TABLE OF CONTENTS
PAGE
ACKNOWLEDGEMENTS .............................................................................. 2
CERTIFICATE OF COMPLETION .................................................................... 3
TABLE OF CONTENTS ...................................................................................... 4
EXECUTIVE SUMMARY.………………………………………………………6
CHAPTER 1. INTRODUCTION...................................................……………….8
1.1 Problem Statement…………………….………………………………………9
1.2 Objective and Scope of the Project ……………………….………................. 10
1.3 Data Sources…………………………………………………………………. 11
1.4 Tools and Techniques………….……………………………………………...12
1.5 Limitations…………………………………………………………………… 14
CHAPTER 2. DATA DESCRIPTION AND PREPARATION............................. 14
2.1 Data Management……………….…………………………………………… 14
2.2 Data Table……………………………………………………………………. 15
2.3 Data Quality …………………………………………………………………. 16
2.4 Data Preparations……….……………………………………………………..16
CHAPTER 3. EXPLORATORY DATA ANALYSIS……………………………17
3.1 Impact of Vehicle Density & Vehicle Population ………………….………...17
3.2 Histogram & Box Plots....……………………………………………………..19
3.3 Seasonality Analysis ………………………………………………………….22
3.4 Correlation Matrix and Analysis ……………………………………………..24
CHAPTER 4. PREDICTIVE MODEL DEVELOPMENT.………………………27
4.1 Multiple Linear Regression & Neural Network Models & Results…………..27
4.2 Validation....………….……………………………………………………….33
4.3 Conclusion & Recommendations …………………………………………….34
