diff --git a/Lab - EDA Bivariate Analysis.ipynb b/Lab - EDA Bivariate Analysis.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "b5ca71a9-82f7-4082-8120-25c01aac139c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import mlcroissant as mlc\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "f2151a42-e0b6-45a2-b813-dc08eae9c053",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv(r\"C:\\Users\\Utilizador\\Downloads\\amz_uk_price_prediction_dataset.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "b0388213-9188-44b6-8887-d09de105aa5d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
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+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " uid | \n",
+ " asin | \n",
+ " title | \n",
+ " stars | \n",
+ " reviews | \n",
+ " price | \n",
+ " isBestSeller | \n",
+ " boughtInLastMonth | \n",
+ " category | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 1 | \n",
+ " B09B96TG33 | \n",
+ " Echo Dot (5th generation, 2022 release) | Big ... | \n",
+ " 4.7 | \n",
+ " 15308 | \n",
+ " 21.99 | \n",
+ " False | \n",
+ " 0 | \n",
+ " Hi-Fi Speakers | \n",
+ "
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+ " \n",
+ " 1 | \n",
+ " 2 | \n",
+ " B01HTH3C8S | \n",
+ " Anker Soundcore mini, Super-Portable Bluetooth... | \n",
+ " 4.7 | \n",
+ " 98099 | \n",
+ " 23.99 | \n",
+ " True | \n",
+ " 0 | \n",
+ " Hi-Fi Speakers | \n",
+ "
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+ " \n",
+ " 2 | \n",
+ " 3 | \n",
+ " B09B8YWXDF | \n",
+ " Echo Dot (5th generation, 2022 release) | Big ... | \n",
+ " 4.7 | \n",
+ " 15308 | \n",
+ " 21.99 | \n",
+ " False | \n",
+ " 0 | \n",
+ " Hi-Fi Speakers | \n",
+ "
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+ " \n",
+ " 3 | \n",
+ " 4 | \n",
+ " B09B8T5VGV | \n",
+ " Echo Dot with clock (5th generation, 2022 rele... | \n",
+ " 4.7 | \n",
+ " 7205 | \n",
+ " 31.99 | \n",
+ " False | \n",
+ " 0 | \n",
+ " Hi-Fi Speakers | \n",
+ "
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+ " \n",
+ " 4 | \n",
+ " 5 | \n",
+ " B09WX6QD65 | \n",
+ " Introducing Echo Pop | Full sound compact Wi-F... | \n",
+ " 4.6 | \n",
+ " 1881 | \n",
+ " 17.99 | \n",
+ " False | \n",
+ " 0 | \n",
+ " Hi-Fi Speakers | \n",
+ "
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+ " \n",
+ "
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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": 8,
+ "id": "5d337718-6653-42f8-8ab0-a016d035603c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(2443651, 9)"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "dcf80a9a-142c-4614-a221-7816f92d44fe",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "category\n",
+ "3D Printers 1\n",
+ "3D Printing & Scanning 2\n",
+ "Abrasive & Finishing Products 5\n",
+ "Action Cameras 1\n",
+ "Adapters 3\n",
+ " ... \n",
+ "Wind Instruments 7\n",
+ "Window Treatments 5\n",
+ "Women 213\n",
+ "Women's Sports & Outdoor Shoes 20\n",
+ "eBook Readers & Accessories 0\n",
+ "Name: isBestSeller, Length: 296, dtype: int64"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Count the number of True values (best-sellers) in each category\n",
+ "best_seller_counts = df.groupby('category')['isBestSeller'].sum()\n",
+ "\n",
+ "# Display the result\n",
+ "best_seller_counts"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "638667d0-7425-42a5-874f-60a9dba8d72d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " isBestSeller | \n",
+ " False | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " category | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 3D Printers | \n",
+ " 247 | \n",
+ " 1 | \n",
+ "
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+ " \n",
+ " 3D Printing & Scanning | \n",
+ " 4065 | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " Abrasive & Finishing Products | \n",
+ " 245 | \n",
+ " 5 | \n",
+ "
\n",
+ " \n",
+ " Action Cameras | \n",
+ " 1696 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " Adapters | \n",
+ " 251 | \n",
+ " 3 | \n",
+ "
\n",
+ " \n",
+ " Agricultural Equipment & Supplies | \n",
+ " 8421 | \n",
+ " 109 | \n",
+ "
\n",
+ " \n",
+ " Alexa Built-In Devices | \n",
+ " 106 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " Art & Craft Supplies | \n",
