diff --git a/Main.ipynb b/Main.ipynb new file mode 100644 index 0000000..4a9bc52 --- /dev/null +++ b/Main.ipynb @@ -0,0 +1,971 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0060046e", + "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" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "4c08fe23", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import kagglehub\n", + "import matplotlib.pyplot as plt\n", + "from kagglehub import KaggleDatasetAdapter\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2ae6db47", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"amz_uk_price_prediction_dataset.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4ac5716b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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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
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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": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ef263e1a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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isBestSellerFalseTrue
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3D Printers2471
3D Printing & Scanning40652
Abrasive & Finishing Products2455
Action Cameras16961
Adapters2513
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" + ], + "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": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat_bestseller = pd.crosstab(df[\"category\"], df[\"isBestSeller\"])\n", + "\n", + "cat_bestseller.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f0f85b33", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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isBestSellerFalseTruebestseller_ratio
category
Grocery90085560.058135
Smart Home Security & Lighting9860.057692
Health & Personal Care90175520.057686
Mobile Phone Accessories248110.042471
Power & Hand Tools83533060.035339
Billiard, Snooker & Pool24180.032129
Pet Supplies91522850.030200
Home Brewing & Wine Making23970.028455
Wind Instruments24370.028000
Mirrors24370.028000
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" + ], + "text/plain": [ + "isBestSeller False True bestseller_ratio\n", + "category \n", + "Grocery 9008 556 0.058135\n", + "Smart Home Security & Lighting 98 6 0.057692\n", + "Health & Personal Care 9017 552 0.057686\n", + "Mobile Phone Accessories 248 11 0.042471\n", + "Power & Hand Tools 8353 306 0.035339\n", + "Billiard, Snooker & Pool 241 8 0.032129\n", + "Pet Supplies 9152 285 0.030200\n", + "Home Brewing & Wine Making 239 7 0.028455\n", + "Wind Instruments 243 7 0.028000\n", + "Mirrors 243 7 0.028000" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat_bestseller[\"bestseller_ratio\"] = (\n", + " cat_bestseller[True] / (cat_bestseller[True] + cat_bestseller[False]))\n", + "bestseller_ratio_sorted = cat_bestseller.sort_values(by=\"bestseller_ratio\",ascending=False)\n", + "\n", + "bestseller_ratio_sorted.head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "df3a8cfc", + "metadata": {}, + "source": [ + "\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." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7aeafc5a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Chi-square statistic: 36540.20270061387\n", + "p-value: 0.0\n", + "Degrees of freedom: 295\n" + ] + } + ], + "source": [ + "from scipy.stats import chi2_contingency\n", + "\n", + "cat_bestseller = pd.crosstab(df[\"category\"], df[\"isBestSeller\"])\n", + "\n", + "chi2, p, dof, expected = chi2_contingency(cat_bestseller)\n", + "\n", + "print(\"Chi-square statistic:\", chi2)\n", + "print(\"p-value:\", p)\n", + "print(\"Degrees of freedom:\", dof)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "49155506", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cramér's V: 0.1222829439760564\n" + ] + } + ], + "source": [ + "n = cat_bestseller.to_numpy().sum()\n", + "min_dim = min(cat_bestseller.shape) - 1\n", + "\n", + "cramers_v = np.sqrt(chi2 / (n * min_dim))\n", + "\n", + "print(\"Cramér's V:\", cramers_v)" + ] + }, + { + "cell_type": "markdown", + "id": "aaba256c", + "metadata": {}, + "source": [ + "3. **Visualizations**:\n", + "\t- Visualize the relationship between product categories and the best-seller status using a stacked bar chart." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "9ad39294", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5hqenp3HHHXc4LN+/f79htVqNiIgIwzD+d+1uvvlm831pGIaxb98+w83NzeGzVXysDRs2OOyztM9AkyZNjCZNmhinT5++5PnNmTOnxOfsUlJSUgxJxqRJky5bW5qioiKjsLDQeOONNwxXV1fj2LFj5rq+ffuW+BliGOX/fbJ7925DkjFx4sRStx8+fLi57N577zWsVqvDe8UwDKNPnz5GzZo1zc/FpV7XC9dd+Dpcf/31Rtu2bY3CwkKH2vDwcKNevXrm5yI4ONi48847L3GVAAC4+hhxCwDAX8Qbb7yh1NRUpaamat26dRo+fLjGjh2rxYsXmzUff/yxrr32WvXr109nz541HzfddJMCAgLMr5bedNNNcnd314MPPqjly5eXmE7gci7c99mzZ82vpVutViUkJOi7777TggULdO+99+rIkSN67rnn1LJlS+3Zs0fS+ZvyHDt2TMOHD3fYz7lz59S7d2+lpqZW6O7oH3/8sSwWi4YOHeqwv4CAALVp06bEV2p9fX3VrVu3Cp3zpRjlmLe3eBqEwYMH65133vndN8/6+9//Xu7a7t27y9/f33zu6uqqe+65Rz/99FOJr/dXppMnT2rbtm0aNGiQw5QZrq6uioyM1MGDB833QbHiUcvFikdpFn8d/lIMwzCnR+jZs6ek818779Kli1avXq28vDxJ578evXHjRg0ePLjESM3SXHydN2zYIEklvvJ96623qmXLluYI8aZNm8rX11cTJ07USy+9pO+++67EvivrvXChPXv2KDMzU5GRkXJx+d///b/mmmv097//XSkpKTp16pTDNkOGDHF4PnjwYNWoUcM81/IwDEMjR47Ul19+qTfeeEMNGzYsUXOpuYHLO2fwkiVL5ObmJnd3d7Vs2VJbtmzRtGnTSoySv/g127p1q06fPl3iNWvYsKG6detmvmbF1y4iIsKhp8aNG6tTp07l6vFiP/zwg/7zn/9o5MiR8vDw+F37qAw7d+5U//79Vbt2bbm6usrNzU3Dhg1TUVGRfvjhh8tuX97fJxs3bpR0/j10oUGDBpWYZ/jzzz9X9+7dS7xXoqKidOrUqRJTe5TnZ95PP/2k77//3nxPX9jrHXfcoaysLPNnzq233qp169Zp0qRJ+uKLL8r8VggAAFcDwS0AAH8RLVu2VPv27dW+fXv17t1bL7/8ssLCwjRhwgTz66iHDh3S8ePHzblvL3xkZ2ebX+lu0qSJPvvsM/n5+Wns2LFq0qSJmjRpoueff/6yfezbt6/Evov/4X5hrzExMVq5cqX5VeGjR4+aUy0Uf1140KBBJfY1a9YsGYahY8eOlfvaHDp0SIZhyN/fv8T+UlJSzPMuVq9evXLv+3KKw0W73X7Jmttvv13vv/++zp49q2HDhqlBgwYKDg6u0LyKNWvWlI+PT7nrAwICLrnsSn4tOCcnR4ZhlHqNi6/RxcevXbu2w/Pim7xdLlT5/PPPtXfvXt19993Ky8vT8ePHdfz4cQ0ePFinTp0yr29OTo6KioocbvBVlot7L+73UudUvN5ms2njxo266aab9Pjjj+uGG26Q3W7X008/bU5BUBnvhYtdrr9z584pJyfHYfnF748aNWqodu3a5X5vGIahBx54QCtXrlRcXJwGDBjgsL74NS1tf8eOHVOtWrXKdZzBgwcrNTVV27dv1549exx+jlzo975mxf9b1ueloornfy3v+608GjVqJEnau3dvuer379+v2267Tb/++quef/55ffnll0pNTdWLL74o6fKfLan8v0+Kr+GFfyiS/veeutDRo0cr9LOhPD+ri3+fjB8/vkSfxQF/ca8vvPCCJk6cqPfff19du3ZVrVq1dOeddzpMnQEAwNX017qVKgAAcHDjjTfq008/1Q8//KBbb73VvLlT8fy0F/P29jb/+7bbbtNtt92moqIibd++XYsWLVJMTIz8/f117733XvKYdrtdqampDstatGhxyXqLxaLHHntM06ZNM+e1rFOnjiRp0aJFl7w7+MUhQFnq1Kkji8WiL7/80gz9LnTxsvKO9iuPDz/8UNL5m/yUZcCAARowYIDy8/OVkpKiGTNmKCIiQoGBgQoJCbnscSrac3Z29iWXFYcpxaMB8/PzHa7RxUF3Rfj6+srFxUVZWVkl1hXfcKz49f+jXnvtNUnS/PnzNX/+/FLXjx49WrVq1ZKrq2u5RxpffK2Lr1dWVlaJMC4zM9PhfFq3bq34+HgZhqFvv/1WcXFxmjZtmjw9PTVp0iRJf/y9cLEL+7tYZmamXFxc5Ovr67A8Oztb9evXN5+fPXtWR48eLRG0laY4tF22bJlee+21UucjDg4OliTt2rVLd9xxh8O6Xbt2mesvp27dumrfvv1l68p6zS524WtWXFfW56XYhZ+XC138eSke1V2ZI9vr1aun1q1bKykpSadOnbrsPLfvv/++Tp48qTVr1qhx48bm8rS0tHIfs7y/T4qv4aFDh0p9T12odu3aFfrZUJ6fe8XbTJ48WQMHDiy1pvh3lJeXl6ZOnaqpU6fq0KFD5ujbfv366fvvv7/ssQAAqGyMuAUA4C+s+B/hxUFBeHi4jh49qqKiInN07oWP0gJWV1dXdejQwRyJ9fXXX0u69KhHd3f3Evst/gd8af8gl87/ozwvL88cVdW5c2dde+21+u6770rts3379nJ3dy/3dQgPD5dhGPr1119L3Vfr1q3Lva+K+OabbzR9+nQFBgaW+JrwpVitVoWGhmrWrFmSzn+duXi5VL6RcOWxfv16h5uyFRUV6e2331aTJk3M8DEwMFCS9O233zps+9FHH5Xad3l68/LyUocOHbRmzRqH+nPnzmnlypVq0KCBmjdv/ntOyUFOTo4SEhLUuXNnbdiwocRjyJAhSk1NVXp6ujw9PRUaGqp33333d4XSxdNqrFy50mF5amqqMjIy1L179xLbWCwWtWnTRgsWLNC1115rfq4udKn3QkW1aNFC9evX15tvvukwdcfJkye1evVqhYSElAj6Vq1a5fD8nXfe0dmzZy/7BwjDMDRq1CgtW7ZML7/8su6///5S6+rXr69bb71VK1euVFFRkbk8JSVFe/bsuWTAVllCQkLk6elZ4jU7ePCg+XV96fy1q1evnt566y2Ha/fLL79oy5YtDtte6vNS/MebYs2bN1eTJk30+uuvlwh5L1TRz/yTTz6pnJwcRUdHlzpFy2+//aakpCRJ/ws8L/yDjGEYeuWVV0rto7Qeyvv75Pbbb5ekEjcefO+990rcdK979+76/PPPzaC22BtvvKGaNWte8g95ZWnRooWaNWumb7755pK/Ty78o2Uxf39/RUVF6b777tOePXtKTCcCAMDVwIhbAAD+ItLT081/BB89elRr1qxRcnKy7rrrLgUFBUmS7r33Xq1atUp33HGHHn30Ud16661yc3PTwYMHtWHDBg0YMEB33XWXXnrpJX3++efq27evGjVqpDNnzuj111+XJPXo0UPS+dFUjRs31gcffKDu3burVq1aqlOnjhlelObBBx/U8ePH9fe//13BwcFydXXV999/rwULFsjFxUUTJ06UdH7uzUWLFmn48OE6duyYBg0aJD8/Px05ckTffPONjhw5oqVLl5b72nTu3FkPPvig7r//fm3fvl233367vLy8lJWVpc2bN6t169Z66KGHfs9lN+3YsUM2m02FhYXKzMzU+vXrtWLFCvn5+emjjz4qM2h+6qmndPDgQXXv3l0NGjTQ8ePH9fzzz8vNzU2hoaGSzk9f4enpqVWrVqlly5a65pprZLfby5yCoSx16tRRt27d9OSTT8rLy0tLlizR999/r/j4eLPmjjvuUK1atTRy5EhNmzZNNWrUUFxcnA4cOFBif8UjSd9++21dd9118vDwuGQgPmPGDPXs2VNdu3bV+PHj5e7uriVLlig9PV1vvfVWpYx4XrVqlc6cOaPo6OhSw8batWtr1apVeu2117RgwQLNnz9ff/vb39ShQwdNmjRJTZs21aFDh/Thhx/q5ZdfLjXYKdaiRQs9+OCDWrRokVxcXNSnTx/t27dPTz75pBo2bKjHHntM0vk5QZcsWaI777xT1113nQzD0Jo1a3T8+HFzDt7yvBcqysXFRbNnz9aQIUMUHh6u0aNHKz8/X3PmzNHx48c1c+bMEtusWbNGNWrUUM+ePbV79249+eSTatOmzWX/ABEdHa3XXntNI0aMUOvWrZWSkmKus1qtatu2rfl81qxZ6tmzp+6++26NGTNGhw8f1qRJkxQcHHzJwLeyXHvttXryySf1+OOPa9iwYbrvvvt09OhRTZ06VR4eHnr66aclnb92zzzzjB544AHdddddGjVqlI4fP64pU6aUmCohICBAPXr00IwZM+Tr66vGjRtr/fr1WrNmTYnjv/jii+rXr586duyoxx57TI0aNdL+/fv16aefmqF58efn+eef1/Dhw+Xm5qYWLVpc8r14991368knn9Qzzzyj77//XiNHjlSTJk106tQpbdu2TS+//LLuuecehYWFqWfPnnJ3d9d9992nCRMm6MyZM1q6dGmJKTOK+1izZo2WLl2qdu3aycXFRe3bty/375MbbrhB9913n+bNmydXV1d169ZNu3fv1rx582Sz2RzmXX766af18ccfq2vXrnrqqadUq1YtrVq1SmvXrtXs2bNls9l+1+v98ssvq0+fPurVq5eioqJUv359HTt2TBkZGfr666/17rvvSpI6dOig8PBw3XjjjfL19VVGRoZWrFhR6h83AAC4Kq767dAAAEClKr7T/YUPm81m3HTTTcb8+fONM2fOONQXFhYac+fONdq0aWN4eHgY11xzjXH99dcbo0ePNn788UfDMAxj69atxl133WU0btzYsFqtRu3atY3Q0FDjww8/dNjXZ599ZrRt29awWq0l7g5emk8//dQYMWKE0apVK8Nmsxk1atQw6tWrZwwcOLDUu8tv3LjR6Nu3r1GrVi3Dzc3NqF+/vtG3b1/j3XffLXH+F955ffjw4aX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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_20_categories = df[\"category\"].value_counts().head(20).index\n", + "\n", + "filtered_df = df[df[\"category\"].isin(top_20_categories)]\n", + "\n", + "stacked_data = pd.crosstab(filtered_df[\"category\"],filtered_df[\"isBestSeller\"])\n", + "\n", + "stacked_data.plot(kind=\"bar\",stacked=True,figsize=(14, 7))\n", + "\n", + "plt.title(\"Best-Seller Distribution Across Top 20 Product