Published May 6, 2026 | Version v1
Dataset Open

Pulsed Current Anion Sensor Data for Multiple Nonspecific Ion Selective Electrodes - Mixed Ion Responses

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: PANPVAPVC
  • Electrodes: 01 to 03 per polymer
  • Mixed-ion condition folders: mix_1 to mix_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 .mpr file

Identifier and condition columns

  • record_id: unique row id
  • file_id: anonymized file-level id (deterministic hash of relative source file path)
  • polymer_nameelectrode_name
  • mix_id (mix_1..mix_6)
  • mix_folder_label (original folder label)
  • Ca_MCb_MCg_M: concentration fields in molar units
  • pCapCbpCg-log10 transformed concentrations

Protocol columns

  • step_index: 1..11
  • step_typeOCV or CP
  • nominal_current_uA: nominal current for CP steps (0.1, 0.2, 0.5, 1, 2, 5, 10, 20, 50, 100)

Raw signal columns

  • time_s
  • potential_V
  • analog_in1_V
  • control_mAI_mA
  • dQ_CQminusQo_C
  • Q_charge_discharge_mAh
  • half_cycleNsflagsI_range

Concentration Combinations Present

The dataset contains six mixed-ion concentration sets (NO3, Cl, HPO4):

  1. (3e-2, 3e-6, 6e-4)
  2. (2e-4, 1e-2, 3e-6)
  3. (3e-6, 5e-4, 4e-2)
  4. (4e-2, 8e-2, 3e-2)
  5. (1e-4, 7e-4, 8e-4)
  6. (6e-6, 3e-6, 4e-6)

Coverage Note

All polymer/electrode combinations include mix_1mix_2mix_3mix_5, and mix_6PAN03 does not include mix_4 data.

Public-Release Notes

  • Absolute local/network file paths are not included.
  • file_id enables file-level grouping and reproducible analysis without exposing source path strings.

Files

Files (172.1 MB)

Name Size Download all
md5:7498e959c450654adc0ef5fb4a5fc3b5
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