+ " 253 | \n",
+ " 5 | \n",
+ "
\n",
+ " \n",
+ " Arts & Crafts | \n",
+ " 9319 | \n",
+ " 230 | \n",
+ "
\n",
+ " \n",
+ " Baby | \n",
+ " 14709 | \n",
+ " 341 | \n",
+ "
\n",
+ " \n",
+ " Baby & Toddler Toys | \n",
+ " 9332 | \n",
+ " 24 | \n",
+ "
\n",
+ " \n",
+ " Bakeware | \n",
+ " 233 | \n",
+ " 6 | \n",
+ "
\n",
+ " \n",
+ " Ballet & Dancing Footwear | \n",
+ " 3238 | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " Barebone PCs | \n",
+ " 9478 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " Basketball Footwear | \n",
+ " 6710 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " Bass Guitars & Gear | \n",
+ " 523 | \n",
+ " 5 | \n",
+ "
\n",
+ " \n",
+ " Bath & Body | \n",
+ " 19059 | \n",
+ " 33 | \n",
+ "
\n",
+ " \n",
+ " Bathroom Furniture | \n",
+ " 2766 | \n",
+ " 15 | \n",
+ "
\n",
+ " \n",
+ " Bathroom Lighting | \n",
+ " 252 | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " Bathroom Linen | \n",
+ " 401 | \n",
+ " 5 | \n",
+ "
\n",
+ " \n",
+ "
\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\n",
+ "Agricultural Equipment & Supplies 8421 109\n",
+ "Alexa Built-In Devices 106 1\n",
+ "Art & Craft Supplies 253 5\n",
+ "Arts & Crafts 9319 230\n",
+ "Baby 14709 341\n",
+ "Baby & Toddler Toys 9332 24\n",
+ "Bakeware 233 6\n",
+ "Ballet & Dancing Footwear 3238 2\n",
+ "Barebone PCs 9478 0\n",
+ "Basketball Footwear 6710 0\n",
+ "Bass Guitars & Gear 523 5\n",
+ "Bath & Body 19059 33\n",
+ "Bathroom Furniture 2766 15\n",
+ "Bathroom Lighting 252 2\n",
+ "Bathroom Linen 401 5"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "crosstab_result = pd.crosstab(df['category'], df['isBestSeller'])\n",
+ "crosstab_result.head(20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "510a356d-b38c-47e1-95b8-213796298da6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(36540.20270061387, 0.0)"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from scipy.stats import chi2_contingency\n",
+ "\n",
+ "chi2_statistic, chi2_p_value, _, _ = chi2_contingency(crosstab_result)\n",
+ "chi2_statistic, chi2_p_value"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "afdf07a9-bb10-42ac-a041-6c0a35d93e26",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.1222829439760564"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from scipy.stats.contingency import association\n",
+ "\n",
+ "# Computing the association between variables in 'crosstab_result' using the \"cramer\" method\n",
+ "association(crosstab_result, method=\"cramer\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "284a271f-a0a7-4ec0-a8f9-391955b827b6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "crosstab_result_20 = crosstab_result.head(20)\n",
+ "crosstab_result_20.plot(kind='bar', stacked=True, figsize=(8, 6))\n",
+ "\n",
+ "# Add titles and labels\n",
+ "plt.title('Product Categories vs Best-Seller Status', fontsize=14)\n",
+ "plt.xlabel('Category', fontsize=12)\n",
+ "plt.ylabel('Count', fontsize=12)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "3e0c09d2-a586-4a32-90af-63b26fd1aff7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import seaborn as sns\n",
+ "sns.heatmap(crosstab_result_20, annot=True, cmap=\"YlGnBu\", fmt=\"d\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "0783eb1d-8e7e-4f62-a7b4-379d041fcb74",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def tukeys_test_outliers(df, column_name):\n",
+ " # Calculate Q1 (25th percentile) and Q3 (75th percentile) for the specified column\n",
+ " Q1 = df[column_name].quantile(0.25)\n",
+ " Q3 = df[column_name].quantile(0.75)\n",
+ " \n",
+ " # Calculate the IQR\n",
+ " IQR = Q3 - Q1\n",
+ " \n",
+ " # Define bounds for the outliers\n",
+ " lower_bound = Q1 - 1.5 * IQR\n",
+ " upper_bound = Q3 + 1.5 * IQR\n",
+ " # Debug: print the IQR and bounds\n",
+ " print(f\"Q1: {Q1}, Q3: {Q3}, IQR: {IQR}\")\n",
+ " print(f\"Lower Bound: {lower_bound}, Upper Bound: {upper_bound}\")\n",
+ " \n",
+ " # Filter the dataframe to remove rows where the column values are outliers\n",
+ " filtered_df = df[(df[column_name] >= lower_bound) & (df[column_name] <= upper_bound)]\n",
+ " \n",
+ " return filtered_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "c097eada-7730-4923-8231-fc72a5446c33",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Q1: 9.99, Q3: 45.99, IQR: 36.0\n",
