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유용한 GIS 관련 라이브러리





In [2]:



    


!pip3 install geopandas geoplot osmnx pysal contextily rasterio rasterstats pycrs dash



    


















    






Collecting geopandas
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Collecting geoplot
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Collecting rasterio
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Collecting rasterstats
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Collecting pycrs
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Collecting pyproj (from geopandas)
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  Installing build dependencies ... done
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Building wheels for collected packages: cartopy
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  creating build
  creating build/lib.macosx-10.13-x86_64-3.7
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy
  copying lib/cartopy/_version.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy
  copying lib/cartopy/_epsg.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy
  copying lib/cartopy/util.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy
  copying lib/cartopy/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy
  copying lib/cartopy/crs.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy
  copying lib/cartopy/img_transform.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy
  copying lib/cartopy/vector_transform.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/sphinxext
  copying lib/cartopy/sphinxext/summarise_package.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/sphinxext
  copying lib/cartopy/sphinxext/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/sphinxext
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/io
  copying lib/cartopy/io/img_tiles.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/io
  copying lib/cartopy/io/shapereader.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/io
  copying lib/cartopy/io/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/io
  copying lib/cartopy/io/img_nest.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/io
  copying lib/cartopy/io/srtm.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/io
  copying lib/cartopy/io/ogc_clients.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/io
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_features.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_coding_standards.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_img_nest.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_coastline.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_geodesic.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_shapereader.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_vector_transform.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_line_string.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_util.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_crs_transform_vectors.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_polygon.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_linear_ring.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_img_tiles.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_img_transform.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  copying lib/cartopy/tests/test_crs.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/geodesic
  copying lib/cartopy/geodesic/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/geodesic
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/un_flag.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/star_shaped_boundary.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/tick_labels.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/arrows.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/tube_stations.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/effects_of_the_ellipse.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/tissot.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/favicon.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/feature_creation.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/eccentric_ellipse.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/features.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/wmts.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/eyja_volcano.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/geostationary.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/hurricane_katrina.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/wms.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/regridding_arrows.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/logo.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/rotated_pole.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/global_map.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/utm_all_zones.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/always_circular_stereo.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/aurora_forecast.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/waves.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/image_tiles.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/reprojected_wmts.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/axes_grid_basic.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/wmts_time.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/barbs.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/nightshade.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  copying lib/cartopy/examples/streamplot.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/examples
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/mpl
  copying lib/cartopy/mpl/patch.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/mpl
  copying lib/cartopy/mpl/slippy_image_artist.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/mpl
  copying lib/cartopy/mpl/feature_artist.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/mpl
  copying lib/cartopy/mpl/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/mpl
  copying lib/cartopy/mpl/clip_path.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/mpl
  copying lib/cartopy/mpl/geoaxes.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/mpl
  copying lib/cartopy/mpl/ticker.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/mpl
  copying lib/cartopy/mpl/gridliner.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/mpl
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/feature
  copying lib/cartopy/feature/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/feature
  copying lib/cartopy/feature/nightshade.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/feature
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/io
  copying lib/cartopy/tests/io/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/io
  copying lib/cartopy/tests/io/test_downloaders.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/io
  copying lib/cartopy/tests/io/test_ogc_clients.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/io
  copying lib/cartopy/tests/io/test_srtm.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/io
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_plots.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_features.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_images.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_set_extent.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_nightshade.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_shapely_to_mpl.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_gridliner.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_ticker.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_patch.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_quiver.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_img_transform.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_web_services.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_caching.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_crs.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_contour.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_ticks.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_axes.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_pseudo_color.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_examples.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_feature_artist.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  copying lib/cartopy/tests/mpl/test_mpl_integration.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/feature
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  copying lib/cartopy/tests/feature/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/feature
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  copying lib/cartopy/tests/crs/test_eckert.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_robinson.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_mercator.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_rotated_geodetic.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_geostationary.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_rotated_pole.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_sinusoidal.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_equidistant_conic.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_nearside_perspective.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/__init__.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_miller.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_mollweide.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_interrupted_goode_homolosine.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_lambert_conformal.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_lambert_azimuthal_equal_area.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_transverse_mercator.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_equal_earth.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_utm.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_albers_equal_area.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_azimuthal_equidistant.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_gnomonic.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  copying lib/cartopy/tests/crs/test_stereographic.py -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/crs
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_ticks
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_ticks/xticks_no_transform.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_ticks
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_ticks/yticks_cylindrical.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_ticks
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_ticks/xyticks.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_ticks
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_ticks/yticks_no_transform.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_ticks
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_ticks/xticks_cylindrical.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_ticks
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_images
