Working with Raster Data Using Python
嚜獨orking with Raster Data using Python
Nawajish Noman, Hao Hu
Outline
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What can you do with raster in Python?
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ArcPy modules for raster analysis
?
Raster object
?
Visualization and exploration of raster data
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Raster data management and processing
?
Raster analysis
?
NumPy array and custom analysis
Working with Raster in Python
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Visualization and exploration
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Data preprocessing, batch processing, workflow automation
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Data management
?
Raster analysis
?
Custom raster analysis
Python API for Raster Processing and Analysis in ArcGIS
ArcGIS API
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ArcPy
Work with ArcGIS
Enterprise/ArcGIS Online
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Requires Desktop App
(ArcGIS Pro/ArcMap)
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Remote processing
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Local processing
ArcPy
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ArcGIS API
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ArcPy 每 Over 1300+ Comprehensive GIS Tools
Data Management
? Convert between formats, 2D
3D, build topology, data
reviewer, linear referencing,
? data comparison, manage
spatial databases, distributed
editing, servers & services
? Specialized datasets 每
parcels, utility networks,
address locators, network
datasets
Location analytics
? business intelligence 每
market penetration, Huff
model, suitability analysis,
territory design,
? Network 每 routing, OD cost
matrix, service area, location
allocation
? Geocoding 每 batch, reverse,
composite
Raster Analysis
? Extraction, overlay, proximity,
distance, hydrology,
multivariate, map algebra,
neighborhood, fuzzy overlays
Cartography
? annotations, generalization,
map series, masks
? 100+ projections and
transformations
Imagery analysis
Spatial Machine Learning
? management 每 mosaic
datasets, raster algebra,
? Interpolations, spatial
sampling, simulations,
? ortho mapping 每 point cloud,
stereo model,
photogrammetry, surface
creation, ortho rectification
? Stats 每 enrich, density, hot
spot, clustering,
autocorrelations, balanced
zones, outliers, similarity
search, local bivariate
relationships
? information extraction 每
classification, object
detection, segmentation,
spectral analysis, statistics
? Prediction 每 random forests,
GLR, OLS, GWR, validation
? editing tools 每 conflation,
densify, cartographic
refinement
? Full motion imagery,
multidimensional rasters,
solar radiation
? Pattern mining 每 emerging
hot spot, time series
clustering,
? Layouts, printing, map series
? Hundreds of math and stat
tools
? Big Data 每 GeoAnalytics
desktop tools
3D
? LAS classification, extraction,
terrain, TIN, DEM, DSM,
volume analysis
? Surface analysis 每 aspect,
contour, cut fill, hillshade,
slope, line of sight, sun
shadow, viewshed, hydrology
? Deep Learning 每 classify
objects, classify pixels, detect
objects, export training data,
train model
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