batplot

Interactive plotting tool for battery and materials characterization data

batplot is a Python CLI tool for visualizing and analyzing electrochemical and structural characterization data with interactive styling and session management. The electrochemistry and operando plots were inspired from Amalie Skurtveit's python scripts (https://github.com/piieceofcake?tab=repositories).

Features

With a single line of command to easily plot publication-ready plots with customized, intuitive interactive editing features such as:

• Electrochemistry Plot: Galvanostatic cycling (GC), cyclic voltammetry (CV), differential capacity (dQdV), capacity per cycle (CPC) with multi-file support
• 1D XY plot: Designed for XRD, PDF, XAS (XANES/EXAFS) but also support other types
• Operando Contour plot: Correlate in-situ characterizations (XRD/PDF/XAS) with electrochemical data
• Histogram mode: Column histograms from tabular .csv/.txt data (e.g. particle-size lists)
• Interactive plotting: Real-time editing customized for each type of plottings
• Session Persistence: Save and reload complete plot states with .pkl files
• Style Management: Import/export plot styles as .bps/.bpsg files (histogram: .bpsh)
• Batch Processing: Export each file separately with --all
• Column preview: --showcol prints numbered columns, header names when found, and the first 10 values per column (CSV, Excel, text, .mpt, .brml, Bruker .raw, etc.)

Installation

pip install batplot
# It is recommended to use separate environment for batplot to aviod compatability issues with dependencies.

Quick Start

• Tutorial: https://drive.google.com/file/d/1NTFJWNBbWW4mgz0H5ZelGjuOBWxoFgkr/view
• Tutorial files: https://github.com/chem-plot/batplot/blob/main/batplot_tutorial.zip
• Manual: https://github.com/chem-plot/batplot/blob/main/batplot_user_manual.pdf

1D (XY) Mode — XRD, PDF, XAS and much more

In batplot, --xaxis is frequently used to indicate the data type.

Basic plotting

# Specify X-axis type (Q, 2theta, r, k, energy, time or any user defined names)
# By defauly, batplot will skip the header lines, plot the first and second columns as x and y
# Q and q are equivalent (case-insensitive)
batplot pattern.xye --xaxis 2theta --i
batplot data.qye --xaxis q --i
batplot data.txt --xaxis whatever --i

# Set X-axis range
batplot pattern.xye --xaxis 2theta --xrange 10 80 --i

# Save to file (default .svg if no extension)
batplot pattern.xye --xaxis 2theta --out figure
batplot pattern.txt --xaxis Energy --out figure.png

Wavelength and Q conversion for XRD data

# Convert 2θ to Q using wavelength (Å), --xaxis is no longer needed as providing wavelength is implying that user wants to convert and plot the data in Q space
batplot data.raw --wl 1.5406 --i

# Per-file wavelength: file.xye:1.54, in this case --xaxis is also not needed and files will be plotted in Q space
batplot scan1.brml:1.5406 scan2.xye:0.7093 --i

# Convert and export to converted/ subfolder (q and Q equivalent)
batplot data.xye --convert 1.54 q
batplot data.qye --convert q 1.54

# With --readcol for custom column layout (e.g. 2θ in col 3, intensity in col 4)
batplot data.csv --readcol 3 4 --convert 1.54 q
batplot f1.txt --readcol 2 3 f2.txt --readcol 5 6 --convert 1.54 q

Stacking and normalization

# Stack curves vertically (auto-normalizes)
batplot file1.xy file2.xy --stack --i

# Control spacing between stacked curves
batplot file1.xy file2.xy --stack --delta 0.15

# Normalize intensity to 0–1 (without stacking)
batplot file.xy --norm --i

Dual y-axis (right y-axis)

# Plot selected files on the right y-axis (--ry disables --stack)
batplot file1.xy --ry file2.xy --ry file3.xy file4.xy --ry --i
# Files 1, 2, 4 use right y-axis; file 3 uses left y-axis

# With --txaxis: right y-axis curves use the top x-axis (default: shared bottom x)
batplot file1.xy --ry file2.xy --txaxis --i

