diff --git a/Week2/EDA_Week2.ipynb b/Week2/EDA_Week2.ipynb new file mode 100644 index 00000000..8b9276cc --- /dev/null +++ b/Week2/EDA_Week2.ipynb @@ -0,0 +1,509 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 18, + "id": "82a660c0-15a2-4dca-bec9-e1195c1795f6", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "75c7b6f1-75b3-47c4-99ce-fa1f4f42c4a6", + "metadata": {}, + "outputs": [], + "source": [ + "# read in provided datasets\n", + "cab = pd.read_csv(\"Cab_Data.csv\")\n", + "customers = pd.read_csv(\"Customer_ID.csv\")\n", + "transactions = pd.read_csv(\"Transaction_ID.csv\")\n", + "cities = pd.read_csv(\"City.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "42286db8-a66f-44f7-b8ab-8f0d67124cae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 359392 entries, 0 to 359391\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Transaction ID 359392 non-null int64 \n", + " 1 Date of Travel 359392 non-null int64 \n", + " 2 Company 359392 non-null object \n", + " 3 City 359392 non-null object \n", + " 4 KM Travelled 359392 non-null float64\n", + " 5 Price Charged 359392 non-null float64\n", + " 6 Cost of Trip 359392 non-null float64\n", + "dtypes: float64(3), int64(2), object(2)\n", + "memory usage: 19.2+ MB\n", + "\n", + "RangeIndex: 440098 entries, 0 to 440097\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Transaction ID 440098 non-null int64 \n", + " 1 Customer ID 440098 non-null int64 \n", + " 2 Payment_Mode 440098 non-null object\n", + "dtypes: int64(2), object(1)\n", + "memory usage: 10.1+ MB\n", + "\n", + "RangeIndex: 49171 entries, 0 to 49170\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Customer ID 49171 non-null int64 \n", + " 1 Gender 49171 non-null object\n", + " 2 Age 49171 non-null int64 \n", + " 3 Income (USD/Month) 49171 non-null int64 \n", + "dtypes: int64(3), object(1)\n", + "memory usage: 1.5+ MB\n", + "\n", + "RangeIndex: 20 entries, 0 to 19\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 City 20 non-null object\n", + " 1 Population 20 non-null object\n", + " 2 Users 20 non-null object\n", + "dtypes: object(3)\n", + "memory usage: 612.0+ bytes\n" + ] + }, + { + "data": { + "text/plain": [ + "( City Population Users\n", + " 0 NEW YORK NY 8,405,837 302,149 \n", + " 1 CHICAGO IL 1,955,130 164,468 \n", + " 2 LOS ANGELES CA 1,595,037 144,132 \n", + " 3 MIAMI FL 1,339,155 17,675 \n", + " 4 SILICON VALLEY 1,177,609 27,247 ,\n", + " None)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cab.head(), cab.info(), cab.isnull().sum()\n", + "\n", + "transactions.head(), transactions.info()\n", + "\n", + "customers.head(), customers.info()\n", + "\n", + "cities.head(), cities.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "29cab6dd-ed69-457c-a24c-453e944d0d4c", + "metadata": {}, + "outputs": [], + "source": [ + "# convert Date of Travel in cab to year-month-day format \n", + "cab[\"Date of Travel\"] = pd.to_datetime(cab[\"Date of Travel\"], origin=\"1899-12-30\", unit=\"D\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "c9606c57-2f11-4eef-ac75-a9cd867f0aba", + "metadata": {}, + "outputs": [], + "source": [ + "# remove commas and spaces in city and convert to int\n", + "cities[\"Population\"] = cities[\"Population\"].str.replace(\",\", \"\").str.strip().astype(int)\n", + "cities[\"Users\"] = cities[\"Users\"].str.replace(\",\", \"\").str.strip().astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d6920718-b568-4cbe-a228-945ab733f902", + "metadata": {}, + "outputs": [], + "source": [ + "# standardize city names before merging and leave out case and white space\n", + "cab[\"City\"] = cab[\"City\"].str.strip().str.upper()\n", + "cities[\"City\"] = cities[\"City\"].str.strip().str.upper()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "c3202a51-a2ed-41ec-82d8-fa1544608447", + "metadata": {}, + "outputs": [], + "source": [ + "# merge Cab_Data with Transaction_ID\n", + "cab_transID = cab.merge(transactions, on=\"Transaction ID\")\n", + "\n", + "# merge with Customer_ID\n", + "cab_transID_custID = cab_transID.merge(customers, on=\"Customer ID\")\n", + "\n", + "# merge with City with left join to avoid dropping rows\n", + "full_data = cab_transID_custID.merge(cities, on=\"City\", how=\"left\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "0625e982-d668-415e-8a97-1ef77e5a0795", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 359392 entries, 0 to 359391\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Transaction ID 359392 non-null int64 \n", + " 1 Date of Travel 359392 non-null datetime64[ns]\n", + " 2 Company 359392 non-null object \n", + " 3 City 359392 non-null object \n", + " 4 KM Travelled 359392 non-null float64 \n", + " 5 Price Charged 359392 non-null float64 \n", + " 6 Cost of Trip 359392 non-null float64 \n", + " 7 Customer ID 359392 non-null int64 \n", + " 8 Payment_Mode 359392 non-null object \n", + " 9 Gender 359392 non-null object \n", + " 10 Age 359392 non-null int64 \n", + " 11 Income (USD/Month) 359392 non-null int64 \n", + " 12 Population 359392 non-null int64 \n", + " 13 Users 359392 non-null int64 \n", + "dtypes: datetime64[ns](1), float64(3), int64(6), object(4)\n", + "memory usage: 38.4+ MB\n" + ] + }, + { + "data": { + "text/plain": [ + "Transaction ID 0\n", + "Date of Travel 0\n", + "Company 0\n", + "City 0\n", + "KM Travelled 0\n", + "Price Charged 0\n", + "Cost of Trip 0\n", + "Customer ID 0\n", + "Payment_Mode 0\n", + "Gender 0\n", + "Age 0\n", + "Income (USD/Month) 0\n", + "Population 0\n", + "Users 0\n", + "dtype: int64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "full_data.info()\n", + "full_data.describe(include='all')\n", + "full_data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "e8252632-4ae7-47cf-ae3a-4b02b45ede0c", + "metadata": {}, + "outputs": [], + "source": [ + "# create new profit column\n", + "full_data[\"Profit\"] = full_data[\"Price Charged\"] - full_data[\"Cost of Trip\"]\n", + "\n", + "# create date based columns\n", + "full_data[\"Year\"] = full_data[\"Date of Travel\"].dt.year\n", + "full_data[\"Month\"] = full_data[\"Date of Travel\"].dt.month\n", + "full_data[\"Weekday\"] = full_data[\"Date of Travel\"].dt.day_name()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "ed40a4ab-0b5d-4a4a-9afd-7236dcced35d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# calculates monthly total revenue by company\n", + "\n", + "# Hypotheses: There is seasonality in cab revenue across months\n", + "# Result: Supported - Revenue does increases from July to December for both companies\n", + "\n", + "monthly_revenue = full_data.groupby([\"Year\", \"Month\", \"Company\"])[\"Price Charged\"].sum().reset_index()\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "sns.lineplot(data=monthly_revenue, x=\"Month\", y=\"Price Charged\", hue=\"Company\", style=\"Year\", markers=True)\n", + "plt.title(\"Monthly Revenue by Company\")\n", + "plt.ylabel(\"Total Revenue\")\n", + "plt.xlabel(\"Month\")\n", + "plt.legend(title=\"Company / Year\")\n", + "plt.grid()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "00ea94c4-16ff-4e2b-893a-e6cb6af7c30e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Hypotheses: Yellow Cab has more users in all age groups \n", + "# Result: Supported - Age distribution shows Yellow Cab dominates 18–60 age range (especially in 18-40)\n", + "\n", + "# age distribution by company\n", + "sns.histplot(data=full_data, x=\"Age\", hue=\"Company\", kde=True)\n", + "plt.title(\"Customer Age Distribution by Company\")\n", + "plt.show()\n", + "\n", + "# Hypotheses: Customers of Yellow Cab have higher income than Pink Cab \n", + "# Result: Not Supported - Income