diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000..b4cd5ab Binary files /dev/null and b/.DS_Store differ diff --git a/Ideas/.DS_Store b/Ideas/.DS_Store new file mode 100644 index 0000000..4bd34e1 Binary files /dev/null and b/Ideas/.DS_Store differ diff --git a/Ideas/Mini Project #1 Idea.md b/Ideas/Mini Project #1 Idea.md new file mode 100644 index 0000000..238d1d7 --- /dev/null +++ b/Ideas/Mini Project #1 Idea.md @@ -0,0 +1,17 @@ +# DATA 400 - Ashley Kim +### Mini Project #1 +##### Research Question: How Does the Location of Universities Affect Their Racial Diversity? + +This project aims to explore the relationship between university location and racial diversity on both the institutional level and degree level. The focus will be on Bachelor’s degree awarded each year at institutions in the United States. This research has meaningful implications for universities, policymakers, and students. Universities can use the findings to refine recruitment and retention strategies, particularly in underrepresented areas. Policymakers can leverage insights to shape education policies that promote equitable access to higher education, ensuring diversity across institutions regardless of location. Prospective students may benefit from understanding how institutional location affects racial representation in different academic fields. If the results indicate disparities in degree attainment by race in certain geographic settings, interventions and efforts can be made to promote inclusivity. Also, this project contributes to broader societal discussions on equity in higher education by examining how geographic factors influence racial diversity. The findings could inform efforts to create more inclusive and accessible academic environments across all types of institutions. + +### Data Source +I will use publicly available datasets from the [Integrated Postsecondary Education Data System] (IPEDS). This comprehensive and federally maintained source collects standardized data on postsecondary institutions across the United States. IPEDS provides annual reports on key metrics such as institutional characteristics, enrollment demographics, and degree completions, ensuring data consistency and reliability. The data retrieval process will involve downloading “Institutional Characteristics” and “Completions” datasets from IPEDS. I will focus on extracting variables such as racial demographics, bachelor’s degree awarded by major and race, geographic location of universities, locale codes, and institutional characters such as institution size and institution type. + + +### Model Specification +This project will use a multivariate regression model to analyze the relationship between university location and racial diversity in degree attainment. The dependent variable will be the proportion of Bachelor's degrees awarded to different racial groups across majors and institutions. Independent variables will include locale codes to capture geographic settings, while control variables will account for institutional characteristics, such as size and type, to ensure robustness. This model is well-suited for identifying patterns and potential disparities across different regions, though it does not establish causal relationships. + + + +[//]: # + [integrated postsecondary education data system]: \ No newline at end of file diff --git a/Ideas/Mini Project #2 Idea.md b/Ideas/Mini Project #2 Idea.md new file mode 100644 index 0000000..e41f85a --- /dev/null +++ b/Ideas/Mini Project #2 Idea.md @@ -0,0 +1,19 @@ +# DATA 400 - Ashley Kim +### Mini Project #2 +##### Research Question: How Does Payroll Affect Team Performance in Major League Baseball? + + +It started with a question I had: “Do richer teams (that can pay for more "valuable players") perform better?” Unlike other sports and leagues, Major League Baseball (MLB) does not have a salary cap, meaning teams can spend as much as their budget allows when building their rosters. Given the absence of a salary cap in MLB, this research investigates whether higher payrolls are associated with improved team performance, as measured by win percentage. This project aims to explore the relationship between team payroll and performance in MLB over the past decade (2014–2024). If a relationship is observed, the findings may have various implications for stakeholders. Team owners and executives might consider how payroll investments are linked to team performance when making financial decisions related to player acquisitions. For players and agents, understanding the potential connection between payroll and team success could influence how they approach contract negotiations and value players' contributions. Additionally, if significant disparities in payroll exist between teams, this could raise discussions about competitive fairness and its impact on the overall league structure. + + +### Data Source +I will use team payroll data for MLB teams over the past 10 years (2014–2024) from [Spotrac]. The data encompasses player salaries, bonuses, and incentives, though it is not directly downloadable. To retrieve it, I will use BeautifulSoup to scrape data from Spotrac. For performance metrics, I will download team statistics data from [Baseball-Reference] for the same period. Key variables will include wins, Runs Scored per Game (RS), Runs Allowed per Game (RA), and On-base Plus Slugging (OPS). After gathering both payroll and performance data, I will structure it into a panel format, which will combine cross-sectional data for each team over multiple years. + + +### Model Specification +This project will use a panel regression model to analyze the relationship between team payroll and performance in MLB. The dependent variable will be team win percentage, calculated as the ratio of wins to games played. The primary independent variable will be team payroll, including salaries, bonuses, and player incentives. Control variables will include Runs Scored per Game (RS) and Runs Allowed per Game (RA) to account for offensive and defensive performance, as well as On-base Plus Slugging (OPS) to capture overall offensive strength. The model will also include the lagged win percentage to control for carryover effects from the previous season. To ensure the reliability of the results, I will check for potential multicollinearity to minimize distortion of coefficient estimates due to high correlations among the predictors. This model is well-suited for identifying patterns in the relationship between payroll and performance while adjusting for key performance metrics, though it does not establish causal relationships. + + +[//]: # + [spotrac]: + [baseball-reference]: \ No newline at end of file diff --git a/Mini Project Presentation/University & Racial Diversity.pdf b/Mini Project Presentation/University & Racial Diversity.pdf new file mode 100644 index 0000000..69ccc1d Binary files /dev/null and b/Mini Project Presentation/University & Racial Diversity.pdf differ diff --git a/Mini Project Presentation/University & Racial Diversity.pptx b/Mini Project Presentation/University & Racial Diversity.pptx new file mode 100644 index 0000000..94ed6c8 Binary files /dev/null and b/Mini Project Presentation/University & Racial Diversity.pptx differ diff --git a/NYC Project Final Presentation.pptx b/NYC Project Final Presentation.pptx new file mode 100644 index 0000000..22b5e07 Binary files /dev/null and b/NYC Project Final Presentation.pptx differ diff --git a/notes/.DS_Store b/notes/.DS_Store new file mode 100644 index 0000000..9a02faa Binary files /dev/null and b/notes/.DS_Store differ diff --git a/nyc_taxi_tip_prediction_readme.md b/nyc_taxi_tip_prediction_readme.md new file mode 100644 index 0000000..ab3e0f8 --- /dev/null +++ b/nyc_taxi_tip_prediction_readme.md @@ -0,0 +1,92 @@ +## NYC Taxi Tip Prediction Based on Neighborhood Median Income + +### Ashley Kim & John Park + +![](/Users/yelim/Downloads/big-city-1265055_1280.jpg){width="1000"} + +## Description + +Tipping behavior in urban transportation is shaped by a complex mix of social, economic, and temporal factors. This project explores tipping patterns in New York City's taxi and for-hire vehicle services using 2023 trip data provided by the Taxi & Limousine Commission (TLC), supplemented with neighborhood-level median income data. + +Our goal is to understand whether and how tipping is influenced by the socioeconomic context of pickup and dropoff neighborhoods. We examine trip-level attributes and geographic income disparities across NYC to predict tip amounts and uncover patterns of urban mobility compensation. + +- **Dependent variable**: Tip amount or tip percentage.\ +- **Independent variables**: Trip distance, fare, tip percentage, hour, day of week, season, pickup and dropoff locations, neighborhood median income, taxi type. + +## Data Retrieval + +### Primary Dataset: NYC Taxi & Limousine Commission Trip Record Data + +- Covers yellow taxi, green taxi, for hire vehicles trips across New York City during 2023.