Dataset Open Access

Real-Time Sensor Network of Detroit Green Infrastructure: Datasets and Code

Mason, Brooke; Schmidt, Jacquelyn; Kerkez, Branko

  1. MonitoredRainGardens_PaperTable.xlsx: Excel spreadsheet containing the 16 monitored green infrastructure (GI) sites with their design and site characteristics.
  2. GI_GIS_Analysis.aparx: ArcGIS Pro project file which includes the site characteristics and locations of the 16 monitored GI sites, GIS data for Detroit (percent imperviousness, elevation, slope, land use type, wells, interpolated groundwater levels, hydrologic soil group), and the K-Nearest Neighbors model of estimated drawdown rates and model uncertainty for Detroit.
  3. GI_DrawdownRates_PerStorm.xlsx: Excel spreadsheet containing the calculated mean drawdown rates for each site and each storm during summer 2021.
  4. detroit_gi_code.zip: Zip folder containing a folder titled sensor_data which holds: (1) 16 csv files with the raw pressure transducer data for the 16 monitored GI sites during summer 2021; (2) csv file of the sensor and camera data for sensor validation; (3) 2 csv files containing the 16 monitored green infrastructure (GI) sites with their design and site characteristics. It also includes a Jupiter notebook file titled paper_code.ipynb which contains all the code used for the paper including: (1) reading the data; (2) drawdown rate calculations; (3) machine learning prediction of drawdown rates; (4) estimating error of prediction; (5) plotting paper figures. 
Files (2.3 MB)
Name Size
detroit_gi_code.zip
md5:4fd127cc31a1cfdb5230c0e0d6f3c93e
1.6 MB Download
GI_DrawdownRates_PerStorm.xlsx
md5:1e949d628a2bc4ffd14598ef6f3414b6
174.1 kB Download
GI_GIS_Analysis.aprx
md5:08a2d505ad66a43dcec82ed4862ed7d1
477.9 kB Download
MonitoredRainGardens_PaperTable.xlsx
md5:f37c3f402f4d71f64b81dcd25c80998d
14.4 kB Download
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