diff --git a/main.ipynb b/main.ipynb new file mode 100644 index 0000000..83cbda7 --- /dev/null +++ b/main.ipynb @@ -0,0 +1,2148 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b416c7af", + "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": 2, + "id": "7ed40c49", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import kagglehub \n", + "from kagglehub import KaggleDatasetAdapter" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8b5d8219", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Path to dataset files: C:\\Users\\ASUS\\.cache\\kagglehub\\datasets\\asaniczka\\uk-optimal-product-price-prediction\\versions\\3\n" + ] + } + ], + "source": [ + "# Download latest version\n", + "path = kagglehub.dataset_download(\"asaniczka/uk-optimal-product-price-prediction\")\n", + "\n", + "print(\"Path to dataset files:\", path)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c24eca1b", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "file_path = os.path.join(path, \"amz_uk_price_prediction_dataset.csv\")\n", + "df = pd.read_csv(file_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ef986647", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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uidasintitlestarsreviewspriceisBestSellerboughtInLastMonthcategory
01B09B96TG33Echo Dot (5th generation, 2022 release) | Big ...4.71530821.99False0Hi-Fi Speakers
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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
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" + ], + "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": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8cbe874b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['uid', 'asin', 'title', 'stars', 'reviews', 'price', 'isBestSeller',\n", + " 'boughtInLastMonth', 'category'],\n", + " dtype='object')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e37ea815", + "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": 18, + "id": "79f2fa53", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "asin\n", + "B083L94P36 7\n", + "B08CS1RJYK 7\n", + "B07MVP6T9C 7\n", + "B0884G1PZ5 7\n", + "B08BDG1DR2 7\n", + " ..\n", + "B004BW8TYC 1\n", + "B0BPMBYBKL 1\n", + "B0BV24Z9M4 1\n", + "B08NVLFT7M 1\n", + "B08P3W9B3T 1\n", + "Name: count, Length: 2222742, dtype: int64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"asin\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "13c3d9b4", + "metadata": {}, + "source": [ + "To begin with, we can inspect all categorical columns (variables)." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b3d31eac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['asin', 'title', 'category'], dtype='object')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.select_dtypes(include='object').columns" + ] + }, + { + "cell_type": "markdown", + "id": "fa8490a1", + "metadata": {}, + "source": [ + "Checking all values of the Category categorical variable." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "066d0b6c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Sports & Outdoors 836265\n", + "Beauty 19312\n", + "Handmade Clothing, Shoes & Accessories 19229\n", + "Bath & Body 19092\n", + "Birthday Gifts 18978\n", + " ... \n", + "Alexa Built-In Devices 107\n", + "Motorbike Chassis 107\n", + "Plugs 107\n", + "Smart Home Security & Lighting 104\n", + "Smart Speakers 54\n", + "Name: count, Length: 296, dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"category\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "4402b06c", + "metadata": {}, + "source": [ + "Checking all values of the isBestSeller categorical variable." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "9f1c0f1f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "isBestSeller\n", + "False 2435671\n", + "True 7980\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"isBestSeller\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "d780f45f", + "metadata": {}, + "source": [ + "Checking all numerical columns." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "0d95285a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['uid', 'stars', 'reviews', 'price', 'boughtInLastMonth'], dtype='object')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.select_dtypes(include='number').columns" + ] + }, + { + "cell_type": "markdown", + "id": "7d5005a3", + "metadata": {}, + "source": [ + "What follows is a statistical summary of all numerical variables. " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "3249eb76", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " uid stars reviews price \\\n", + "count 2.443651e+06 2.443651e+06 2.443651e+06 2.443651e+06 \n", + "mean 1.370545e+06 2.152836e+00 4.806278e+02 8.924381e+01 \n", + "std 8.160562e+05 2.194865e+00 5.944124e+03 3.456089e+02 \n", + "min 1.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n", + "25% 6.589215e+05 0.000000e+00 0.000000e+00 9.990000e+00 \n", + "50% 1.349029e+06 0.000000e+00 0.000000e+00 1.909000e+01 \n", + "75% 2.060686e+06 4.400000e+00 5.900000e+01 4.599000e+01 \n", + "max 2.828593e+06 5.000000e+00 1.356658e+06 1.000000e+05 \n", + "\n", + " boughtInLastMonth \n", + "count 2.443651e+06 \n", + "mean 2.589699e+01 \n", + "std 2.404837e+02 \n", + "min 0.000000e+00 \n", + "25% 0.000000e+00 \n", + "50% 0.000000e+00 \n", + "75% 0.000000e+00 \n", + "max 5.000000e+04 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "id": "379b66b3", + "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": "8fd0fbd8", + "metadata": {}, + "source": [ + "1. **Crosstab Analysis**:\n", + " - Creating a crosstab between the product `category` and the `isBestSeller` status." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "b5c175a8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Health & Personal Care9017552
Baby14709341
Sports & Outdoors835935330
Power & Hand Tools8353306
.........