Categories\")\n", + "plt.xlabel(\"Category\")\n", + "plt.ylabel(\"Number of Products\")\n", + "plt.xticks(rotation=45, ha=\"right\")\n", + "plt.legend(title=\"Is Best Seller\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b4efd61b", + "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" + ] + }, + { + "cell_type": "markdown", + "id": "d5184f8b", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "55588ebf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lower bound: -44.01\n", + "Upper bound: 99.99000000000001\n" + ] + } + ], + "source": [ + "\n", + "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\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": 20, + "id": "efe49212", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Original rows: 2443651\n", + "Rows after removing outliers: 2115963\n", + "Rows removed: 327688\n" + ] + } + ], + "source": [ + "df_no_outliers = df[(df[\"price\"] >= lower_bound) &(df[\"price\"] <= upper_bound)]\n", + "\n", + "print(\"Original rows:\", len(df))\n", + "print(\"Rows after removing outliers:\", len(df_no_outliers))\n", + "print(\"Rows removed:\", len(df) - len(df_no_outliers))" + ] + }, + { + "cell_type": "markdown", + "id": "20321ff6", + "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.\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "9f95f2c3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "top_20_categories = (df_no_outliers[\"category\"].value_counts().head(20).index)\n", + "\n", + "filtered_df = df_no_outliers[ df_no_outliers[\"category\"].isin(top_20_categories)]\n", + "\n", + "plt.figure(figsize=(16, 8))\n", + "sns.violinplot(data=filtered_df,x=\"category\",y=\"price\")\n", + "\n", + "plt.title(\"Price Distribution Across Top 20 Product Categories\")\n", + "plt.xlabel(\"Category\")\n", + "plt.ylabel(\"Price (£)\")\n", + "plt.xticks(rotation=45, ha=\"right\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "13184280", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "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\n" + ] + } + ], + "source": [ + "median_prices=df_no_outliers.groupby(\"category\")[\"price\"].median().sort_values(ascending=False)\n", + "print(median_prices.head(10))" + ] + }, + { + "cell_type": "markdown", + "id": "0302dc3a", + "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": "code", + "execution_count": 24, + "id": "9b093d32", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_10_categories=df_no_outliers[\"category\"].value_counts().head(10).index\n", + "avg_prices=df_no_outliers[df_no_outliers[\"category\"].isin(top_10_categories)].groupby(\"category\")[\"price\"].mean().sort_values(ascending=False)\n", + "\n", + "plt.figure(figsize=(12,6))\n", + "sns.barplot(x=avg_prices.index,y=avg_prices.values)\n", + "plt.title(\"Average Price Across Top 10 Product Categories\")\n", + "plt.xlabel(\"Category\")\n", + "plt.ylabel(\"Average Price (£)\")\n", + "plt.xticks(rotation=45,ha=\"right\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "dec62bc8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "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\n" + ] + } + ], + "source": [ + "avg_price_all=df_no_outliers.groupby(\"category\")[\"price\"].mean().sort_values(ascending=False)\n", + "print(avg_price_all.head(10))" + ] + }, + { + "cell_type": "markdown", + "id": "4409c434", + "metadata": {}, + "source": [ + " **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.