All my cheat sheets

Python

• Python basics, comprehensions
• Python object oriented and exception handling
• Productive in Python - map reduce lambdas
• regex in Python

Conda

• Conda basics

Numpy

• Numpy basics
• Numpy array slicing dicing searching

Pandas

• Pandas basics
• Intermediate - multilevel index, missing data, aggregation, merge join concat
• Productivity with Pandas

Data viz with Pandas

• data viz with pandas

Matplotlib

• matplotlib basics
• advanced matplotlib plotting

Seaborn

• Seaborn basics - distplot, jointplot, pairplot, rugplot
• Seaborn categorical plotting - bar, count, box, violin, strip, swarm plots
• Seaborn matrix and regression plots - heatmap, cluster, regression
• Seaborn grids and customization - pairgrid, facetgrid, customization

Interactive plotting with Plotly

• Plotly introduction
• Interactive plotting with Plotly

Geographical plotting with Plotly

• Choropleth maps of USA

R

• R basics

Javascript

• JS essentials

Latex in notebooks

• latex

Open source geospatial

• A short tour of Open Geospatial Tools of the scientific Python ecosystem

Vector - GeoPandas, Fiona, Shapely, Pyepsg, Folium

• Introduction to GeoPandas Covers Data IO, projections, basic plotting.
• Geoprocessing with GeoPandas More data IO, interactive plotting, Geocoding
• Spatial overlays with GeoPandas Point in polygon, topology checks, spatial join, spatial intersection, geometry simplification, data aggregation
• Reclassification, data download Reclassify with Pysal, download data from OSM

Raster - rasterio, rasterstats

• Introduction to working with rasters Read raster into numpy, plotting, histograms
• Working with hyperspectral images Read AVIRIS data, plot spectral signature, perform SAM classification

Server - PostGIS stack

• PostGIS 1 - fundamentals of PostGIS
• PostGIS 2 - working with PostGIS using SQLAlchemy, GeoAlchemy, Pandas, GeoPandas

Docker

• Docker 1