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_images/imshow_natural_earth_ortho.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_images
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_images/image_nest.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_images
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_images/image_merge.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_images
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_images/web_tiles.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_images
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_images/imshow_regional_projected.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_images
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_web_services
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_web_services/wms.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_web_services
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_web_services/wmts.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_web_services
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_gridliner
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_gridliner/gridliner_labels.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_gridliner
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_gridliner/gridliner1.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_gridliner
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_gridliner/gridliner_labels_1.5.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_gridliner
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_img_transform
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_img_transform/regrid_image.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_img_transform
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_shapely_to_mpl
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_shapely_to_mpl/poly_interiors.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_shapely_to_mpl
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_shapely_to_mpl/contour_with_interiors.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_shapely_to_mpl
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_examples
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_examples/global_map.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_examples
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_nightshade
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_nightshade/nightshade_platecarree.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_nightshade
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_img_tiles2
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_img_tiles2/web_tiles.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_img_tiles2
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_crs
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_crs/lambert_conformal_south.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_crs
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_crs/mercator_squashed.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_crs
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_features
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_features/natural_earth_custom.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_features
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_features/gshhs_coastlines.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_features
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_features/wfs.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_features
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_features/natural_earth.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_features
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/pcolormesh_goode_wrap.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/quiver_rotated_pole.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/multiple_projections520.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/multiple_projections5.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/quiver_plate_carree.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/streamplot_mpl_2.1.0.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/natural_earth_interface.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/multiple_projections4.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/global_contour_wrap_mpl_pre_3.0.0.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/streamplot_mpl_1.4.3.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/barbs_1d.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/barbs_1d_transformed.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/pcolormesh_global_wrap1.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/streamplot_mpl_2.0.0.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/pcolormesh_global_wrap2.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/pcolormesh_global_wrap3.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/barbs_plate_carree.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/streamplot_mpl_3.0.0.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/global_contour_wrap.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/pcolormesh_limited_area_wrap.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/pcolormesh_single_column_wrap.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/barbs_regrid.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/quiver_regrid_with_extent.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/pcolormesh_mercator_wrap.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/global_map.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/global_scatter_wrap.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/global_contourf_wrap.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/quiver_regrid.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/global_pcolor_wrap.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/simple_global.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  copying lib/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration/barbs_regrid_with_extent.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/mpl/baseline_images/mpl/test_mpl_integration
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/data
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/data/raster
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/data/raster/natural_earth
  copying lib/cartopy/data/raster/natural_earth/images.json -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/raster/natural_earth
  copying lib/cartopy/data/raster/natural_earth/50-natural-earth-1-downsampled.png -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/raster/natural_earth
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/data/raster/sample
  copying lib/cartopy/data/raster/sample/Miriam.A2012270.2050.2km.jpg -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/raster/sample
  copying lib/cartopy/data/raster/sample/Miriam.A2012270.2050.2km.README.txt -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/raster/sample
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/data/netcdf
  copying lib/cartopy/data/netcdf/HadISST1_SST_update.README.txt -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/netcdf
  copying lib/cartopy/data/netcdf/HadISST1_SST_update.nc -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/netcdf
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles/gshhs
  copying lib/cartopy/data/shapefiles/gshhs/README.TXT -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles/gshhs
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles/gshhs/c
  copying lib/cartopy/data/shapefiles/gshhs/c/GSHHS_c_L1.dbf -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles/gshhs/c
  copying lib/cartopy/data/shapefiles/gshhs/c/GSHHS_c_L1.shx -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles/gshhs/c
  copying lib/cartopy/data/shapefiles/gshhs/c/GSHHS_c_L1.shp -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles/gshhs/c
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles/gshhs/l
  copying lib/cartopy/data/shapefiles/gshhs/l/GSHHS_l_L2.dbf -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles/gshhs/l
  copying lib/cartopy/data/shapefiles/gshhs/l/GSHHS_l_L2.shp -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles/gshhs/l
  copying lib/cartopy/data/shapefiles/gshhs/l/GSHHS_l_L2.shx -> build/lib.macosx-10.13-x86_64-3.7/cartopy/data/shapefiles/gshhs/l
  creating build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/lakes_shapefile
  copying lib/cartopy/tests/lakes_shapefile/ne_110m_lakes.dbf -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/lakes_shapefile
  copying lib/cartopy/tests/lakes_shapefile/ne_110m_lakes.shp -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/lakes_shapefile
  copying lib/cartopy/tests/lakes_shapefile/ne_110m_lakes.shx -> build/lib.macosx-10.13-x86_64-3.7/cartopy/tests/lakes_shapefile
  copying lib/cartopy/io/srtm.npz -> build/lib.macosx-10.13-x86_64-3.7/cartopy/io
  UPDATING build/lib.macosx-10.13-x86_64-3.7/cartopy/_version.py
  set build/lib.macosx-10.13-x86_64-3.7/cartopy/_version.py to '0.17.0'
  running build_ext
  cythoning lib/cartopy/trace.pyx to lib/cartopy/trace.cpp
  building 'cartopy.trace' extension
  creating build/temp.macosx-10.13-x86_64-3.7
  creating build/temp.macosx-10.13-x86_64-3.7/lib
  creating build/temp.macosx-10.13-x86_64-3.7/lib/cartopy
  clang -Wno-unused-result -Wsign-compare -Wunreachable-code -fno-common -dynamic -DNDEBUG -g -fwrapv -O3 -Wall -I/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX10.14.sdk/usr/include -I/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX10.14.sdk/System/Library/Frameworks/Tk.framework/Versions/8.5/Headers -I/usr/local/opt/python/Frameworks/Python.framework/Versions/3.7/include -I./lib/cartopy -I/usr/local/Cellar/proj/6.1.0/include -I/usr/local/Cellar/geos/3.7.2/include -I/usr/local/include -I/usr/local/opt/openssl/include -I/usr/local/opt/sqlite/include -I/usr/local/Cellar/python/3.7.3/Frameworks/Python.framework/Versions/3.7/include/python3.7m -c lib/cartopy/trace.cpp -o build/temp.macosx-10.13-x86_64-3.7/lib/cartopy/trace.o
  In file included from lib/cartopy/trace.cpp:615:
  /usr/local/Cellar/proj/6.1.0/include/proj_api.h:37:2: error: 'To use the proj_api.h you must define the macro ACCEPT_USE_OF_DEPRECATED_PROJ_API_H'
  #error 'To use the proj_api.h you must define the macro ACCEPT_USE_OF_DEPRECATED_PROJ_API_H'
   ^
  In file included from lib/cartopy/trace.cpp:616:
  In file included from ./lib/cartopy/_trace.h:27:
  /usr/local/Cellar/proj/6.1.0/include/proj_api.h:37:2: error: 'To use the proj_api.h you must define the macro ACCEPT_USE_OF_DEPRECATED_PROJ_API_H'
  #error 'To use the proj_api.h you must define the macro ACCEPT_USE_OF_DEPRECATED_PROJ_API_H'
   ^
  2 errors generated.
  /private/var/folders/f7/lrsclmhd6mx2hgq049xw8dv80000gn/T/pip-build-env-if58mrnv/overlay/lib/python3.7/site-packages/Cython/Compiler/Main.py:369: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: /private/var/folders/f7/lrsclmhd6mx2hgq049xw8dv80000gn/T/pip-install-xkvi4abf/cartopy/lib/cartopy/trace.pyx
    tree = Parsing.p_module(s, pxd, full_module_name)
  error: command 'clang' failed with exit status 1
  
