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A reduced dataset for well capacity prediction created with R script in /data-raw/model_data.R

Usage

model_data_reduced

Format

A data.frame with 6308 rows and 27 variables:

well_id

well id, for info

date

date of capacity measurement, for info

key

measurement key, e.g. operational_start, pump_test_1, pump_test_2, for info

Qs_rel

specific capacity of well relative to operational start condition, output

days_since_operational_start

days since operational start, redundant

well_age_years

years since operationa start, input, numeric

construction_year

year of well construction

screen_material

screen material

diameter

well diameter (mm)

drilling_method

drilling_method

admissible_discharge

allowed pumping rate

operational_start.Qs

initial Qs at construction

aquifer_coverage

confined / unconfined

W_static.sd

standard deviation of static water level

surface_water.distance

distance to surface water

n_rehab

number of well rehabilitations

time_since_rehab_years

time since last well rehabilitation in years

volume_m3_d.mean

mean daily abstraction volume (m3)

quality.EC

water quality: electical conductivity (us/cm)

quality.D0

water quality: dissolved oxygen (mg/l)

quality.Temp

water quality: temperature (C)

quality.pH

water quality: pH

quality.Redox

water quality: electical conductivity (us/cm)

quality.Fe_tot

water quality: dissolved oxygen (mg/l)

quality.Mn

water quality: Mn (mg/l)

quality.NO3

water quality: NO3 (mg/l)

quality.PO4

water quality: PO4 (mg/l)

quality.SO4

water quality: SO4 (mg/l)

quality.TSS

water quality: Total Suspended Solids (mg/l)