ATM433/533 Fall 2023
ATM433/533
Course overview
Course syllabus
Weekly course content
Week 1: 8/21-8/27
Week 1 overview
Week 2: 8/28-9/3
Week 2 overview
COMPLETED Franklin notebook
Week 3: 9/4 - 9/10
Week 3 overview
Pandas 1: Introduction to Pandas
Pandas 2: NYS Mesonet Map
Pandas 3: Indexing, Subsetting, Conditionals
Pandas 4: Working with date- and time-based data
Pandas 5: Combining and Writing
Pandas Notebook 6: GroupBy + Split/Apply/Combine
Pandas Notebook 7: Merging DataFrames
Pandas 8: Multi-index DataFrames
Week 4: 9/11 - 9/17
Week 4 overview
Interactive data visualization in Python: Geopandas
Week 5: 9/18 - 9/24
Week 5 overview
Xarray 1: Introduction to Xarray
Xarray 2: DataArrays
Xarray 3: Datasets and Plotting
Xarray 4: Remote access
Xarray 5: Time Series
Week 6: 9/25 - 10/1
Week 6 overview
Xarray 6: Computations and Masks
Xarray 7: Calculating ENSO with Xarray
Xarray 8: GRIB Data
09_Xarray_ARCO_Zarr_HRRR
HW1 2022 Atlantic Tropical Cyclone Tracking Chart (Solution)
HW1 2022 Atlantic Tropical Cyclone Tracking Chart
Week 7: 10/2 - 10/8
02_InteractiveVisualization Part 1: Geoviews
Week 8: 10/9 - 10/15
Week 8 overview
ERA5_ARCO Pressure Level Data Exploration: Matplotlib
Interactive plots with Ipyleaflet
Week 9: 10/16 - 10/22
Week 9 overview
Rasters 1: Intro to raster data
Rasters 2: Overlays
Rasters 3: Cloud-optimized GeoTIFFs with multiple bands
Shapefiles 1: Intro to Shapefiles
Shapefiles 2: Clip a raster within a shapefile
Contextily 1: Intro
Contextily 2: Other Image Providers
Week 10: 10/23 - 10/29
Week 10 overview
THREDDS-served GRIB Data: HRRR (Regional Grid) Model
THREDDS-served GRIB Data: GFS (Global Grid) Model
Interactive visualization of NYSM data: Geoviews
Interactive visualization of worldwide METAR data: Geoviews
Geoviews 3: Gridded ERA-5 Data from RDA
04_Geoviews_Datashader_NLDN
Week 11: 10/30 - 11/5
Week 11 overview
Week 12: 11/6 - 11/12
Week 12 overview
Week 13: 11/13 - 11/19
Week 13 overview
Supplementary Material
Pandas: Working with a JSON file
.ipynb
.pdf
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Contents
Advanced Geophysical Data Analysis & Visualization
Fall 2023
ATM433/533
Contents
Advanced Geophysical Data Analysis & Visualization
Fall 2023
ATM433/533
¶
Advanced Geophysical Data Analysis & Visualization
¶
Fall 2023
¶
Welcome to ATM433/533!
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Course syllabus
