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Top 23 Python Analytic Projects
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Redash
Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
Project mention: The 50 best open-source alternatives to popular SaaS software | dev.to | 2024-07-10GitHub: Redash GitHub Repository
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SaaSHub
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PostHog
🦔 PostHog provides open-source web & product analytics, session recording, feature flagging and A/B testing that you can self-host. Get started - free.
Posthog. Posthog has a lot of sub products but I use it mainly for analytics and session replays. I have to say Posthog is an impressive product. Everything from dev experience to dashboards is just awesome. Great to see GA finally got some real competition. I'm looking forward to try all the other products from them.
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activitywatch
The best free and open-source automated time tracker. Cross-platform, extensible, privacy-focused.
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This article demonstrates how to work with near real-time and historical data using the dlt package. Whether you need to scale data access across the enterprise or provide historical data for post-event analysis, you can use the same framework to provide customer data. In a future article, I'll demonstrate how to use dlt with a workflow orchestrator such as Apache Airflow or Dagster.``
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dbt-core
dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
Just noticed 404s on dbt core - was this announced recently?
https://github.com/dbt-labs/dbt-core
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Project mention: Show HN: Vince – A self hosted alternative to Google Analytics | news.ycombinator.com | 2024-11-28
can we compare it with Shynet? https://github.com/milesmcc/shynet
Shynet is similarly self hostable, and has a tiny footprint..
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rotki
A portfolio tracking, analytics, accounting and management application that protects your privacy
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There are a few existing libraries that allow calculating the cost of different models (e.g. tokencost), but the associated datasets tend to go out of date quickly. Meanwhile, we needed something that we ourselves could rely on to calculate as accurate costs as possible. So we decided to build our own API and make it available to everyone.
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scikit-learn-intelex
Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application
There is a bit similar project which supports Intel GPU offloading: https://github.com/intel/scikit-learn-intelex
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django-slick-reporting
The Reporting Engine for Django. Create dashboards and standalone Reports and Charts.
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kube-opex-analytics
🎨 Kubernetes Usage Analytics and Accounting for Cost Allocation and Capacity Planning - Hourly Trends, Daily and Monthly Accounting - Prometheus Exporter - Built-in & Grafana Dashboards.
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dbt-data-reliability
dbt package that is part of Elementary, the dbt-native data observability solution for data & analytics engineers. Monitor your data pipelines in minutes. Available as self-hosted or cloud service with premium features.
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phospho
Text analytics for LLM apps. Cluster messages to detect use cases, outliers, power users. Detect intents and run evals with LLM (OpenAI, MistralAI, Ollama, etc.)
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python Analytics discussion
Python Analytics related posts
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Implementing Posthog Analytics in Flutter Tutorial
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Bringing Feedback Loops to API Development
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Using PostHog in Remix Loaders and Actions on Cloudflare Pages
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Posthog – The single platform to analyze, test, observe, and deploy new features
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Weekly Indie Log #3
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Ask HN: Who is hiring? (November 2024)
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Show HN: Openfeature PostHog Provider in Go
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A note from our sponsor - SaaSHub
www.saashub.com | 12 Jan 2025
Index
What are some of the best open-source Analytic projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Redash | 26,724 |
| 2 | PostHog | 23,119 |
| 3 | activitywatch | 13,014 |
| 4 | dagster | 12,243 |
| 5 | dbt-core | 10,170 |
| 6 | modin | 9,969 |
| 7 | optimate | 8,376 |
| 8 | Tautulli | 5,719 |
| 9 | Shynet | 2,960 |
| 10 | rotki | 2,946 |
| 11 | labml | 2,087 |
| 12 | lotus | 1,738 |
| 13 | tokencost | 1,515 |
| 14 | scikit-learn-intelex | 1,237 |
| 15 | metricflow | 1,166 |
| 16 | flask-profiler | 752 |
| 17 | django-slick-reporting | 571 |
| 18 | dbt-metabase | 482 |
| 19 | kube-opex-analytics | 447 |
| 20 | versatile-data-kit | 437 |
| 21 | dbt-data-reliability | 399 |
| 22 | phospho | 389 |
| 23 | mypaas | 381 |
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