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

scikit-survival is a Python module for survival analysis built on top of scikit-learn.

scikit-survival scikit-survival is a Python module for survival analysis built on top of scikit-learn. It allows doing survival analysis while utilizi

876 Jan 04, 2023

The Spark Challenge Student Check-In/Out Tracking Script

The Spark Challenge Student Check-In/Out Tracking Script This Python Script uses the Student ID Database to match the entries with the ID Card Swipe a

1 Dec 09, 2021

Spaghetti: an open-source Python library for the analysis of network-based spatial data

pysal/spaghetti SPAtial GrapHs: nETworks, Topology, & Inference Spaghetti is an open-source Python library for the analysis of network-based spatial d

203 Jan 03, 2023

Get mutations in cluster by querying from LAPIS API

Cluster Mutation Script Get mutations appearing within user-defined clusters. Usage Clusters are defined in the clusters dict in main.py: clusters = {

1 Oct 22, 2021

SparseLasso: Sparse Solutions for the Lasso

SparseLasso: Sparse Solutions for the Lasso Introduction SparseLasso provides a Scikit-Learn based estimation of the Lasso with cross-validation tunin

1 Nov 08, 2021

Active Learning demo using two small datasets

ActiveLearningDemo How to run step one put the dataset folder and use command below to split the dataset to the required structure run utils.py For ea

3 Nov 10, 2021

BigDL - Evaluate the performance of BigDL (Distributed Deep Learning on Apache Spark) in big data analysis problems

Evaluate the performance of BigDL (Distributed Deep Learning on Apache Spark) in big data analysis problems.

1 Jan 06, 2022

Bigdata Simulation Library Of Dream By Sandman Books

BIGDATA SIMULATION LIBRARY OF DREAM BY SANDMAN BOOKS ================= Solution Architecture Description In the realm of Dreaming, its ruler SANDMAN,

3 Jun 30, 2022

Learn machine learning the fun way, with Oracle and RedBull Racing

Red Bull Racing Analytics Hands-On Labs Introduction Are you interested in learning machine learning (ML)? How about doing this in the context of the

55 Oct 24, 2022

PipeChain is a utility library for creating functional pipelines.

PipeChain Motivation PipeChain is a utility library for creating functional pipelines. Let's start with a motivating example. We have a list of Austra

2 Aug 07, 2022

Python Kalman filtering and optimal estimation library. Implements Kalman filter, particle filter, Extended Kalman filter, Unscented Kalman filter, g-h (alpha-beta), least squares, H Infinity, smoothers, and more. Has companion book 'Kalman and Bayesian Filters in Python'.

FilterPy - Kalman filters and other optimal and non-optimal estimation filters in Python. NOTE: Imminent drop of support of Python 2.7, 3.4. See secti

2.5k Dec 30, 2022

My first Python project is a simple Mad Libs program.

Python CLI Mad Libs Game My first Python project is a simple Mad Libs program. Mad Libs is a phrasal template word game created by Leonard Stern and R

1 Dec 10, 2021

Hg002-qc-snakemake - HG002 QC Snakemake

HG002 QC Snakemake To Run Resources and data specified within snakefile (hg002QC

2 Feb 16, 2022

Titanic data analysis for python

Titanic-data-analysis This Repo is an analysis on Titanic_mod.csv This csv file contains some assumed data of the Titanic ship after sinking This full

1 Dec 26, 2021

A tax calculator for stocks and dividends activities.

Revolut Stocks calculator for Bulgarian National Revenue Agency Information Processing and calculating the required information about stock possession

200 Oct 25, 2022

Wafer Fault Detection - Wafer circleci with python

Wafer Fault Detection Problem Statement: Wafer (In electronics), also called a slice or substrate, is a thin slice of semiconductor, such as a crystal

14 Nov 21, 2022

Spectacular AI SDK fuses data from cameras and IMU sensors and outputs an accurate 6-degree-of-freedom pose of a device.

Spectacular AI SDK examples Spectacular AI SDK fuses data from cameras and IMU sensors (accelerometer and gyroscope) and outputs an accurate 6-degree-

94 Jan 04, 2023

Data Analytics on Genomes and Genetics

Data Analytics performed on On genomes and Genetics dataset to predict genetic disorder and disorder subclass. DONE by TEAM SIGMA!

1 Jan 12, 2022

Falcon: Interactive Visual Analysis for Big Data

Falcon: Interactive Visual Analysis for Big Data Crossfilter millions of records without latencies. This project is work in progress and not documente

803 Dec 27, 2022

Snakemake workflow for converting FASTQ files to self-contained CRAM files with maximum lossless compression.

Snakemake workflow: name A Snakemake workflow for description Usage The usage of this workflow is described in the Snakemake Workflow Catalog. If

1 Dec 16, 2021