Column selection and multi-curve

# Read columns 2 and 3 as X, Y (1-indexed)
batplot data.xy --readcol 2 3 --wl 1.54 --i

# Per-file columns
batplot file1.xy --readcol 2 3 file2.xy --readcol 4 5 --xaxis r --i

# Multiple curves from same file (cols 1,2 and 1,3)
batplot data.xy --readcol 1 2 1 3 --xaxis 2theta --i

# Range: col 1 as x, cols 2–20 as 19 y-curves
batplot file.txt --readcol 1 2-20 --xaxis Energy --i

# With --convert: use custom columns when converting XRD data
batplot data.csv --readcol 3 4 --convert 1.54 q

Derivatives and EXAFS

# Plot first derivative (dy/dx)
batplot file.xy --1d --stack --i

# EXAFS k-weighting
batplot data.chik --chik   --i        # χ(k)
batplot data.chik --k2chik        # k²χ(k), most common
batplot data.chik --k3chik --xrange 2 12

Interactive menu

# Open interactive menu for styling, ranges, export, session save
batplot pattern.xye --i
batplot file1.xy file2.xy --stack --i
batplot allfiles --xaxis 2theta --xrange 15 75 --i

Session save without interactive menu (--save)

# Single file: default .pkl name = data file stem; choose save folder when prompted
batplot pattern.xye --xaxis 2theta --save

# Batch: one session per file (default names), folder chosen once
batplot --all --xaxis 2theta --xrange 10 80 --save

# Combined plot (allfiles, operando, multi-file GC/CPC): you must name the session
batplot allfiles --xaxis q --save
batplot --operando --wl 0.25 --save
batplot file1.csv file2.csv --gc --save

Electrochemistry Mode

Data export requirements from instruments

• Neware: Customized report — check all boxes
• Biologic: Export all info to .mpt file

Galvanostatic cycling (GC)

GC mode plots potential vs. capacity for each charge/discharge cycle—the primary visualization for battery cycling data. Batplot automatically detects cycles from Neware .csv or Biologic .mpt files, assigns each cycle a distinct color, and supports both specific capacity (mAh/g) and raw capacity. For .mpt files, pass --mass (mg) to compute specific capacity. Discontinuous or paused experiments are handled by splitting data into contiguous charge/discharge segments. Use the interactive menu to customize colors, visibility, and export.

# From .csv (capacity in file)
batplot battery.csv --gc --i

# From .mpt (requires --mass in mg)
batplot battery.mpt --gc --mass 7.0 --i

Cyclic voltammetry (CV)

batplot cyclic.mpt --cv --i

Differential capacity (dQ/dV)

batplot battery.csv --dqdv --i

Capacity per cycle (CPC)

# Single file
batplot stability.csv --cpc --i
batplot stability.mpt --cpc --mass 5.4 --i

# Multiple files with individual colors
batplot file1.csv file2.mpt --cpc --mass 6.0 --i

Time vs potential

# Plot time (h) vs potential from CSV/MPT
batplot battery.csv --xaxis time --i

Potential window (custom potential–time .mpt)

# Two columns: potential, time. Use --pw and --cd to plot as GC
batplot custom.mpt --gc --pw 0.01 3 --cd 0.2 --i

Operando Mode

Contour plots from a folder of diffraction data, optionally with an electrochemistry side panel.

Bruker operando (.brml)

For Bruker operando XRD (multi-scan .brml files named cyc1, cyc2, cyc3, etc.):

# Place .brml files (e.g. RA_O5_cyc1.brml, RA_O5_cyc2.brml) in the folder
# Use --wl for Q conversion (e.g. synchrotron λ=0.709 Å)
batplot RA_O5 --operando --wl 0.709 --i

# EC side panel: .mpt or Biologic DataLogger CSV (*--DataLogger.csv), sorted by cyc
# Time vs potential is concatenated across files (continuous time axis)

