Vis visualizes fuzzy tabular data, no script required
Project description
Vis
vis is a CLI for visualizing fuzzy tabular data without leaving the terminal.
Features
vis provides quick, on-the-fly visualizations of tabular data that may not be perfectly structured. Whether it's output from a command, log file, messy CSV, or more, vis can parse and visualize it with a short one-liner.
- Visualize 1D data as histograms and 2D data as scatter/line plots, via Matplotlib-based visualizations managed by Seaborn
- Fuzzy parsing extracts numbers from messy data, no strict columns or formats required
- Units and time parsing convert human-friendly formats like
5GB,2h30m, or3 days agointo numbers for plotting - Boundary control with options to filter outliers or set axis limits
- Trend lines and KDE for deeper insights into data distributions and relationships
- Clean-only mode to just extract and print the parsed numbers without plotting, perfect for data cleaning
Install
pip install vis_cli
Examples
Histograms
awk 'BEGIN { for (i = 0; i < 1000; i++) print rand() * 100 }' | vis hist --kde
Scatter plots
echo -e 'messy 1 data2\nstill1.5results3\n2 1 in\n3 1.5\n2clean2 outputs' | vis scatter --trend
Line plots
seq 0 0.1 10 | awk '{print $1, sin($1)}' | vis line --xlab "Time" --ylab "sin(t)"
Histogram: Kubernetes pod ages
kubectl get pods --all-namespaces | vis hist --col 5 --sep ' ' --unit day --kde --xlab 'Pod age (days)'
Histogram: Kubernetes CPU utilization
kubectl top nodes | vis hist --static --col 2 --bins 10 --xmax 100 --xlab 'CPU util' --kde
Scatter plot: Kubernetes pod CPU vs memory limits
kubectl resource-capacity --pods | grep -v '\*.*\*' | vis scatter --static --cols 4 6 --xlab "CPU limits" --ylab "Memory limits" --trend
Usage
$ vis --help
Usage: vis [OPTIONS] COMMAND [ARGS]...
A fuzzy tabular data visualization tool.
Options:
-h, --help Show this message and exit.
Commands:
clean Clean the data from a file or stdin and print it to stdout.
hist Create a histogram from numerical data.
line Create a line plot from tabular data.
scatter Create a scatter plot from tabular data.
How I use vis
I mainly use vis to investigate issues in Kubernetes clusters.
Check for large replica counts
kubectl get pinapps | vis hist --col 2 --sep ' '
Check for lagging jobs
kubectl get pinterestjobset | vis hist --time --col 1 --sep ' ' --xmax '1 week ago'
See also
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