Python Data Analysis for the Impatient
===
Table of Contents
---
- [Table of Contents](https://hackmd.io/@0xff07/ByQ4UrUw5)
Python Quick Start
---
- [Quick Start\*](https://hackmd.io/@0xff07/HyutSN8vc)
Data Analysis Workflow
---
- [Generic Data Analysis Workflow\*](https://hackmd.io/@0xff07/SyLVUULP9)
Data Wrangling
---
- [Pandas\*](https://hackmd.io/@0xff07/Hkp6lLIPq)
- [NumPy\*](https://hackmd.io/@0xff07/rkytgIUD9)
- [GeoPandas](https://hackmd.io/@0xff07/HywF82e_5)
- [JAX](https://hackmd.io/@0xff07/Hko3ywPPq)
- [Xarray](https://hackmd.io/@0xff07/ryfAxcDv5)
Data Cleaning
---
- [Data Cleaning Methodologies](https://hackmd.io/@0xff07/SyVGPne_q)
Data Visualization
---
- [matplotlib\*](https://hackmd.io/@0xff07/BJ6M6O8w9)
- [seaborn\*](https://hackmd.io/@0xff07/H1H2AuLP5)
- [Data Visualization Methodologies](https://hackmd.io/@0xff07/rJwpKN8Dc)
Basic Data Analysis
---
- [Numerical Methods](https://hackmd.io/@0xff07/rkuA2H8wc)
Time Series Analysis
---
- [Time Series Analysis](https://hackmd.io/@0xff07/rysYwNLwc)
- [Datetimes](https://hackmd.io/@0xff07/ByE9wL8Pc)
- [Locales](https://hackmd.io/@0xff07/rku3hIIw5)
Dashboard
---
- [Dashboard Introductions](https://hackmd.io/@0xff07/SkM8IEIw5)
- [Bokeh](https://hackmd.io/@0xff07/BJKvxYLP9)
- [HoloViz](https://hackmd.io/@0xff07/rkvqRLPvq)
- [Panel](https://hackmd.io/@0xff07/H1b2sOID5)
- [Plotly](https://hackmd.io/@0xff07/SkphmYUDc)
- [Dash](https://hackmd.io/@0xff07/SJgU2OIv5)
- [Viola](https://hackmd.io/@0xff07/ryUF1qvv5)
- [ipywidget](https://hackmd.io/@0xff07/rJpC4KID5)
Probabilistic Methods
---
- [Probability Basics](https://hackmd.io/@0xff07/ByQTxPPPc)
- [Statistics Basics](https://hackmd.io/@0xff07/By1M8PDP5)
- [Bayesian Inference](https://hackmd.io/@0xff07/Sy48Ar8w5)
- [Markov Chain (PyMC3)](https://hackmd.io/@0xff07/BJDt_uUvq)
Modeling Tools
---
- [scikit-learn](https://hackmd.io/@0xff07/BkgydIPPc)
- [Deep Learning](https://hackmd.io/@0xff07/rJm75N8D9)
- [NLP](https://hackmd.io/@0xff07/Bkm1KSID9)
- [DEAP](https://hackmd.io/@0xff07/BJdpnVUwc)
Network Analysis
---
- [NetworkX](https://hackmd.io/@0xff07/r1nOMrIDq)
Performance
---
- [Profiling](https://hackmd.io/@0xff07/BkAtRE8vq)
- [Data Wrangling with Performance](https://hackmd.io/@0xff07/BJx48aPvq)
Concurrent Programming
---
- [Concurrency in Python](https://hackmd.io/@0xff07/HyvnPS8v5)
- [Dask](https://hackmd.io/@0xff07/S1-pdV8Dc)
- [asyncio](https://hackmd.io/@0xff07/Byt7fUUP5)
Compiler Optimizations
---
- [Numba](https://hackmd.io/@0xff07/HyLn-qvDq)
- [Pyjion](https://hackmd.io/@0xff07/r1Zl1HLDc)
- [Theano](https://hackmd.io/@0xff07/HJVr9Hvvc)
Web Crawlers
---
- [Web Crawlers](https://hackmd.io/@0xff07/BJoqFrLw5)
Testing
---
- [Pytest](https://hackmd.io/@0xff07/Hk3e_NIw9)
- [Property-Based Testing](https://hackmd.io/@0xff07/BJaZFNIvc)
Documantation Tools
---
- [sphinx](https://hackmd.io/@0xff07/SywUYVUw9)
Appendix: Advanced Python Techniques
---
- [Exeption Handling](https://hackmd.io/@0xff07/rJDf2IUwq)
- [OOP](https://hackmd.io/@0xff07/rJ_VPLUv5)
- [Decorators](https://hackmd.io/@0xff07/HkNnjNID9)
- [List Comprehension](https://hackmd.io/@0xff07/r1bu-L8w5)
- [Pattern Matching](https://hackmd.io/@0xff07/SJbYgrIDc)
- [Functional Programming](https://hackmd.io/@0xff07/H1ubQrLDq)
- [Regular Expression](https://hackmd.io/@0xff07/H1Wq7H8vq)
- [Sets](https://hackmd.io/@0xff07/ry3IWvLvc)
Appendix: Miscellaneous Topics
---
- [IEEE754](https://hackmd.io/@0xff07/rkyi0LLDq)
- [Python Internals](https://hackmd.io/@0xff07/BJ1nySUDq)
- [Package Management](https://hackmd.io/@0xff07/ByAXPEUv5)
- [Debuggers](https://hackmd.io/@0xff07/SJhKkLLP9)
- [Image Processing](https://hackmd.io/@0xff07/rkVPJvDvc)
Interesting Stuffs
---
- [Python for PLC](https://hackmd.io/@0xff07/ryKfGPUw5)
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