef", + "metadata": {}, + "source": [ + "**Interpreting the Correlation Coefficients**" + ] + }, + { + "cell_type": "markdown", + "id": "4bac8220", + "metadata": {}, + "source": [ + "| Value | Meaning |\n", + "|------------|------------------|\n", + "| ~ 0 | No relationship | \n", + "| + | Positve |\n", + "| - | Negative |" + ] + }, + { + "cell_type": "markdown", + "id": "7339bd3d", + "metadata": {}, + "source": [ + "* INSIGHT\n", + "\n", + " - The correlation coefficient (-0.077) indicates a very weak negative relationship between price and ratings. This suggests that price has virtually no influence on customer ratings, and higher-priced products are not necessarily perceived as better by customers." + ] + }, + { + "cell_type": "markdown", + "id": "5c951c64", + "metadata": {}, + "source": [ + "#### II. VISUALIZATION" + ] + }, + { + "cell_type": "markdown", + "id": "0ce38625", + "metadata": {}, + "source": [ + "#### A. SCATTER PLOT" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "fb86ac50", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,5))\n", + "\n", + "sns.scatterplot(\n", + " data=df_no_outliers,\n", + " x='price',\n", + " y='stars'\n", + ")\n", + "\n", + "plt.title(\"Price vs Rating\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "de3f02b1", + "metadata": {}, + "source": [ + "* INSIGHT\n", + "\n", + " - The scatter plot shows no clear relationship between price and ratings. Most products, regardless of price, tend to have high ratings, suggesting that customer satisfaction is not strongly influenced by price.\n", + "\n", + " - Ratings (stars) are compressed at the upper end (4–5 stars), limiting variability and reducing observable correlation.\n", + "\n", + " - The scatter plot shows a wide dispersion of ratings across all price levels, with most ratings clustered between 4 and 5 stars. This reinforces the lack of a clear relationship between price and customer satisfaction." + ] + }, + { + "cell_type": "markdown", + "id": "25fac6e7", + "metadata": {}, + "source": [ + "#### B. CORRELATION HEATMAP" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "b424f761", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6,4))\n", + "\n", + "sns.heatmap(\n", + " df_no_outliers.corr(numeric_only=True),\n", + " annot=True,\n", + " cmap='coolwarm'\n", + ")\n", + "\n", + "plt.title(\"Correlation Heatmap\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "63bc59d2", + "metadata": {}, + "source": [ + "* INSIGHT\n", + "\n", + " - The correlation heatmap confirms that there are no strong linear relationships between price and other numerical variables, reinforcing the conclusion that price is not a dominant factor influencing ratings." + ] + }, + { + "cell_type": "markdown", + "id": "a9609ee0", + "metadata": {}, + "source": [ + "#### C. QQ PLOT (NORMALITY CHECK)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "7e4e0568", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import scipy.stats as stats\n", + "\n", + "stats.probplot(df_no_outliers['price'], dist=\"norm\", plot=plt)\n", + "\n", + "plt.title(\"QQ Plot - Price Distribution\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "945f2cd9", + "metadata": {}, + "source": [ + "**Interpreting the Shape**" + ] + }, + { + "cell_type": "markdown", + "id": "864af28d", + "metadata": {}, + "source": [ + "| Shape | Meaning |\n", + "|---------------|----------------------|\n", + "| Straight Line | Normal Distribution | \n", + "| Curved | Skewed |\n" + ] + }, + { + "cell_type": "markdown", + "id": "d9808f36", + "metadata": {}, + "source": [ + "* INSIGHT\n", + "\n", + " - The QQ plot shows a clear deviation from the normal distribution, with an S-shaped pattern indicating right skewness. This suggests that most products are priced at lower ranges, with fewer high-priced items. The flattening at the upper end may reflect the impact of outlier removal or natural price limits." + ] + }, + { + "cell_type": "markdown", + "id": "f784312d", + "metadata": {}, + "source": [ + "# **SUMMARY REPORT**" + ] + }, + { + "cell_type": "markdown", + "id": "084616f5", + "metadata": {}, + "source": [ + "### OBJECTIVE\n", + "\n", + "- The objective of this analysis is to explore product pricing, category dynamics, and customer ratings in the Amazon UK dataset. The goal is to identify patterns that influence best-seller status, pricing strategies, and customer satisfaction." + ] + }, + { + "cell_type": "markdown", + "id": "c254bed9", + "metadata": {}, + "source": [ + "### BEST-SELLER TRENDS ACROSS CATEGORIES" + ] + }, + { + "cell_type": "markdown", + "id": "f58acb75", + "metadata": {}, + "source": [ + "**Key Findings**\n", + "\n", + "* Categories such as Grocery, Smart Home Security & Lighting, and Health & Personal Care show the highest proportion of best-sellers (~5–6%).\n", + "\n", + "* However, best-seller products remain rare across all categories, with over 94% of products not achieving this status.\n", + "\n", + "* The Chi-square test confirms a statistically significant relationship between category and best-seller status.