diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..afed073 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +*.csv diff --git a/2.EDA_bivariate.ipynb b/2.EDA_bivariate.ipynb new file mode 100644 index 0000000..79e02ef --- /dev/null +++ b/2.EDA_bivariate.ipynb @@ -0,0 +1,931 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a24a189e-9d1d-4d12-bc5c-33f50c4de1a0", + "metadata": { + "id": "a24a189e-9d1d-4d12-bc5c-33f50c4de1a0" + }, + "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": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_csv(\"amz_uk_price_prediction_dataset 2.csv\")\n", + "\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "198e6c16-b2a9-48e2-a436-f45846226e23", + "metadata": { + "id": "198e6c16-b2a9-48e2-a436-f45846226e23" + }, + "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" + ] + }, + { + "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", + "
uidstarsreviewspriceboughtInLastMonth
count2.443651e+062.443651e+062.443651e+062.443651e+062.443651e+06
mean1.370545e+062.152836e+004.806278e+028.924381e+012.589699e+01
std8.160562e+052.194865e+005.944124e+033.456089e+022.404837e+02
min1.000000e+000.000000e+000.000000e+000.000000e+000.000000e+00
25%6.589215e+050.000000e+000.000000e+009.990000e+000.000000e+00
50%1.349029e+060.000000e+000.000000e+001.909000e+010.000000e+00
75%2.060686e+064.400000e+005.900000e+014.599000e+010.000000e+00
max2.828593e+065.000000e+001.356658e+061.000000e+055.000000e+04
\n", + "
" + ], + "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": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape\n", + "df.columns\n", + "df.info()\n", + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b29ac673-33e7-4286-a4cb-300ba9f44ddc", + "metadata": { + "id": "b29ac673-33e7-4286-a4cb-300ba9f44ddc" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['uid', 'asin', 'title', 'stars', 'reviews', 'price', 'isBestSeller',\n", + " 'boughtInLastMonth', 'category'],\n", + " dtype='object')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a9a27001-85a3-414f-8ab9-2dffc68d7232", + "metadata": { + "id": "a9a27001-85a3-414f-8ab9-2dffc68d7232" + }, + "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": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab = pd.crosstab(df['category'], df['isBestSeller'])\n", + "crosstab.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4b864b79-bbb8-4475-8798-308d4a727e4d", + "metadata": { + "id": "4b864b79-bbb8-4475-8798-308d4a727e4d" + }, + "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
Wind Instruments0.9720000.028000
Mirrors0.9720000.028000
\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", + "Wind Instruments 0.972000 0.028000\n", + "Mirrors 0.972000 0.028000" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab_prop = crosstab.div(crosstab.sum(axis=1), axis=0)\n", + "\n", + "# Sort by best-seller rate\n", + "crosstab_prop_sorted = crosstab_prop.sort_values(by=True, ascending=False)\n", + "\n", + "crosstab_prop_sorted.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "107d625e-3a50-4e6e-818a-d4794ca0e05b", + "metadata": { + "id": "107d625e-3a50-4e6e-818a-d4794ca0e05b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Chi2: 36540.20270061387\n", + "p-value: 0.0\n" + ] + } + ], + "source": [ + "from scipy.stats import chi2_contingency\n", + "\n", + "chi2, p, dof, expected = chi2_contingency(crosstab)\n", + "\n", + "print(\"Chi2:\", chi2)\n", + "print(\"p-value:\", p)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d7294cee-a4dd-4bb8-8d0a-467ea77c6af2", + "metadata": { + "id": "d7294cee-a4dd-4bb8-8d0a-467ea77c6af2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cramér's V: 0.1222829439760564\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "n = crosstab.sum().sum()\n", + "phi2 = chi2 / n\n", + "r, k = crosstab.shape\n", + "\n", + "cramers_v = np.sqrt(phi2 / min(k-1, r-1))\n", + "print(\"Cramér's V:\", cramers_v)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5be42d65-ce86-4785-866c-99f26b424cfd", + "metadata": { + "id": "5be42d65-ce86-4785-866c-99f26b424cfd" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "crosstab_prop.head(15).plot(kind='bar', stacked=True, figsize=(12,6))\n", + "\n", + "plt.title(\"Best Seller Distribution by Category\")\n", + "plt.ylabel(\"Proportion\")\n", + "plt.xticks(rotation=45)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "DpGQSPqitn1g", + "metadata": { + "id": "DpGQSPqitn1g" + }, + "outputs": [], + "source": [ + "pd.DataFrame(expected_freq, columns=df['SaleCondition'].unique(), index=crosstab_result.index)" + ] + }, + { + "cell_type": "markdown", + "id": "36e15d0e-e52f-4c8a-9237-5082af6f99bf", + "metadata": { + "id": "36e15d0e-e52f-4c8a-9237-5082af6f99bf" + }, + "source": [ + "\n", + "The null hypothesis of the Chi-square test is that the two categorical variables are independent. Given the extremely low \\( p \\)-value, we reject the null hypothesis. This implies that there's a significant association between `MSZoning` and `SaleCondition` in the dataset.