\ +- Publicly available through the NYC Open Data platform.\ +- Each row represents a single trip with details including pickup/dropoff times and locations, fare amount, tip amount, and payment type. + +### Secondary Dataset: American Community Survey (ACS) + +- Table: B19001 -- Household Income in the Past 12 Months (2023)\ +- Retrieved from the U.S. Census Bureau's ACS 1-Year Estimates\ +- Used to extract median income at the neighborhood (PUMA) level.\ +- Income data was spatially joined to pickup/dropoff zones based on TLC taxi zones. + +## Data Overview + +After cleaning and preprocessing, we used trip data from four months in 2023 (as specified in our code). Each processed dataset contains: + +- Approximately 21 columns, including engineered features such as tip percentage and time-of-day variables.\ +- The datasets vary in size depending on the month but each contains hundreds of thousands of rows.\ +- Trips with zero fare, zero tip, or missing location data were excluded.\ +- Geographic income data was merged using spatial joins to match taxi zones to median income estimates. + +## Libraries + +The following Python libraries are required to run the analysis and modeling process: + +``` python +import numpy as np +import pandas as pd +import statsmodels.api as sm +from sklearn.model_selection import train_test_split +import matplotlib.pyplot as plt +import seaborn as sns +from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score +from sklearn.linear_model import LinearRegression +from sklearn.ensemble import RandomForestRegressor +import geopandas as gpd +``` + +------------------------------------------------------------------------ + +## Model Specification + +To predict tipping behavior in NYC taxi rides, we implemented supervised machine learning models---specifically, Linear Regression and Random Forest Regression. Linear Regression provides a straightforward and interpretable baseline for understanding the relationship between tipping and variables like fare, distance, and neighborhood income. It helps identify whether a linear relationship exists between predictors and the tip amount or percentage. + +Random Forest is a more flexible, non-linear model that can capture complex interactions between features. It is particularly well-suited for our dataset, which includes both numerical and categorical variables, and helps address potential overfitting through ensemble learning. Using both models allows us to compare performance and better understand the underlying patterns in tipping behavior. + +We evaluate model performance using Root Mean Squared Error (RMSE) and R² Score to assess accuracy and explanatory power. These metrics help determine how well the models predict tipping based on socioeconomic and trip-related features. + +### Feature Overview + +| Feature | Description | Type | +|------------------|-------------------------------------|------------------| +| Distance | Total distance of the trip (in miles) | Numerical | +| Fare | Total fare amount for the trip | Numerical | +| Tip Percentage | Tip as a percentage of the fare | Numerical | +| Hour | Hour of the day when the trip started | Categorical | +| Day of Week | Day of the week (e.g., Monday, Tuesday) | Categorical | +| Pickup Location | TLC taxi zone where the trip started | Categorical | +| Dropoff Location | TLC taxi zone where the trip ended | Categorical | +| Neighborhood Income | Median household income of the pickup/dropoff neighborhood | Numerical | +| Taxi Type | Type of taxi (Yellow, Green, Uber, Lyft) | Categorical | + +------------------------------------------------------------------------ + +## Methodology & Tools + +To associate socioeconomic context with taxi trips, income data was merged with trip records by matching location identifiers to neighborhood-level income estimates. After cleaning and filtering the data to remove outliers and missing values, models were trained on a subset of trip data. Exploratory Data Analysis (EDA) was conducted using visualization libraries such as Matplotlib and Seaborn, allowing the team to identify trends, detect anomalies, and better understand the relationships between variables. + +------------------------------------------------------------------------ + +## Citations + +- NYC Taxi & Limousine Commission: \ +- U.S. Census Bureau, American Community Survey: diff --git a/taxi_model_f.ipynb b/taxi_model_f.ipynb new file mode 100644 index 0000000..c97c51f --- /dev/null +++ b/taxi_model_f.ipynb @@ -0,0 +1,1897 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "e32ee477-9cd3-4230-aac3-0b2ff3425e09", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b862501f-bd80-4091-82d1-d2906362c808", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " taxi_type PU_datetime PU_month PU_day PU_hour PU_day_of_week \\\n", + "0 yellow 2023-03-07 14:07:12 3 7 14 Tuesday \n", + "1 yellow 2023-03-07 14:37:50 3 7 14 Tuesday \n", + "2 yellow 2023-03-07 14:57:46 3 7 14 Tuesday \n", + "3 yellow 2023-03-07 18:30:17 3 7 18 Tuesday \n", + "4 yellow 2023-03-07 20:28:25 3 7 20 Tuesday \n", + "\n", + " DO_datetime DO_month DO_day DO_hour ... \\\n", + "0 2023-03-07 14:26:47 3 7 14 ... \n", + "1 2023-03-07 14:42:11 3 7 14 ... \n", + "2 2023-03-07 15:09:36 3 7 15 ... \n", + "3 2023-03-07 19:00:21 3 7 19 ... \n", + "4 2023-03-07 21:09:20 3 7 21 ... \n", + "\n", + " DO_zone trip_distance fare_amount tip_amount \\\n", + "0 Times Sq/Theatre District 1.44 17.0 4.40 \n", + "1 Midtown North 0.79 6.5 2.30 \n", + "2 Midtown Center 0.98 11.4 3.28 \n", + "3 Brownsville 9.06 40.1 0.00 \n", + "4 Clinton East 18.25 70.0 9.00 \n", + "\n", + " total_amount PU_estimated_income PU_income_quartile DO_estimated_income \\\n", + "0 26.40 137500.0 4.0 137500.0 \n", + "1 13.80 137500.0 4.0 137500.0 \n", + "2 19.68 55000.0 1.0 137500.0 \n", + "3 43.85 87500.0 2.0 42500.0 \n", + "4 90.80 87500.0 2.0 55000.0 \n", + "\n", + " DO_income_quartile tip_percentage \n", + "0 4.0 25.88 \n", + "1 4.0 35.38 \n", + "2 4.0 28.77 \n", + "3 1.0 0.00 \n", + "4 1.0 12.86 \n", + "\n", + "[5 rows x 26 columns]\n", + "(21061066, 26)\n" + ] + } + ], + "source": [ + "df = pd.read_csv(\"taxi_2023_clean.csv\")\n", + "print(df.head())\n", + "print(df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "ce88c0c2-f760-4766-b948-00ad4fac0c33", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "no_airport_df = df[(df[\"PU_location_id\"] != 132) & (df[\"PU_location_id\"] != 138) & (df[\"PU_location_id\"] != 1) &\n", + "(df[\"DO_location_id\"] != 132) & (df[\"DO_location_id\"] != 138) & (df[\"DO_location_id\"] != 1)]\n", + "\n", + "# Group by PU and DO income quartiles and count trips\n", + "volume_by_quartiles = no_airport_df.groupby(['PU_income_quartile', 'DO_income_quartile']).size().reset_index(name='trip_volume')\n", + "\n", + "# Pivot to get DO quartiles as rows, PU quartiles as columns\n", + "heatmap_data = volume_by_quartiles.pivot_table(\n", + " index='DO_income_quartile',\n", + " columns='PU_income_quartile',\n", + " values='trip_volume',\n", + " fill_value=0\n", + ").astype(int) # ensure values are integers for formatting\n", + "\n", + "# Create heatmap\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(\n", + " heatmap_data,\n", + " cmap='YlGnBu',\n", + " annot=True,\n", + " fmt='d',\n", + " linewidths=0.5,\n", + " cbar_kws={'label': 'Trip Volume'}\n", + ")\n", + "\n", + "# Titles and labels\n", + "plt.title('Trip Volume by Pickup and Drop-off Income Quartiles', fontsize=16)\n", + "plt.xlabel('Pickup Income Quartile')\n", + "plt.ylabel('Drop-off Income Quartile')\n", + "plt.xticks(rotation=0)\n", + "plt.yticks(rotation=0)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "94b77bff-9540-43b3-ad60-cf26aa7ffc79", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(21005543, 26)\n" + ] + } + ], + "source": [ + "df = df[(df['trip_distance'] > 0) & (df['trip_distance'] <= 50)]\n", + "df = df[df['fare_amount'] > 0]\n", + "print(df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "179b99d1-476e-443b-9184-3834e0ac8704", + "metadata": {}, + "outputs": [], + "source": [ + "# Map for taxi_type\n", + "taxi_map = {'yellow': 1, 'green': 2, 'Uber': 3, 'Lyft': 4}\n", + "df['taxi_type'] = df['taxi_type'].map(taxi_map)\n", + "\n", + "# Map for day of week\n", + "day_map = {\n", + " 'Monday': 1, 'Tuesday': 2, 'Wednesday': 3, 'Thursday': 4,\n", + " 'Friday': 5, 'Saturday': 6, 'Sunday': 7\n", + "}\n", + "df['PU_day_of_week'] = df['PU_day_of_week'].map(day_map)\n", + "df['DO_day_of_week'] = df['DO_day_of_week'].map(day_map)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "6aadc6c3-852d-47c6-bc9a-365fda0801b3", + "metadata": {}, + "outputs": [], + "source": [ + "df['PU_datetime'] = pd.to_datetime(df['PU_datetime'])\n", + "df['DO_datetime'] = pd.to_datetime(df['DO_datetime'])\n", + "\n", + "df['trip_duration'] = (df['DO_datetime'] - df['PU_datetime']).dt.total_seconds() / 60\n", + "df['day_night'] = df['PU_hour'].apply(lambda x: 1 if 6 <= x <= 18 else 0)\n", + "df['fare_per_mile'] = df['fare_amount'] / df['trip_distance']\n", + "df['income_gap'] = df['PU_income_quartile'] - df['DO_income_quartile']\n", + "df['tipped'] = (df['tip_amount'] > 0).astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "bb328f49-0b2b-4cc2-adb5-25c3798752e6", + "metadata": {}, + "outputs": [], + "source": [ + "df['fare_distance_interaction'] = df['fare_amount'] * df['trip_distance']\n", + "df['income_interaction'] = df['PU_income_quartile'] * df['DO_income_quartile']" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "739a3b7f-537a-4016-adc8-2833b44234da", + "metadata": {}, + "outputs": [], + "source": [ + "#df = df[df['tip_percentage'] <= 100]\n", + "over_100_df = df[df['tip_percentage'] > 100]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "af713cea-5fa0-4f18-a8a3-9504f54f4add", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['taxi_type', 'PU_datetime', 'PU_month', 'PU_day', 'PU_hour', 'PU_day_of_week', 'DO_datetime', 'DO_month', 'DO_day', 'DO_hour', 'DO_day_of_week', 'PU_location_id', 'PU_borough', 'PU_zone', 'DO_location_id', 'DO_borough', 'DO_zone', 'trip_distance', 'fare_amount', 'tip_amount', 'total_amount', 'PU_estimated_income', 'PU_income_quartile', 'DO_estimated_income', 'DO_income_quartile', 'tip_percentage', 'trip_duration', 'day_night', 'fare_per_mile', 'income_gap', 'tipped', 'fare_distance_interaction', 'income_interaction']\n" + ] + } + ], + "source": [ + "print(df.columns.tolist())" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "851d89f5-3596-4eb5-ac67-bf93ccb892d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " taxi_type PU_datetime PU_month PU_day PU_hour PU_day_of_week \\\n", + "0 1 2023-03-07 14:07:12 3 7 14 2 \n", + "1 1 2023-03-07 14:37:50 3 7 14 2 \n", + "2 1 2023-03-07 14:57:46 3 7 14 2 \n", + "3 1 2023-03-07 18:30:17 3 7 18 2 \n", + "4 1 2023-03-07 20:28:25 3 7 20 2 \n", + "\n", + " DO_datetime DO_month DO_day DO_hour DO_day_of_week \\\n", + "0 2023-03-07 14:26:47 3 7 14 2 \n", + "1 2023-03-07 14:42:11 3 7 14 2 \n", + "2 2023-03-07 15:09:36 3 7 15 2 \n", + "3 2023-03-07 19:00:21 3 7 19 2 \n", + "4 2023-03-07 21:09:20 3 7 21 2 \n", + "\n", + " PU_location_id PU_borough PU_zone DO_location_id \\\n", + "0 162 Manhattan Midtown East 230 \n", + "1 230 Manhattan Times Sq/Theatre District 163 \n", + "2 48 Manhattan Clinton East 161 \n", + "3 132 Queens JFK Airport 35 \n", + "4 132 Queens JFK Airport 48 \n", + "\n", + " DO_borough DO_zone trip_distance fare_amount \\\n", + "0 Manhattan Times Sq/Theatre District 1.44 17.0 \n", + "1 Manhattan Midtown North 0.79 6.5 \n", + "2 Manhattan Midtown Center 0.98 11.4 \n", + "3 Brooklyn Brownsville 9.06 40.1 \n", + "4 Manhattan Clinton East 18.25 70.0 \n", + "\n", + " tip_amount total_amount PU_estimated_income PU_income_quartile \\\n", + "0 4.40 26.40 137500.0 4.0 \n", + "1 2.30 13.80 137500.0 4.0 \n", + "2 3.28 19.68 55000.0 1.0 \n", + "3 0.00 43.85 87500.0 2.0 \n", + "4 9.00 90.80 87500.0 2.0 \n", + "\n", + " DO_estimated_income DO_income_quartile tip_percentage trip_duration \\\n", + "0 137500.0 4.0 25.88 19.583333 \n", + "1 137500.0 4.0 35.38 4.350000 \n", + "2 137500.0 4.0 28.77 11.833333 \n", + "3 42500.0 1.0 0.00 30.066667 \n", + "4 55000.0 1.0 12.86 40.916667 \n", + "\n", + " day_night fare_per_mile income_gap tipped fare_distance_interaction \\\n", + "0 1 11.805556 0.0 1 24.480 \n", + "1 1 8.227848 0.0 1 5.135 \n", + "2 1 11.632653 -3.0 1 11.172 \n", + "3 1 4.426049 1.0 0 363.306 \n", + "4 0 3.835616 1.0 1 1277.500 \n", + "\n", + " income_interaction \n", + "0 16.0 \n", + "1 16.0 \n", + "2 4.0 \n", + "3 2.0 \n", + "4 2.0 \n" + ] + } + ], + "source": [ + "pd.set_option('display.max_columns', None)\n", + "print(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0f8d7bc2-b8cb-47cc-9362-50766c811e3e", + "metadata": {}, + "outputs": [], + "source": [ + "#df.to_csv(\"taxi_clean_clean.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "2c6a1ddf-d90d-4a4e-82d5-f4ffcf04adaf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Only keep numeric columns\n", + "numeric_df = df.select_dtypes(include='number')\n", + "\n", + "plt.figure(figsize=(12, 10))\n", + "sns.heatmap(numeric_df.corr(), annot=True, cmap='coolwarm', fmt='.2f')\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.yticks(rotation=0)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "24169be5-8dd6-4849-9a10-9b45fa2255bd", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# 🔧 Step 1: Choose the numeric columns you want to include\n", + "selected_columns = [\n", + " 'PU_month','PU_day_of_week', 'PU_hour', 'DO_month' 'DO_day_of_week', 'DO_hour', 'day_night'\n", + " 'taxi_type', 'trip_distance', 'trip_duration', 'fare_per_mile' 'fare_amount', 'tip_amount', 'total_amount', 'tip_percentage', 'tipped', \n", + " 'PU_income_quartile', 'DO_income_quartile', 'income_interaction'\n", + "]\n", + "\n", + "# 🔍 Step 2: Create a subset DataFrame\n", + "subset_df = df[selected_columns]\n", + "\n", + "# ✅ Step 3: Plot heatmap of correlations\n", + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(subset_df.corr(), annot=True, cmap='coolwarm', fmt='.2f')\n", + "plt.title('Correlation Heatmap (Selected Features)')\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.yticks(rotation=0)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "c729b389-f08f-4031-8a4b-660f4cf7f5b3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Select only numeric columns\n", + "numeric_df = df.select_dtypes(include='number')\n", + "\n", + "# Compute Spearman correlation\n", + "spearman_corr = numeric_df.corr(method='spearman')\n", + "\n", + "# Plot heatmap\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.figure(figsize=(12, 10))\n", + "sns.heatmap(spearman_corr, annot=True, cmap='coolwarm', fmt='.2f')\n", + "plt.title(\"Spearman Correlation Heatmap (Numeric Only)\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "07b90e08-e6cc-48f8-bda3-2659ea8dc71a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of high-tip records: 9923\n", + " PU_hour trip_duration tip_percentage tip_amount fare_amount \\\n", + "705 0 0.866667 108.11 4.00 3.7 \n", + "742 0 5.583333 126.58 10.00 7.9 \n", + "2131 3 2.033333 113.64 5.00 4.4 \n", + "2155 3 3.650000 153.85 10.00 6.5 \n", + "2374 4 4.900000 126.71 10.01 7.9 \n", + "\n", + " total_amount \n", + "705 12.70 \n", + "742 35.65 \n", + "2131 14.40 \n", + "2155 21.50 \n", + "2374 22.91 \n", + "PU_hour\n", + "20 614\n", + "18 591\n", + "17 579\n", + "19 569\n", + "21 530\n", + "10 521\n", + "22 517\n", + "15 500\n", + "13 499\n", + "23 490\n", + "11 490\n", + "14 472\n", + "16 465\n", + "12 454\n", + "0 400\n", + "9 377\n", + "8 350\n", + "1 350\n", + "2 268\n", + "7 244\n", + "3 217\n", + "6 179\n", + "4 144\n", + "5 103\n", + "Name: count, dtype: int64\n", + "PU_day_of_week\n", + "6 1771\n", + "5 1609\n", + "7 1529\n", + "4 1425\n", + "3 1231\n", + "2 1189\n", + "1 1169\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "high_tip_df = df[df['tip_percentage'] > 100]\n", + "print(f\"Number of high-tip records: {len(high_tip_df)}\")\n", + "print(high_tip_df[['PU_hour', 'trip_duration', 'tip_percentage', 'tip_amount', 'fare_amount', 'total_amount']].head())\n", + "print(high_tip_df['PU_hour'].value_counts())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "617a555f-80b6-4590-8e31-6564ae0ec1c6", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler, PolynomialFeatures\n", + "from sklearn.model_selection import train_test_split, learning_curve, cross_val_score, GridSearchCV, RandomizedSearchCV\n", + "from sklearn.multioutput import MultiOutputRegressor\n", + "from sklearn.linear_model import LinearRegression, Ridge, Lasso\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error, make_scorer, root_mean_squared_error\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.ensemble import RandomForestRegressor" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "9d674a97-fb8e-41a0-a4a2-b4856b7477a2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X shape: (20995620, 16)\n", + "y shape: (20995620,)\n", + " PU_month PU_day_of_week DO_month PU_hour DO_day_of_week \\\n", + "0 3 2 3 14 2 \n", + "1 3 2 3 14 2 \n", + "2 3 2 3 14 2 \n", + "3 3 2 3 18 2 \n", + "4 3 2 3 20 2 \n", + "... ... ... ... ... ... \n", + "21061061 12 7 12 23 7 \n", + "21061062 12 7 12 23 7 \n", + "21061063 12 7 12 23 7 \n", + "21061064 12 7 12 23 7 \n", + "21061065 12 7 12 23 1 \n", + "\n", + " DO_hour taxi_type PU_income_quartile DO_income_quartile \\\n", + "0 14 1 4.0 4.0 \n", + "1 14 1 4.0 4.0 \n", + "2 15 1 1.0 4.0 \n", + "3 19 1 2.0 1.0 \n", + "4 21 1 2.0 1.0 \n", + "... ... ... ... ... \n", + "21061061 23 4 1.0 1.0 \n", + "21061062 23 4 1.0 1.0 \n", + "21061063 23 3 2.0 2.0 \n", + "21061064 23 3 2.0 2.0 \n", + "21061065 0 3 2.0 2.0 \n", + "\n", + " trip_distance fare_amount trip_duration day_night fare_per_mile \\\n", + "0 1.44 17.00 19.583333 1 11.805556 \n", + "1 0.79 6.50 4.350000 1 8.227848 \n", + "2 0.98 11.40 11.833333 1 11.632653 \n", + "3 9.06 40.10 30.066667 1 4.426049 \n", + "4 18.25 70.00 40.916667 0 3.835616 \n", + "... ... ... ... ... ... \n", + "21061061 1.12 8.75 6.466667 0 7.812500 \n", + "21061062 1.08 7.07 5.366667 0 6.546296 \n", + "21061063 1.17 8.92 5.866667 0 7.623932 \n", + "21061064 5.42 25.97 27.216667 0 4.791513 \n", + "21061065 3.11 13.18 12.583333 0 4.237942 \n", + "\n", + " tipped income_interaction \n", + "0 1 16.0 \n", + "1 1 16.0 \n", + "2 1 4.0 \n", + "3 0 2.0 \n", + "4 1 2.0 \n", + "... ... ... \n", + "21061061 0 1.0 \n", + "21061062 0 1.0 \n", + "21061063 0 4.0 \n", + "21061064 0 4.0 \n", + "21061065 0 4.0 \n", + "\n", + "[20995620 rows x 16 columns]\n", + "0 25.88\n", + "1 35.38\n", + "2 28.77\n", + "3 0.00\n", + "4 12.86\n", + " ... \n", + "21061061 0.00\n", + "21061062 0.00\n", + "21061063 0.00\n", + "21061064 0.00\n", + "21061065 0.00\n", + "Name: tip_percentage, Length: 20995620, dtype: float64\n" + ] + } + ], + "source": [ + "# Features and target\n", + "X = df[['PU_month', 'PU_day_of_week', 'DO_month', 'PU_hour', 'DO_day_of_week', 'DO_hour', 'taxi_type', 'PU_income_quartile', 'DO_income_quartile', \n", + " 'trip_distance', 'fare_amount', 'trip_duration', 'day_night', 'fare_per_mile', 'tipped', 'income_interaction']]\n", + "y = df['tip_percentage']\n", + "\n", + "print(f\"X shape: {X.shape}\")\n", + "print(f\"y shape: {y.shape}\")\n", + "\n", + "print(X)\n", + "print(y)\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "689c33ed-2c78-4dd7-92b5-6014f66d008f", + "metadata": {}, + "outputs": [], + "source": [ + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "027935ca-af14-4673-bc85-0239afac4ccc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Squared Error (MSE): 29.4079\n", + "Root Mean Squared Error (RMSE): 5.4229\n", + "Mean Absolute Error (MAE): 2.5383\n", + "R² Score: 0.7880\n", + "Adjusted R² Score: 0.7880\n" + ] + } + ], + "source": [ + "model = LinearRegression()\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Predictions\n", + "y_pred = model.predict(X_test)\n", + "\n", + "mse = mean_squared_error(y_test, y_pred)\n", + "rmse = np.sqrt(mse)\n", + "mae = mean_absolute_error(y_test, y_pred)\n", + "r2 = r2_score(y_test, y_pred)\n", + "\n", + "# Adjusted R²\n", + "n = len(y_test) # number of samples\n", + "p = X_test.shape[1] # number of predictors/features\n", + "adjusted_r2 = 1 - ((1 - r2) * (n - 1) / (n - p - 1))\n", + "\n", + "# Print results\n", + "print(f\"Mean Squared Error (MSE): {mse:.4f}\")\n", + "print(f\"Root Mean Squared Error (RMSE): {rmse:.4f}\")\n", + "print(f\"Mean Absolute Error (MAE): {mae:.4f}\")\n", + "print(f\"R² Score: {r2:.4f}\")\n", + "print(f\"Adjusted R² Score: {adjusted_r2:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "22bbb5fc-07f6-4066-882d-915c8ff5ebf9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Use RMSE as the scoring metric\n", + "rmse_scorer = make_scorer(mean_squared_error, greater_is_better=False, squared=False)\n", + "\n", + "# Generate learning curve\n", + "train_sizes, train_scores, val_scores = learning_curve(\n", + " estimator=model,\n", + " X=X, # your features\n", + " y=y, # your target (e.g. tip_percentage)\n", + " train_sizes=np.linspace(0.1, 1.0, 5),\n", + " cv=5,\n", + " scoring=rmse_scorer,\n", + " n_jobs=-1\n", + ")\n", + "\n", + "# Convert negative scores back to positive RMSE\n", + "train_rmse = -train_scores.mean(axis=1)\n", + "val_rmse = -val_scores.mean(axis=1)\n", + "\n", + "# Plot the learning curve\n", + "plt.figure(figsize=(8, 5))\n", + "plt.plot(train_sizes, train_rmse, label='Training RMSE', marker='o')\n", + "plt.plot(train_sizes, val_rmse, label='Validation RMSE', marker='s')\n", + "plt.xlabel('Training Set Size')\n", + "plt.ylabel('RMSE')\n", + "plt.title('Learning Curve (Linear Regression)')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "id": "09a49e4e-068b-4a45-9d6c-93d8051582ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Feature Coefficient\n", + "12 tipped 10.065554\n", + "4 taxi_type -0.762939\n", + "7 trip_distance -0.404416\n", + "9 trip_duration -0.249288\n", + "13 income_interaction 0.219563\n", + "8 fare_amount -0.201729\n", + "11 fare_per_mile 0.113053\n", + "10 day_night -0.072363\n", + "5 PU_income_quartile -0.071933\n", + "2 DO_day_of_week -0.064014\n", + "6 DO_income_quartile -0.048827\n", + "3 DO_hour 0.030293\n", + "0 PU_day_of_week 0.026968\n", + "1 PU_hour -0.012252\n" + ] + } + ], + "source": [ + "coef_df = pd.DataFrame({\n", + " 'Feature': X.columns,\n", + " 'Coefficient': model.coef_\n", + "}).sort_values(by='Coefficient', key=abs, ascending=False)\n", + "\n", + "print(coef_df)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "1b254ba1-dbc8-4694-9844-761703f2b4a0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "residuals = y_test - y_pred\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "plt.scatter(y_pred, residuals, alpha=0.5)\n", + "plt.axhline(0, color='red', linestyle='--')\n", + "plt.title(\"Residuals vs. Predicted Values\")\n", + "plt.xlabel(\"Predicted Tip Percentage\")\n", + "plt.ylabel(\"Residuals (Actual - Predicted)\")\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "0ea363f8-0b36-4ddf-b947-cf8924450545", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "plt.hist(residuals, bins=50, edgecolor='k', alpha=0.7)\n", + "plt.title(\"Histogram of Residuals\")\n", + "plt.xlabel(\"Residual\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "e05d8d1b-7630-4b1d-95f3-bb35db9e51b1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting lightgbm\n", + " Downloading lightgbm-4.6.0-py3-none-macosx_12_0_arm64.whl.metadata (17 kB)\n", + "Requirement already satisfied: numpy>=1.17.0 in /opt/anaconda3/lib/python3.12/site-packages (from lightgbm) (1.26.4)\n", + "Requirement already satisfied: scipy in /opt/anaconda3/lib/python3.12/site-packages (from lightgbm) (1.13.1)\n", + "Downloading lightgbm-4.6.0-py3-none-macosx_12_0_arm64.whl (1.6 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m11.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n", + "\u001b[?25hInstalling collected packages: lightgbm\n", + "Successfully installed lightgbm-4.6.0\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "#pip install lightgbm" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "a3ad2103-883d-49d2-b8b5-3e94a18abb40", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X shape: (21005543, 16)\n", + "y shape: (21005543,)\n", + " PU_month PU_day_of_week PU_hour DO_month DO_day_of_week \\\n", + "0 3 2 14 3 2 \n", + "1 3 2 14 3 2 \n", + "2 3 2 14 3 2 \n", + "3 3 2 18 3 2 \n", + "4 3 2 20 3 2 \n", + "... ... ... ... ... ... \n", + "21061061 12 7 23 12 7 \n", + "21061062 12 7 23 12 7 \n", + "21061063 12 7 23 12 7 \n", + "21061064 12 7 23 12 7 \n", + "21061065 12 7 23 12 1 \n", + "\n", + " DO_hour taxi_type PU_income_quartile DO_income_quartile \\\n", + "0 14 1 4.0 4.0 \n", + "1 14 1 4.0 4.0 \n", + "2 15 1 1.0 4.0 \n", + "3 19 1 2.0 1.0 \n", + "4 21 1 2.0 1.0 \n", + "... ... ... ... ... \n", + "21061061 23 4 1.0 1.0 \n", + "21061062 23 4 1.0 1.0 \n", + "21061063 23 3 2.0 2.0 \n", + "21061064 23 3 2.0 2.0 \n", + "21061065 0 3 2.0 2.0 \n", + "\n", + " trip_distance fare_amount trip_duration day_night fare_per_mile \\\n", + "0 1.44 17.00 19.583333 1 11.805556 \n", + "1 0.79 6.50 4.350000 1 8.227848 \n", + "2 0.98 11.40 11.833333 1 11.632653 \n", + "3 9.06 40.10 30.066667 1 4.426049 \n", + "4 18.25 70.00 40.916667 0 3.835616 \n", + "... ... ... ... ... ... \n", + "21061061 1.12 8.75 6.466667 0 7.812500 \n", + "21061062 1.08 7.07 5.366667 0 6.546296 \n", + "21061063 1.17 8.92 5.866667 0 7.623932 \n", + "21061064 5.42 25.97 27.216667 0 4.791513 \n", + "21061065 3.11 13.18 12.583333 0 4.237942 \n", + "\n", + " tipped income_interaction \n", + "0 1 16.0 \n", + "1 1 16.0 \n", + "2 1 4.0 \n", + "3 0 2.0 \n", + "4 1 2.0 \n", + "... ... ... \n", + "21061061 0 1.0 \n", + "21061062 0 1.0 \n", + "21061063 0 4.0 \n", + "21061064 0 4.0 \n", + "21061065 0 4.0 \n", + "\n", + "[21005543 rows x 16 columns]\n", + "0 25.88\n", + "1 35.38\n", + "2 28.77\n", + "3 0.00\n", + "4 12.86\n", + " ... \n", + "21061061 0.00\n", + "21061062 0.00\n", + "21061063 0.00\n", + "21061064 0.00\n", + "21061065 0.00\n", + "Name: tip_percentage, Length: 21005543, dtype: float64\n" + ] + } + ], + "source": [ + "# Resetting X and y bc Light GBM doesn't accepted scaling\n", + "X = df[['PU_month', 'PU_day_of_week', 'PU_hour', 'DO_month', 'DO_day_of_week', 'DO_hour', 'taxi_type', 'PU_income_quartile', 'DO_income_quartile', \n", + " 'trip_distance', 'fare_amount', 'trip_duration', 'day_night', 'fare_per_mile', 'tipped', 'income_interaction']]\n", + "y = df['tip_percentage']\n", + "\n", + "print(f\"X shape: {X.shape}\")\n", + "print(f\"y shape: {y.shape}\")\n", + "\n", + "print(X)\n", + "print(y)\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "2fa55e27-fd34-4763-9500-79a6fb2be1dd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.074557 seconds.