Publications by Minwook Kang, Nissim Lebovits, Ann Zhang
Bike Share Rebalancing
Table of contents 1 Summary 2 Introduction 3 Methods 3.1 Data 3.1.1 Overview 3.1.2 Exploratory Analysis 3.1.3 Feature Engineering 3.2 Spatiotemporal Prediction 4 Results 5 Discussion 6 Conclusion Philadelphia Bikeshare Rebalancing Prediction MUSA 508, Lab #5 Author Nissim Lebovits Published November 15, 2023 1 Summary Rebalancing is a c...
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Targeting Housing Subsidies: Logistic Regression
Table of contents 1 Summary 2 Motivation 3 Methods 3.1 Data 3.2 Model 4 Results 4.1 Regression Results 4.2 Prediction Accuracy 4.3 Cost-Benefit Analysis 5 Discussion 5.1 Importance of Feature Engineering 5.2 Possible New Features 5.3 Outcome Prioritization 5.4 Limitations of Logistic Regression 6 Conclusion Targeting Housing Subsidies MUSA ...
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Geospatial Risk Prediction: Illegal Dumping
Table of contents 1 Summary 2 Introduction 3 Methods 3.1 Data Sources & Cleaning 3.2 Model 4 Results 4.1 Non-Spatial Process Data 4.2 Spatial Process Data 4.3 Validation 5 Discussion 5.1 Accuracy 5.2 Generalizability 6 Conclusion Geospatial Risk Prediction: Illegal Dumping MUSA 508, Lab #3 Author Nissim Lebovits Published October 19, 2...
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Predicting Home Prices in Philadelphia
Table of contents Summary Introduction Methods Data Sources Data Wrangling OLS Model Results Regression Results Discussion Accuracy Generalizability Possible Sources of Flaws Conclusion Predicting Home Sale Price in Philadelphia MUSA 508 Midterm Author Akira Di Sandro and Nissim Lebovits Published October 11, 2023 Summary Below, we im...
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Impact of TOD on Rent in San Francisco
Table of contents Executive Summary Introduction Research Overview Discussion and Analysis Defining TOD Mapping Census Demographics Mapping Demographics by Transit Catchment Rent versus Distance Conclusion Impact of TOD on Rent in San Francisco Author Nissim Lebovits Published September 21, 2023 Executive Summary Transit-oriented developm...
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Impact of TOD on Rent in San Francisco
Table of contents Executive Summary Introduction Research Overview Discussion and Analysis Defining TOD Mapping Census Demographics Mapping Demographics by Transit Catchment Rent versus Distance Conclusion Impact of TOD on Rent in San Francisco Author Nissim Lebovits Published September 21, 2023 Executive Summary Transit-oriented developm...
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Table of contents Executive Summary Introduction Research Overview Discussion and Analysis Defining TOD Mapping Census Demographics Mapping Demographics by Transit Catchment Rent versus Distance Conclusion Impact of TOD on Rent in San Francisco Author Nissim Lebovits Published September 21, 2023 Executive Summary Transit-oriented developm...
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MUSA 508: HW #1 (tidycensus)
Table of contents Setup Downloading Data from Tidycensus Create a vector of census variables Call the Census API to get tract level data for 2020 for all of Philadelphia Joining data Doing column math using mutate Exercise - Creating New Variables Summarizing Census Data Exploring central tendancies Exploring distributions Making a summary tabl...
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Cluster Iterations
Table of contents Quarto Running Code Correlation Matrices Results for Socioeconomic Variables Results for Physical Variables Results for Climate Variables Results for Socioeconomic and Physical Variables Results for Socioeconomic and Climate Variables Results for Physical and Climate Variables Results for All Variables Clustering Dataset EDA ...
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NRI Data Exploration
Table of contents Overview Data Distribution Maps NRI Data EDA Author Nissim Lebovits Published June 20, 2023 Overview An exploration of FEMA’s National Risk Index data. Data Distribution [[1]] [[2]] [[3]] [[4]] [[5]] [[6]] [[7]] [[8]] [[9]] [[10]] [[11]] [[12]] [[13]] [[14]] [[15]] [[16]] [[17]] [[18]] [[19]] [[20]] ...
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