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "07e84d78-3430-4dba-ba38-e46c0116455a", + "metadata": { + "id": "07e84d78-3430-4dba-ba38-e46c0116455a" + }, + "outputs": [], + "source": [ + "Q1 = df['price'].quantile(0.25)\n", + "Q3 = df['price'].quantile(0.75)\n", + "IQR = Q3 - Q1\n", + "\n", + "df_clean = df[\n", + " (df['price'] >= Q1 - 1.5 * IQR) &\n", + " (df['price'] <= Q3 + 1.5 * IQR)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "92d2cd46-a34b-4784-aec0-0cada813df85", + "metadata": { + "id": "92d2cd46-a34b-4784-aec0-0cada813df85" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "top20 = df_clean['category'].value_counts().head(20).index\n", + "\n", + "plt.figure(figsize=(12,6))\n", + "sns.violinplot(data=df_clean[df_clean['category'].isin(top20)],\n", + " x='category', y='price')\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.title(\"Price Distribution by Category\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b4b45a44-c9b8-4c09-81e8-fb45be4afda0", + "metadata": { + "id": "b4b45a44-c9b8-4c09-81e8-fb45be4afda0" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top10 = df_clean['category'].value_counts().head(10).index\n", + "\n", + "avg_price = (\n", + " df_clean[df_clean['category'].isin(top10)]\n", + " .groupby('category')['price']\n", + " .mean()\n", + " .sort_values(ascending=False)\n", + ")\n", + "\n", + "avg_price.plot(kind='bar', figsize=(10,5))\n", + "plt.title(\"Average Price by Category\")\n", + "plt.ylabel(\"Average Price\")\n", + "plt.xticks(rotation=45)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3efb7d4c-b5b6-4cb4-b061-f905d4252724", + "metadata": { + "id": "3efb7d4c-b5b6-4cb4-b061-f905d4252724" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top10 = df_clean['category'].value_counts().head(10).index\n", + "\n", + "plt.figure(figsize=(12,6))\n", + "sns.boxplot(data=df_clean[df_clean['category'].isin(top10)],\n", + " x='category', y='stars')\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.title(\"Ratings Distribution by Category\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "48a38adb-754b-4b41-8988-d3780c30553c", + "metadata": { + "id": "48a38adb-754b-4b41-8988-d3780c30553c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Correlation: -0.0776729987818131\n" + ] + } + ], + "source": [ + "corr = df_clean['price'].corr(df_clean['stars'])\n", + "print(\"Correlation:\", corr)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "ccd2d324-9a4d-43ee-9aec-07cfa5e3584a", + "metadata": { + "id": "ccd2d324-9a4d-43ee-9aec-07cfa5e3584a" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "plt.scatter(df_clean['stars'], df_clean['price'], alpha=0.3)\n", + "\n", + "plt.xlabel(\"Stars\")\n", + "plt.ylabel(\"Price\")\n", + "plt.title(\"Price vs Rating\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "4c5e8cc6-658d-4ffa-a501-ae940d9aefd5", + "metadata": { + "id": "4c5e8cc6-658d-4ffa-a501-ae940d9aefd5" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "corr_matrix = df_clean[['price', 'stars', 'reviews', 'boughtInLastMonth']].corr()\n", + "\n", + "sns.heatmap(corr_matrix, annot=True)\n", + "plt.title(\"Correlation Heatmap\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9283160d-0121-4a84-b707-a57db040ba63", + "metadata": { + "id": "9283160d-0121-4a84-b707-a57db040ba63" + }, + "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_clean['price'], dist=\"norm\", plot=plt)\n", + "plt.title(\"QQ Plot - Price Distribution\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "56df6fdf", + "metadata": {}, + "source": [ + "\"\"\"\n", + "🔍 Conclusions & Observations\n", + "\n", + "1. Best-Seller Trends:\n", + "The distribution of best-sellers varies across product categories, suggesting that\n", + "category plays a role in determining whether a product becomes a best-seller.\n", + "The Chi-square test indicates that this relationship is statistically significant,\n", + "while Cramér’s V suggests the strength of the association is relatively weak/moderate.\n", + "\n", + "2. Price Distribution Across Categories:\n", + "Product prices differ substantially between categories. Some categories show higher\n", + "median and average prices, indicating premium segments, while others are more\n", + "price-sensitive. The presence of outliers required cleaning to ensure meaningful analysis.\n", + "\n", + "3. Ratings Across Categories:\n", + "Customer ratings are relatively consistent across most categories, although some\n", + "categories show slightly higher median ratings. Overall, ratings tend to cluster\n", + "towards the higher end (around 4–5 stars), which is typical for e-commerce platforms.\n", + "\n", + "4. Price vs Rating Relationship:\n", + "The correlation between price and rating is weak, indicating that more expensive\n", + "products do not necessarily receive better ratings. This suggests that perceived\n", + "value and product quality are not strictly tied to price.\n", + "\n", + "5. General Insight:\n", + "Category is a stronger driver of product performance (best-seller status and pricing)\n", + "than price or ratings alone. Businesses should consider category-specific strategies\n", + "when optimizing pricing, positioning, and product development.\n", + "\"\"\"" + ] + }, + { + "cell_type": "markdown", + "id": "5f99b63c", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "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 +}