Open Source Data Analytics Tools - Page 14
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Students project for finding stock market trading system based on a simulation of market and historical data analysis.
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This project aims to develop open source psychometric data analysis software, including estimation software for Rasch and Item Response Theory (IRT) models for both dichotomous and polytomous test items.
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Sorting Algorithms
Searching and Sorting algorithms
Selection Sort, Quick Sort, Merge Sort, etc Data analysis and efficiency. -
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Command line encryption tool for one time, daemon, or stream data processing. Data stats, check sums, conversion to/from text. Data/keys from files, pipes, standard input. In-place/diverted processing or data-analysis-only. Random, file, password keys.
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Status Board is a web based (Apache, mod_perl, HTML::Mason, MySQL) system to store answers to questions and produce reports. It will support data export, compartmentialization of user access and constraints to user input for better data analysis.
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StockNovice
Program for Stock Exchange operations modeling and data analysis
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StreamAlert
StreamAlert is a serverless, realtime data analysis framework
StreamAlert is a serverless, real-time data analysis framework that empowers you to ingest, analyze, and alert on data from any environment, using data sources and alerting logic you define. Computer security teams use StreamAlert to scan terabytes of log data every day for incident detection and response. Incoming log data will be classified and processed by the rules engine. Alerts are then sent to one or more outputs. Rules are written in Python; they can utilize any Python libraries or functions. Merge similar alerts and automatically promote new rules if they are not too noisy. Ingested logs and generated alerts can be retroactively searched for compliance and research. Serverless design is cheaper, easier to maintain, and scales to terabytes per day. Deployment is automated, simple, safe and repeatable for any AWS account. Secure by design, least-privilege execution, containerized analysis, and encrypted data storage. -
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Sweetviz
Visualize and compare datasets, target values and associations
Sweetviz is an open-source Python library that generates beautiful, high-density visualizations to kickstart EDA (Exploratory Data Analysis) with just two lines of code. Output is a fully self-contained HTML application. The system is built around quickly visualizing target values and comparing datasets. Its goal is to help quick analysis of target characteristics, training vs testing data, and other such data characterization tasks. Shows how a target value (e.g. "Survived" in the Titanic dataset) relates to other features. Sweetviz integrates associations for numerical (Pearson's correlation), categorical (uncertainty coefficient) and categorical-numerical (correlation ratio) datatypes seamlessly, to provide maximum information for all data types. Automatically detects numerical, categorical and text features, with optional manual overrides. min/max/range, quartiles, mean, mode, standard deviation, sum, median absolute deviation, coefficient of variation, kurtosis, skewness. -
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Swift is an open source package for primary data analysis on next-gen sequence data "from images to basecalls". Currently Swift is targeted toward Solexa/Illumina sequencing, but is designed to be platform agnostic.
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TABSAT
Analysis Tool for Targeted Amplicon Bisulfite Sequencing
TABSAT - Targeted Amplicon Bisulfite Sequencing Analysis Tool A tool for analyzing targeted bisulfite sequencing data generated on an Ion Torrent PGM / Illumina MiSeq. The workflow starts with raw sequencing data, performs quality assessment, and uses a tailored version of Bismark to map the reads to a reference genome. Results are aggregated across all samples, presented in table format, and visualized as lollipop plots. In addition, due to the long read length of Ion Torrent reads, the pipeline is able to deduce specific methylation-patterns present in a sample. Please check out the Github page: https://github.com/tadkeys/tabsat -
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TONIC
Analysis of neural spiking data generated by multi-electrode arrays
A neuroscience data analysis package for handling extracellular potentials recorded by multi-electrode arrays, including signal processing, event detection, feature extraction, and spike sorting. -
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TOPS_CeMM
User Friendly Data Analysis Tool for Interaction Data
TOPS provides the benchtop scientist with a free toolset to analyze, filter and visualize data from functional genomic gene-gene and gene-drug interaction screens with a flexible interface to accommodate various different technologies and analysis algorithms in addition to those already provided here. -
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TSDF
Time-Series Degradation Data Format for Semiconductor Reliability Data
TSDF is data format for reliability degradation data, specifically degradation data from semiconductor devices. It aims to take a potentially large amount of reliability data and put it into a small number of files that are human readable. TSDF does this by separating metadata from raw data. With this separation, it is easy for a user to view or search through a set of TSDF files to get information needed to put the data in context (process, lot and wafer info, device types, failure mechanism, etc.) Based on this data format, software tools such as conversion programs, database management tools, and data analysis tools will be developed and distributed to the user community. Extensions to handle detailed device parameter information, detailed stress waveforms, and semiconductor package information are being planned. -
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TaBS-Pipe
Targeted Bisulfite Sequencing Data Analysis Pipeline v1.0.2
A pipeline to analyze the data obtained from targeted bisulfite sequencing through the ion-torrent platform. TaBSAP is a pipeline to map bisulfite treated sequencing reads to a genome of interest and perform methylation calls in a single step and enables a researcher to analyze the methylation levels of their samples straight away. It's main features are: -Bisulfite mapping and methylation calling in one single step -Supports single-end read alignments -Alignment seed length, number of mismatches etc. are adjustable -The output gives heatmap with categories. -
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Tata is a Qt project aiming at developing a data analysis program for scientific use. It contains wave form display and other data analysis functions, you can easily add your own code to fulfill your specific need. Welcome to join us!