distributions are almost identical for both companies\n", + "\n", + "# income comparison of companies\n", + "sns.boxplot(data=full_data, x=\"Company\", y=\"Income (USD/Month)\")\n", + "plt.title(\"Income Distribution by Company\")\n", + "plt.show()\n", + "\n", + "# Hypotheses: Yellow Cab has more male and female users than Pink Cab \n", + "# Result: Supported - Yellow Cab significantly dominates both genders by a large margin \n", + "\n", + "# gender distribution by companies\n", + "sns.countplot(data=full_data, x=\"Gender\", hue=\"Company\")\n", + "plt.title(\"Gender Distribution by Company\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "888c4010-e8ae-4a23-ad8b-2692bef6c7ce", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# city populations vs customers\n", + "\n", + "# Hypotheses: Higher population cities have more cab users\n", + "# Result: Not Supported - Some high-pop cities like Miami have fewer users than smaller ones\n", + "\n", + "city_summary = full_data.groupby(\"City\")[[\"Population\", \"Users\"]].mean().sort_values(by=\"Population\", ascending=False)\n", + "\n", + "city_summary.plot(kind=\"bar\", figsize=(14, 5))\n", + "plt.title(\"City Population vs Cab Users\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "1a1f0538-d047-43f4-bffc-5850de4a47c1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# payment type by company\n", + "\n", + "# Hypotheses: More users pay by card than cash \n", + "# Result: Supported - Card is the most common payment method for both companies \n", + "\n", + "sns.countplot(data=full_data, x=\"Payment_Mode\", hue=\"Company\")\n", + "plt.title(\"Payment Mode by Company Distribution\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "b5a1d210-adde-4508-ac5b-4dac6906b5ba", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# average monthly profit by company\n", + "\n", + "monthly_profit = full_data.groupby([\"Month\", \"Company\"])[\"Profit\"].mean().reset_index()\n", + "\n", + "sns.barplot(data=monthly_profit, x=\"Month\", y=\"Profit\", hue=\"Company\")\n", + "plt.title(\"Average Monthly Profit by Company\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "d3e2dcfd-5919-4c95-8b8a-441877c9f092", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# distance vs profit by company\n", + "\n", + "# Hypotheses: Profit increases with distance travelled \n", + "# Result: Supported - Scatterplot shows clear positive correlation for both companies (larger slope for Yellow Cab)\n", + "\n", + "sns.scatterplot(data=full_data.sample(1000), x=\"KM Travelled\", y=\"Profit\", hue=\"Company\")\n", + "plt.title(\"Distance vs Profit by Company\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "7d3ff709-ce8a-40f3-8eeb-c6b39c82f044", + "metadata": {}, + "outputs": [], + "source": [ + "# EDA-Based Investment Recommendations\n", + "\n", + "# 1. Invest in Yellow Cab: Higher revenue, stronger profit, and larger user base across genders and age groups\n", + "# 2. Target seasonal peaks: Revenue increases in Q3 and Q4, focus marketing and pricing strategies around holiday periods\n", + "# 3. Focus on card users: Card is the most common payment method, maybe implement digital loyalty rewards\n", + "# 4. Prioritize cities with high cab usage, not just large populations (LA and Chicago show strong usage)\n", + "# 5. Monitor Pink Cab: May offer niche potential, but currently underperforms compared to Yellow Cab" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "80e106ab-d50f-4792-8119-4a175dac1516", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/response.json b/response.json index b4f0fe94..8ca3efe2 100644 --- a/response.json +++ b/response.json @@ -1,4 +1,6 @@ { "DG": "Test", -"Data Glacier": "Cricket" -} +"Data Glacier": "Cricket", +"Victoria": "Tennis", +"Victoria Yang": "Tennis" +} \ No newline at end of file