Pretty Confusion Matrix

Related tags

Data Visualization pretty-confusion-matrix
Overview

Pretty Confusion Matrix

Why pretty confusion matrix?

  • We can make confusion matrix by using matplotlib.
  • However it is not so pretty. I want to make confusion matrix prettier.

How to Install?

pip install prettycm

Full Code Example

from prettycm import confusion_matrix
from prettycm import palette

pset = palette(size=5, color="blue")
cm = confusion_matrix([[400,0,0,0],[0,156,8,14],[0,18,131,30],[0,60,28,75]])
cm.set_classname(["Acute", "Non-resolving","Normal","Inactive"])
cm.set_title("Retinal Specialist2")
pset.draw(cm, "place_to_save.png")

Result of generated confusion matrix

How to Use? Explain more detail

  1. import package from prettycm
from prettycm import confusion_matrix
from prettycm import palette
  1. build confusion matrix object
cm = confusion_matrix([[10,20],[30,3]])
cm.set_classname(["Lion", "Tiger"]) # You can set the class name.
cm.set_title("Lion or Tiger?") # You can set the title.
  • the input of the confusion_matrix must be two-dimensional array
  • Python list or numpy array are both allowed
  • You can set the name of the class and title.
  1. define palette object
pset = palette(size=5, color="blue")
  • size = the quality and size of output confusion matrix image
  • color = the color of confusion matrix. (Now only blue is supported)
  1. draw confusion matrix and save
pset.draw(confusion_matrix=cm, path="place_to_save.png")
  • confusion_matrix: put confusion matrix object
  • path: path to save

Done

  1. Special function
print(cm)
  • When you print confusion_matrix object, than python will print the confusion matrix like below

Update Plans

1. More color presets

  • Blue
  • Red
  • Green
  • Purple

2. Confusion matrix concat

  • Concat two confusion matrix

3. Pallet Function

  • Text Size control
  • Cleaning the code

Contribute to project

  1. Pull requests after you modify code.
  2. Make more color presets.
You might also like...
Pretty-print tabular data in Python, a library and a command-line utility. Repository migrated from bitbucket.org/astanin/python-tabulate.

python-tabulate Pretty-print tabular data in Python, a library and a command-line utility. The main use cases of the library are: printing small table

Sergey Astanin 1.5k Jan 6, 2023
Pretty and useful exceptions in Python, automatically.
Pretty and useful exceptions in Python, automatically.

better-exceptions Pretty and more helpful exceptions in Python, automatically. Usage Install better_exceptions via pip: $ pip install better_exception

Qix 4.3k Dec 29, 2022
A small utility to pretty-print Python tracebacks. ⛺
A small utility to pretty-print Python tracebacks. ⛺

TBVaccine TBVaccine is a utility that pretty-prints Python tracebacks. It automatically highlights lines you care about and deemphasizes lines you don

Stavros Korokithakis 365 Nov 11, 2022
Module for converting 2D Python lists to fancy ASCII tables. Table2Ascii lets you display pretty tables in the terminal and on Discord.
Module for converting 2D Python lists to fancy ASCII tables. Table2Ascii lets you display pretty tables in the terminal and on Discord.

table2ascii Module for converting 2D Python lists to a fancy ASCII/Unicode tables table2ascii 📥 Installation 🧑‍💻 Usage Convert lists to ASCII table

Jonah Lawrence 40 Jan 3, 2023
A pretty quick and simple interface to paramiko SFTP

A pretty quick and simple interface to paramiko SFTP. Provides multi-threaded routines with progress notifications for reliable, asynchronous transfers. This is a Python3 optimized fork of pysftp with additional features & improvements.

null 14 Dec 21, 2022
🐎🖥《赛马娘》（ウマ娘: Pretty Derby）辅助脚本

auto-derby 自动化养马 育成结果 Nurturing result 功能 支持客户端 DMM （前台） 实验性 安卓 ADB 连接（后台）开发基于 1080x1920 分辨率 团队赛 (Team race) 有胜利确定奖励时吃帕菲 日常赛 (Daily race) PvP 活动赛 (Cha