Standard XY files

# Contour from folder of .xy/.xye/.qye/.dat
batplot --operando --wl 1.54 --i

# With folder path
batplot /path/to/data --operando --xaxis 2theta --i

# Q conversion from 2θ
batplot --operando --wl 0.25995 --i

# Column selection: --readcolc for contour, --readcols for side panel (.mpt)
batplot --operando --readcolc 2 3 --readcols 1 2 --i

# Derivative contour
batplot --operando --1d --i

# With CIF tick labels
batplot folder phase.cif:1.54 --operando --i

Operando column selection:

• --readcolc <x> <y>: columns for the contour plot (from .xy/.xye/.qye/.dat files)
• --readcols <x> <y>: columns for the side panel (from .mpt file)

Histogram Mode

Histogram mode plots a single numeric column from tabular .csv or .txt files. It is designed for particle-size distributions and similar column data exported from spreadsheets or image-analysis tools.

Basic usage

# Interactive wizard + styling menu
batplot sizes.csv --histo --i

# Non-interactive: column, range, bins, save figure
batplot data.txt --histo --histocol Length --xrange 0 16 --binwidth 1 --out hist.png

# Preview columns before choosing
batplot --showcol sizes.csv

Startup wizard (--i)

1. Choose the column to histogram (numbered list with preview)
2. Set histogram range (xmin xmax or auto)
3. Set bin width or bins=N

Batch export

Export each CSV/TXT file in the folder as a separate figure under Figures/:

batplot --all --histo --histocol Length
batplot allfiles --histo --histocol 7 --binwidth 1
batplot histo_folder/ --histo --histocol Length

# Apply a shared histogram style (.bpsh)
batplot --all mystyle.bpsh --histo --histocol Length

--histocol is required for batch export (column number or header name).

Batch interactive editing

Edit two or more histograms together (sync colors, fonts, export):

batplot allfiles --histo --i

If --histocol is omitted, the wizard runs on the first file and the same column/bin layout is reused for the rest.

Flags

Style files: .bpsh (export with p in the interactive menu).

Plotting multiple files

# All XY files in current directory on same figure
batplot allfiles --xaxis 2theta --i
batplot allfiles --stack --gc --i

# Only specific extension (natural-sorted)
batplot allxyfiles
batplot "/path/to/data" allnorfiles --xaxis energy --i

# Explicit file list
batplot file1.xye file2.qye structure.cif:1.54 --stack --i

Batch export (--all)

Export each file as a separate figure to Figures/:

batplot --all
batplot --all --format png
batplot --all --xaxis 2theta --xrange 10 80
batplot --all style.bps --gc --mass 7

# With --readcol for custom columns (put --readcol before style file)
batplot --all --readcol 2 3 --xaxis 2theta
batplot --all --readcol 2 3 style.bps --xaxis 2theta

Supported File Formats

Interactive Features

With --interactive:

• Cycle/Scan Control: Toggle visibility, change colors
• Multi-file palette (EC/CV/dQdV): Press c, then type fall viridis (all files), f1-5 viridis (files 1–5), or f1 f3 f5 4 (each file gets one color)
• CPC file palette: In ly/ry color submenu, apply palette to file range: 1-5 viridis, 1 3 5 4
• Styling: Line widths, markers, fonts
• Axes: Labels, limits, ticks, spine styles
• Export: Sessions (.pkl), styles (.bps/.bpsg), high-res images. Colors persist via p (print style), i (import), s (save session), b (undo)
• Non-interactive session save: --save (without --i) prompts for folder and filename—the same .pkl sessions as interactive s, with default names for single-file and --all batch runs
• Live Preview: All changes update in real-time

Help & Documentation

batplot --h              # General help
batplot --h xy           # XY mode guide
batplot --h ec           # Electrochemistry guide
batplot --h op           # Operando guide
batplot --h histo        # Histogram mode guide
batplot --v           # Version and release notes
batplot --m            # Open illustrated manual

Requirements

• Python ≥ 3.9
• numpy
• matplotlib

License

See LICENSE

Author & Contact

Tian Dai
tianda@uio.no
University of Oslo
https://www.mn.uio.no/kjemi/english/people/aca/tianda/
https://github.com/chem-plot/

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