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TeachingDemos
Bioinformatics related demos and tutorials using the R programming lan
Bioinformatics related demos and tutorials using the R programming language for large biological data. Licence: Creative Commons Attribution-NonCommercial 4.0 International License -
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Template database is a novel relational database that provides schema freedom. The current implementation is on top of PostgreSQL. It has interesting properties that make it suitable for data analysis / annotation / modeling.
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TensorBase
TensorBase is a new big data warehousing with modern efforts
TensorBase hopes the open source not become a copy game. TensorBase has a clear-cut opposition to fork communities, repeat wheels, or hack traffic for so-called reputations (like Github stars). After thoughts, we decided to temporarily leave the general data warehousing field. For people who want to learn how a database system can be built up, or how to apply modern Rust to the high-performance field, or embed a lightweight data analysis system into your own big one. You can still try, ask or contribute to TensorBase. The committers are still around the community. We will help you in all kinds of interesting things pursued in the project by us and maybe you. We still maintain the project to look forward to meeting more database geniuses in this world, although no new feature will be added in the near future. -
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ThermV
Comprehensive thermal analysis software package
ThermV thermal analysis software package aims to provide the most sophisticated automatic analysis of thermal analysis data (TG/DTG, DTA and DSC). It offers new algorithm for concurrent peak deconvolution at different heating rates and provides full kinetic analysis of these data, including isoconversional methods for Ea, determination of reaction model and full kinetic triplet, Avrami coefficients, and dimensionality of crystal growth for reactions in the solid state. The project is currently in alpha stage, where individual modules will be provided for data analysis. The modules for peak deconvolution, peak profile analysis and determination of Ea and lnA will be provided first. Full GUI will be provided in beta stage. Due to computational limitations, the code is partly programmed in Python and partly in R. Python code will eventually be fully integrated into GUI. R code might remain standalone, although it will be integrated to a highest possible degree. Distributed under GPL -
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Tools for T-RFLP data analysis
VB macros and a template for the analysis of T-RFLP data using Excel.
A collection of Visual Basic macros and a template for the analysis of terminal restriction fragment length polymorphism data using Microsoft Excel. -
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TrackArt
GUI for diffusion simulation and SMT data analysis
TrackArt is a simple MATLAB GUI for single particle tracking data analysis and simulation. -
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TrackXY
Track & log x & y displacement, in realtime, of object in webcam
Track, in realtime, horizontal and vertical displacement of object in webcam. Log timestamp, x and y to comma-separated value (.csv) file importable to spreadsheet. Uses Lukas-Kanade algorithm and based on lkdemo.cpp in OpenCV, stripped down to track single point in high contrast against a uniform background. Based on the BSD licensed OpenCV, TrackXY also has BSD-style license. I am a bit embarrassed to be posting this here, because it's such a rudimentary program, but I couldn't find any other ready-made program that would track an object in real-time from webcam, other than an $80 special-purpose program used in the original (torsion balance) experiment we were replicating. I released TrackXY to reduce barriers to entry to science. Planned features include versions for each platform, a GUI, comprehensive data management, and data analysis tools. To analyze motion in /recorded/ video (not real-time), you may prefer something like PhysMo, also a SourceForge project. -
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TrollEditor
Editor of virtual worlds.
Troll enables creation and visualisation of complex environments. It is based on Ogre3D (graphics engine), Bullet (physics engine), PhysX (physics engine), OpenAL (3D sound and music), OpenCV (image analysis and camera model) and Boost (threading and python binding). It uses Python for scripting, as well as built in simple scripting language. Some features: - built in multiplayer - incorporating data from different sensors (IMU, AHRS, Razer Hydra) - image server/client - built in support for motion capture data analysis - path finding using data from physics engine (backwave propagation algorithm) - built in XML parser - graphical world editor - plugins system (C++) -
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Unitret - a versatile software package for neurophysiological data analysis, MATLAB based.
