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Civic Analytics with Hub

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MMajumdar-esristaff
This week we will look at a simple Binary classification technique which normally classifies your data to yes/no, true/false, this/that categories. We evaluate if zoning plays a role in building permits being revoked. To do this we start by reading in the Building Permits data for Miami, FL since 2014 and filter the data to include only those… (Show more)
in Civic Analytics with Hub
MMajumdar-esristaff
In this notebook we work with the Vision Zero street safety survey from Washington, DC. This data is collected through a web application where the public can select a particular street segment and convey their concerns about its safety. We read this data in using the ArcGIS API for Python. Following that we use four Python libraries that assist us… (Show more)
in Civic Analytics with Hub
MMajumdar-esristaff
This week we focus on the attributes of a dataset to understand how relationships between attributes can be detected and interpreted. We also extend that understanding further to spot hidden patterns in our data.   In the first example we fetch neighborhood boundaries for Washington, DC to observe correlation in socioeconomic factors. We enrich… (Show more)
in Civic Analytics with Hub
MMajumdar-esristaff
This week we look at two spatial analysis techniques in ArcGIS. We use data from Connecticut to investigate Which housing districts need more Covid-19 testing sites?. In this analysis, we fetch housing districts of the state and add variables that provide us with total population and population density (as of 2019) for each housing district.… (Show more)
in Civic Analytics with Hub
MMajumdar-esristaff
With ArcGIS Hub's Civic Analytics notebook series we will empower you with spatial and statistical analysis techniques to work with civic data using newly released ArcGIS Notebooks. The goal is to put together a collection of notebooks where we will address a particular question or topic using data science tools in Python, and to take it forward… (Show more)
in Civic Analytics with Hub