notebooks

No	Date Published	Category	Brief Description	Module	Notebook	Post
1	Apr 24, 2024	Machine Learning	LULC classification (XGBoost)	xgboost, rasterio
2	Apr 25, 2024	Data Processing	Downloading data using Pooch	pooch
3	Apr 26, 2024	Data Processing	Spatial Join	geopandas
4	Apr 29, 2024	Data Processing	Raster Datasets using Dataclasses	dataclasses
5	Apr 30, 2024	Data Processing	Window Processing	rasterio
6	May 01, 2024	Best Practices	Loguru for logging	loguru
7	May 02, 2024	Data Processing	Contextily for Basemaps	contextily
8	May 03, 2024	Best Practices	Pytest for testing workflows	pytest
9	May 06, 2024	Machine Learning	LULC classification (KMeans)	scikit-learn
10	May 07, 2024	Best Practices	Pathlib for Path manipulation	pathlib
11	May 08, 2024	Best Practices	PyYaml for config files	pyyaml
12	May 09, 2024	Best Practices	DefaultDict	collections
13	May 10, 2024	Best Practices	NatSort	natsort
14	May 13, 2024	Projects	Landsat Time Series	landsatxplore
15	May 14, 2024	Best Practices	SimpleNamespace	types
16	May 15, 2024	Best Practices	Walrus (:=)
17	May 16, 2024	Best Practices	Temporary Directory	tempfile
18	May 17, 2024	Best Practices	Caching in a folder	joblib
19	May 21, 2024	Best Practices	Zipfile to extract files	zipfile
20	May 22, 2024	Best Practices	Google's fire to create CLI tool	fire
21	May 23, 2024	Best Practices	Read Tables from Links	pandas
22	May 24, 2024	Data Processing	__matmul__ (@)
23	May 27, 2024	Best Practices	Geopandas engine parameter	geopandas, pyogrio
24	May 28, 2024	Data Processing	Heatmap (points dataset)	numpy, seaborn
25	May 29, 2024	Best Practices	Reading secrets	python-dotenv
26	May 30, 2024	Best Practices	Physical units calculation	unyt
27	May 31, 2024	Best Practices	zip_longest for unequal iterables	itertools
28	Jun 04, 2024	Best Practices	(easy!) multiprocessing	joblib
29	Jun 05, 2024	Data Processing	Leaf Area Index	rasterio
30	Jun 06, 2024	Projects	DIY Google Maps	networkx
31	Jun 07, 2024	Data Processing	Choropleth map on H3 grid	h3pandas, geopandas
32	Jun 10, 2024	Data Processing	OpenStreetMap to Artwork	prettymaps
33	Jun 11, 2024	Data Processing	Interactive Webmap	geemap
34	Jun 12, 2024	Data Processing	Pandas vs Polars on palmerpenguins	pandas, polars
35	Jun 13, 2024	Data Processing	Pairplot	seaborn
36	Jun 14, 2024	Data Processing	DataFrame report	sweetviz
37	Jun 17, 2024	Machine Learning	Multiple ML Models	lazypredict
38	Jun 18, 2024	Projects	ESRI - Use geoprocessing tools	geopandas
39	Jun 19, 2024	Projects	ESRI - Performing RF Regression	scikit-learn
40	Jun 20, 2024	Data Processing	Coordinate systems	geopandas
41	Jun 21, 2024	Projects	Object Detection (YOLOv8)	ultralytics
42	Jun 24, 2024	Data Processing	Image manipulation	albumentations
43	Jun 25, 2024	Data Processing	Canny Edge Detection	opencv-python
44	Jun 26, 2024	Data Processing	SQLite using SQLAlchemy	sqlalchemy
45	Jun 27, 2024	Best Practices	Pipelines	scikit-learn
46	Jun 28, 2024	Projects	1m CHM - Meta and WRI	pytorch
47	Jul 01, 2024	Data Processing	Radar Vegetation Index (RVI)	rasterio
48	Jul 02, 2024	Data Processing	Random points sampling	geopandas
49	Jul 03, 2024	Best Practices	Pyarrow backend	pandas
50	Jul 04, 2024	Data Processing	Parallel Coordinates chart	plotly
51	Jul 05, 2024	Best Practices	Organized pip list	pipdeptree
52	Jul 08, 2024	Best Practices	contextlib.suppress	contextlib
53	Jul 09, 2024	Data Processing	Administrative boundaries	osmnx
54	Jul 10, 2024	Best Practices	Data Validation	pydantic
55	Jul 11, 2024	Best Practices	__missing__
56	Jul 12, 2024	Data Processing	Synthetic data	faker
57	Jul 15, 2024	Data Processing	Histogram Equalization	opencv-python
58	Jul 16, 2024	Data Processing	Histogram Matching	scikit-image
59	Jul 17, 2024	Best Practices	rich.print	rich
60	Jul 18, 2024	Data Processing	Segment Anything Model (SAM)	segment-geospatial
61	Jul 19, 2024	Data Processing	LAS - Classification map	whitebox
62	Jul 22, 2024	Data Processing	Haversine Distance	haversine
63	Jul 23, 2024	Data Processing	Data Normalization	scikit-learn
64	Jul 24, 2024	Data Processing	Individual Tree Detection	whitebox
65	Jul 27, 2024	Projects	Waterdetect using Sentinel-2	waterdetect
66	Aug 02, 2024	Best Practices	Visually appealing tables	great_tables
67	Aug 05, 2024	Data Processing	NB Hydrographic Network	geopandas
68	Aug 12, 2024	Data Processing	Cartogram	geoplot
69	Aug 22, 2024	Data Processing	Oil Consumption by Country	geopandas
70	Aug 24, 2024	Data Processing	Stacked Area Chart	pandas
71	Sep 06, 2024	Data Processing	Property Assessment Change (GIF)	geopandas
72	Sep 13, 2024	Best Practices	sorting for groupby	itertools
73	Sep 19, 2024	Data Processing	Top Nuclear Capacity by Country	geopandas
74	Sep 20, 2024	Data Processing	Slope and Aspect from DEM	richdem