\n", + "\n", + "* However, Cramér’s V indicates a weak association, meaning category alone is not a strong predictor of success.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "57ad6812", + "metadata": {}, + "source": [ + "**Business Insight**\n", + "\n", + "* While product category influences the likelihood of becoming a best-seller, it is not sufficient on its own. Other factors such as reviews, pricing, and competition likely play a more significant role." + ] + }, + { + "cell_type": "markdown", + "id": "c34a398a", + "metadata": {}, + "source": [ + "### PRODUCT PRICING ACROSS CATEGORIES" + ] + }, + { + "cell_type": "markdown", + "id": "39593bb1", + "metadata": {}, + "source": [ + "**Key Findings**\n", + "\n", + "* Price distributions vary significantly across categories.\n", + "\n", + "* Some categories exhibit higher median and average prices, indicating premium segments.\n", + "\n", + "* The price distribution is right-skewed, meaning most products are low-priced with a few high-priced items.\n", + "\n", + "* Outliers were removed using the IQR method to ensure more reliable analysis." + ] + }, + { + "cell_type": "markdown", + "id": "f4d73999", + "metadata": {}, + "source": [ + "**Business Insight**\n", + "\n", + "* Pricing strategies differ by category, reflecting varying levels of product value and market positioning. Median price is a more reliable metric than mean due to skewness." + ] + }, + { + "cell_type": "markdown", + "id": "b3a529c7", + "metadata": {}, + "source": [ + "### PRODUCT RATING (STARS) ACROSS CATEGORIES" + ] + }, + { + "cell_type": "markdown", + "id": "67f576b1", + "metadata": {}, + "source": [ + "**Key Findings**\n", + "\n", + "* Most products across all categories have high ratings (typically 4–5 stars).\n", + "\n", + "* Differences in median ratings across categories are relatively small.\n", + "\n", + "* Customer satisfaction appears to be consistently high regardless of category." + ] + }, + { + "cell_type": "markdown", + "id": "5e4d6427", + "metadata": {}, + "source": [ + "**Business Insight**\n", + "\n", + "* Ratings are generally high across all categories, suggesting that customer satisfaction is widespread and not strongly dependent on product category alone." + ] + }, + { + "cell_type": "markdown", + "id": "3445eaa7", + "metadata": {}, + "source": [ + "### RELATIONSHIP BETWEEN PRICE AND RATING" + ] + }, + { + "cell_type": "markdown", + "id": "995e9e7e", + "metadata": {}, + "source": [ + "**Key Findings**\n", + "\n", + "* The correlation between price and ratings is very weak (-0.077).\n", + "\n", + "* Scatter plot analysis shows no clear relationship between price and customer ratings.\n", + "\n", + "* The QQ plot confirms that price is not normally distributed and is right-skewed. \n" + ] + }, + { + "cell_type": "markdown", + "id": "21875cec", + "metadata": {}, + "source": [ + "**Business Insight**\n", + "\n", + "* Higher-priced products are not necessarily better rated. Customer satisfaction is influenced more by perceived value, product quality, and user experience rather than price alone." + ] + }, + { + "cell_type": "markdown", + "id": "bbeaa35f", + "metadata": {}, + "source": [ + "### CONCLUSION\n", + "\n", + "* This analysis reveals that while category and pricing influence product dynamics, they are not strong standalone predictors of success or customer satisfaction. Best-seller status is rare and likely driven by a combination of factors including demand, competition, and product differentiation. Additionally, the weak relationship between price and ratings suggests that businesses should focus on delivering value rather than relying solely on premium pricing strategies.\n", + "\n", + "* Overall, the analysis suggests that success on Amazon is multifactorial. While category and pricing influence product dynamics, they are not strong standalone predictors of best-seller status or customer satisfaction.\n", + "\n", + "* Businesses should prioritize value delivery, customer experience, and competitive positioning rather than relying solely on category selection or pricing strategies." + ] + }, + { + "cell_type": "markdown", + "id": "d63b914d", + "metadata": {}, + "source": [ + "### RECOMMENDATIONS\n", + "\n", + "* Focus on high-performing categories with better best-seller probabilities.\n", + "\n", + "* Use median price for decision-making due to skewed distributions.\n", + "\n", + "* Prioritize customer experience and product quality over pricing alone.\n", + "\n", + "* Avoid oversaturated categories unless strong differentiation exists.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/README.md b/README.md index 59f47e1..a48b95e 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -## Lab - EDA Bivariate Analysis: Diving into Amazon UK Product Insights Part II +### Lab - EDA Bivariate Analysis: Diving into Amazon UK Product Insights Part II **Objective**: Delve into the dynamics of product pricing on Amazon UK to uncover insights that can inform business strategies and decision-making.