Selected Projects

Time-Series Data Analysis on Glacier Decline

Launched on Mon Mar 01 2021 00:00:00 GMT+0000 (Coordinated Universal Time)

Data Analysis
Time-Series Forecasting
Climate Science
Data Visualization

Conducted at Harvard University from Mar 2021 to May 2021, this project analyzed the relationship between glacier decline and global temperature rise through exploratory data analysis, linear regression, and time-series forecasting. Utilizing Meta's Prophet tool, we delved into non-linear trend analysis, offering insights into climate change impacts.

A graphical representation of glacier decline over time

Methodology

  • Exploratory Data Analysis: Examined data to understand the relationship between glacier decline and temperature rise.
  • Linear Regression: Applied linear regression to quantify the association.
  • Time-Series Forecasting: Utilized Prophet to forecast glacier decline based on historical data.

Technical Tools

  • Prophet: Employed for time-series forecasting.
  • Python: Utilized for data analysis and visualization.

Insights

  • Correlation: Identified a significant correlation between global temperature rise and glacier decline.
  • Forecasting: Provided a forecast of future glacier decline, aiding in climate change awareness.