\n", + "You can set `force_row_wise=true` to remove the overhead.\n", + "And if memory is not enough, you can set `force_col_wise=true`.\n", + "[LightGBM] [Info] Total Bins 1123\n", + "[LightGBM] [Info] Number of data points in the train set: 16804434, number of used features: 16\n", + "[LightGBM] [Info] Start training from score 6.700271\n", + "Mean Squared Error (MSE): 192.4377\n", + "Root Mean Squared Error (RMSE): 13.8722\n", + "Mean Absolute Error (MAE): 1.9901\n", + "R² Score: -0.1848\n", + "Adjusted R² Score: -0.1848\n" + ] + } + ], + "source": [ + "import lightgbm as lgb\n", + "\n", + "lgb_model = lgb.LGBMRegressor(\n", + " objective='regression',\n", + " n_estimators=100,\n", + " learning_rate=0.1,\n", + " max_depth=-1,\n", + " num_leaves=31,\n", + " n_jobs=-1,\n", + " random_state=42\n", + ")\n", + "\n", + "lgb_model.fit(X_train, y_train)\n", + "y_pred = lgb_model.predict(X_test)\n", + "\n", + "mse = mean_squared_error(y_test, y_pred)\n", + "rmse = np.sqrt(mse)\n", + "mae = mean_absolute_error(y_test, y_pred)\n", + "r2 = r2_score(y_test, y_pred)\n", + "\n", + "# Adjusted R²\n", + "n = len(y_test) # number of samples\n", + "p = X_test.shape[1] # number of predictors/features\n", + "adjusted_r2 = 1 - ((1 - r2) * (n - 1) / (n - p - 1))\n", + "\n", + "print(f\"Mean Squared Error (MSE): {mse:.4f}\")\n", + "print(f\"Root Mean Squared Error (RMSE): {rmse:.4f}\")\n", + "print(f\"Mean Absolute Error (MAE): {mae:.4f}\")\n", + "print(f\"R² Score: {r2:.4f}\")\n", + "print(f\"Adjusted R² Score: {adjusted_r2:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "d01b48f5-9e0b-41a4-b927-80a39092cc03", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n", + "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Use RMSE as the scoring metric\n", + "rmse_scorer = make_scorer(mean_squared_error, greater_is_better=False, squared=False)\n", + "\n", + "# Generate learning curve\n", + "train_sizes, train_scores, val_scores = learning_curve(\n", + " estimator=lgb_model,\n", + " X=X, # your features\n", + " y=y, # your target (e.g. tip_percentage)\n", + " train_sizes=np.linspace(0.1, 1.0, 5),\n", + " cv=5,\n", + " scoring=rmse_scorer,\n", + " n_jobs=-1\n", + ")\n", + "\n", + "# Convert negative scores back to positive RMSE\n", + "train_rmse = -train_scores.mean(axis=1)\n", + "val_rmse = -val_scores.mean(axis=1)\n", + "\n", + "# Plot the learning curve\n", + "plt.figure(figsize=(8, 5))\n", + "plt.plot(train_sizes, train_rmse, label='Training RMSE', marker='o')\n", + "plt.plot(train_sizes, val_rmse, label='Validation RMSE', marker='s')\n", + "plt.xlabel('Training Set Size')\n", + "plt.ylabel('RMSE')\n", + "plt.title('Learning Curve (Linear Regression)')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "bb9b70ba-6cd3-4430-bbfe-5c561373907e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "residuals = y_test - y_pred\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "plt.scatter(y_pred, residuals, alpha=0.5)\n", + "plt.axhline(0, color='red', linestyle='--')\n", + "plt.title(\"Residuals vs. Predicted Values\")\n", + "plt.xlabel(\"Predicted Tip Percentage\")\n", + "plt.ylabel(\"Residuals (Actual - Predicted)\")\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "fa66b4f4-5e1f-46b7-900d-f188a2cffaf4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "plt.hist(residuals, bins=50, edgecolor='k', alpha=0.7)\n", + "plt.title(\"Histogram of Residuals\")\n", + "plt.xlabel(\"Residual\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "192575c2-3b78-4f3e-9966-e5a0726d3196", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "importances = lgb_model.feature_importances_\n", + "features = X.columns\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.barh(features, importances)\n", + "plt.title(\"LightGBM Feature Importances\")\n", + "plt.xlabel(\"Importance Score\")\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "1a9bf4b9-677f-4657-83dc-ab24752d9df0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting shap\n", + " Downloading shap-0.47.2-cp312-cp312-macosx_11_0_arm64.whl.metadata (25 kB)\n", + "Requirement already satisfied: numpy in /opt/anaconda3/lib/python3.12/site-packages (from shap) (1.26.4)\n", + "Requirement already satisfied: scipy in /opt/anaconda3/lib/python3.12/site-packages (from shap) (1.13.1)\n", + "Requirement already satisfied: scikit-learn in 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remove the overhead.\n", + "And if memory is not enough, you can set `force_col_wise=true`.\n", + "[LightGBM] [Info] Total Bins 1113\n", + "[LightGBM] [Info] Number of data points in the train set: 1679649, number of used features: 14\n", + "[LightGBM] [Info] Start training from score 11.507176\n", + "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.200476 seconds.\n", + "You can set `force_row_wise=true` to remove the overhead.\n", + "And if memory is not enough, you can set `force_col_wise=true`.\n", + "[LightGBM] [Info] Total Bins 1121\n", + "[LightGBM] [Info] Number of data points in the train set: 9238072, number of used features: 16\n", + "[LightGBM] [Info] Start training from score 6.877464\n", + "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.187121 seconds.\n", + "You can set `force_row_wise=true` to remove the overhead.\n", + "And if memory is not enough, you can set `force_col_wise=true`.\n", + "[LightGBM] [Info] Total Bins 1123\n", + "[LightGBM] [Info] Number of data points in the train set: 16796496, number of used features: 16\n", + "[LightGBM] [Info] Start training from score 7.132854\n" + ] + } + ], + "source": [ + "import shap\n", + "\n", + "# Initialize the SHAP explainer for LightGBM\n", + "explainer = shap.Explainer(lgb_model)\n", + "\n", + "# Compute SHAP values for the test set\n", + "shap_values = explainer(X_test)" + ] + }, + { + "cell_type": "markdown", + "id": "3218faaa-b903-4647-932b-8b7c02b2027d", + "metadata": {}, + "source": [ + "#### Step 3: Global Interpretation (Feature Importance)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "01c26713-ac7b-439c-9653-80b878417fbb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Summary plot (beeswarm — shows impact and direction):\n", + "shap.summary_plot(shap_values, X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "19973ff6-f655-477d-abd5-50ef2e5a500e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Bar plot of mean absolute SHAP values:\n", + "shap.summary_plot(shap_values, X_test, plot_type=\"bar\")" + ] + }, + { + "cell_type": "markdown", + "id": "d37e8296-4ece-4193-8a15-695091d1cd5f", + "metadata": {}, + "source": [ + "#### Step 4: Local Interpretation (Single Prediction)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "d613c6d2-cec8-4b98-8b5e-e4895855f5b1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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\n", + " Visualization omitted, Javascript library not loaded!
\n", + " Have you run `initjs()` in this notebook? If this notebook was from another\n", + " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", + " this notebook on github the Javascript has been stripped for security. If you are using\n", + " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "shap.initjs()\n", + "shap.force_plot(explainer.expected_value, shap_values[0].values, X_test.iloc[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "cf339878-213a-4994-ac7d-8b81c8fc0602", + "metadata": {}, + "outputs": [], + "source": [ + "over_100_df_f = over_100_df[over_100_df['tip_percentage'] < 1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "8bac8a67-ac96-4c33-b26c-a66a2d5aba55", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "sns.histplot(over_100_df_f['tip_percentage'], bins=50, kde=True)\n", + "plt.title('Distribution of Tip Percentage')\n", + "plt.xlabel('Tip Percentage')\n", + "plt.ylabel('Frequency')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "aa74d355-706a-496c-8df2-f7f54b655f69", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(data=over_100_df_f, x='fare_amount', y='tip_percentage')\n", + "plt.title('Tip % vs Fare Amount')\n", + "plt.xlabel('Fare Amount')\n", + "plt.ylabel('Tip Percentage')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "20cb857f-94c4-4488-b98f-93a451d9064f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " fare_amount tip_percentage\n", + "count 9923.000000 9923.000000\n", + "mean 13.346848 189.206726\n", + "std 10.629307 2036.404947\n", + "min 0.010000 100.100000\n", + "25% 