+ "Lower Bound: -44.01, Upper Bound: 99.99000000000001\n"
+ ]
+ }
+ ],
+ "source": [
+ "filterdf = tukeys_test_outliers(df, \"price\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "84ed8cbd-1958-47ef-a246-5c7471a897ee",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(2115963, 9)"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "filterdf.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "2a6ae1b9-5efe-4250-a47a-60bb6457be66",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "category_counts = filterdf['category'].value_counts()\n",
+ "top_10_categories = category_counts.head(10).index\n",
+ "filtered_df10 = filterdf[filterdf['category'].isin(top_10_categories)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "a9f8a5fd-8c80-4e0d-bd97-336b12d2388e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(862465, 9)"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "filtered_df10.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "239ab6f2-1866-47a8-a87f-7bebadf6d2cb",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\Utilizador\\AppData\\Local\\Temp\\ipykernel_39776\\2704016774.py:1: FutureWarning: \n",
+ "\n",
+ "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
+ "\n",
+ " sns.violinplot(data=filtered_df10, x='price', y='category', palette=\"coolwarm\")\n"
+ ]
+ },
+ {
+ "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": [
+ "sns.violinplot(data=filtered_df10, x='price', y='category', palette=\"coolwarm\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "a003654c-f4e5-431c-91f0-84aa614acec1",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The category with the highest median price is 'Desktop PCs' with a median price of 74.0.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Calculate the median price for each category\n",
+ "category_medians = filterdf.groupby('category')['price'].median()\n",
+ "\n",
+ "# Find the category with the highest median price\n",
+ "highest_median_category = category_medians.idxmax()\n",
+ "highest_median_price = category_medians.max()\n",
+ "\n",
+ "print(f\"The category with the highest median price is '{highest_median_category}' with a median price of {highest_median_price}.\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "619f4ec6-ba17-4dbd-b9d9-ec4595c02dad",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\Utilizador\\AppData\\Local\\Temp\\ipykernel_39776\\2019248468.py:1: FutureWarning: \n",
+ "\n",
+ "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
+ "\n",
+ " sns.barplot(data=filtered_df10, x='price', y='category', palette=\"coolwarm\")\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.barplot(data=filtered_df10, x='price', y='category', palette=\"coolwarm\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "38f78dc1-5d8d-4994-8116-eeba5604c8de",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The category with the highest average price is 'Motherboards' with an average price of 68.77243243243242.\n"
+ ]
+ }
+ ],
+ "source": [
+ "category_averages = filterdf.groupby('category')['price'].mean()\n",
+ "\n",
+ "# Find the category with the highest average price\n",
+ "highest_avg_category = category_averages.idxmax()\n",
+ "highest_avg_price = category_averages.max()\n",
+ "\n",
+ "print(f\"The category with the highest average price is '{highest_avg_category}' with an average price of {highest_avg_price}.\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "b0ee0cea-dfeb-4f2b-9c32-5fb780272b8c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\Utilizador\\AppData\\Local\\Temp\\ipykernel_39776\\1782685860.py:1: FutureWarning: \n",
+ "\n",
+ "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
+ "\n",
+ " sns.boxplot(data=filtered_df10, x='stars', y='category', palette=\"coolwarm\")\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(data=filtered_df10, x='stars', y='category', palette=\"coolwarm\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "2d231346-ab1d-40fa-8395-d860bb2ca14a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The category with the highest median stars is 'Computer Memory' with a median rating of 4.7.\n"
+ ]
+ }
+ ],
+ "source": [
+ "category_medians = filterdf.groupby('category')['stars'].median()\n",
