Analyse the limit order book in seconds. Zoom to tick level or get yourself an overview of the trading day.

Related tags

Data Analysislob-app
Overview

Limit Order Book analysis application

Analyse the limit order book in seconds. Zoom to tick level or get yourself an overview of the trading day. Correlate the market activity with the Apple Keynote presentations.

Demo

https://lob.physik.bayern

Dissertation

Modelling the short-term impact of live news-flows on the limit order book using an extended Hawkes process University of Oxford

Christ Church

University of Oxford

This application is part of the thesis submitted in partial fulfilment of the Master of Science in Mathematical Finance

December 17, 2021

Screenshot

Animated Screenshot of the LOB App

Introduction

For screening LOB data and derived figures of our dissertation, and easy data discovery, we developed a web based graphical user interface. The application was optimised to show data on all time-levels, e.g., give an overview of the trading day, as well as, zoom into the data to view the impact of individual messages. Aggregation is done in real time using intelligent caching so that database requests and calculation effort are efficiently minimized. The user can choose different types of plots, such as 2D heatmaps of the volume profile, the volume at touch, midprice, etc. Stock data are shown in sync with video data, as well as, speech data extracted from the audio file. The plots are interactive so that the user can zoom in and out of the data by clicking into the plots. Readers of our dissertation can use this application to get a overview of the analysed data and find their own results quickly.

Requirements

  • mongo-db database
  • redit database
  • to use OCR/speech recognition please provide Google cloud credentials (in config/google.json)
  • to download LOB data, please provide TradingPhysics credentials (in config/tradingphyurl.txt)
  • video files are automatically downloaded from Apple's podcast library

Usage

Build container

docker build -t lob:latest .

Run application

docker run -d -it -p 8123:8123 --name lob -e REDIS_SERVER=redis -e MONGO_SERVER=mongo --network="db-network" -v /home/core/data:/data:ro --restart unless-stopped lob:latest python3 startup.py --nocheck

Additional analysis libraries

Additional code that has been used for data analysis in our dissertation can be found here: https://github.com/LimitOrderBook/lob-analysis.

Note that the analysis code is not necessary to run this application.

Copyright

This app is is licensed under the MIT License (see LICENSE.TXT)

Driver Analysis with Factors and Forests: An Automated Data Science Tool using Python

Driver Analysis with Factors and Forests: An Automated Data Science Tool using Python 📊

Thomas 2 May 26, 2022
Python for Data Analysis, 2nd Edition

Python for Data Analysis, 2nd Edition Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media Buy

Wes McKinney 18.6k Jan 08, 2023
Data pipelines built with polars

valves Warning: the project is very much work in progress. Valves is a collection of functions for your data .pipe()-lines. This project aimes to host

14 Jan 03, 2023
A set of tools to analyse the output from TraDIS analyses

QuaTradis (Quadram TraDis) A set of tools to analyse the output from TraDIS analyses Contents Introduction Installation Required dependencies Bioconda

Quadram Institute Bioscience 2 Feb 16, 2022
Random dataframe and database table generator

Random database/dataframe generator Authored and maintained by Dr. Tirthajyoti Sarkar, Fremont, USA Introduction Often, beginners in SQL or data scien

Tirthajyoti Sarkar 249 Jan 08, 2023
a tool that compiles a csv of all h1 program stats

h1stats - h1 Program Stats Scraper This python3 script will call out to HackerOne's graphql API and scrape all currently active programs for informati

Evan 40 Oct 27, 2022
Semi-Automated Data Processing

Perform semi automated exploratory data analysis, feature engineering and feature selection on provided dataset by visualizing every possibilities on each step and assisting the user to make a meanin

Arun Singh Babal 1 Jan 17, 2022
Pandas-based utility to calculate weighted means, medians, distributions, standard deviations, and more.

weightedcalcs weightedcalcs is a pandas-based Python library for calculating weighted means, medians, standard deviations, and more. Features Plays we

Jeremy Singer-Vine 98 Dec 31, 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

Vega 803 Dec 27, 2022
Python Library for learning (Structure and Parameter) and inference (Statistical and Causal) in Bayesian Networks.

pgmpy pgmpy is a python library for working with Probabilistic Graphical Models. Documentation and list of algorithms supported is at our official sit

pgmpy 2.2k Dec 25, 2022
Two phase pipeline + StreamlitTwo phase pipeline + Streamlit

Two phase pipeline + Streamlit This is an example project that demonstrates how to create a pipeline that consists of two phases of execution. In betw

Rick Lamers 1 Nov 17, 2021
Statistical & Probabilistic Analysis of Store Sales, University Survey, & Manufacturing data

Statistical_Modelling Statistical & Probabilistic Analysis of Store Sales, University Survey, & Manufacturing data Statistical Methods for Decision Ma

Avnika Mehta 1 Jan 27, 2022
A real-time financial data streaming pipeline and visualization platform using Apache Kafka, Cassandra, and Bokeh.

Realtime Financial Market Data Visualization and Analysis Introduction This repo shows my project about real-time stock data pipeline. All the code is

6 Sep 07, 2022
A Python Tools to imaging the shallow seismic structure

ShallowSeismicImaging Tools to imaging the shallow seismic structure, above 10 km, based on the ZH ratio measured from the ambient seismic noise, and

Xiao Xiao 9 Aug 09, 2022
Single-Cell Analysis in Python. Scales to >1M cells.

Scanpy – Single-Cell Analysis in Python Scanpy is a scalable toolkit for analyzing single-cell gene expression data built jointly with anndata. It inc

Theis Lab 1.4k Jan 05, 2023
MotorcycleParts DataAnalysis python

We work with the accounting department of a company that sells motorcycle parts. The company operates three warehouses in a large metropolitan area.

NASEEM A P 1 Jan 12, 2022
Python package for analyzing behavioral data for Brain Observatory: Visual Behavior

Allen Institute Visual Behavior Analysis package This repository contains code for analyzing behavioral data from the Allen Brain Observatory: Visual

Allen Institute 16 Nov 04, 2022
Python reader for Linked Data in HDF5 files

Linked Data are becoming more popular for user-created metadata in HDF5 files.

The HDF Group 8 May 17, 2022
TE-dependent analysis (tedana) is a Python library for denoising multi-echo functional magnetic resonance imaging (fMRI) data

tedana: TE Dependent ANAlysis TE-dependent analysis (tedana) is a Python library for denoising multi-echo functional magnetic resonance imaging (fMRI)

136 Dec 22, 2022
collect training and calibration data for gaze tracking

Collect Training and Calibration Data for Gaze Tracking This tool allows collecting gaze data necessary for personal calibration or training of eye-tr

Pascal 5 Dec 17, 2022