Published May 6, 2026
| Version v1
Dataset
Open
Pulsed Current Anion Sensor Data for Multiple Nonspecific Ion Selective Electrodes - Mixed Ion Responses
Authors/Creators
Description
Dataset Overview
This dataset contains raw mixed-ion electrochemical time-series data for PAN, PVA, and PVC electrode sets.
The data support the mixed-ion RC modeling workflow in which total resistance and capacitance were modeled using scaled parallel-combination assumptions:
1/R_T = alpha * (1/R_NO3 + 1/R_Cl + 1/R_HPO4)C_T = beta * (C_NO3 + C_Cl + C_HPO4)
where alpha and beta were fit from experimentally measured mixed-ion responses.
Experimental Scope Represented
- Polymers:
PAN,PVA,PVC - Electrodes:
01to03per polymer - Mixed-ion condition folders:
mix_1tomix_6(NO3/Cl/HPO4 combinations) - Current protocol files per condition: 11 files
- 1 OCV file (
step_index=1) - 10 CP files (
step_index=2..11, nominal 0.1 to 100 uA)
Data Organization
- Format: Parquet (columnar)
- Rows:
4,595,153 - Columns:
27 - Row unit: one raw timepoint from one
.mprfile
Identifier and condition columns
record_id: unique row idfile_id: anonymized file-level id (deterministic hash of relative source file path)polymer_name,electrode_namemix_id(mix_1..mix_6)mix_folder_label(original folder label)Ca_M,Cb_M,Cg_M: concentration fields in molar unitspCa,pCb,pCg:-log10transformed concentrations
Protocol columns
step_index: 1..11step_type:OCVorCPnominal_current_uA: nominal current for CP steps (0.1, 0.2, 0.5, 1, 2, 5, 10, 20, 50, 100)
Raw signal columns
time_spotential_Vanalog_in1_Vcontrol_mA,I_mAdQ_C,QminusQo_CQ_charge_discharge_mAhhalf_cycle,Ns,flags,I_range
Concentration Combinations Present
The dataset contains six mixed-ion concentration sets (NO3, Cl, HPO4):
(3e-2, 3e-6, 6e-4)(2e-4, 1e-2, 3e-6)(3e-6, 5e-4, 4e-2)(4e-2, 8e-2, 3e-2)(1e-4, 7e-4, 8e-4)(6e-6, 3e-6, 4e-6)
Coverage Note
All polymer/electrode combinations include mix_1, mix_2, mix_3, mix_5, and mix_6. PAN03 does not include mix_4 data.
Public-Release Notes
- Absolute local/network file paths are not included.
file_idenables file-level grouping and reproducible analysis without exposing source path strings.
Files
Files
(172.1 MB)
| Name | Size | Download all |
|---|---|---|
|
md5:7498e959c450654adc0ef5fb4a5fc3b5
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172.1 MB | Download |
Additional details
Funding
- U.S. National Science Foundation
- NRT-HDR: Advancing Materials Frontiers with Creativity and Data Science 2243526
- U.S. Geological Survey, Wetland and Aquatic Research Center
- G21AC10446