  ----------------------------------------
  Failed building wheel for cartopy
  Running setup.py clean for cartopy
Failed to build cartopy
Building wheels for collected packages: pysal, contextily, pycrs, dash, networkx, simplejson, flask-compress, dash-renderer, dash-core-components, dash-html-components, dash-table, pyshp, geographiclib, retrying, termcolor
  Building wheel for pysal (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/ca/b9/69/49a64348ddb1feaf76b426c81c1db7275cfabacd8bf4ccd778
  Building wheel for contextily (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/4e/f7/a3/d9ddf1feb0c7800b645eeabae913d724bbc9f7adf50dfdc846
  Building wheel for pycrs (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/27/f3/09/88075e285482ca77d12b361d9cf67ce462068b43afc51bbcd1
  Building wheel for dash (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/0c/b5/c6/1879fa3b7e9646ac46c2bfaa2ff7f33fc1a2fd94b71ff78eb0
  Building wheel for networkx (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/de/63/64/3699be2a9d0ccdb37c7f16329acf3863fd76eda58c39c737af
  Building wheel for simplejson (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/5d/1a/1e/0350bb3df3e74215cd91325344cc86c2c691f5306eb4d22c77
  Building wheel for flask-compress (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/96/32/88/a1f6d9dd3c29570ab3a8acc0d556b3b20abcf3c623c868ce0a
  Building wheel for dash-renderer (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/e1/ec/40/f23ca8bba2cc56ffb3a279a660d1df7c6e1fa2557a664b660c
  Building wheel for dash-core-components (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/4c/fa/04/dc1340493d92d3fe3c906be9155c4ed750e003578328998ff8
  Building wheel for dash-html-components (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/a4/37/96/cb58a2cadbe39fd074c3cace280a576f6ea860a4bdf1703763
  Building wheel for dash-table (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/61/5b/a3/e064923e462a8af12affa93b522a61b745f754d1fccfb26c4b
  Building wheel for pyshp (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/a6/0c/de/321b5192ad416b328975a2f0385f72c64db4656501eba7cc1a
  Building wheel for geographiclib (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/99/45/d1/14954797e2a976083182c2e7da9b4e924509e59b6e5c661061
  Building wheel for retrying (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/d7/a9/33/acc7b709e2a35caa7d4cae442f6fe6fbf2c43f80823d46460c
  Building wheel for termcolor (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/7c/06/54/bc84598ba1daf8f970247f550b175aaaee85f68b4b0c5ab2c6
Successfully built pysal contextily pycrs dash networkx simplejson flask-compress dash-renderer dash-core-components dash-html-components dash-table pyshp geographiclib retrying termcolor
Could not build wheels for cartopy which use PEP 517 and cannot be installed directly

















