python: exploring the ecosystem - recent...
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Python: Exploring the EcosystemClinton Dow – Geoprocessing Product Engineer
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ArcPy: Moving Forward‘Python is the language of GIS.’ – Bill Moreland, Esri Dev Summit 2016
• Python 2 vs. 3 in ArcGIS Desktop- Python 2 End of Support Countdown
- ArcGIS 10.5.1 Python 2.7.12
- ArcGIS Pro 1.4, 2.0 Python 3.5.2
- ArcGIS Pro 2.1 Python 3.6.2
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Powerful Standard Library Python ModulesPython is a ‘Batteries Included’ Programming Language
• Python Standard Library- Collections
- Utilize common functions on collections of objects
- Itertools
- Powerful functions to iterate over collections of objects
- Pathlib (Python 3.4+)
- Object-oriented file system paths
- Requests
- Easy to use HTTP functionality
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Noteworthy Third-Party Packages in ArcGISOver 100K User created packages on Python Package Index
• Numpy
- Efficiently manipulate large multi-dimensional arrays
• SciPy
- Functionality for mathematics, science and engineering.
• Pandas
- High performance, easy to use data structures and analysis tools
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awesome-python on GitHubCurated list of the best Python packages as chosen by the GitHub community
https://github.com/vinta/awesome-python
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Extending ArcGIS’ Data Interoperability with
Python
• Standard Data Types- CSV
- csv
- Excel
- Openpyxl
- XML
- xml.etree
- xml.dom
- SAX
- JSON
- json
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Extending Analysis in ArcGIS with PythonUtilize the Extended Python Ecosystem in your ArcGIS Tools
• Scientific
- NumPy
- SciPy
- PySAL
- SciKit Learn
• Visualization
- matplotlib
- Bokeh
- Plotly
- d3py
• Data Science
- Jupyter
- Pandas
- Dask
- Blaze
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Extending ArcGIS with Python ModulesUtilize the Extended Python Ecosystem in your ArcGIS Tools
• Web Framework
- Django
- GeoDjango
- Flask
- Pyramid
• Web-Scraping
- BeautifulSoup
- Scrapy
• Web Service API
- AWS
- ElasticSearch
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Finding and installing Packages with Conda in ArcGIS Pro‘Conda’ Virtual Environment & Package Manager
• Conda integration into ArcGIS- Advanced Python Environment Support
- Manage multiple environments with access to ArcPy
- Easily share environments
- Install different packages/versions per environment
- Easy to use Package management
- Integrated into ArcGIS Pro UI
- Ensures Package dependencies are installed properly
- Explore the best Python packages without leaving
ArcGIS Pro
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