Intro to data science for BWSI-Remote Sensing
Students will download a .csv with 450,000+ rows with the following columns. Using Python, student will be asked to analyze the data and produce statistics and an a GIS analysis of their choosing. Unlike previous exercises, students will need to create their own Colab / Jupyter Notebooks.
| Column | Description |
|---|---|
| FILENAME | Full file path of image |
| LAT_deg | Latitude in degrees |
| LON_deg | Longitude in degrees |
| ELEVATION_m_agl | Elevation above ground level in meters |
| YEAR | Calendar year photo was taken |
| MONTH | Calendar month photo was taken |
| DAY | Calendar day photo was taken |
| HOUR | Hour that photo was taken |
| MINUTE | Minute that photo was taken |
| SECOND | Second that photo was taken |
| STATEFP | US Census state code |
| COUNTYFP | US Census county code |
| COUNTYNS | US Census county code |
| GEOID | US Census geoid |
| KOPPEN | Köppen-Geiger climate classification (Legend) |
This code snippet will prompt the user to upload a file in Google Colab.
from google.colab import files
uploaded = files.upload()This code snippet can be used to load the upload file as a Pandas dataframe.
import io
import pandas
data = pandas.read_csv(io.BytesIO(uploaded['FILENAME.csv']))MIT OpenCourseWare (OCW) is a web-based publication of virtually all MIT course content. OCW is open and available to the world and is a permanent MIT activity. Here is a list of OCW video lectures related to this course content.
Eric Grimson, John Guttag, and Ana Bell. 6.0002 Introduction to Computational Thinking and Data Science. Fall 2016. Massachusetts Institute of Technology: MIT OpenCourseWare, https://ocw.mit.edu. License: Creative Commons BY-NC-SA.
Blade Kotelly, and Joel Schindall. ESD.051J Engineering Innovation and Design. Fall 2012. Massachusetts Institute of Technology: MIT OpenCourseWare, https://ocw.mit.edu. License: Creative Commons BY-NC-SA.
Andrew Sutherland. Combinatorics: The Fine Art of Counting. Summer 2007. Massachusetts Institute of Technology: MIT OpenCourseWare, https://ocw.mit.edu. License: Creative Commons BY-NC-SA.
John Tsitsiklis. 6.041 Probabilistic Systems Analysis and Applied Probability. Fall 2010. Massachusetts Institute of Technology: MIT OpenCourseWare, https://ocw.mit.edu. License: Creative Commons BY-NC-SA.
Rubel, F., and M. Kottek, 2010: Observed and projected climate shifts 1901-2100 depicted by world maps of the Köppen-Geiger climate classification. Meteorol. Z., 19, 135-141. DOI: 10.1127/0941-2948/2010/0430.
TIGER/Line Shapefile, 2018, nation, U.S., Current County and Equivalent National Shapefile
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