Analysiscsv.py for extracting analysis and exporting as CSV

Last update: Apr 25, 2022

Related tags

Data Analysis wcc_analysis

Overview

wcc_analysis

Lichess page documentation: https://lichess.org/page/world-championships

Each WCC has a study, studies are fetched using: https://lichess.org/api#operation/studyAllChaptersPgn

Source PGNs are found in /analysed_pgns

Analysiscsv.py for extracting analysis and exporting as CSV - sample export is found in analysis.csv

Visualize.py takes in CSV and makes some charts, examples are shown below.

Output 1: Table of games by combined ACPL

Year	Game No.	White Player	Black Player	Combined ACPL
2021	3	Nepomniachtchi, Ian	Carlsen, Magnus	6.62
1978	15	Kortschnoj, Viktor	Karpov, Anatoly	6.67
1987	18	Kasparov, Gary	Karpov, Anatoly	6.69
1972	16	Fischer, Robert James	Spassky, Boris V	6.86
2014	9	Carlsen, Magnus	Anand, Viswanathan	6.95
....	....	....	...	...
1886	11	Zukertort, Johannes Hermann	Steinitz, William	153.59
1957	9	Botvinnik, Mikhail	Smyslov, Vassily	154.90
1892	19	Chigorin, Mikhail	Steinitz, William	167.13
1889	15	Chigorin, Mikhail	Steinitz, William	211.98
1892	15	Chigorin, Mikhail	Steinitz, William	212.33

Output 2: Some graphs of average combined acpl vs. time

Output 3: All games by ACPL vs. num moves

Note some games are off the table in both x and y axes.

Owner

GitHub Repository

Full automated data pipeline using docker images

Create postgres tables from CSV files This first section is only relate to creating tables from CSV files using postgres container alone. Just one of

1 Nov 21, 2021

Python Package for DataHerb: create, search, and load datasets.

The Python Package for DataHerb A DataHerb Core Service to Create and Load Datasets.

4 Feb 11, 2022

Larch: Applications and Python Library for Data Analysis of X-ray Absorption Spectroscopy (XAS, XANES, XAFS, EXAFS), X-ray Fluorescence (XRF) Spectroscopy and Imaging

Larch: Data Analysis Tools for X-ray Spectroscopy and More Documentation: http://xraypy.github.io/xraylarch Code: http://github.com/xraypy/xraylarch L

95 Dec 13, 2022

The micro-framework to create dataframes from functions.

The micro-framework to create dataframes from functions.

762 Jan 07, 2023

A Python package for the mathematical modeling of infectious diseases via compartmental models

A Python package for the mathematical modeling of infectious diseases via compartmental models. Originally designed for epidemiologists, epispot can be adapted for almost any type of modeling scenari

12 Dec 28, 2022

A powerful data analysis package based on mathematical step functions. Strongly aligned with pandas.

The leading use-case for the staircase package is for the creation and analysis of step functions. Pretty exciting huh. But don't hit the close button

48 Dec 21, 2022

talkbox is a scikit for signal/speech processing, to extend scipy capabilities in that domain.

talkbox is a scikit for signal/speech processing, to extend scipy capabilities in that domain.

76 Nov 30, 2022

PLStream: A Framework for Fast Polarity Labelling of Massive Data Streams

PLStream: A Framework for Fast Polarity Labelling of Massive Data Streams Motivation When dataset freshness is critical, the annotating of high speed

4 Aug 02, 2022

High Dimensional Portfolio Selection with Cardinality Constraints

High-Dimensional Portfolio Selecton with Cardinality Constraints This repo contains code for perform proximal gradient descent to solve sample average

2 Mar 22, 2022

COVID-19 deaths statistics around the world

COVID-19-Deaths-Dataset COVID-19 deaths statistics around the world This is a daily updated dataset of COVID-19 deaths around the world. The dataset c

4 Jul 10, 2022

OpenDrift is a software for modeling the trajectories and fate of objects or substances drifting in the ocean, or even in the atmosphere.

opendrift OpenDrift is a software for modeling the trajectories and fate of objects or substances drifting in the ocean, or even in the atmosphere. Do

167 Dec 13, 2022

Python package to transfer data in a fast, reliable, and packetized form.

pySerialTransfer Python package to transfer data in a fast, reliable, and packetized form.

101 Dec 07, 2022

Performance analysis of predictive (alpha) stock factors

Alphalens Alphalens is a Python Library for performance analysis of predictive (alpha) stock factors. Alphalens works great with the Zipline open sour

2.5k Jan 09, 2023

Python scripts aim to use a Random Forest machine learning algorithm to predict the water affinity of Metal-Organic Frameworks

The following Python scripts aim to use a Random Forest machine learning algorithm to predict the water affinity of Metal-Organic Frameworks (MOFs). The training set is extracted from the Cambridge S

1 Jan 09, 2022

🌍 Create 3d-printable STLs from satellite elevation data 🌏

mapa 🌍 Create 3d-printable STLs from satellite elevation data Installation pip install mapa Usage mapa uses numpy and numba under the hood to crunch

13 Dec 15, 2022

A utility for functional piping in Python that allows you to access any function in any scope as a partial.

WithPartial Introduction WithPartial is a simple utility for functional piping in Python. The package exposes a context manager (used with with) calle

1 Oct 26, 2021

A Python and R autograding solution

Otter-Grader Otter Grader is a light-weight, modular open-source autograder developed by the Data Science Education Program at UC Berkeley. It is desi

93 Jan 03, 2023

A model checker for verifying properties in epistemic models

Epistemic Model Checker This is a model checker for verifying properties in epistemic models. The goal of the model checker is to check for Pluralisti

2 Dec 22, 2021

Pandas and Dask test helper methods with beautiful error messages.

beavis Pandas and Dask test helper methods with beautiful error messages. test helpers These test helper methods are meant to be used in test suites.

18 Nov 28, 2022

ETL flow framework based on Yaml configs in Python

ETL framework based on Yaml configs in Python A light framework for creating data streams. Setting up streams through configuration in the Yaml file.

18 Jul 06, 2022