In [7]:



    


!pip3 install dash-renderer==0.11.1 dash-html-components==0.8.0 dash-core-components==0.14.0



    


















    






Collecting dash-renderer==0.11.1
  Using cached https://files.pythonhosted.org/packages/d3/3c/afcfd0ae7c991e85a39e7b75060f09de5cdadf894b9cea6e859f0442e951/dash_renderer-0.11.1.tar.gz
Collecting dash-html-components==0.8.0
  Downloading https://files.pythonhosted.org/packages/37/f0/d3b2fcf04f4f64329d4764b4998b15a85a9e62ac1b6d4029fc16f5386ff7/dash_html_components-0.8.0.tar.gz (44kB)
    100% |████████████████████████████████| 51kB 545kB/s ta 0:00:01
Collecting dash-core-components==0.14.0
  Downloading https://files.pythonhosted.org/packages/8e/d0/f9ad3482991fe5154006f1234f0123c0d4e58f6434bcf281c0abf1e3d4b8/dash_core_components-0.14.0.tar.gz (1.9MB)
    100% |████████████████████████████████| 1.9MB 2.2MB/s ta 0:00:01
Collecting dash (from dash-html-components==0.8.0)
Collecting flask-compress (from dash->dash-html-components==0.8.0)
Collecting lxml (from dash->dash-html-components==0.8.0)
  Using cached https://files.pythonhosted.org/packages/1d/16/c220beb03c4b4609924f0fc1bee5e0e5e8082089103fdc0b2a7c8b8bb003/lxml-4.3.4-cp37-cp37m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl
Collecting waitress (from dash->dash-html-components==0.8.0)
  Using cached https://files.pythonhosted.org/packages/41/e0/366785e4b9b4d212df4c3b084153bf7f5e5ab355928f5465144e5fc98494/waitress-1.3.0-py2.py3-none-any.whl
Collecting pytest (from dash->dash-html-components==0.8.0)
  Using cached https://files.pythonhosted.org/packages/69/1d/2430053122a3c6106f7fd1ff0bc68eb73e27db8f951db70fcd942da52c7b/pytest-5.0.1-py3-none-any.whl
Collecting percy (from dash->dash-html-components==0.8.0)
  Using cached https://files.pythonhosted.org/packages/d6/39/528e689e21baa4d625cecc326c0d56c976d63855f9d114c07ccaed8a73eb/percy-2.0.2-py2.py3-none-any.whl
Requirement already satisfied: requests[security] in /usr/local/lib/python3.7/site-packages (from dash->dash-html-components==0.8.0) (2.22.0)
Collecting plotly (from dash->dash-html-components==0.8.0)
  Using cached https://files.pythonhosted.org/packages/ff/75/3982bac5076d0ce6d23103c03840fcaec90c533409f9d82c19f54512a38a/plotly-3.10.0-py2.py3-none-any.whl
Collecting pytest-sugar (from dash->dash-html-components==0.8.0)
  Using cached https://files.pythonhosted.org/packages/da/3b/f1e3c8830860c1df8f0e0f6713932475141210cfa021e362ca2774d2bf02/pytest_sugar-0.9.2-py2.py3-none-any.whl
Collecting Flask>=0.12 (from dash->dash-html-components==0.8.0)
  Using cached https://files.pythonhosted.org/packages/c3/31/6904ac846fc65a7fa6cac8b4ddc392ce96ca08ee67b0f97854e9575bbb26/Flask-1.1.0-py2.py3-none-any.whl
Collecting beautifulsoup4 (from dash->dash-html-components==0.8.0)
  Using cached https://files.pythonhosted.org/packages/1d/5d/3260694a59df0ec52f8b4883f5d23b130bc237602a1411fa670eae12351e/beautifulsoup4-4.7.1-py3-none-any.whl
Collecting pytest-mock (from dash->dash-html-components==0.8.0)
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Collecting pluggy<1.0,>=0.12 (from pytest->dash->dash-html-components==0.8.0)
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Collecting more-itertools>=4.0.0 (from pytest->dash->dash-html-components==0.8.0)