\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "78949cce", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_10_categories=df_no_outliers[\"category\"].value_counts().head(10).index\n", + "filtered_df=df_no_outliers[df_no_outliers[\"category\"].isin(top_10_categories)]\n", + "\n", + "plt.figure(figsize=(14,6))\n", + "sns.boxplot(data=filtered_df,x=\"category\",y=\"stars\")\n", + "plt.title(\"Ratings Distribution Across Top 10 Product Categories\")\n", + "plt.xlabel(\"Category\")\n", + "plt.ylabel(\"Rating\")\n", + "plt.xticks(rotation=45,ha=\"right\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "164159f3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "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", + "Hobbies 4.6\n", + "Beer, Wine & Spirits 4.6\n", + "Laptop Accessories 4.6\n", + "Cables & Accessories 4.5\n", + "CPUs 4.5\n", + "Name: stars, dtype: float64\n" + ] + } + ], + "source": [ + "median_ratings=df_no_outliers.groupby(\"category\")[\"stars\"].median().sort_values(ascending=False)\n", + "print(median_ratings.head(10))" + ] + }, + { + "cell_type": "markdown", + "id": "cda4e7d1", + "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" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "04545c42", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Correlation between price and stars: -0.07767299878178476\n" + ] + } + ], + "source": [ + "correlation=df_no_outliers[\"price\"].corr(df_no_outliers[\"stars\"])\n", + "print(\"Correlation between price and stars:\",correlation)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "ddafa361", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Correlation between stars and price: -0.07767299878178476\n" + ] + } + ], + "source": [ + "correlation=df_no_outliers[\"stars\"].corr(df_no_outliers[\"price\"])\n", + "print(\"Correlation between stars and price:\",correlation)" + ] + }, + { + "cell_type": "markdown", + "id": "da02b107", + "metadata": {}, + "source": [ + "\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" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "570a0e4b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,6))\n", + "sns.scatterplot(data=df_no_outliers,x=\"stars\",y=\"price\",alpha=0.2)\n", + "plt.title(\"Product Rating vs Price\")\n", + "plt.xlabel(\"Rating\")\n", + "plt.ylabel(\"Price (£)\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "ff369cf0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "numeric_df=df_no_outliers.select_dtypes(include=[\"number\"])\n", + "corr_matrix=numeric_df.corr()\n", + "mask=np.triu(np.ones_like(corr_matrix,dtype=bool))\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "sns.heatmap(corr_matrix,mask=mask,annot=True,cmap=\"coolwarm\",fmt=\".2f\")\n", + "plt.title(\"Correlation Heatmap\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "c6926f88", + "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=(8,6))\n", + "stats.probplot(df_no_outliers[\"price\"],dist=\"norm\",plot=plt)\n", + "plt.title(\"QQ Plot of Product Prices\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b07d917", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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 +}