The repo for mlbtradetrees.com. Analyze any trade in baseball history!

Overview

MLB Trade Trees

2.0.0 Release: November 24, 2021

www.mlbtradetrees.com allows you to view the trade tree of any player in MLB history.

What is a trade tree?

A trade tree will show you the complete details of a trade made by a team. Let's use Hall Of Fame candidate Cliff Lee for some examples, as he was traded multiple times throughout his career..

Here is the simplest form of his tree: Cliff Lee Phils

Cliff Lee was traded to the Mariners in 2009, and the Phillies received 3 players in return. All players the Phillies received in return either retired or became free agents, ending the tree with them.

Let's take a look at a more complicated example:

Cliff Lee Phils

We can see the Mariners traded away Cliff Lee in 2010, receiving 4 players in return. 2 Players' lines end due to free agency and being picked up on waivers. 2 players' lines continue due to being traded away the next year. Some of those players' lines end however some continue to be traded away, so the tree grows. The tree finally ends in 2014 due to the final player hitting free agency.

Some of these trees can get pretty massive, spanning decades and dozens of trades. An example is Harry Simpson.

The Database

The transaction, team and player databases are thanks to Retrosheet. I will only update transactions when they update the database.

I have made some adjustments to the database that allows the search to go more smoothly:

Transaction database (data/sorted_transactions_final.csv)

  • Nan players involved in trades were changed to "PTBNL/Cash" (player to be named later). Most of the time you see this in a tree, it is a cash transaction.
  • Transactions of players that were released or granted free agency, then signed back with the team as their next transaction were deleted as it caused trees to end prematurely.
  • Franchise tags were added to the database to ensure that a team name change doesn't end a tree.

Team database (data/teams.csv)

  • All teams in the database received a franchise tag if they are part of the same franchise. They received a unique franchise code if they are an independant team.

Player database (data/teams.csv)

  • Nothing changed, just made a copy with the full name to easily get the user input. (static/css/searchable_players.csv)

Installing Locally

If you want to run the website locally:

  • install flask
  • install pandas
  • install JSGlue (allows Jinja to work in a js file)

Run server.py

What am I working on?

Updated Nov. 24 2021

  • Some players don't display properly due to having very old teams not listed in the teams database. Usually these are players before 1920. I just need to update the transactions database to find all teams without the franchise tag.

  • Adding stat support with pybaseball. I'd like to add total war contributed by players in a trade on the tree.

  • Searching for and filtering trees based on team, year, players in a tree, length of trees, etc.

  • Various UI enhancements, like clickable nodes to get a player's tree, collapsable nodes for easier readability.

Statsmodels: statistical modeling and econometrics in Python

About statsmodels statsmodels is a Python package that provides a complement to scipy for statistical computations including descriptive statistics an

statsmodels 8k Dec 29, 2022
A Big Data ETL project in PySpark on the historical NYC Taxi Rides data

Processing NYC Taxi Data using PySpark ETL pipeline Description This is an project to extract, transform, and load large amount of data from NYC Taxi

Unnikrishnan 2 Dec 12, 2021
Visions provides an extensible suite of tools to support common data analysis operations

Visions And these visions of data types, they kept us up past the dawn. Visions provides an extensible suite of tools to support common data analysis

168 Dec 28, 2022
Hue Editor: Open source SQL Query Assistant for Databases/Warehouses

Hue Editor: Open source SQL Query Assistant for Databases/Warehouses

Cloudera 759 Jan 07, 2023
Clean and reusable data-sciency notebooks.

KPACUBO KPACUBO is a set Jupyter notebooks focused on the best practices in both software development and data science, namely, code reuse, explicit d

Matvey Morozov 1 Jan 28, 2022
A fast, flexible, and performant feature selection package for python.

linselect A fast, flexible, and performant feature selection package for python. Package in a nutshell It's built on stepwise linear regression When p

88 Dec 06, 2022
Datashader is a data rasterization pipeline for automating the process of creating meaningful representations of large amounts of data.

Datashader is a data rasterization pipeline for automating the process of creating meaningful representations of large amounts of data.

HoloViz 2.9k Jan 06, 2023
Demonstrate the breadth and depth of your data science skills by earning all of the Databricks Data Scientist credentials

Data Scientist Learning Plan Demonstrate the breadth and depth of your data science skills by earning all of the Databricks Data Scientist credentials

Trung-Duy Nguyen 27 Nov 01, 2022
A distributed block-based data storage and compute engine

Nebula is an extremely-fast end-to-end interactive big data analytics solution. Nebula is designed as a high-performance columnar data storage and tabular OLAP engine.

Columns AI 131 Dec 26, 2022
Finding project directories in Python (data science) projects, just like there R rprojroot and here packages

Find relative paths from a project root directory Finding project directories in Python (data science) projects, just like there R here and rprojroot

Daniel Chen 102 Nov 16, 2022
Generates a simple report about the current Covid-19 cases and deaths in Malaysia

Generates a simple report about the current Covid-19 cases and deaths in Malaysia. Results are delay one day, data provided by the Ministry of Health Malaysia Covid-19 public data.

Yap Khai Chuen 7 Dec 15, 2022
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

Sebastian Pölsterl 876 Jan 04, 2023
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

Avnish Yadav 14 Nov 21, 2022
📊 Python Flask game that consolidates data from Nasdaq, allowing the user to practice buying and selling stocks.

Web Trader Web Trader is a trading website that consolidates data from Nasdaq, allowing the user to search up the ticker symbol and price of any stock

Paulina Khew 21 Aug 30, 2022
BIGDATA SIMULATION ONE PIECE WORLD CENSUS

ONE PIECE is a Japanese manga of great international success. The story turns inhabited in a fictional world, tells the adventures of a young man whose body gained rubber properties after accidentall

Maycon Cypriano 3 Jun 30, 2022
MetPy is a collection of tools in Python for reading, visualizing and performing calculations with weather data.

MetPy MetPy is a collection of tools in Python for reading, visualizing and performing calculations with weather data. MetPy follows semantic versioni

Unidata 971 Dec 25, 2022
Template for a Dataflow Flex Template in Python

Dataflow Flex Template in Python This repository contains a template for a Dataflow Flex Template written in Python that can easily be used to build D

STOIX 5 Apr 28, 2022
Intake is a lightweight package for finding, investigating, loading and disseminating data.

Intake: A general interface for loading data Intake is a lightweight set of tools for loading and sharing data in data science projects. Intake helps

Intake 851 Jan 01, 2023
Convert tables stored as images to an usable .csv file

Convert an image of numbers to a .csv file This Python program aims to convert images of array numbers to corresponding .csv files. It uses OpenCV for

711 Dec 26, 2022
Udacity-api-reporting-pipeline - Udacity api reporting pipeline

udacity-api-reporting-pipeline In this exercise, you'll use portions of each of

Fabio Barbazza 1 Feb 15, 2022