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Digital Frames7740
Motorbike Chassis1070
Motorbike Drive & Gears2500
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" + ], + "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", + "... ... ...\n", + "CD, Disc & Tape Players 1.000000 0.000000\n", + "General Music-Making Accessories 1.000000 0.000000\n", + "Snowboard Boots 1.000000 0.000000\n", + "Boxes & Organisers 1.000000 0.000000\n", + "eBook Readers & Accessories 1.000000 0.000000\n", + "\n", + "[296 rows x 2 columns]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.crosstab(df['category'], df['isBestSeller'], normalize='index') \\\n", + " .sort_values(by=True, ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "9bc26c8e", + "metadata": {}, + "source": [ + "So, the Grocery category is the one with the highest proportion of best sellers (approximately 5.81%), followed by Smart Home Security & Lighting (approximately 5.77%), Health & Personal Care (approximately 5.77%), Mobile Phone Accessories (approximately 4.25%), and Power & Hand Tools (approximately 3.53%). The other categories' proportions in terms of best sellers are significantly lower below that point." + ] + }, + { + "cell_type": "markdown", + "id": "d409a965", + "metadata": {}, + "source": [ + "For demonstration purposes, one can check the proportion of best sellers specifically for the Sports & Outdoors category, which happens to be top most listed category." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "ae992022", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "isBestSeller\n", + "False 0.999605\n", + "True 0.000395\n", + "Name: Sports & Outdoors, dtype: float64" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.crosstab(df['category'], df['isBestSeller'], normalize='index') \\\n", + " .loc['Sports & Outdoors']" + ] + }, + { + "cell_type": "markdown", + "id": "9c9ca896", + "metadata": {}, + "source": [ + "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." + ] + }, + { + "cell_type": "markdown", + "id": "ef0501e6", + "metadata": {}, + "source": [ + "Conducting the Chi-square test first to determine whether the best-seller distribution is independent of the product category." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "86bf1252", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0\n" + ] + } + ], + "source": [ + "from scipy.stats import chi2_contingency\n", + "\n", + "contingency_table = pd.crosstab(df['category'], df['isBestSeller'])\n", + "\n", + "_, p, _, _ = chi2_contingency(contingency_table)\n", + "\n", + "print(p)" + ] + }, + { + "cell_type": "markdown", + "id": "e7f4ceb4", + "metadata": {}, + "source": [ + "Conducting the Cramérs-V test to determine the strenght of the association between best status and category." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "ef69e43e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.1222829439760564\n" + ] + } + ], + "source": [ + "from scipy.stats.contingency import association\n", + "\n", + "cramers_v = association(contingency_table, method='cramer')\n", + "\n", + "print(cramers_v)" + ] + }, + { + "cell_type": "markdown", + "id": "9e87bd4f", + "metadata": {}, + "source": [ + "So the conclusion is that the Chi-Square did hint into a potential dependency between the best status and the category variables, but the Cramérs-V test allows us to go even further and conclude that the effect is actually small in the sense that categories do not strongly determine the best seller status.\n", + "\n", + "In other words, there is a statistically significant relationship between category and bestseller status, but the strength of this association is weak, suggesting that category alone is not a strong driver of bestseller status." + ] + }, + { + "cell_type": "markdown", + "id": "772abfbb", + "metadata": {}, + "source": [ + "3. **Visualizations**:\n", + "\t- Visualize the relationship between product categories and the best-seller status using a stacked bar chart." + ] + }, + { + "cell_type": "markdown", + "id": "e0254a57", + "metadata": {}, + "source": [ + "Here is the first attempt at plotting a stacked bar chart between the category and the isbestseller categories." