├── Joy main.ipynb ├── README.md └── pythonreport2.pdf /README.md: -------------------------------------------------------------------------------- 1 | Border_Crossing_Entry_Data 2 | 3 | This project analysis the Border Crossing Entry Data to gain insights into the movement of people and vehicles across U.S. borders. The dataset contains records of crossings categorized by border (e.g., U.S.Mexico or U.S.-Canada), port names, transportation methods, and crossing counts over time. 4 | 5 | The main objectives of this analysis include: 6 | 7 | 8 | • Exploring the structure and quality of the dataset. 9 | 10 | • Cleaning the data for accurate analysis. 11 | 12 | • Performing descriptive analytics to identify trends and patterns. 13 | 14 | • Visualizing key metrics like total border crossings and transportation types. 15 | 16 | 17 | Analysis: 18 | 19 | • Exploring the structure and quality of the dataset. (Bar Graph) 20 | 21 | • Cleaning the data for accurate analysis. (Bar Graph) 22 | 23 | • Performing descriptive analytics to identify trends and patterns. (Line Chart) 24 | 25 | • Visualizing key metrics like total border crossings and transportation types. (Bar Graph) 26 | 27 | Advanced Predictive Analytics: 28 | • Use machine learning models to predict border crossing trends based on historical data. For instance, predicting peak traffic times, the impact of seasonal events, or even policy changes (e.g., border restrictions, tariffs). 29 | • Forecasting traffic for specific ports, border types, or vehicle categories (e.g., personal vehicles vs. 30 | trucks). 31 | Real-Time Analysis: 32 | • Implement real-time tracking and monitoring of border crossings to provide up-to-date insights. This could involve integrating data from sensors, cameras, and other live feeds at border crossings for dynamic monitoring. 33 | • Develop dashboards with live data, visualizations, and real-time alerts for border control agencies. 34 | 35 | 36 | 37 | -------------------------------------------------------------------------------- /pythonreport2.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/pyne-12/Border_Crossing_Entry_Data/fd3890323e4101dc09b33573e0cae8625ac49387/pythonreport2.pdf --------------------------------------------------------------------------------