The model, data and code for the visual GUI Agent SeeClick

My machine learning model for the See Click Predict Fix Kaggle competition

Prize winning solution to the SeeClickFix contest hosted on Kaggle, developed by teammates Bryan Gregory and Miroslaw Horbal. The purpose of the contest was to train a model (as scored by RMSLE) using supervised learning that will accurately predict the views, votes, and comments that an issue posted to the www.seeclickfix.com website will receive. My teammate and I used this ensemble code base to combine our top ranked individual models to create a prize-winning solution, defeating >500 other teams and winning a prize of $1,000.

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See Click Predict Fix challenge (Kaggle.com)

SeeClickFix API v2 documentation.

Prize-winning solution for Kaggle contest "SeeClickPredictFix". The purpose of the contest was to train a model (as scored by RMSLE) using supervised learning that will accurately predict the views, votes, and comments that an issue posted to the www.seeclickfix.com website will receive. This code developed by me uses a segment based ensemble to generate predictions for the 3 targets (views, votes, and comments). My teammate and I used this model in combination with his to create a winning model for the contest, defeating >500 other teams and winning a purse of $1,0000.

A Ruby Wrapper for the SeeClickFix API

Analysis of SeeClick Fix Dataset from City of Syracuse Open Data Portal

Reporting tables for private & internal issues using the SeeClickFix v2 organization API

R Wrapper for SeeClickFix API

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National Day of Civic Hacking Project

A new sample koop provider for the SeeClickFix API

SeeClickFix Sentiment Analyzer

A docker image to pull seeclickfix data and update the Newport Data Project archive

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Analysis of Massachusetts town ticket submissions on the SeeClickFix issue reporting service. Ticket counts were compared against population and public works spending, and heatmaps were generated to compare each town.

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Quick mashup of See Click Fix graffiti reports & City-sanctioned murals.

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Public SeeClickFix API Slack channel

A Model Context Protocol (MCP) server that provides access to real-time civic issue reports from SeeClickFix's Open311 API. This tool allows you to retrieve information about local infrastructure problems, service requests, and community-reported issues by geographic location.

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Kaggle competition. Python code predicting num. views/votes/comments for issue submitted to 311 service.

A framework for exploring the geography, timing and variations of issues reported through see click fix in New Haven.

Autonomous Browser

:exclamation: This is a read-only mirror of the CRAN R package repository. seeclickfixr — Access Data from the SeeClickFix Web API Report bugs for this package: https://github.com/justindbk/seeclickfixr/issues

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