NateScarlet 376 Jan 1, 2023
《赛马娘》（ウマ娘: Pretty Derby）辅助 🐎🖥 基于 auto-derby 可视化操作/设置 启动器 一键包
《赛马娘》（ウマ娘: Pretty Derby）辅助 🐎🖥 基于 auto-derby 可视化操作/设置 启动器 一键包

ok-derby 《赛马娘》（ウマ娘: Pretty Derby）辅助 🐎 🖥 基于 auto-derby 可视化操作/设置 启动器 一键包 便捷，好用的 auto_derby 管理器！ 功能 支持客户端 DMM （前台） 实验性 安卓 ADB 连接（后台）开发基于 1080x1920 分辨率

秋葉あんず 90 Jan 1, 2023
Pretty tornado wrapper for making lightweight REST API services

CleanAPI Pretty tornado wrapper for making lightweight REST API services Installation: pip install cleanapi Example: Project folders structure: . ├──

Vladimir Kirievskiy 26 Sep 11, 2022
Drop-in replacement of Django admin comes with lots of goodies, fully extensible with plugin support, pretty UI based on Twitter Bootstrap.
Drop-in replacement of Django admin comes with lots of goodies, fully extensible with plugin support, pretty UI based on Twitter Bootstrap.

Xadmin Drop-in replacement of Django admin comes with lots of goodies, fully extensible with plugin support, pretty UI based on Twitter Bootstrap. Liv

差沙 4.7k Dec 31, 2022
Pretty Tensor - Fluent Neural Networks in TensorFlow
Pretty Tensor - Fluent Neural Networks in TensorFlow

Pretty Tensor provides a high level builder API for TensorFlow. It provides thin wrappers on Tensors so that you can easily build multi-layer neural networks.

Google 1.2k Dec 29, 2022
This is a pretty basic but relatively nice looking Python Pomodoro Timer.
This is a pretty basic but relatively nice looking Python Pomodoro Timer.

Python Pomodoro-Timer This is a pretty basic but relatively nice looking Pomodoro Timer. Currently its set to a very basic mode, but the funcationalit

EmmHarris 2 Oct 18, 2021
Tool for pretty printing and optimizing Lightning Network channels.
Tool for pretty printing and optimizing Lightning Network channels.

Suez Tool for pretty printing and optimizing Lightning Network channels. Installation Install poetry poetry install poetry run ./suez Channel fee poli

Pavol Rusnak 69 Nov 3, 2022
Pretty-doc - Composable text objects with python

pretty-doc from __future__ import annotations from dataclasses import dataclass

Taine Zhao 2 Jan 17, 2022
Shutdown Time - A pretty much useless application that allows you to shut your computer down in x time with a GUI.
Shutdown Time - A pretty much useless application that allows you to shut your computer down in x time with a GUI.

A pretty much useless application that allows you to shut your computer down in x time with a GUI. Should eventually support Windows (all versions), Linux (v2.0+), MacOS (probably with Linux, idk)

null 1 Nov 8, 2022
I got bored and wrote a wordle solver... Its pretty good though, just saying

Wordle Solver I got bored and wrote a wordle solver... Its pretty good though, just saying. Please go support Josh and have fun with Wordle on the off

Darrell Best 2 Jan 25, 2022
Synapse: Matrix reference homeserver

Synapse Contents Introduction About Matrix Support Synapse Installation Connecting to Synapse from a client Registering a new user from a client ACME

matrix.org 10.4k Jan 2, 2023
[ICLR 2021] Is Attention Better Than Matrix Decomposition?
[ICLR 2021] Is Attention Better Than Matrix Decomposition?

