AI prompts
base on A command line tool that draw plots on the terminal. <div align="center">
<img src="logo.svg">
<hr>
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<a href="LICENSE.txt"><img alt="The MIT License" src="https://img.shields.io/badge/license-MIT-blue.svg"></a>
YouPlot is a command line tool that draws plots on the terminal.
:bar_chart: Powered by [UnicodePlot](https://github.com/red-data-tools/unicode_plot.rb)
</div>
## Installation
```
brew install youplot
```
```
gem install youplot
```
```
nix shell nixpkgs#youplot
```
```
guix install youplot
```
```
conda install -c conda-forge ruby
conda install -c conda-forge compilers
gem install youplot
```
## Quick Start
<img alt="barplot" src="https://user-images.githubusercontent.com/5798442/101999903-d36a2d00-3d24-11eb-9361-b89116f44122.png" width=160> <img alt="histogram" src="https://user-images.githubusercontent.com/5798442/101999820-21cafc00-3d24-11eb-86db-e410d19b07df.png" width=160> <img alt="scatter" src="https://user-images.githubusercontent.com/5798442/101999827-27284680-3d24-11eb-9903-551857eaa69c.png" width=160> <img alt="density" src="https://user-images.githubusercontent.com/5798442/101999828-2abbcd80-3d24-11eb-902c-2f44266fa6ae.png" width=160> <img alt="boxplot" src="https://user-images.githubusercontent.com/5798442/101999830-2e4f5480-3d24-11eb-8891-728c18bf5b35.png" width=160>
`uplot <command> [options] <data.tsv>`
### barplot
```sh
curl -sL https://git.io/ISLANDScsv \
| sort -nk2 -t, \
| tail -n15 \
| uplot bar -d, -t "Areas of the World's Major Landmasses"
```
<p align="center">
<img alt="barplot" src="https://user-images.githubusercontent.com/5798442/101999903-d36a2d00-3d24-11eb-9361-b89116f44122.png">
</p>
```sh
# For offline user: Sorts files in a directory by size and shows a bar graph.
ls -l | awk '{print $9, $5}' | sort -nk 2 | uplot bar -d ' '
```
### histogram
```sh
echo -e "from numpy import random;" \
"n = random.randn(10000);" \
"print('\\\n'.join(str(i) for i in n))" \
| python3 \
| uplot hist --nbins 20
```
<p align="center">
<img alt="histogram" src="https://user-images.githubusercontent.com/5798442/101999820-21cafc00-3d24-11eb-86db-e410d19b07df.png">
</p>
### lineplot
```sh
curl -sL https://git.io/AirPassengers \
| cut -f2,3 -d, \
| uplot line -d, -w 50 -h 15 -t AirPassengers --xlim 1950,1960 --ylim 0,600
```
<p align="center">
<img alt="lineplot" src="https://user-images.githubusercontent.com/5798442/101999825-24c5ec80-3d24-11eb-99f4-c642e8d221bc.png">
</p>
```sh
# For offline users: Calculates sin values (0-2*pi) and plots a sine wave.
python3 -c '
from math import sin, pi
data = "\n".join(f"{i*pi/50}\t{sin(i*pi/50)}" for i in range(101))
print(data)' | uplot line
```
### scatter
```sh
curl -sL https://git.io/IRIStsv \
| cut -f1-4 \
| uplot scatter -H -t IRIS
```
<p align="center">
<img alt="scatter" src="https://user-images.githubusercontent.com/5798442/101999827-27284680-3d24-11eb-9903-551857eaa69c.png">
</p>
```sh
# For offline users
cat test/fixtures/iris.csv | cut -f1-4 -d, | uplot scatter -H -d, -t IRIS
```
### density
```sh
curl -sL https://git.io/IRIStsv \
| cut -f1-4 \
| uplot density -H -t IRIS
```
<p align="center">
<img alt="density" src="https://user-images.githubusercontent.com/5798442/101999828-2abbcd80-3d24-11eb-902c-2f44266fa6ae.png">
</p>
```sh
# For offline users
cat test/fixtures/iris.csv | cut -f1-4 -d, | uplot density -H -d, -t IRIS
```
### boxplot
```sh
curl -sL https://git.io/IRIStsv \
| cut -f1-4 \
| uplot boxplot -H -t IRIS
```
<p align="center">
<img alt="boxplot" src="https://user-images.githubusercontent.com/5798442/101999830-2e4f5480-3d24-11eb-8891-728c18bf5b35.png">
</p>
```sh
# For offline users
cat test/fixtures/iris.csv | cut -f1-4 -d, | uplot boxplot -H -d, -t IRIS
```
### count
Count processes by user ID.
```sh
ps aux | awk '{print $1}' | uplot count
```
Count the number of chromosomes where genes are located.
```sh
cat gencode.v35.annotation.gff3 \
| grep -v '#' | grep 'gene' | cut -f1 \
| uplot count -t "The number of human gene annotations per chromosome" -c blue
```
<p align="center">
<img alt="count" src="https://user-images.githubusercontent.com/5798442/101999832-30b1ae80-3d24-11eb-96fe-e5000bed1f5c.png">
</p>
* [GENCODE - Human Release](https://www.gencodegenes.org/human/)
Note: `count` is not very fast because it runs in a Ruby script.
