Top 23 Python Statistic Projects
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Project mention: Will I be able to switch into a hardware job if my first job is in data science? | reddit.com/r/ElectricalEngineering | 2021-12-07
I can't tell you whether you'd like data science or machine learning, but I can tell you I took a class in it last year. It was an applied ML class targeting power systems engineers. ML is extremely statistics and probability heavy. I personally found the theory to be very dry, but the application to be rather enjoyable. We used sci-kit learn, which is an interesting Python package targeting academic data science and machine learning. https://scikit-learn.org/
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Project mention: Advice required to choose appropriate software for an assignment | reddit.com/r/econometrics | 2021-04-26
Can't you get a student discount for Stata? R would definitely be able to handle everything. For Python, have a look through the statsmodel package https://github.com/statsmodels/statsmodels
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boltons
🔩 Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python standard library. Nothing like Michael Bolton.
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Project mention: Has anyone worked on problems involving "portfolio optimization theory"? | reddit.com/r/datascience | 2021-07-29
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pgmpy
Python Library for learning (Structure and Parameter) and inference (Probabilistic and Causal) in Bayesian Networks.
Project mention: [D] Python toolboxes for probabilistic graphical model inference | reddit.com/r/MachineLearning | 2021-11-03I do know of a few promising toolboxes such as pgmpy, pymc3, and pyro, but have not used either of them (for this purpose) and am at a bit of a loss picking one to start with.
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Project mention: Automated Data Profiling and Attribute Clustering using unsupervised ML techniques | reddit.com/r/datascience | 2021-07-03
Take a look at this package which computes associations between variables and other viz and can infer some types https://github.com/fbdesignpro/sweetviz
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Scout APM
Scout APM: A developer's best friend. Try free for 14-days. Scout APM uses tracing logic that ties bottlenecks to source code so you know the exact line of code causing performance issues and can get back to building a great product faster.
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I've you haven't come across it, I recommend this straightforward library as a starting point https://github.com/CamDavidsonPilon/lifetimes
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Project mention: [P] PyCM 3.3 released: Comparison of Classifiers Based on Confusion Matrix | reddit.com/r/MachineLearning | 2021-10-27
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Github Stats:https://github.com/jstrieb/github-stats
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uncertainty-baselines
High-quality implementations of standard and SOTA methods on a variety of tasks.
Project mention: Google AI Introduces ‘Uncertainty Baselines Library’ For Uncertainty and Robustness in Deep Learning | reddit.com/r/artificial | 2021-10-17Code for https://arxiv.org/abs/2106.04015 found: https://github.com/google/uncertainty-baselines
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Project mention: Is there any baseball website that won't get pissed at me scraping it often? | reddit.com/r/Sabermetrics | 2021-06-29
I have used this for my own projects: https://github.com/roclark/sportsipy
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Project mention: Any tools for monitoring fitness without a power meter, besides Strava? | reddit.com/r/Strava | 2021-01-21
if not, and you're competent with docker, you may be able to get choochoo running - https://github.com/andrewcooke/choochoo
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Project mention: Monitor the stability of a pandas or spark dataframe | news.ycombinator.com | 2021-09-15
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Never heard of this library, looks neat. Linking for posterity: https://github.com/cokelaer/fitter
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Project mention: [P] Model Performance Monitoring in Production | reddit.com/r/MachineLearning | 2021-11-01
And the logger repo is https://github.com/graphsignal/graphsignal.
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Project mention: Tokei-pie: render tokei's output to interactive sunburst chart | news.ycombinator.com | 2021-11-18
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emerge
emerge is a source code analysis tool and dependency visualizer that can be used to gather insights about source code structure, metrics, dependencies and complexity of software projects. After scanning the source code of a project it provides you an interactive web interface to explore and analyze your project by using graph structures.
Project mention: Is it possible to generate a flow diagram from Javascript code? | reddit.com/r/vscode | 2021-09-06There's no VS Code extension for it AFAIK, but it's the best (and almost only) tool that I know which can do it for JavaScript code. There's also madge and emerge, in case the first one doesn't fit your needs.
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Project mention: Highly used R packages with no Python equivalent | reddit.com/r/bioinformatics | 2021-08-07
BreakoutDetection. I actually started doing something like this, and contributed a few things to the dcor library that could be used for the underlying e-statistics, but I never got around to implementing the whole thing.
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You should check https://github.com/math-a3k/django-ai and https://github.com/math-a3k/covid-ht as an integrated way of doing this
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Project mention: [D]getting a good p-value and confidence interval for cross-validated AUC | reddit.com/r/MachineLearning | 2021-05-12
https://statisticaloddsandends.wordpress.com/2020/06/07/what-is-the-delong-test-for-comparing-aucs/ https://www.rdocumentation.org/packages/pROC/versions/1.17.0.1 http://pamixsun.github.io/papers/sun2014fast.pdf https://github.com/yandexdataschool/roc_comparison
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Project mention: NHL goalies save percentage by goal differential | reddit.com/r/hockey | 2021-05-18
I used the nhlstats tool to download play-by-play and shift data for the current NHL season, and then loaded it into a PostgreSQL database. 99% of the analysis was done using postgres queries, though I did use a little bit of pandas / Seaborn to create charts because of how intertwined those ecosystems are. The queries are relatively complex so I won't break them down here unless there is great demand, but I am planning to release the code to download & process the data once I have it cleaned up a bit.
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speedtest-to-influxdb
Script to periodically run the Speedtest CLI application by Ookla and post results to InfluxDB. (by aidengilmartin)
Project mention: Kontinuierliche Überwachung der Internetgeschwindigkeit über die QNAP????? | reddit.com/r/de_EDV | 2021-11-04
Python Statistics related posts
- Will I be able to switch into a hardware job if my first job is in data science?
- How to effectively incorporate ML in django?
- Minecraft Server Statistics Disord Bot. Now available on Github more info in the comments
- [P] PyCM 3.3 released: Comparison of Classifiers Based on Confusion Matrix
- PyCM 3.3 released: Multi-class confusion matrix library in Python
- PyCM 3.3 released: Machine learning library for confusion matrix analysis
- Customer lifetime value
Index
What are some of the best open-source Statistic projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | scikit-learn | 48,142 |
| 2 | statsmodels | 6,897 |
| 3 | boltons | 5,662 |
| 4 | Tautulli | 4,136 |
| 5 | eiten | 2,081 |
| 6 | pgmpy | 1,937 |
| 7 | sweetviz | 1,830 |
| 8 | lifetimes | 1,196 |
| 9 | pycm | 1,186 |
| 10 | github-stats | 1,085 |
| 11 | uncertainty-baselines | 718 |
| 12 | sportsipy | 298 |
| 13 | choochoo | 201 |
| 14 | popmon | 199 |
| 15 | fitter | 179 |
| 16 | graphsignal | 101 |
| 17 | tokei-pie | 97 |
| 18 | emerge | 95 |
| 19 | dcor | 83 |
| 20 | django-ai | 67 |
| 21 | roc_comparison | 63 |
| 22 | nhlstats | 37 |
| 23 | speedtest-to-influxdb | 37 |
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