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "fadbcf30", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pd.crosstab(df['category'], df['isBestSeller'], normalize='index') \\\n", + " .plot(kind='bar', stacked=True, figsize=(10,6))" + ] + }, + { + "cell_type": "markdown", + "id": "3c0b84b2", + "metadata": {}, + "source": [ + "We can see that things quickly get confusing, given the high number of categories (specifically the unique values inside category). Therefore, we can limit the number of categories to, say, 20, for better visualisation. As such:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "d504ca3a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Sports & Outdoors', 'Beauty', 'Handmade Clothing, Shoes & Accessories',\n", + " 'Bath & Body', 'Birthday Gifts', 'Manicure & Pedicure Products',\n", + " 'Skin Care', 'Make-up', 'Hair Care', 'Fragrances', 'Handmade Gifts',\n", + " 'Handmade Home Décor', 'Luggage and travel gear', 'Handmade Jewellery',\n", + " 'Handmade Artwork', 'Women', 'Handmade Home & Kitchen Products',\n", + " 'Handmade Kitchen & Dining', 'Men', 'Baby'],\n", + " dtype='object', name='category')" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "top_categories = df['category'].value_counts().head(20).index\n", + "top_categories" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "4ea41ac4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_categories = df['category'].value_counts().head(20).index\n", + "\n", + "pd.crosstab(df[df['category'].isin(top_categories)]['category'],\n", + " df[df['category'].isin(top_categories)]['isBestSeller'],\n", + " normalize='index') \\\n", + " .plot(kind='bar', stacked=True, figsize=(12,6))" + ] + }, + { + "cell_type": "markdown", + "id": "7c340d95", + "metadata": {}, + "source": [ + "So, from the stacked bar chart, we also see that the bestseller status is rare across categories, and no category shows a strong dominance, which is consistent with the weak association found statistically in Part 1.2." + ] + }, + { + "cell_type": "markdown", + "id": "2fe3ef85", + "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": "ba4a0d40", + "metadata": {}, + "source": [ + "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.*" + ] + }, + { + "cell_type": "markdown", + "id": "c1f2c210", + "metadata": {}, + "source": [ + "First of all, we determine the Inter-quantile Range of values (IQR), given by the difference between Q1 and Q3. Hence:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2b793633", + "metadata": {}, + "outputs": [], + "source": [ + "Q1 = df['price'].quantile(0.25)\n", + "Q3 = df['price'].quantile(0.75)\n", + "\n", + "IQR = Q3 - Q1\n", + "\n", + "lower_bound = Q1 - 1.5 * IQR # lower bound of the IQR\n", + "upper_bound = Q3 + 1.5 * IQR # upper bound of the IQR" + ] + }, + { + "cell_type": "markdown", + "id": "a4dc725c", + "metadata": {}, + "source": [ + "The next step is to remove potential outliers, which could distort the analysis by pulling averages, spreads and visuals, thereby making visualisations harder to interpret. Another downside of outliers is that these have a compression effect on the data, which could contribute to compressing the remainder of the data set and the true data pattern as a result.\n", + "\n", + "So the main purpose of this preliminary step is to see the real structure of the majority of the data.\n", + "\n", + "Thus:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "c62dd60a", + "metadata": {}, + "outputs": [], + "source": [ + "df_outliers_removed = df[(df['price'] >= lower_bound) & (df['price'] <= upper_bound)]" + ] + }, + { + "cell_type": "markdown", + "id": "8da8b51d", + "metadata": {}, + "source": [ + "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." + ] + }, + { + "cell_type": "markdown", + "id": "6f3d38bb", + "metadata": {}, + "source": [ + "Filtering out the top 20 categories, first." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "812e0a3b", + "metadata": {}, + "outputs": [], + "source": [ + "top_20_categories = df['category'].value_counts().head(20).index" + ] + }, + { + "cell_type": "markdown", + "id": "71d1b814", + "metadata": {}, + "source": [ + "Now applying this data subset to the data set with outliers removed." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "9b8ba9f5", + "metadata": {}, + "outputs": [], + "source": [ + "df_top_20 = df_outliers_removed[df_outliers_removed['category'].isin(top_20_categories)]" + ] + }, + { + "cell_type": "markdown", + "id": "db10f971", + "metadata": {}, + "source": [ + "The violin plot then becomes:" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "2ddbe1b3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,6))\n", + "sns.violinplot(data=df_top_20, x='category', y='price')\n", + "plt.xticks(rotation=90)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2c0de9c8", + "metadata": {}, + "source": [ + "By examining the set of violin plots there two of the product categories (Fragrances and Men) whose means appear to be the highest. For better visualisation: " + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "8c97d632", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "categories_selection = ['Fragrances', 'Men']\n", + "df_compare = df_outliers_removed[df_outliers_removed['category'].isin(categories_selection)]\n", + "sns.violinplot(data=df_compare, x='category', y='price', inner='box')" + ] + }, + { + "cell_type": "markdown", + "id": "7575c8cb", + "metadata": {}, + "source": [ + "Comparing means for these two categories yields:" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "07c3c7c9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Fragrances 28.544912\n", + "Men 27.461174\n", + "Name: price, dtype: float64" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_compare.groupby('category')['price'].mean()" + ] + }, + { + "cell_type": "markdown", + "id": "0f6b6061", + "metadata": {}, + "source": [ + "Performing a sanity check to ensure we picked the 2 top categories correctly:" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "711818e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Fragrances 28.544912\n", + "Men 27.461174\n", + "Sports & Outdoors 25.172065\n", + "Handmade Jewellery 22.801007\n", + "Women 20.408735\n", + "Luggage and travel gear 19.718228\n", + "Birthday Gifts 18.600195\n", + "Handmade Artwork 17.461758\n", + "Handmade Gifts 17.395112\n", + "Baby 16.389799\n", + "Skin Care 15.654722\n", + "Handmade Home Décor 15.413691\n", + "Bath & Body 14.678683\n", + "Handmade Home & Kitchen Products 14.079947\n", + "Hair Care 13.461408\n", + "Handmade Kitchen & Dining 13.119728\n", + "Handmade Clothing, Shoes & Accessories 12.958639\n", + "Beauty 12.523480\n", + "Make-up 10.612918\n", + "Manicure & Pedicure Products 10.231825\n", + "Name: price, dtype: float64" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_top_20.groupby('category')['price'].mean().sort_values(ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "97a235f4", + "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", + " ... \n", + "Adapters 7.05\n", + "Make-up 7.00\n", + "Signs & Plaques 6.99\n", + "Arts & Crafts 5.99\n", + "Office Paper Products 4.37\n", + "Name: price, Length: 296, dtype: float64" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_outliers_removed.groupby('category')['price'].median().sort_values(ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "a79106fe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.int64(7395)" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['category'].value_counts().loc['Desktop PCs']" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "047ac6b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.int64(4074)" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['category'].value_counts().loc['Boxing Shoes']" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "cd9cef2d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.int64(18564)" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['category'].value_counts().loc['Fragrances']" + ] + }, + { + "cell_type": "markdown", + "id": "149bbb44", + "metadata": {}, + "source": [ + "The conclusion is that category Desktop PCs has the highest median price overall. However, it has a relatively low number of observations compared to Fragrances. Among the most frequent categories (top 20), the Fragrances product category shows the highest median price." + ] + }, + { + "cell_type": "markdown", + "id": "60dd508a", + "metadata": {}, + "source": [ + "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." + ] + }, + { + "cell_type": "markdown", + "id": "f7246567", + "metadata": {}, + "source": [ + "To access the average price of the top 10 product categories based on count, we calculate: " + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "7f0fc693", + "metadata": {}, + "outputs": [], + "source": [ + "top10_mean = df_top_20.groupby('category')['price'].mean() \\\n", + " .sort_values(ascending=False).head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "241986a3", + "metadata": {}, + "source": [ + "Sorting by descending order:" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "704d4445", + "metadata": {}, + "outputs": [], + "source": [ + "top10_mean = df_top_20.groupby('category')['price'].mean() \\\n", + " .sort_values(ascending=False).head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "165da578", + "metadata": {}, + "source": [ + "And for the respective bar chart, we get:" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "d9ec428b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top10_mean.plot(kind='bar', figsize=(10,6))\n", + "plt.xticks(rotation=45)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "510c1bbe", + "metadata": {}, + "source": [ + "To detect the true highest price, however, we perform the following:" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "77e7865b", + "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", + " ... \n", + "Bedding Accessories 8.835220\n", + "Adapters 8.750197\n", + "Signs & Plaques 8.210513\n", + "Arts & Crafts 8.006540\n", + "Office Paper Products 6.876369\n", + "Name: price, Length: 296, dtype: float64" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_outliers_removed.groupby('category')['price'].mean() \\\n", + " .sort_values(ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "82e33ff7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.int64(259)" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['category'].value_counts().loc['Motherboards']" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "5f3d7bb1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.int64(18564)" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['category'].value_counts().loc['Fragrances']" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "8f248820", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Motherboards 68.772432\n", + "Fragrances 28.544912\n", + "Name: price, dtype: float64" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_outliers_removed.groupby('category')['price'].mean().loc[['Motherboards', 'Fragrances']]" + ] + }, + { + "cell_type": "markdown", + "id": "e677d739", + "metadata": {}, + "source": [ + "The category with the highest average price overall is Motherboards, with a substantially higher mean. Although it has fewer observations (~200) compared to more frequent categories (~10,000+), the sample size is still sufficient to consider this result meaningful. However, categories with larger sample sizes (e.g.: Fragrances) provide more stable estimates.\n", + "\n", + "The bar chart reveals that the Frangrances category has the highest average price among the top 10 specifically" + ] + }, + { + "cell_type": "markdown", + "id": "b3c6b7b5", + "metadata": {}, + "source": [ + "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": "76c48588", + "metadata": {}, + "source": [ + "The first step is to filter out the top 10 categories based on count to enhance visualisation. Once again, any outliers are preliminary removed." + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "ce13927b", + "metadata": {}, + "outputs": [], + "source": [ + "top10 = df['category'].value_counts().head(10).index\n", + "\n", + "df_top10 = df_outliers_removed[df_outliers_removed['category'].isin(top10)]" + ] + }, + { + "cell_type": "markdown", + "id": "c6fab636", + "metadata": {}, + "source": [ + "Now we plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "dfdd6250", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(data=df_top10, x='category', y='stars')\n", + "plt.xticks(rotation=90)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1471cd57", + "metadata": {}, + "source": [ + "To ensure a more complete and strict numerical analysis is performed, we can sort median values of the data set with outliers removed in the following way (for the entire data set with outliers removed)." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "91f53561", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Computer Memory 4.7\n", + "Building & Construction Toys 4.6\n", + "Office Paper Products 4.6\n", + "Luxury Food & Drink 4.6\n", + "Kids' Play Figures 4.6\n", + " ... \n", + "Hockey Shoes 0.0\n", + "Hi-Fi Receivers & Separates 0.0\n", + "Handmade Kitchen & Dining 0.0\n", + "Handmade Jewellery 0.0\n", + "eBook Readers & Accessories 0.0\n", + "Name: stars, Length: 296, dtype: float64" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_outliers_removed.groupby('category')['stars'].median().sort_values(ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "4e80d785", + "metadata": {}, + "source": [ + "Although the Computer Memory category shows the highest median rating overall, it likely contains few observations, making this result less reliable compared to more populated categories (could be due to either a small sample effect ot niche/premium effect)." + ] + }, + { + "cell_type": "markdown", + "id": "613d3881", + "metadata": {}, + "source": [ + "Regardless, we will refocus our attention onto the top 10 categories and perform a numerical analysis in a descending order, given that the graphical representation is not verya clear in terms of having certain medians distinguished from one another and therefore compared.