This is fine in most cases, as long as the data size is small. If you want to visualize huge data, it is faster to use a combination of common Unix commands as shown below.
```sh
cat gencode.v35.annotation.gff3 | grep -v '#' | grep 'gene' | cut -f1 \
| sort | uniq -c | sort -nrk1 \
| uplot bar --fmt yx -d ' ' -t "The number of human gene annotations per chromosome" -c blue
```
## Usage
### Commands
`uplot` is the shortened form of `youplot`. You can use either.
| Command | Description |
|------------------------------------------------|-----------------------------------|
| `cat data.tsv \| uplot <command> [options]` | Take input from stdin |
| `uplot <command> [options] data.tsv ...` | Take input from files |
| `pipeline1 \| uplot <command> -O \| pipeline2` | Outputs data from stdin to stdout |
### Subcommands
The following sub-commands are available.
| command | short | how it works |
|-----------|-------|----------------------------------------|
| barplot | bar | draw a horizontal barplot |
| histogram | hist | draw a horizontal histogram |
| lineplot | line | draw a line chart |
| lineplots | lines | draw a line chart with multiple series |
| scatter | s | draw a scatter plot |
| density | d | draw a density plot |
| boxplot | box | draw a horizontal boxplot |
| | | |
| count | c | draw a barplot based on the number of occurrences (slow) |
| | | |
| colors | color | show the list of available colors |
### Output the plot
* `-o`
* By default, the plot is output to **standard error output**.
* If you want to output to standard output, Use hyphen ` -o -` or no argument `uplot s -o | `.
### Output the input data
* `-O`
* By default, the input data is not shown anywhere.
* If you want to pass the input data directly to the standard output, Use hyphen `-O -` or no argument `uplot s -O |`.
* This is useful when passing data to a subsequent pipeline.
### Header
* `-H`
* If input data contains a header line, you need to specify the `-H` option.
### Delimiter
* `-d`
* You do not need to use `-d` option for tab-delimited text since the default value is tab.
* To specify a blank space, you can use `uplot bar -d ' ' data.txt`.
### Real-time data
* `-p` `--progress`
* Experimental progressive mode is currently under development.
* `ruby -e 'loop{puts rand(100)}' | uplot line --progress`
### Show detailed options for subcommands
* `--help`
* The `--help` option will show more detailed options for each subcommand.
* `uplot hist --help`
### Set columns as x-axis or y-axis
* YouPlot treats the first column as the X axis and the second column as the Y axis. When working with multiple series, the first column is the X axis, the second column is series Y1, the third column is series Y2, and so on.
* If you pass only one column of data for `line` and `bar`, YouPlot will automatically use a sequential number starting from 1 as the X-axis.
* `--fmt`
* `--fmt xyy` `--fmt xyxy` `--fmt yx` options give you a few more choices. See `youplot <command> --help` for more details.
* The fmt option may be renamed in the future.
* The `-x` and `-y` options might be used to specify columns in the future.
* Use `awk '{print $2, $1}'` to swap columns. Use `paste` to concatenate series.
### Categorical data
* With GNU datamash, you can manage to handle categorized data.
* `cat test/fixtures/iris.csv | sed '/^$/d' | datamash --header-in --output-delimiter=: -t, -g5 collapse 3,4 | cut -f2-3 -d: | sed 's/:/\n/g' | uplot s -d, -T --fmt xyxy`
* This is not so easy...
### Time series
* Not yet supported.
### YouPlot Configuration (youplotrc)
You can specify default options in a configuration file in YAML format. For more information, enter the following command.
```
uplot --config
```
## Tools that are useful to use with YouPlot
* [csvtk](https://github.com/shenwei356/csvtk)
* [GNU datamash](https://www.gnu.org/software/datamash/)
* [awk](https://www.gnu.org/software/gawk/)
* [xsv](https://github.com/BurntSushi/xsv)
## Contributing
YouPlot is a library under development, so even small improvements like typofix are welcome!
Please feel free to send us your pull requests.
* [Report bugs](https://github.com/red-data-tools/YouPlot/issues)
* Fix bugs and [submit pull requests](https://github.com/red-data-tools/YouPlot/pulls)
* Write, clarify, or fix documentation
* English corrections by native speakers are welcome.
* Suggest or add new features
* Make a donation
### Development
```sh
# fork the main repository by clicking the Fork button.
git clone https://github.com/your_name/YouPlot
bundle install # Install the gem dependencies
bundle exec rake test # Run the test
bundle exec rake install # Installation from source code
bundle exec exe/uplot # Run youplot (Try out the edited code)
```
Do you need commit rights to my repository?
Do you want to get admin rights and take over the project?
If so, please feel free to contact us.
### Acknowledgements
* [sampo grafiikka](https://jypg.net/sampo_grafiikka) - Project logo creation
* [yutaas](https://github.com/yutaas) - English proofreading
## License
[MIT License](https://opensource.org/licenses/MIT).
", Assign "at most 3 tags" to the expected json: {"id":"11123","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"