{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading EIS Data\n", "\n", "AutoEIS requires two 1D arrays as input:\n", "\n", "- **`freq`**: Frequency array in Hz (`np.ndarray[float]`)\n", "- **`Z`**: Complex impedance array in Ohms (`np.ndarray[complex]`)\n", "\n", "Both arrays must have the same length. The impedance follows the convention where the imaginary part is typically negative for capacitive behavior.\n", "\n", "This notebook demonstrates how to load EIS data from various sources, including built-in datasets and instrument-specific file formats." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-03-24T19:34:50.427816Z", "iopub.status.busy": "2026-03-24T19:34:50.427657Z", "iopub.status.idle": "2026-03-24T19:34:53.628603Z", "shell.execute_reply": "2026-03-24T19:34:53.626101Z" } }, "outputs": [], "source": [ "import autoeis as ae\n", "ae.visualization.set_plot_style()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Built-in datasets\n", "\n", "AutoEIS ships with two built-in datasets for testing and demonstration:\n", "\n", "- `ae.io.load_test_dataset()` - a single EIS measurement\n", "- `ae.io.load_battery_dataset()` - multiple EIS measurements from a battery cell during cycling\n", "\n", "Both accept optional `preprocess` and `noise` arguments." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-03-24T19:34:53.635817Z", "iopub.status.busy": "2026-03-24T19:34:53.635561Z", "iopub.status.idle": "2026-03-24T19:34:54.060541Z", "shell.execute_reply": "2026-03-24T19:34:54.059660Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "freq: shape=(67,), dtype=float64\n", "Z: shape=(67,), dtype=complex128\n" ] }, { "data": { "text/plain": [ "array([,\n", " ,\n", " ], dtype=object)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "freq, Z = ae.io.load_test_dataset()\n", "print(f\"freq: shape={freq.shape}, dtype={freq.dtype}\")\n", "print(f\"Z: shape={Z.shape}, dtype={Z.dtype}\")\n", "ae.visualization.plot_impedance_combo(freq, Z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading from instrument files\n", "\n", "AutoEIS can load EIS data directly from proprietary instrument file formats using `ae.io.load_eis_data()`. This function combines two backends to support a wide range of instruments:\n", "\n", "| Instrument | File extension | `instrument` parameter |\n", "|---|---|---|\n", "| Gamry | `.DTA` | `\"gamry\"` |\n", "| BioLogic | `.mpt` | `\"biologic\"` |\n", "| ZPlot/ZView | `.z` | `\"zplot\"` |\n", "| Autolab | `.txt` | `\"autolab\"` |\n", "| Parstat | `.txt` | `\"parstat\"` |\n", "| VersaStudio | `.par` | `\"versastudio\"` |\n", "| PowerSuite | `.txt` | `\"powersuite\"` |\n", "| CH Instruments | `.txt` | `\"chinstruments\"` |\n", "| Eco Chemie | `.dfr` | `\"ecochemie\"` |\n", "| Ivium | `.idf`, `.ids` | `\"ivium\"` |\n", "| PalmSens | `.pssession` | `\"palmsens\"` |\n", "| Spreadsheets | `.xlsx`, `.ods` | `\"spreadsheet\"` |\n", "| CSV | `.csv` | `None` (auto-detected) |\n", "\n", "For formats with unique file extensions (e.g., `.DTA`, `.mpt`, `.z`), the instrument type is auto-detected. For formats that share extensions (e.g., `.txt`), you must specify the `instrument` parameter." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-03-24T19:34:54.063573Z", "iopub.status.busy": "2026-03-24T19:34:54.063390Z", "iopub.status.idle": "2026-03-24T19:34:56.630254Z", "shell.execute_reply": "2026-03-24T19:34:56.629002Z" } }, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ,\n", " ], dtype=object)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load from a Gamry .DTA file (auto-detected from extension)\n", "fpath = ae.io.get_assets_path() / \"exampleDataGamry.DTA\"\n", "freq, Z = ae.io.load_eis_data(fpath)\n", "ae.visualization.plot_impedance_combo(freq, Z)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-03-24T19:34:56.635993Z", "iopub.status.busy": "2026-03-24T19:34:56.635184Z", "iopub.status.idle": "2026-03-24T19:34:57.142150Z", "shell.execute_reply": "2026-03-24T19:34:57.141437Z" } }, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ,\n", " ], dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load from a BioLogic .mpt file (auto-detected from extension)\n", "fpath = ae.io.get_assets_path() / \"exampleDataBioLogic.mpt\"\n", "freq, Z = ae.io.load_eis_data(fpath)\n", "ae.visualization.plot_impedance_combo(freq, Z)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-03-24T19:34:57.145410Z", "iopub.status.busy": "2026-03-24T19:34:57.145173Z", "iopub.status.idle": "2026-03-24T19:34:57.653826Z", "shell.execute_reply": "2026-03-24T19:34:57.652361Z" } }, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ,\n", " ], dtype=object)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# For .txt formats, specify the instrument explicitly\n", "fpath = ae.io.get_assets_path() / \"exampleDataAutolab.txt\"\n", "freq, Z = ae.io.load_eis_data(fpath, instrument=\"autolab\")\n", "ae.visualization.plot_impedance_combo(freq, Z)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-03-24T19:34:57.658856Z", "iopub.status.busy": "2026-03-24T19:34:57.658454Z", "iopub.status.idle": "2026-03-24T19:34:58.056995Z", "shell.execute_reply": "2026-03-24T19:34:58.054886Z" } }, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ,\n", " ], dtype=object)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load from an Eco Chemie .dfr file (via pyimpspec backend)\n", "fpath = ae.io.get_assets_path() / \"data.dfr\"\n", "freq, Z = ae.io.load_eis_data(fpath, instrument=\"ecochemie\")\n", "ae.visualization.plot_impedance_combo(freq, Z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading from generic formats\n", "\n", "If your data is in a generic format (CSV, text, NumPy, etc.), you can load it directly with standard Python libraries and construct the `freq` and `Z` arrays yourself:\n", "\n", "```python\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# From a CSV with columns: frequency, Re(Z), Im(Z)\n", "df = pd.read_csv(\"my_data.csv\")\n", "freq = df[\"frequency\"].values\n", "Z = df[\"Re(Z)\"].values + 1j * df[\"Im(Z)\"].values\n", "\n", "# From a text file with columns: freq, Re(Z), -Im(Z)\n", "freq, Zre, Zim_neg = np.loadtxt(\"my_data.txt\", unpack=True)\n", "Z = Zre - 1j * Zim_neg\n", "```\n", "\n", "Pay attention to the sign convention: some instruments store `-Im(Z)` instead of `Im(Z)`. AutoEIS expects the standard complex impedance where the imaginary part is negative for capacitive behavior." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.20" } }, "nbformat": 4, "nbformat_minor": 4 }