\n", + "\n", + "Thus:" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "76a0a64d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Bath & Body 4.4\n", + "Beauty 4.4\n", + "Hair Care 4.4\n", + "Skin Care 4.4\n", + "Fragrances 4.3\n", + "Make-up 4.2\n", + "Manicure & Pedicure Products 4.2\n", + "Birthday Gifts 0.0\n", + "Handmade Clothing, Shoes & Accessories 0.0\n", + "Sports & Outdoors 0.0\n", + "Name: stars, dtype: float64" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_top10.groupby('category')['stars'].median().sort_values(ascending=False)\n" + ] + }, + { + "cell_type": "markdown", + "id": "b47ddae1", + "metadata": {}, + "source": [ + "The observation is that the Bath & Body, Beauty, Hair Care and Skin Care categories tend to receive the highest median rating from customers. In fact their medians are the same, at 4.4." + ] + }, + { + "cell_type": "markdown", + "id": "c6be84b7", + "metadata": {}, + "source": [ + "In conclusion, the category with the highest median rating overall is Computer Memory. However, it has a relatively low number of observations, making this result less reliable. Among the more frequent categories, Bath & Body, Beauty, Hair Care and Skin Care show the highest median rating." + ] + }, + { + "cell_type": "markdown", + "id": "0908716b", + "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. \n", + "\n", + "---\n", + "\n", + "**Submission**: Submit a Jupyter Notebook which contains code and a business-centric report summarizing your findings. \n", + "\n", + "**Bonus**: \n", + "\n", + "- Do the same analysis without taking out the outliers. What are your insights?" + ] + }, + { + "cell_type": "markdown", + "id": "31498a08", + "metadata": {}, + "source": [ + "1. **Correlation Coefficients**:\n", + " - Calculate the correlation coefficient between `price` and `stars`.\n", + " - Is there a significant correlation between product price and its rating?" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "294d4145", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " price stars\n", + "price 1.000000 -0.077673\n", + "stars -0.077673 1.000000" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_outliers_removed[['price', 'stars']].corr(method='pearson')" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "7ce01524", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " price stars\n", + "price 1.000000 -0.066797\n", + "stars -0.066797 1.000000" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_outliers_removed[['price', 'stars']].corr(method='spearman')" + ] + }, + { + "cell_type": "markdown", + "id": "daac2977", + "metadata": {}, + "source": [ + "The conclusion is that there is no significant correlation between product price and rating. The relationship is extremely weak and slightly negative, suggesting that price does not meaningfully influence ratings." + ] + }, + { + "cell_type": "markdown", + "id": "af477242", + "metadata": {}, + "source": [ + "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": "code", + "execution_count": 87, + "id": "cf58bdbb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_outliers_removed_sample = df_outliers_removed.sample(2000)\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "sns.scatterplot(data=df_outliers_removed, x='price', y='stars', alpha=0.1)\n", + "plt.xscale('log')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0f162b46", + "metadata": {}, + "source": [ + "From the scatter plot, one concludes that there is no significant relationship between product price and rating. The correlation is extremely weak and the scatter plot shows no clear pattern. The log scale is simply for better visualisation purposes." + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "f2703200", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "\n", + "sns.heatmap(df_outliers_removed.select_dtypes(include='number').corr(),\n", + " annot=True, cmap='coolwarm')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7e601248", + "metadata": {}, + "source": [ + "The analysis shows no meaningful relationship between product price and rating. This is consistently supported by the very weak correlation coefficients, the absence of any visible pattern in the scatter plot, and the near-zero correlation observed in the heatmap." + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "748f8371", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import scipy.stats as stats\n", + "\n", + "plt.figure(figsize=(6,6))\n", + "stats.probplot(df_outliers_removed['price'], dist=\"norm\", plot=plt)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "82e5c0ac", + "metadata": {}, + "source": [ + "The Quantile-Quantile (QQ) plot also supports the conclusion that product prices typically do not follow a normal distribution.\n", + "\n", + "The QQ plot shows a clear deviation from the diagonal line, forming an S-shaped pattern, indicating that product prices do not follow a normal distribution and are likely skewed." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}