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        "description": "# gabbar\n\n\n![](https://img.shields.io/pypi/v/gabbar.svg)\n![](https://img.shields.io/circleci/project/github/mapbox/gabbar.svg)\n\n\n**EXPERIMENTAL: UNDER DEVELOPMENT**\n\nGuarding OpenStreetMap from invalid or suspicious edits, Gabbar is an alpha package of a pre-trained binary problematic/not problematic classifier that was trained on manually labelled changesets from OpenStreetMap.\n\n![](https://cloud.githubusercontent.com/assets/2899501/22643796/0a4a7878-ec86-11e6-9a97-fc63db1caab7.jpg)\n\nhttps://en.wikipedia.org/wiki/Gabbar_Singh_(character)\n\n\n## Installation\n\n```bash\npip install gabbar\n```\n\n\n## Setup\n\n```bash\n# Setup a virtual environment with Python 3.\nmkvirtualenv --python=$(which python3) gabbar_py3\n\n# Install in locally editable (``-e``) mode.\npip install -e .[test]\n\n# Install node dependencies.\nnpm install\n```\n\n## Prediction\n\n<img width=\"919\" alt=\"screen shot 2017-06-30 at 4 17 46 pm\" src=\"https://user-images.githubusercontent.com/2899501/27732638-ce026614-5daf-11e7-900b-caff399a9da9.png\">\n\n\n```bash\n# Get a prediction for a changeset.\ngabbar 47734592\n[\n    {\n        \"attributes\": {\n            \"action_create\": 0,\n            \"action_delete\": 0,\n            \"action_modify\": 1,\n            \"feature_version\": 15,\n            \"geometry_kinks\": 0,\n            \"geometry_line_distance\": 0.619,\n            \"geometry_type_node\": 0,\n            \"geometry_type_relation\": 0,\n            \"geometry_type_way\": 1,\n            \"new_barrier=yes\": 0,\n            \"new_bicycle=no\": 0,\n            \"new_bicycle=yes\": 0,\n            \"new_bridge=yes\": 0,\n            \"new_construction=motorway\": 0,\n            \"new_foot=yes\": 0,\n            \"new_footway=sidewalk\": 0,\n            \"new_highway=coastline\": 0,\n            \"new_highway=footway\": 0,\n            \"new_highway=living_street\": 0,\n            \"new_highway=motorway\": 0,\n            \"new_highway=path\": 0,\n            \"new_highway=primary\": 1,\n            \"new_highway=road\": 0,\n            \"new_highway=secondary\": 0,\n            \"new_highway=service\": 0,\n            \"new_highway=tertiary\": 0,\n            \"new_highway=track\": 0,\n            \"new_highway=unclassified\": 0,\n            \"new_horse=no\": 0,\n            \"new_horse=yes\": 0,\n            \"new_landuse=cemetery\": 0,\n            \"new_landuse=footway\": 0,\n            \"new_landuse=forest\": 0,\n            \"new_landuse=grass\": 0,\n            \"new_landuse=recreation_ground\": 0,\n            \"new_landuse_1=park\": 0,\n            \"new_landuse_1=recreation_ground\": 0,\n            \"new_landuse_2=festival area\": 0,\n            \"new_landuse_3=dog park\": 0,\n            \"new_landuse_3=recreation\": 0,\n            \"new_landuse_4=recreation_ground\": 0,\n            \"new_landuse_5=water_park\": 0,\n            \"new_lanes=2\": 0,\n            \"new_layer=1\": 0,\n            \"new_leisure=park\": 0,\n            \"new_lit=yes\": 0,\n            \"new_maxspeed=50\": 0,\n            \"new_maxspeed=8\": 0,\n            \"new_natural=footway\": 0,\n            \"new_natural=tree_row\": 0,\n            \"new_noname=yes\": 0,\n            \"new_oneway=no\": 0,\n            \"new_park=yes\": 0,\n            \"new_surface=asphalt\": 0,\n            \"new_surface=dirt\": 0,\n            \"new_surface=gravel\": 0,\n            \"new_surface=unpaved\": 0,\n            \"new_surface_1=asphalt\": 0,\n            \"new_surface_1=ground\": 0,\n            \"new_surface_2=unpaved\": 0,\n            \"new_surface_2=wood\": 0,\n            \"new_tracktype=grade3\": 0,\n            \"new_user_mapping_days\": 0,\n            \"new_waterway=river\": 0,\n            \"new_waterway=stream\": 0,\n            \"old_construction=path\": 0,\n            \"old_embankment=yes\": 0,\n            \"old_highway=construction\": 0,\n            \"old_highway=footway\": 0,\n            \"old_highway=path\": 0,\n            \"old_highway=pedestrian\": 0,\n            \"old_highway=primary\": 0,\n            \"old_highway=residential\": 0,\n            \"old_highway=service\": 0,\n            \"old_highway=tertiary\": 0,\n            \"old_highway=unclassified\": 0,\n            \"old_lit=no\": 0,\n            \"old_maxspeed=30\": 0,\n            \"old_natural=coastline\": 0,\n            \"old_oneway=yes\": 0,\n            \"old_park=paseo\": 0,\n            \"old_user_mapping_days\": 0,\n            \"old_width=0\": 0\n        },\n        \"changeset_id\": \"49626684\",\n        \"feature_id\": \"17166500\",\n        \"feature_type\": \"way\",\n        \"prediction\": 0,\n        \"timestamp\": \"2017-06-30 16:18:07.965246\",\n        \"version\": 0.5\n    }\n]\n```\n\n## Testing\n\n```bash\nnpm test\n```\n\n## Hyperlinks\n\n- [Validating and protecting OpenStreetMap](https://www.mapbox.com/blog/validating-osm/)\n- [Preparing accurate history and caching changesets](https://www.openstreetmap.org/user/geohacker/diary/40846)\n- [An open database of inconsistent edits observed on OSM from OSMCha](http://www.openstreetmap.org/user/manoharuss/diary/40118)\n\n\n",
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