+ "\n",
+ "# Find the category with the highest median rating\n",
+ "highest_median_category = category_medians.idxmax()\n",
+ "highest_median_rating = category_medians.max()\n",
+ "\n",
+ "print(f\"The category with the highest median stars is '{highest_median_category}' with a median rating of {highest_median_rating}.\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "db07dfbd-dc66-47a4-8780-2e2987c3f6b2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-0.0776729987818137"
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# part 3\n",
+ "# Calculating the Pearson correlation\n",
+ "correlation = filterdf['price'].corr(filterdf['stars'])\n",
+ "correlation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "id": "f18a5993-03e0-44c6-9cc5-7f552c430d1b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-0.06679697280768314"
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Calculating the Spearman rank correlation \n",
+ "correlation = filterdf['price'].corr(filterdf['stars'], method='spearman')\n",
+ "correlation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "0cef9fcc-69ee-462d-9286-b70169ec2466",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(2115963, 9)"
+ ]
+ },
+ "execution_count": 54,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "filterdf.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "964b2fbd-b33d-4f79-bb1c-633b834a99c5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filterdf1 = filterdf[filterdf.columns[filterdf.isnull().mean() < 0.8]]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "39d8c7f9-2e77-4fbb-8390-34a48bd86a6d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(2115963, 4)"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "potential_categorical_from_numerical = filterdf1.select_dtypes(\"number\").loc[:, filterdf1.select_dtypes(\"number\").nunique() < 1000000]\n",
+ "potential_categorical_from_numerical.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "id": "0a784022-49ab-4559-a1e6-0d8644045cba",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "price 1.000000\n",
+ "stars -0.066797\n",
+ "reviews -0.078127\n",
+ "boughtInLastMonth -0.167260\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Calculating the Spearman correlation coefficients between 'SalePrice' and all other numerical variables\n",
+ "spearman_correlations = potential_categorical_from_numerical.corrwith(potential_categorical_from_numerical['price'], method='spearman')\n",
+ "\n",
+ "# Sorting the correlations for better visualization\n",
+ "spearman_correlations_sorted = spearman_correlations.sort_values(ascending=False)\n",
+ "\n",
+ "# Displaying the correlations\n",
+ "spearman_correlations_sorted"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "id": "11c5b913-5ddd-4142-9021-c800e16ff31a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.scatterplot(data=filterdf, x='price', y='stars', alpha=0.5)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "id": "526fa735-6c02-44f6-b3b0-a6e86a686cd7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " stars | \n",
+ " reviews | \n",
+ " price | \n",
+ " boughtInLastMonth | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " stars | \n",
+ " 1.000000 | \n",
+ " 0.083920 | \n",
+ " -0.077673 | \n",
+ " 0.113994 | \n",
+ "
\n",
+ " \n",
+ " reviews | \n",
+ " 0.083920 | \n",
+ " 1.000000 | \n",
+ " -0.008498 | \n",
+ " 0.105624 | \n",
+ "
\n",
+ " \n",
+ " price | \n",
+ " -0.077673 | \n",
+ " -0.008498 | \n",
+ " 1.000000 | \n",
+ " -0.059051 | \n",
+ "
\n",
+ " \n",
+ " boughtInLastMonth | \n",
+ " 0.113994 | \n",
+ " 0.105624 | \n",
+ " -0.059051 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " stars reviews price boughtInLastMonth\n",
+ "stars 1.000000 0.083920 -0.077673 0.113994\n",
+ "reviews 0.083920 1.000000 -0.008498 0.105624\n",
+ "price -0.077673 -0.008498 1.000000 -0.059051\n",
+ "boughtInLastMonth 0.113994 0.105624 -0.059051 1.000000"
+ ]
+ },
+ "execution_count": 80,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "correlation_matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "36e39bd4-ccbd-4040-ac69-a6901fd35701",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
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