7.670000 112.360000\n", + "50% 9.620000 128.530000\n", + "75% 15.820000 171.070000\n", + "max 95.400000 201500.000000\n", + "fare_amount 0\n", + "tip_percentage 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "print(over_100_df[['fare_amount', 'tip_percentage']].describe())\n", + "print(over_100_df[['fare_amount', 'tip_percentage']].isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "e9bca5d4-98df-40d7-b670-049d8429b30f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kXwVvyrqSlpZW5LR69eqVaf133nmn2A8/KysryGQyHDlyRHEL/OvenFbUc25tbY3bt2+X2IOVlRUsLS2xe/fuIuebmZmVuL4qLl68iPPnz2PNmjUICQlRTL9+/brScjVq1IBMJsO9e/cK1XjzOVf1eSpOWlpaka+318NdlSpVMHr0aHz22WdYsGABli1bho4dO5Z6m7U6LC0tkZqaWmj63bt3AfzfPlewL+Xk5CgtV1zQL+p1UpQaNWqgSpUqZepBm+7cuYO4uDh4e3srjuRu2LABPj4+WL58udKymZmZhdavV68eAgMD8e233yIwMBDbt2/HjBkzoKenp/VeqWx4Got0Ii8vD2vXrkXdunVx8ODBQkN4eDhSU1Oxa9cuAK/e1IKDg7Fu3Trs2LEDaWlpSqewAKB79+64ceMGLC0t4eXlVWgoy90XBV+e9/qbzrNnz7B+/Xql5Tp06AAA2Lx5s9L0X375pdAdVt27d8fFixdRt27dIvvSddjZuHGj0vixY8dw69Yt+Pj4aFy7e/fuEELgzp07RT42d3f3UmsEBgbi2rVrJZ7y6N69Ox48eIC8vLwit6POB3lBwHjzaE/BB+2bAeS7775TGjc1NYWXlxe2bduGFy9eKKZnZWVhx44dhfrX9HkCCv8t//e//+Hly5eF/pYffvghDA0N8d577+Hq1as6Oz3SsWNHXL58GfHx8UrT161bB5lMBl9fXwBQ7HsXLlxQWm779u0abd/U1BStWrXC1q1blf6O+fn52LBhAxwcHNCgQQONtvGmZ8+e4cMPP8TLly8xceJExXSZTFboNXPhwoVC35VVYNy4cbhw4QJCQkKgp6eHjz76SKt9kmp4ZId0YteuXbh79y6+/PLLIj903dzcsHTpUkRHR6N79+4AXp3K2rx5M8aMGQMHB4dC13iEhoZiy5Yt6NChA8aPH48mTZogPz8fycnJ2Lt3L8LDw0v9/p5u3bph4cKFGDRoED7++GM8ePAAX331VaE3scaNG2PgwIFYsGAB9PT04Ofnh0uXLmHBggUwNzdXOtw/c+ZMxMTEoG3bthg7diwaNmyI58+f4+bNm/jjjz+wYsUKnXwZYIEzZ87gww8/RN++fZGSkoKpU6eiVq1aGDVqlMa127Vrh48//hhDhw7FmTNn0KFDB5iamiI1NRVHjx6Fu7s7Ro4cWWKN0NBQbN68GT179sTkyZPRsmVLPHv2DLGxsejevTt8fX0xYMAAbNy4EV27dsW4cePQsmVLGBgY4Pbt2zh48CB69uyJXr16qdR7wbd1r1y5EmZmZjAyMoKLiwtcXV1Rt25dTJ48GUIIWFhY4Pfff0dMTEyhGjNnzkS3bt3QuXNnjBs3Dnl5eZg/fz6qVq2Khw8favV5AoCtW7dCX18f/v7+uHTpEqZNmwYPD49C145Vr14dH3zwAZYvXw5nZ+dC1xBpy/jx47Fu3Tp069YNM2fOhLOzM3bu3Illy5Zh5MiRiqBha2uLTp06ISoqCjVq1ICzszP279+PrVu3atxDVFQU/P394evri4iICBgaGmLZsmW4ePEifvrppzIfJSpKcnIyTpw4gfz8fDx58kTxpYK3bt3CggULEBAQoFi2e/fumDVrFqZPnw5vb29cvXoVM2fOhIuLS5FfMeHv749GjRrh4MGDilv3qRyV04XRJHHBwcHC0NBQcatvUQYMGCD09fUVt+Xm5eUJR0dHAUBMnTq1yHWysrLE559/Lho2bCgMDQ2Fubm5cHd3F+PHj1e6vRcl3NW0atUq0bBhQyGXy0WdOnVEVFSUiI6OFgBEUlKSYrnnz5+LsLAwYWNjI4yMjETr1q3F8ePHhbm5eaG7Zu7fvy/Gjh0rXFxchIGBgbCwsBCenp5i6tSpIisrq6xPm1p3Y+3du1e8//77onr16sLY2Fh07dpVJCYmlrqt4m49L8qqVatEq1athKmpqTA2NhZ169YVH3zwgThz5oxiGW9vb9G4ceMi13/06JEYN26ccHJyEgYGBsLGxkZ069ZN/PXXX4plcnNzxVdffSU8PDyEkZGRqFq1qnB1dRUjRoxQejzOzs6iW7duhbbh7e0tvL29laYtWrRIuLi4CD09PaW7gi5fviz8/f2FmZmZqFGjhujbt69ITk4u9BwLIcSvv/4q3N3dhaGhoXBychJz584VY8eOFTVq1FDreSpKwd1YcXFxIigoSFStWlWYmZmJgQMHFns30KFDhwQAMXfu3BJrv67g1vPivHnruRBC3Lp1SwwaNEhYWloKAwMD0bBhQzF//nyRl5entFxqaqp49913hYWFhTA3NxeDBw8WZ86cKfJurJJ6KMqRI0eEn5+f4nlt3bq1+P3335WWUedurIJBT09P1KhRQ3h6eorQ0NAi76DMyckRERERolatWsLIyEg0b95cbNu2TYSEhAhnZ+citxMZGam445HKl0yIIi45J6IiHTt2DO3atcPGjRsxaNCgcu1lzZo1GDp0KE6fPl3sNTekfbm5uWjatClq1aqFvXv3llsf4eHhWL58OVJSUoq8YJvKn5eXF2QyGU6fPl3erfzr8TQWUTFiYmJw/PhxeHp6wtjYGOfPn8fcuXNRv3599O7du7zbo7dk+PDh8Pf3h52dHdLS0rBixQpcuXIFixcvLpd+Tpw4gWvXrmHZsmUYMWIEg04Fk5GRgYsXL2LHjh2Ii4vDr7/+Wt4tERh2iIpVrVo17N27F4sWLUJmZiasrKwQGBiIqKgopTu5SNoyMzMRERGB+/fvw8DAAM2bN8cff/xR4vcG6VKbNm1gYmKC7t27Y/bs2eXSAxUvPj4evr6+sLS0xPTp0xEcHFzeLREAnsYiIiIiSeOt50RERCRpDDtEREQkaQw7REREJGm8QBmvvo3z7t27MDMz0+gLqoiIiOjtEUIgMzMT9vb2hX7b7XUMO3j1GyuOjo7l3QYRERGpISUlpcRvqmfYwf/9yGBKSkqZfomXiIiIyl9GRgYcHR1L/bFghh383w8DVqtWjWGHiIiokintEhReoExERESSxrBDREREksawQ0RERJLGsENERESSxrBDREREksawQ0RERJLGsENERESSxrBDREREksawQ0RERJJWrmHn8OHDCAoKgr29PWQyGbZt26Y0XyaTFTnMnz9fsYyPj0+h+QMGDHjLj4SIiIgqqnINO9nZ2fDw8MDSpUuLnJ+amqo0rFq1CjKZDH369FFa7qOPPlJa7rvvvnsb7RMREVElUK6/jRUYGIjAwMBi59va2iqN//bbb/D19UWdOnWUppuYmBRaloiIiAioRNfs3Lt3Dzt37sTw4cMLzdu4cSOsrKzQuHFjREREIDMzs8RaOTk5yMjIUBqIiIhImirNr56vXbsWZmZm6N27t9L09957Dy4uLrC1tcXFixcxZcoUnD9/HjExMcXWioqKwowZM3TdMhEREVUAMiGEKO8mgFcXI//6668IDg4ucr6rqyv8/f2xZMmSEuvExcXBy8sLcXFxaN68eZHL5OTkICcnRzGekZEBR0dHPHnyBNWqVVP7MRAREdHbk5GRAXNz81I/vyvFkZ0jR47g6tWr2Lx5c6nLNm/eHAYGBkhMTCw27Mjlcsjlcm23STrmOWGdxjXi5n+ghU6IiKgyqRTX7ERHR8PT0xMeHh6lLnvp0iXk5ubCzs7uLXRGREREFV25HtnJysrC9evXFeNJSUk4d+4cLCws4OTkBODVIaqff/4ZCxYsKLT+jRs3sHHjRnTt2hVWVla4fPkywsPD0axZM7Rr1+6tPQ4p4FETIiKSqnINO2fOnIGvr69iPCwsDAAQEhKCNWvWAAA2bdoEIQQGDhxYaH1DQ0Ps378fixcvRlZWFhwdHdGtWzdMnz4denp6b+UxEBERUcVWrmHHx8cHpV0f/fHHH+Pjjz8ucp6joyNiY2N10RoRERFJRKW4ZoeIiIhIXZXibqzKTtPrYd68FobX1xAREZUdj+wQERGRpDHsEBERkaTxNBb9q/GUIBGR9PHIDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaL1AmndH29wsRERGpg0d2iIiISNIYdoiIiEjSeBrrDfzeFSIiImnhkR0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI03npOREREJars34jPsENERERv1dv+TjuexiIiIiJJY9ghIiIiSeNpLCIiojKq7Neu/FvxyA4RERFJGsMOERERSRrDDhEREUkaww4RERFJGi9QJiIikpC3/R02lQHDDhERlTt+QJMuMewQVXD8ECAi0gzDDhGRxDEwV1z827wdvECZiIiIJI1Hdoj+hfi/SSL6N2HYISKqQBhEibSPp7GIiIhI0nhkh4iIJIlHyagAww4RVUj8oKrY+OvfVJnwNBYRERFJWrmGncOHDyMoKAj29vaQyWTYtm2b0vwhQ4ZAJpMpDa1bt1ZaJicnB59++imsrKxgamqKHj164Pbt22/xURAREVFFVq6nsbKzs+Hh4YGhQ4eiT58+RS7TpUsXrF69WjFuaGioND80NBS///47Nm3aBEtLS4SHh6N79+6Ii4uDnp6eTvsnIuLpHKKKr1zDTmBgIAIDA0tcRi6Xw9bWtsh5T548QXR0NNavX49OnToBADZs2ABHR0fs27cPnTt31nrPREREVLlU+AuUDx06BBsbG1SvXh3e3t744osvYGNjAwCIi4tDbm4uAgICFMvb29vDzc0Nx44dY9gheosqwxEOXvRM9O9UocNOYGAg+vbtC2dnZyQlJWHatGnw8/NDXFwc5HI50tLSYGhoiBo1aiitV7NmTaSlpRVbNycnBzk5OYrxjIwMnT0GIiIiKl8VOuz0799f8W83Nzd4eXnB2dkZO3fuRO/evYtdTwgBmUxW7PyoqCjMmDFDq70SERFRxVSpbj23s7ODs7MzEhMTAQC2trZ48eIFHj16pLRceno6atasWWydKVOm4MmTJ4ohJSVFp30TERFR+alUYefBgwdISUmBnZ0dAMDT0xMGBgaIiYlRLJOamoqLFy+ibdu2xdaRy+WoVq2a0kBERETSVK6nsbKysnD9+nXFeFJSEs6dOwcLCwtYWFggMjISffr0gZ2dHW7evInPPvsMVlZW6NWrFwDA3Nwcw4cPR3h4OCwtLWFhYYGIiAi4u7sr7s4ietsqw4W6RET/JuUads6cOQNfX1/FeFhYGAAgJCQEy5cvR0JCAtatW4fHjx/Dzs4Ovr6+2Lx5M8zMzBTrfP3119DX10e/fv3w7NkzdOzYEWvWrOF37BARERGAcg47Pj4+EEIUO3/Pnj2l1jAyMsKSJUuwZMkSbbZGREREElGprtkhIiIiUhXDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSVq5hp3Dhw8jKCgI9vb2kMlk2LZtm2Jebm4uJk2aBHd3d5iamsLe3h4ffPAB7t69q1TDx8cHMplMaRgwYMBbfiRERERUUZVr2MnOzoaHhweWLl1aaN7Tp08RHx+PadOmIT4+Hlu3bsW1a9fQo0ePQst+9NFHSE1NVQzffffd22ifiIiIKgH98tx4YGAgAgMDi5xnbm6OmJgYpWlLlixBy5YtkZycDCcnJ8V0ExMT2Nra6rRXIiIiqpwq1TU7T548gUwmQ/Xq1ZWmb9y4EVZWVmjcuDEiIiKQmZlZYp2cnBxkZGQoDURERCRN5XpkRxXPnz/H5MmTMWjQIFSrVk0x/b333oOLiwtsbW1x8eJFTJkyBefPny90VOh1UVFRmDFjxttom4iIiMpZpQg7ubm5GDBgAPLz87Fs2TKleR999JHi325ubqhfvz68vLwQHx+P5s2bF1lvypQpCAsLU4xnZGTA0dFRN80TERFRuarwYSc3Nxf9+vVDUlISDhw4oHRUpyjNmzeHgYEBEhMTiw07crkccrlcF+0SERFRBVOhw05B0ElMTMTBgwdhaWlZ6jqXLl1Cbm4u7Ozs3kKHREREVNGVa9jJysrC9evXFeNJSUk4d+4cLCwsYG9vj3fffRfx8fHYsWMH8vLykJaWBgCwsLCAoaEhbty4gY0bN6Jr166wsrLC5cuXER4ejmbNmqFdu3bl9bCIiIioAinXsHPmzBn4+voqxguuowkJCUFkZCS2b98OAGjatKnSegcPHoSPjw8MDQ2xf/9+LF68GFlZWXB0dES3bt0wffp06OnpvbXHQURERBVXuYYdHx8fCCGKnV/SPABwdHREbGysttsiIiIiCalU37NDREREpCqGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNI1+CDQ3NxfXrl1DXl4eGjZsCLlcrq2+iIiIiLRC7SM7R44cQe3ateHr6wsfHx84Ojpi9+7d2uyNiIiISGNlDjtCCKXx0NBQbNy4Eenp6Xj48CFmz56NkSNHar1BIiIiIk2UOey0bNkS8fHxivEXL17AyclJMe7k5ITnz59rtzsiIiIiDZX5mp2lS5fiww8/hLe3N2bPno3p06fD09MTDRs2RG5uLv766y8sWbJEl70SERERqazMYadVq1Y4deoU5s2bB09PT8ybNw9Xr17FyZMnkZeXh5YtW8Le3l6XvRIRERGpTKW7sfT19fHZZ5+hX79+GDlyJNauXYslS5Yw5BAREVGFpdLdWJcvX8aWLVuQn5+PmJgYBAUF4T//+Q+WLVumq/6IiIiINFLmsLNo0SJ4eXlh/vz5aNOmDb7//nsMGTIEJ0+exPHjx9GmTRskJCToslciIiIilZU57Hz55ZfYuXMnTpw4gfj4eCxcuBAAYGVlhfXr12PmzJno16+fzholIiIiUodK37NTpcqrxfX09Ap9746/vz/Onj2r3e6IiIiINFTmC5QjIiLQtWtXeHh44Nq1a5gzZ06hZYyMjLTaHBEREZGmVAo7Xbp0wZUrV+Du7g5XV1dd9kVERESkFSrdeu7m5gY3Nzdd9UJERESkdWr/ECgRERFRZcCwQ0RERJLGsENERESSxrBDREREkqbSBcoFHj16hOjoaFy5cgUymQyurq4YNmwYLCwstN0fERERkUZUPrITGxsLFxcXfPPNN3j06BEePnyIJUuWwMXFBbGxsbrokYiIiEhtKh/ZGT16NPr164fly5dDT08PAJCXl4dRo0Zh9OjRuHjxotabJCIiIlKXykd2bty4gfDwcEXQAV79fERYWBhu3Lih1eaIiIiINKVy2GnevDmuXLlSaPqVK1fQtGlTbfREREREpDUqn8YaO3Ysxo0bh+vXr6N169YAgBMnTuDbb7/F3LlzceHCBcWyTZo00V6nRERERGpQOewMHDgQADBx4sQi58lkMgghIJPJkJeXp3mHRERERBpQOewkJSXpog8iIiIinVA57Dg7O+uiDyIiIiKdKNMFytu3b0dubq7i3yUNqjh8+DCCgoJgb28PmUyGbdu2Kc0XQiAyMhL29vYwNjaGj48PLl26pLRMTk4OPv30U1hZWcHU1BQ9evTA7du3VeqDiIiIpKtMR3aCg4ORlpYGGxsbBAcHF7ucqtfpZGdnw8PDA0OHDkWfPn0KzZ83bx4WLlyINWvWoEGDBpg9ezb8/f1x9epVmJmZAQBCQ0Px+++/Y9OmTbC0tER4eDi6d++OuLg4pdvjiYiI6N+pTGEnPz8fycnJEEIgPz9faxsPDAxEYGBgkfOEEFi0aBGmTp2K3r17AwDWrl2LmjVr4scff8SIESPw5MkTREdHY/369ejUqRMAYMOGDXB0dMS+ffvQuXNnrfVKRERElVOZv2fHxcUF9+/f12UvSpKSkpCWloaAgADFNLlcDm9vbxw7dgwAEBcXh9zcXKVl7O3t4ebmpliGiIiI/t3KfIGyEEKXfRSSlpYGAKhZs6bS9Jo1a+LWrVuKZQwNDVGjRo1CyxSsX5ScnBzk5OQoxjMyMrTVNhEREVUwKn+D8tsmk8mUxgu+w6ckpS0TFRUFc3NzxeDo6KiVXomIiKjiUenW8x9++AFVq1YtcZmxY8dq1FABW1tbAK+O3tjZ2Smmp6enK4722Nra4sWLF3j06JHS0Z309HS0bdu22NpTpkxBWFiYYjwjI4OBh4iISKJUCjsrVqwo8Q4nmUymtbDj4uICW1tbxMTEoFmzZgCAFy9eIDY2Fl9++SUAwNPTEwYGBoiJiUG/fv0AAKmpqbh48SLmzZtXbG25XA65XK6VPomIiKhiUynsnDlzBjY2NlrbeFZWFq5fv64YT0pKwrlz52BhYQEnJyeEhoZizpw5qF+/PurXr485c+bAxMQEgwYNAgCYm5tj+PDhCA8Ph6WlJSwsLBAREQF3d3fF3VlERET071bmsFPadTLqOHPmDHx9fRXjBaeWQkJCsGbNGkycOBHPnj3DqFGj8OjRI7Rq1Qp79+5VfMcOAHz99dfQ19dHv3798OzZM3Ts2BFr1qzhd+wQERERgHK+G8vHx6fEujKZDJGRkYiMjCx2GSMjIyxZsgRLlizRen9ERERU+ZX5bqzp06eXenEyERERUUVT5iM706dP12UfRERERDpR4b9nh4iIiEgTDDtEREQkaQw7REREJGlqhZ2XL19i3759+O6775CZmQkAuHv3LrKysrTaHBEREZGmVPpSQQC4desWunTpguTkZOTk5MDf3x9mZmaYN28enj9/jhUrVuiiTyIiIiK1qHxkZ9y4cfDy8sKjR49gbGysmN6rVy/s379fq80RERERaUrlIztHjx7Fn3/+CUNDQ6Xpzs7OuHPnjtYaIyIiItIGlY/s5OfnIy8vr9D027dvK/2MAxEREVFFoHLY8ff3x6JFixTjMpkMWVlZmD59Orp27arN3oiIiIg0pvJprK+//hq+vr5o1KgRnj9/jkGDBiExMRFWVlb46aefdNEjERERkdpUDjv29vY4d+4cfvrpJ8THxyM/Px/Dhw/He++9p3TBMhEREVFFoHLYAQBjY2MMGzYMw4YN03Y/RERERFqlctjZvn17kdNlMhmMjIxQr149uLi4aNwYERERkTaoHHaCg4Mhk8kghFCaXjBNJpOhffv22LZtG2rUqKG1RomIiIjUofLdWDExMWjRogViYmLw5MkTPHnyBDExMWjZsiV27NiBw4cP48GDB4iIiNBFv0REREQqUfnIzrhx47By5Uq0bdtWMa1jx44wMjLCxx9/jEuXLmHRokW8noeIiIgqBJWP7Ny4cQPVqlUrNL1atWr4+++/AQD169fHP//8o3l3RERERBpSOex4enpiwoQJuH//vmLa/fv3MXHiRLRo0QIAkJiYCAcHB+11SURERKQmlU9jRUdHo2fPnnBwcICjoyNkMhmSk5NRp04d/PbbbwCArKwsTJs2TevNEhEREalK5bDTsGFDXLlyBXv27MG1a9cghICrqyv8/f1RpcqrA0XBwcHa7pOIiIhILWp9qaBMJkOXLl3QpUsXbfdDREREpFVqhZ3s7GzExsYiOTkZL168UJo3duxYrTRGREREpA0qh52zZ8+ia9euePr0KbKzs2FhYYF//vkHJiYmsLGxYdghIiKiCkXlu7HGjx+PoKAgPHz4EMbGxjhx4gRu3boFT09PfPXVV7rokYiIiEhtKoedc+fOITw8HHp6etDT00NOTg4cHR0xb948fPbZZ7rokYiIiEhtKocdAwMDyGQyAEDNmjWRnJwMADA3N1f8m4iIiKiiUPmanWbNmuHMmTNo0KABfH198d///hf//PMP1q9fD3d3d130SERERKQ2lY/szJkzB3Z2dgCAWbNmwdLSEiNHjkR6ejpWrlyp9QaJiIiINKHSkR0hBKytrdG4cWMAgLW1Nf744w+dNEZERESkDSod2RFCoH79+rh9+7au+iEiIiLSKpXCTpUqVVC/fn08ePBAV/0QERERaZXK1+zMmzcPEyZMwMWLF3XRDxEREZFWqXw31uDBg/H06VN4eHjA0NAQxsbGSvMfPnyoteaIiIiINKVy2Fm0aJEO2iAiIiLSDZXDTkhIiC76ICIiItIJla/ZAYAbN27g888/x8CBA5Geng4A2L17Ny5duqTV5oiIiIg0pXLYiY2Nhbu7O06ePImtW7ciKysLAHDhwgVMnz5d6w0SERERaULlsDN58mTMnj0bMTExMDQ0VEz39fXF8ePHtdocERERkaZUDjsJCQno1atXoenW1tY6+f6d2rVrQyaTFRpGjx4NABgyZEihea1bt9Z6H0RERFQ5qXyBcvXq1ZGamgoXFxel6WfPnkWtWrW01liB06dPIy8vTzF+8eJF+Pv7o2/fvoppXbp0werVqxXjrx9xIiIion83lcPOoEGDMGnSJPz888+QyWTIz8/Hn3/+iYiICHzwwQdab9Da2lppfO7cuahbty68vb0V0+RyOWxtbbW+bSIiIqr8VD6N9cUXX8DJyQm1atVCVlYWGjVqhA4dOqBt27b4/PPPddGjwosXL7BhwwYMGzYMMplMMf3QoUOwsbFBgwYN8NFHHynuECtOTk4OMjIylAYiIiKSJpWP7BgYGGDjxo2YOXMmzp49i/z8fDRr1gz169fXRX9Ktm3bhsePH2PIkCGKaYGBgejbty+cnZ2RlJSEadOmwc/PD3FxcZDL5UXWiYqKwowZM3TeLxEREZU/lcNObGwsvL29UbduXdStW1cXPRUrOjoagYGBsLe3V0zr37+/4t9ubm7w8vKCs7Mzdu7cid69exdZZ8qUKQgLC1OMZ2RkwNHRUXeNExERUblROez4+/vD1tYWgwYNwuDBg+Hm5qaLvgq5desW9u3bh61bt5a4nJ2dHZydnZGYmFjsMnK5vNijPkRERCQtKl+zc/fuXUycOBFHjhxBkyZN0KRJE8ybNw+3b9/WRX8Kq1evho2NDbp161bicg8ePEBKSgrs7Ox02g8RERFVDiqHHSsrK4wZMwZ//vknbty4gf79+2PdunWoXbs2/Pz8dNEj8vPzsXr1aoSEhEBf//8ORmVlZSEiIgLHjx/HzZs3cejQIQQFBcHKyqrI7wIiIiKifx+VT2O9zsXFBZMnT4aHhwemTZuG2NhYbfWlZN++fUhOTsawYcOUpuvp6SEhIQHr1q3D48ePYWdnB19fX2zevBlmZmY66YWIiIgqF7XDzp9//omNGzfil19+wfPnz9GjRw/MmTNHm70pBAQEQAhRaLqxsTH27Nmjk20SERGRNKgcdj777DP89NNPuHv3Ljp16oRFixYhODgYJiYmuuiPiIiISCMqh51Dhw4hIiIC/fv3h5WVldK8c+fOoWnTptrqjYiIiEhjKoedY8eOKY0/efIEGzduxA8//IDz588r/Y4VERERUXlT+W6sAgcOHMDgwYNhZ2eHJUuWoGvXrjhz5ow2eyMiIiLSmEpHdm7fvo01a9Zg1apVyM7ORr9+/ZCbm4stW7agUaNGuuqRiIiISG1lPrLTtWtXNGrUCJcvX8aSJUtw9+5dLFmyRJe9EREREWmszEd29u7di7Fjx2LkyJFv5Uc/iYiIiLShzEd2jhw5gszMTHh5eaFVq1ZYunQp7t+/r8veiIiIiDRW5rDTpk0bfP/990hNTcWIESOwadMm1KpVC/n5+YiJiUFmZqYu+yQiIiJSi8p3Y5mYmGDYsGE4evQoEhISEB4ejrlz58LGxgY9evTQRY9EREREalP71nMAaNiwoeIXz3/66Sdt9URERESkNRqFnQJ6enoIDg7G9u3btVGOiIiISGu0EnaIiIiIKiqGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKSNIYdIiIikjSGHSIiIpI0hh0iIiKStAoddiIjIyGTyZQGW1tbxXwhBCIjI2Fvbw9jY2P4+Pjg0qVL5dgxERERVTQVOuwAQOPGjZGamqoYEhISFPPmzZuHhQsXYunSpTh9+jRsbW3h7++PzMzMcuyYiIiIKpIKH3b09fVha2urGKytrQG8OqqzaNEiTJ06Fb1794abmxvWrl2Lp0+f4scffyznromIiKiiqPBhJzExEfb29nBxccGAAQPw999/AwCSkpKQlpaGgIAAxbJyuRze3t44duxYebVLREREFYx+eTdQklatWmHdunVo0KAB7t27h9mzZ6Nt27a4dOkS0tLSAAA1a9ZUWqdmzZq4detWiXVzcnKQk5OjGM/IyNB+80RERFQhVOiwExgYqPi3u7s72rRpg7p162Lt2rVo3bo1AEAmkymtI4QoNO1NUVFRmDFjhvYbJiIiogqnwp/Gep2pqSnc3d2RmJiouCur4AhPgfT09EJHe940ZcoUPHnyRDGkpKTorGciIiIqX5Uq7OTk5ODKlSuws7ODi4sLbG1tERMTo5j/4sULxMbGom3btiXWkcvlqFatmtJARERE0lShT2NFREQgKCgITk5OSE9Px+zZs5GRkYGQkBDIZDKEhoZizpw5qF+/PurXr485c+bAxMQEgwYNKu/WiYiIqIKo0GHn9u3bGDhwIP755x9YW1ujdevWOHHiBJydnQEAEydOxLNnzzBq1Cg8evQIrVq1wt69e2FmZlbOnRMREVFFUaHDzqZNm0qcL5PJEBkZicjIyLfTEBEREVU6leqaHSIiIiJVMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkVeiwExUVhRYtWsDMzAw2NjYIDg7G1atXlZYZMmQIZDKZ0tC6dety6piIiIgqmgoddmJjYzF69GicOHECMTExePnyJQICApCdna20XJcuXZCamqoY/vjjj3LqmIiIiCoa/fJuoCS7d+9WGl+9ejVsbGwQFxeHDh06KKbL5XLY2tq+7faIiIioEqjQR3be9OTJEwCAhYWF0vRDhw7BxsYGDRo0wEcffYT09PQS6+Tk5CAjI0NpICIiImmqNGFHCIGwsDC0b98ebm5uiumBgYHYuHEjDhw4gAULFuD06dPw8/NDTk5OsbWioqJgbm6uGBwdHd/GQyAiIqJyUKFPY71uzJgxuHDhAo4ePao0vX///op/u7m5wcvLC87Ozti5cyd69+5dZK0pU6YgLCxMMZ6RkcHAQ0REJFGVIux8+umn2L59Ow4fPgwHB4cSl7Wzs4OzszMSExOLXUYul0Mul2u7TSIiIqqAKnTYEULg008/xa+//opDhw7BxcWl1HUePHiAlJQU2NnZvYUOiYiIqKKr0NfsjB49Ghs2bMCPP/4IMzMzpKWlIS0tDc+ePQMAZGVlISIiAsePH8fNmzdx6NAhBAUFwcrKCr169Srn7omIiKgiqNBHdpYvXw4A8PHxUZq+evVqDBkyBHp6ekhISMC6devw+PFj2NnZwdfXF5s3b4aZmVk5dExEREQVTYUOO0KIEucbGxtjz549b6kbIiIiqowq9GksIiIiIk0x7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpDHsEBERkaQx7BAREZGkMewQERGRpEkm7CxbtgwuLi4wMjKCp6cnjhw5Ut4tERERUQUgibCzefNmhIaGYurUqTh79iz+85//IDAwEMnJyeXdGhEREZUzSYSdhQsXYvjw4fjwww/xzjvvYNGiRXB0dMTy5cvLuzUiIiIqZ5U+7Lx48QJxcXEICAhQmh4QEIBjx46VU1dERERUUeiXdwOa+ueff5CXl4eaNWsqTa9ZsybS0tKKXCcnJwc5OTmK8SdPngAAMjIykJfzTOOeMjIylMY1rantepWlZmXoURc1K0OPuqhZGXrURc3K0KMualaGHnVRszL0qIuauuqxoK4QouSFRSV3584dAUAcO3ZMafrs2bNFw4YNi1xn+vTpAgAHDhw4cODAQQJDSkpKiVmh0h/ZsbKygp6eXqGjOOnp6YWO9hSYMmUKwsLCFOP5+fl4+PAhLC0tIZPJit1WRkYGHB0dkZKSgmrVqmml/8pQszL0qIualaFHXdSsDD3qomZl6FEXNStDj7qoWRl61EXNytCjKjWFEMjMzIS9vX2J9Sp92DE0NISnpydiYmLQq1cvxfSYmBj07NmzyHXkcjnkcrnStOrVq5d5m9WqVdPaH7Qy1awMPeqiZmXoURc1K0OPuqhZGXrURc3K0KMualaGHnVRszL0WNaa5ubmpdap9GEHAMLCwvD+++/Dy8sLbdq0wcqVK5GcnIxPPvmkvFsjIiKiciaJsNO/f388ePAAM2fORGpqKtzc3PDHH3/A2dm5vFsjIiKiciaJsAMAo0aNwqhRo3S6DblcjunTpxc6BSb1mpWhR13UrAw96qJmZehRFzUrQ4+6qFkZetRFzcrQoy5qVoYedVFTJkRp92sRERERVV6V/ksFiYiIiErCsENERESSxrBDREREksawQ0RERJLGsKOCZcuWwcXFBUZGRvD09MSRI0fUrnX48GEEBQXB3t4eMpkM27Zt06i3qKgotGjRAmZmZrCxsUFwcDCuXr2qUc3ly5ejSZMmii91atOmDXbt2qVRzddFRUVBJpMhNDRU7RqRkZGQyWRKg62trca93blzB4MHD4alpSVMTEzQtGlTxMXFqV2vdu3ahfqUyWQYPXq0WvVevnyJzz//HC4uLjA2NkadOnUwc+ZM5Ofnq90jAGRmZiI0NBTOzs4wNjZG27Ztcfr06TKvX9rrWgiByMhI2Nvbw9jYGD4+Prh06ZLa9bZu3YrOnTvDysoKMpkM586d06jH3NxcTJo0Ce7u7jA1NYW9vT0++OAD3L17V6PHHRkZCVdXV5iamqJGjRro1KkTTp48qXa9140YMQIymQyLFi3SqMchQ4YUen22bt1ao5oAcOXKFfTo0QPm5uYwMzND69atkZycrFa9ovYhmUyG+fPnq91jVlYWxowZAwcHBxgbG+Odd97B8uXLNXrc9+7dw5AhQ2Bvbw8TExN06dIFiYmJxdYry/u3KvtOWeqpuu+UVlOdfacsfaq67xSHYaeMNm/ejNDQUEydOhVnz57Ff/7zHwQGBha705YmOzsbHh4eWLp0qVb6i42NxejRo3HixAnExMTg5cuXCAgIQHZ2tto1HRwcMHfuXJw5cwZnzpyBn58fevbsWeKHU1mdPn0aK1euRJMmTTSu1bhxY6SmpiqGhIQEjeo9evQI7dq1g4GBAXbt2oXLly9jwYIFKn3L9ptOnz6t1GNMTAwAoG/fvmrV+/LLL7FixQosXboUV65cwbx58zB//nwsWbJE7R4B4MMPP0RMTAzWr1+PhIQEBAQEoFOnTrhz506Z1i/tdT1v3jwsXLgQS5cuxenTp2Frawt/f39kZmaqVS87Oxvt2rXD3Llzy/YAS6n59OlTxMfHY9q0aYiPj8fWrVtx7do19OjRQ+2aANCgQQMsXboUCQkJOHr0KGrXro2AgADcv39frXoFtm3bhpMnT5b6VfllrdmlSxel1+kff/yhUc0bN26gffv2cHV1xaFDh3D+/HlMmzYNRkZGatV7vbfU1FSsWrUKMpkMffr0UbvH8ePHY/fu3diwYQOuXLmC8ePH49NPP8Vvv/2mVk0hBIKDg/H333/jt99+w9mzZ+Hs7IxOnToV+35clvdvVfadstRTdd8praY6+05Z+lR13ymWFn6L81+hZcuW4pNPPlGa5urqKiZPnqxxbQDi119/1bjO69LT0wUAERsbq9W6NWrUED/88INGNTIzM0X9+vVFTEyM8Pb2FuPGjVO71vTp04WHh4dG/bxp0qRJon379lqt+aZx48aJunXrivz8fLXW79atmxg2bJjStN69e4vBgwer3dPTp0+Fnp6e2LFjh9J0Dw8PMXXqVJXrvfm6zs/PF7a2tmLu3LmKac+fPxfm5uZixYoVKtd7XVJSkgAgzp49q1GPRTl16pQAIG7duqW1mk+ePBEAxL59+9Sud/v2bVGrVi1x8eJF4ezsLL7++usy9VdczZCQENGzZ88y1yhLzf79+6v9mizL89izZ0/h5+enUc3GjRuLmTNnKk1r3ry5+Pzzz9WqefXqVQFAXLx4UTHt5cuXwsLCQnz//fdlqvnm+7em+05Jnwfq7jtl+YxRdd8pS01V9p3X8chOGbx48QJxcXEICAhQmh4QEIBjx46VU1cle/LkCQDAwsJCK/Xy8vKwadMmZGdno02bNhrVGj16NLp164ZOnTpppbfExETY29vDxcUFAwYMwN9//61Rve3bt8PLywt9+/aFjY0NmjVrhu+//14rvQKvXk8bNmzAsGHDSvzh2ZK0b98e+/fvx7Vr1wAA58+fx9GjR9G1a1e1+3r58iXy8vIK/a/b2NgYR48eVbtugaSkJKSlpSntR3K5HN7e3hV2PwJe7UsymUyjI3uve/HiBVauXAlzc3N4eHioVSM/Px/vv/8+JkyYgMaNG2ulLwA4dOgQbGxs0KBBA3z00UdIT09Xu1Z+fj527tyJBg0aoHPnzrCxsUGrVq00PmVf4N69e9i5cyeGDx+uUZ327dtj+/btuHPnDoQQOHjwIK5du4bOnTurVS8nJwcAlPYjPT09GBoalnk/evP9W9N9R9ufB2Wtqeq+U1pNTfYdhp0y+Oeff5CXl1foV9Rr1qxZ6NfWKwIhBMLCwtC+fXu4ublpVCshIQFVq1aFXC7HJ598gl9//RWNGjVSu96mTZsQHx+PqKgojfoq0KpVK6xbtw579uzB999/j7S0NLRt2xYPHjxQu+bff/+N5cuXo379+tizZw8++eQTjB07FuvWrdNKz9u2bcPjx48xZMgQtWtMmjQJAwcOhKurKwwMDNCsWTOEhoZi4MCBatc0MzNDmzZtMGvWLNy9exd5eXnYsGEDTp48idTUVLXrFijYVyrLfgQAz58/x+TJkzFo0CCNf+Bwx44dqFq1KoyMjPD1118jJiYGVlZWatX68ssvoa+vj7Fjx2rU0+sCAwOxceNGHDhwAAsWLMDp06fh5+en+PBWVXp6OrKysjB37lx06dIFe/fuRa9evdC7d2/ExsZq3O/atWthZmaG3r17a1Tnm2++QaNGjeDg4ABDQ0N06dIFy5YtQ/v27dWq5+rqCmdnZ0yZMgWPHj3CixcvMHfuXKSlpZVpPyrq/VuTfUebnweq1FR13ymppjb2Hcn8XMTb8Ob/woUQav/PXJfGjBmDCxcuaOV/4w0bNsS5c+fw+PFjbNmyBSEhIYiNjVUr8KSkpGDcuHHYu3dvsefsVRUYGKj4t7u7O9q0aYO6deti7dq1CAsLU6tmfn4+vLy8MGfOHABAs2bNcOnSJSxfvhwffPCBxj1HR0cjMDCwTNdZFGfz5s3YsGEDfvzxRzRu3Bjnzp1DaGgo7O3tERISonbd9evXY9iwYahVqxb09PTQvHlzDBo0CPHx8WrXfFNl2Y9yc3MxYMAA5OfnY9myZRrX8/X1xblz5/DPP//g+++/R79+/XDy5EnY2NioVCcuLg6LFy9GfHy8Vp+3/v37K/7t5uYGLy8vODs7Y+fOnWoFioKL5Xv27Inx48cDAJo2bYpjx45hxYoV8Pb21qjfVatW4b333tP4veSbb77BiRMnsH37djg7O+Pw4cMYNWoU7Ozs1Dr6bGBggC1btmD48OGwsLCAnp4eOnXqpPReVZKS3r/V2Xe0+XlQ1prq7Dsl1dTGvsMjO2VgZWUFPT29Qgk6PT29UNIub59++im2b9+OgwcPwsHBQeN6hoaGqFevHry8vBAVFQUPDw8sXrxYrVpxcXFIT0+Hp6cn9PX1oa+vj9jYWHzzzTfQ19dHXl6exv2amprC3d29xDsfSmNnZ1cozL3zzjtqX4z+ulu3bmHfvn348MMPNaozYcIETJ48GQMGDIC7uzvef/99jB8/XuMjZnXr1kVsbCyysrKQkpKCU6dOITc3Fy4uLhrVBaC4S64y7Ee5ubno168fkpKSEBMTo/FRHeDVa7NevXpo3bo1oqOjoa+vj+joaJXrHDlyBOnp6XByclLsR7du3UJ4eDhq166tcZ8F7Ozs4OzsrPa+ZGVlBX19fZ3sS0eOHMHVq1c13o+ePXuGzz77DAsXLkRQUBCaNGmCMWPGoH///vjqq6/Uruvp6an4T2Jqaip2796NBw8elLofFff+re6+o+3Pg7LUVGffKa2mNvYdhp0yMDQ0hKenp+IOmgIxMTFo27ZtOXWlTAiBMWPGYOvWrThw4IBWPpyK2466h7U7duyIhIQEnDt3TjF4eXnhvffew7lz56Cnp6dxfzk5Obhy5Qrs7OzUrtGuXbtCtz9eu3YNzs7OmraH1atXw8bGBt26ddOoztOnT1GlivLuq6enp/Gt5wVMTU1hZ2eHR48eYc+ePejZs6fGNV1cXGBra6u0H7148QKxsbEVZj8C/u/NOjExEfv27YOlpaVOtqPuvvT+++/jwoULSvuRvb09JkyYgD179mitvwcPHiAlJUXtfcnQ0BAtWrTQyb4UHR0NT09Pta95KpCbm4vc3Fyd7Uvm5uawtrZGYmIizpw5U+x+VNr7t6r7ji4+D8pSU9V9R90+1dl3eBqrjMLCwvD+++/Dy8sLbdq0wcqVK5GcnIxPPvlErXpZWVm4fv26YjwpKQnnzp2DhYUFnJycVK43evRo/Pjjj/jtt99gZmam+B+Aubk5jI2N1erxs88+Q2BgIBwdHZGZmYlNmzbh0KFD2L17t1r1zMzMCp2LNTU1haWlpdrnkiMiIhAUFAQnJyekp6dj9uzZyMjI0OhUzvjx49G2bVvMmTMH/fr1w6lTp7By5UqsXLlS7ZrAq8P6q1evRkhICPT1Ndv1goKC8MUXX8DJyQmNGzfG2bNnsXDhQgwbNkyjunv27IEQAg0bNsT169cxYcIENGzYEEOHDi3T+qW9rkNDQzFnzhzUr18f9evXx5w5c2BiYoJBgwapVe/hw4dITk5WfJdHwQerra1tsd+3VFJNe3t7vPvuu4iPj8eOHTuQl5en2JcsLCxgaGiock1LS0t88cUX6NGjB+zs7PDgwQMsW7YMt2/fLvarB0p73G9+iBgYGMDW1hYNGzYssl5pNS0sLBAZGYk+ffrAzs4ON2/exGeffQYrKyv06tVLrZpOTk6YMGEC+vfvjw4dOsDX1xe7d+/G77//jkOHDqlVDwAyMjLw888/Y8GCBcX2pUpNb29vTJgwAcbGxnB2dkZsbCzWrVuHhQsXql3z559/hrW1NZycnJCQkIBx48YhODi40E0uBUp7/y74PrKy7jtl+TxQdd8prebLly9V3ndKq5mdna3yvlMsle7d+pf79ttvhbOzszA0NBTNmzfX6LbugwcPCgCFhpCQELXqFVULgFi9erXaPQ4bNkzxeK2trUXHjh3F3r171a5XFE1vPe/fv7+ws7MTBgYGwt7eXvTu3VtcunRJ475+//134ebmJuRyuXB1dRUrV67UuOaePXsEAHH16lWNa2VkZIhx48YJJycnYWRkJOrUqSOmTp0qcnJyNKq7efNmUadOHWFoaChsbW3F6NGjxePHj8u8fmmv6/z8fDF9+nRha2sr5HK56NChg0hISFC73urVq4ucP336dLVqFtyGW9Rw8OBBtWo+e/ZM9OrVS9jb2wtDQ0NhZ2cnevToIU6dOqX2435TWW49L6nm06dPRUBAgLC2thYGBgbCyclJhISEiOTkZLVrFoiOjhb16tUTRkZGwsPDQ2zbtk2jet99950wNjYu8+uytJqpqaliyJAhwt7eXhgZGYmGDRuKBQsWlPi1EKXVXLx4sXBwcFA8l59//nmJ+2ZZ3r9V2XfKUk/Vfae0mursO6XVVGffKY7s/2+QiIiISJJ4zQ4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOERERSRrDDhEREUkaww4RERFJGsMOEUnWypUr4ejoiCpVqmDRokVq1ahdu3aZ112zZg2qV6+u1naISHcYdoioREOGDEFwcHCh6YcOHYJMJsPjx4/fek9lkZGRgTFjxmDSpEm4c+cOPv744yKXk8lkisHMzAxeXl7YunWrYv7p06eLXZeIKgeGHSKq0HJzc9VaLzk5Gbm5uejWrRvs7OxgYmJS7LKrV69GamoqTp8+DQ8PD/Tt2xfHjx8HAFhbW5e4LhFVfAw7RKQ1W7ZsQePGjSGXy1G7du1CP9Yok8mwbds2pWnVq1fHmjVrAAA3b96ETCbD//73P/j4+MDIyAgbNmwoclvJycno2bMnqlatimrVqqFfv364d+8egFenk9zd3QEAderUgUwmw82bN4vtu3r16rC1tYWrqytWrFgBIyMjbN++HUDh01iPHz/Gxx9/jJo1a8LIyAhubm7YsWNHkXUfPHiAli1bokePHnj+/Dl8fHwQGhqqtExwcDCGDBmiGK9duzZmzZqFQYMGoWrVqrC3t8eSJUuK7Z2ISsewQ0RaERcXh379+mHAgAFISEhAZGQkpk2bpggyqpg0aRLGjh2LK1euoHPnzoXmCyEQHByMhw8fIjY2FjExMbhx4wb69+8PAOjfvz/27dsHADh16hRSU1Ph6OhYpm0bGBhAX1+/yCNK+fn5CAwMxLFjx7BhwwZcvnwZc+fOhZ6eXqFlb9++jf/85z9wdXXF1q1bYWRkVObHP3/+fDRp0gTx8fGYMmUKxo8fj5iYmDKvT0TK9Mu7ASKq+Hbs2IGqVasqTcvLy1MaX7hwITp27Ihp06YBABo0aIDLly9j/vz5SkcuyiI0NBS9e/cudv6+fftw4cIFJCUlKULM+vXr0bhxY5w+fRotWrSApaUlgFenoWxtbcu03ZycHMyfPx8ZGRno2LFjkds9deoUrly5ggYNGgB4deToTdeuXYO/vz969uyJxYsXQyaTlWn7Bdq1a4fJkycDePU8/vnnn/j666/h7++vUh0ieoVHdoioVL6+vjh37pzS8MMPPygtc+XKFbRr105pWrt27ZCYmFgoGJXGy8urxPlXrlyBo6Oj0tGaRo0aoXr16rhy5YpK2wKAgQMHomrVqjAxMcHChQvx1VdfITAwsNBy586dg4ODgyLoFOXZs2do3749goOD8c0336gcdACgTZs2hcbVeVxE9AqP7BBRqUxNTVGvXj2labdv31YaF0IU+mAXQiiNy2SyQtOKOl1kampaYj9Fbauk6aX5+uuv0alTJ1SrVg02NjbFLmdsbFxqLblcjk6dOmHnzp2YMGECHBwcFPOqVKlSpsdfFHUeFxG9wiM7RKQVjRo1wtGjR5WmHTt2DA0aNFBc02JtbY3U1FTF/MTERDx9+lStbSUnJyMlJUUx7fLly3jy5AneeecdlevZ2tqiXr16JQYdAGjSpAlu376Na9euFbtMlSpVsH79enh6esLPzw93795VzHvz8efl5eHixYuFapw4caLQuKura1kfDhG9gWGHiLQiPDwc+/fvx6xZs3Dt2jWsXbsWS5cuRUREhGIZPz8/LF26FPHx8Thz5gw++eQTGBgYqLytTp06oUmTJnjvvfcQHx+PU6dO4YMPPoC3t3epp8A04e3tjQ4dOqBPnz6IiYlBUlISdu3ahd27dystp6enh40bN8LDwwN+fn5IS0sD8Orx79y5Ezt37sRff/2FUaNGFfk9RX/++SfmzZuHa9eu4dtvv8XPP/+McePG6exxEUkdww4RaUXz5s3xv//9D5s2bYKbmxv++9//YubMmUoXJy9YsACOjo7o0KEDBg0ahIiICLW+w6bgFvYaNWqgQ4cO6NSpE+rUqYPNmzdr8REVbcuWLWjRogUGDhyIRo0aYeLEiUVek6Svr4+ffvoJjRs3hp+fH9LT0zFs2DCEhIQogpmLiwt8fX0LrRseHo64uDg0a9YMs2bNwoIFC4q8K42IykYm3jyBTERE5aZ27doIDQ0t9H08RKQ+HtkhIiIiSWPYISIiIknjaSwiIiKSNB7ZISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSWPYISIiIklj2CEiIiJJY9ghIiIiSft/+dECof52Lk8AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hourly_tip = over_100_df_f.groupby('PU_hour')['tip_percentage'].mean().reset_index()\n", + "\n", + "sns.barplot(data=hourly_tip, x='PU_hour', y='tip_percentage')\n", + "plt.title('Average Tip Percentage by Hour of Day')\n", + "plt.xlabel('Hour of Pickup')\n", + "plt.ylabel('Average Tip %')\n", + "plt.xticks(range(0, 24))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "7ead631a-c41d-4543-8814-aaf2c497698e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\kima\\AppData\\Local\\Temp\\ipykernel_18352\\537643597.py:2: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " over_100_df['day_name'] = over_100_df['PU_day_of_week'].map(dow_map)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dow_map = {0: 'Mon', 1: 'Tue', 2: 'Wed', 3: 'Thu', 4: 'Fri', 5: 'Sat', 6: 'Sun'}\n", + "over_100_df['day_name'] = over_100_df['PU_day_of_week'].map(dow_map)\n", + "\n", + "daily_tip = over_100_df_f.groupby('day_name')['tip_percentage'].mean().reindex(['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun']).reset_index()\n", + "\n", + "sns.barplot(data=daily_tip, x='day_name', y='tip_percentage')\n", + "plt.title('Average Tip Percentage by Day of Week')\n", + "plt.xlabel('Day of Week')\n", + "plt.ylabel('Average Tip %')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "88ac3ece-cef1-4c4d-b33c-479993a06748", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pivot_table = over_100_df_f.pivot_table(\n", + " values='tip_percentage',\n", + " index='PU_day_of_week',\n", + " columns='PU_hour',\n", + " aggfunc='mean'\n", + ")\n", + "\n", + "pivot_table = pivot_table.reindex([1, 2, 3, 4, 5, 6,7]) # Ensure correct order: Mon–Sun\n", + "\n", + "sns.heatmap(pivot_table, cmap='YlGnBu')\n", + "plt.title('Tip % by Day of Week and Hour of Day')\n", + "plt.xlabel('Hour of Pickup')\n", + "plt.ylabel('Day of Week')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "a7451f3d-3dcc-4648-9f2f-ef2f1c51fe11", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define a mapping for day of the week\n", + "dow_map = {1: 'Mon', 2: 'Tue', 3: 'Wed', 4: 'Thu', 5: 'Fri', 6: 'Sat', 7: 'Sun'}\n", + "\n", + "# Apply the mapping\n", + "pivot_table.index = pivot_table.index.map(dow_map)\n", + "\n", + "sns.heatmap(pivot_table, cmap='YlGnBu')\n", + "plt.title('Tip % by Day of Week and Hour of Day')\n", + "plt.xlabel('Hour of Pickup')\n", + "plt.ylabel('Day of Week')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "d705266b-5a97-4bb0-b800-52370ab20652", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(data=over_100_df_f, x='fare_amount', y='tip_percentage', hue='day_night', alpha=0.5)\n", + "plt.title('Tip % vs Fare Amount by Day/Night')\n", + "plt.xlabel('Fare Amount')\n", + "plt.ylabel('Tip Percentage')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "a14df289-840e-4671-96d3-38b062a259df", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of rows with tip percentage > 300%: 46\n" + ] + } + ], + "source": [ + "over_300_count = (over_100_df['tip_percentage'] > 1000).sum()\n", + "print(f\"Number of rows with tip percentage > 300%: {over_300_count}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "efd9de1b-0fd1-4a40-85a3-0cfcedcae7aa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "heatmap_df = over_100_df.pivot_table(index='PU_day_of_week', columns='PU_hour', values='tip_percentage', aggfunc='mean')\n", + "\n", + "sns.heatmap(heatmap_df, cmap='YlGnBu')\n", + "plt.title('Heatmap of Tip % by Day of Week and Hour')\n", + "plt.xlabel('Hour of Pickup')\n", + "plt.ylabel('Day of Week')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "b85133c6-4dbd-4d6d-a4a9-24025889d73d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "features = ['PU_income_quartile', 'DO_income_quartile', 'trip_distance', 'fare_amount', \n", + " 'trip_duration', 'fare_per_mile', 'tip_percentage']\n", + "sns.heatmap(over_100_df[features].corr(), annot=True, cmap='vlag')\n", + "plt.title('Correlation Matrix (over_100_df)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9ef011ec-d576-4f08-9250-2cb31d43ea9b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}