Machine learning with ODC (#462)

* machine learning with ODC initial commit * Machine Learning with ODC notebook initial commit * requirements update * removed uneccesary shapefiles * response to updates * add plotting ability for predicted output * Add updates to machine learning notebook * Add renamed shapefile * Update accidently commited notebook * change variables and add parameter explaination * Minor documentation and string update Co-authored-by: Robbi Bishop-Taylor <[email protected]>
GeoscienceAustralia · Jan 29, 2020 · 371947a · 371947a
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diff --git a/Frequently_used_code/Machine_learning_with_ODC.ipynb b/Frequently_used_code/Machine_learning_with_ODC.ipynb
diff --git a/Frequently_used_code/README.rst b/Frequently_used_code/README.rst
@@ -17,6 +17,7 @@ A recipe book of simple code examples demonstrating how to perform common geospa
    Image_segmentation.ipynb
    Imagery_on_web_map.ipynb
    Integrating_external_data.ipynb
+   Machine_learning_with_ODC.ipynb
    Masking_data.ipynb
    Opening_GeoTIFFs_NetCDFs.ipynb
    Pan_sharpening_Brovey.ipynb

diff --git a/Supplementary_data/Machine_learning_with_ODC/example_training_data.cpg b/Supplementary_data/Machine_learning_with_ODC/example_training_data.cpg
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+UTF-8
diff --git a/Supplementary_data/Machine_learning_with_ODC/example_training_data.dbf b/Supplementary_data/Machine_learning_with_ODC/example_training_data.dbf
diff --git a/Supplementary_data/Machine_learning_with_ODC/example_training_data.prj b/Supplementary_data/Machine_learning_with_ODC/example_training_data.prj
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+PROJCS["GDA94_Australian_Albers",GEOGCS["GCS_GDA_1994",DATUM["D_GDA_1994",SPHEROID["GRS_1980",6378137,298.257222101]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Albers"],PARAMETER["standard_parallel_1",-18],PARAMETER["standard_parallel_2",-36],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",132],PARAMETER["false_easting",0],PARAMETER["false_northing",0],UNIT["Meter",1]]
diff --git a/Supplementary_data/Machine_learning_with_ODC/example_training_data.qpj b/Supplementary_data/Machine_learning_with_ODC/example_training_data.qpj
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+PROJCS["GDA94 / Australian Albers",GEOGCS["GDA94",DATUM["Geocentric_Datum_of_Australia_1994",SPHEROID["GRS 1980",6378137,298.257222101,AUTHORITY["EPSG","7019"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY["EPSG","6283"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4283"]],PROJECTION["Albers_Conic_Equal_Area"],PARAMETER["standard_parallel_1",-18],PARAMETER["standard_parallel_2",-36],PARAMETER["latitude_of_center",0],PARAMETER["longitude_of_center",132],PARAMETER["false_easting",0],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","3577"]]
diff --git a/Supplementary_data/Machine_learning_with_ODC/example_training_data.shp b/Supplementary_data/Machine_learning_with_ODC/example_training_data.shp
diff --git a/Supplementary_data/Machine_learning_with_ODC/example_training_data.shx b/Supplementary_data/Machine_learning_with_ODC/example_training_data.shx
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		PROJCS["GDA94_Australian_Albers",GEOGCS["GCS_GDA_1994",DATUM["D_GDA_1994",SPHEROID["GRS_1980",6378137,298.257222101]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Albers"],PARAMETER["standard_parallel_1",-18],PARAMETER["standard_parallel_2",-36],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",132],PARAMETER["false_easting",0],PARAMETER["false_northing",0],UNIT["Meter",1]]
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		PROJCS["GDA94 / Australian Albers",GEOGCS["GDA94",DATUM["Geocentric_Datum_of_Australia_1994",SPHEROID["GRS 1980",6378137,298.257222101,AUTHORITY["EPSG","7019"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY["EPSG","6283"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4283"]],PROJECTION["Albers_Conic_Equal_Area"],PARAMETER["standard_parallel_1",-18],PARAMETER["standard_parallel_2",-36],PARAMETER["latitude_of_center",0],PARAMETER["longitude_of_center",132],PARAMETER["false_easting",0],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","3577"]]