Enjoy-Hamburger 🍔 Official implementation of Hamburger, Is Attention Better Than Matrix Decomposition? (ICLR 2021) Under construction. Introduction T

Gsunshine 271 Dec 29, 2022
STUMPY is a powerful and scalable Python library for computing a Matrix Profile, which can be used for a variety of time series data mining tasks
STUMPY is a powerful and scalable Python library for computing a Matrix Profile, which can be used for a variety of time series data mining tasks

STUMPY STUMPY is a powerful and scalable library that efficiently computes something called the matrix profile, which can be used for a variety of tim

TD Ameritrade 2.5k Jan 6, 2023
A Python library for detecting patterns and anomalies in massive datasets using the Matrix Profile
A Python library for detecting patterns and anomalies in massive datasets using the Matrix Profile

matrixprofile-ts matrixprofile-ts is a Python 2 and 3 library for evaluating time series data using the Matrix Profile algorithms developed by the Keo

Target 696 Dec 26, 2022
Comments
  • OSError: cannot open resource

    OSError: cannot open resource

    [Problem] OSError: cannot open resource

    This error occurs because of font problem. We fixed and updated this problem on version 1.1.1.

    When you have such a problem, you have to update your prettycm version on pypi.

    opened by kojunseo 1
Owner
Junseo Ko
🙃 AI Engineer 😊
Junseo Ko
GitHub
Multi-class confusion matrix library in Python

Table of contents Overview Installation Usage Document Try PyCM in Your Browser Issues & Bug Reports Todo Outputs Dependencies Contribution References

Sepand Haghighi 1.3k Dec 31, 2022
Companion "receiver" to matrix-appservice-webhooks for [matrix].

Matrix Webhook Receiver Companion "receiver" to matrix-appservice-webhooks for [matrix]. The purpose of this app is to listen for generic webhook mess

Kim Brose 13 Sep 29, 2022
Official implementation of AAAI-21 paper "Label Confusion Learning to Enhance Text Classification Models"

Description: This is the official implementation of our AAAI-21 accepted paper Label Confusion Learning to Enhance Text Classification Models. The str

null 101 Nov 25, 2022
DependConfusion-X Tool is written in Python3 that scans and monitors list of hosts for Dependency Confusion

DependConfusion-X Tool is written in Python3 which allows security researcher/bug bounty hunter to scan and monitor list of hosts for Dependency Confusion.

Ali Fathi Ali Sawehli 4 Dec 21, 2021
Code and models for ICCV2021 paper "Robust Object Detection via Instance-Level Temporal Cycle Confusion".

Robust Object Detection via Instance-Level Temporal Cycle Confusion This repo contains the implementation of the ICCV 2021 paper, Robust Object Detect

Xin Wang 69 Oct 13, 2022
Dependency Combobulator is an Open-Source, modular and extensible framework to detect and prevent dependency confusion leakage and potential attacks.

Dependency Combobulator Dependency Combobulator is an Open-Source, modular and extensible framework to detect and prevent dependency confusion leakage

Apiiro 84 Dec 23, 2022
DepFine Is a tool to find the unregistered dependency based on dependency confusion valunerablility and lead to RCE

DepFine DepFine Is a tool to find the unregistered dependency based on dependency confusion valunerablility and lead to RCE Installation: You Can inst

Hossam mesbah 14 Nov 11, 2022
JWT Key Confusion PoC (CVE-2015-9235) Written for the Hack the Box challenge - Under Construction

JWT Key Confusion PoC (CVE-2015-9235) Written for the Hack the Box challenge - Under Construction This script performs a Java Web Token Key Confusion

Alex Fronteddu 1 Jan 13, 2022
Drop-in replacement of Django admin comes with lots of goodies, fully extensible with plugin support, pretty UI based on Twitter Bootstrap.

Xadmin Drop-in replacement of Django admin comes with lots of goodies, fully extensible with plugin support, pretty UI based on Twitter Bootstrap. Liv

差沙 4.7k Dec 31, 2022
PathPicker accepts a wide range of input -- output from git commands, grep results, searches -- pretty much anything.After parsing the input, PathPicker presents you with a nice UI to select which files you're interested in. After that you can open them in your favorite editor or execute arbitrary commands.

PathPicker Facebook PathPicker is a simple command line tool that solves the perpetual problem of selecting files out of bash output. PathPicker will:

Facebook 4.8k Dec 30, 2022