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Collecting py>=1.5.0 (from pytest->dash->dash-html-components==0.8.0)
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Collecting cryptography>=1.3.4; extra == "security" (from requests[security]->dash->dash-html-components==0.8.0)
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Collecting pyOpenSSL>=0.14; extra == "security" (from requests[security]->dash->dash-html-components==0.8.0)
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Collecting retrying>=1.3.3 (from plotly->dash->dash-html-components==0.8.0)
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Collecting termcolor>=1.1.0 (from pytest-sugar->dash->dash-html-components==0.8.0)
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Collecting Jinja2>=2.10.1 (from Flask>=0.12->dash->dash-html-components==0.8.0)
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Building wheels for collected packages: dash-renderer, dash-html-components, dash-core-components
  Building wheel for dash-renderer (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/74/60/54/704452c8b3bdc84089656647f10ec6c2c05c133edb16ebcbde
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  Building wheel for dash-core-components (setup.py) ... done
  Stored in directory: /Users/byeon/Library/Caches/pip/wheels/51/eb/a5/7020f475cd878bdc53334d2a6d12aed2839ef7441d56dcd787
Successfully built dash-renderer dash-html-components dash-core-components
dash 1.0.0 has requirement dash-core-components==1.0.0, but you'll have dash-core-components 0.14.0 which is incompatible.
dash 1.0.0 has requirement dash-html-components==1.0.0, but you'll have dash-html-components 0.8.0 which is incompatible.
dash 1.0.0 has requirement dash-renderer==1.0.0, but you'll have dash-renderer 0.11.1 which is incompatible.
Installing collected packages: dash-renderer, Werkzeug, MarkupSafe, Jinja2, click, itsdangerous, Flask, flask-compress, lxml, waitress, dash-core-components, atomicwrites, zipp, importlib-metadata, pluggy, packaging, more-itertools, py, pytest, percy, retrying, nbformat, plotly, termcolor, pytest-sugar, soupsieve, beautifulsoup4, pytest-mock, dash-table, dash, dash-html-components, pycparser, cffi, asn1crypto, cryptography, pyOpenSSL
Successfully installed Flask-1.1.0 Jinja2-2.10.1 MarkupSafe-1.1.1 Werkzeug-0.15.4 asn1crypto-0.24.0 atomicwrites-1.3.0 beautifulsoup4-4.7.1 cffi-1.12.3 click-7.0 cryptography-2.7 dash-1.0.0 dash-core-components-0.14.0 dash-html-components-0.8.0 dash-renderer-0.11.1 dash-table-4.0.0 flask-compress-1.4.0 importlib-metadata-0.18 itsdangerous-1.1.0 lxml-4.3.4 more-itertools-7.1.0 nbformat-4.4.0 packaging-19.0 percy-2.0.2 plotly-3.10.0 pluggy-0.12.0 py-1.8.0 pyOpenSSL-19.0.0 pycparser-2.19 pytest-5.0.1 pytest-mock-1.10.4 pytest-sugar-0.9.2 retrying-1.3.3 soupsieve-1.9.2 termcolor-1.1.0 waitress-1.3.0 zipp-0.5.1

라이브러리 간단 소개

  • geopandas
    • geo 객체들을 pandas 데이터프레임으로 사용
  • geoplot
    • geo 데이터 시각화
  • osmnx
    • street networks 시각화, 알고리즘
  • pysal
    • Python Spatial Analysis Library
  • contextily
    • Context geo-tiles in Python
  • rasterio
    • geospatial raster 데이터 접근
  • rasterstats
    • Python module for summarizing geospatial raster datasets based on vector geometries

책





In [ ]:

Content source: zzsza/TIL

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