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Open Source @lemmy.ml

What open-source Android apps should people know about?

Asklemmy @lemmy.ml

Why books haven't all been translated to every language by now?

  • Here are several open-source GitHub projects that implement time-series or outlier / anomaly detection — you can adapt them to detect “posts with likes >> expected trend” on a feed. I grouped them by suitability for your use (simple time-series, streaming, advanced / ML).


    ✅ Good GitHub projects for outlier detection in time series / counts (e.g. likes)

    Project / RepoDescription / Strength
    ADTK — Anomaly Detection ToolkitA Python toolkit for unsupervised / rule-based time-series anomaly detection (seasonal, trend, threshold, rolling-/moving-average, etc.). (GitHub)
    TODS — Time-series Outlier Detection SystemA full-stack automated ML system for outlier detection on multivariate (or univariate) time-series: includes preprocessing, feature extraction, detection algorithms, and pipeline automation. (GitHub)
    dtaianomaly — Python library for time-series anomaly detectionA newer library (2025) offering a broad range of built-in anomaly detectors, preprocessing and visualization tools — useful if you want a flexible, modern API. (arXiv)
    chic‑ts‑outlierdetect — Time Series Forecasting for Outlier DetectionA smaller repo that helps implement & compare candidate forecasting / anomaly-detection models for univariate time series — useful if you prefer forecasting + residual-based detection rather than simple thresholding. (GitHub)
    Outlier‑Detection (AdysTech) — Outlier detection in time seriesA more classical (R-inspired) approach doing time-series outlier detection; can be simpler to integrate if your use case is basic (e.g. count spikes). (GitHub)

    In addition — for a broader survey / catalogue rather than a single tool — awesome‑TS‑anomaly‑detection provides a curated list of many libraries, datasets, and resources; comes in handy if you want to explore multiple methods to find the one that works best. (GitHub)


    🔎 Which to pick for “post-likes outlier” detection and why

    • If you want quick, simple detection (e.g. flag posts with likes greatly above rolling/trend average), start with ADTK — its rolling/threshold/seasonal detectors match well to a time-series of “likes per post over time.”
    • If you anticipate more complex patterns (daily cycles, seasonal variation, bursts) or want an automated pipeline, TODS or dtaianomaly give more flexibility and power.
    • If you prefer forecast-based residual analysis (compute expected likes via forecasting, then detect residual spikes), chic-ts-outlierdetect is a good fit.
    • If you want tried-and-true classical statistical methods (less dependency, simpler code), Outlier-Detection (AdysTech) is a minimalist alternative.
  • ShareGPT @reddthat.com

    Identifying Outlier Posts in a Bluesky Feed Using Z-Score and Trend-Adjusted Like Counts

  • Right after 9/11, before they got the memo, how TV channels kept saying first responders had heard a bomb in the base of the building and later they all started saying it collapsed due to structural damage from the plane impact, and it just got accepted with no one bothering to question it. This was prior to the investigations so they couldn't possibly have known.

  • Asklemmy @lemmy.ml

    What became "true" just from endless repetition?

    Spain (España)'s community in Lemmy @lemmy.ml

    Manu Levin Malas Lenguas Programa 214

    ShareGPT @reddthat.com

    La Educación que Nos Robó el Pensamiento Crítico

    ShareGPT @reddthat.com

    lista 5 paises con mejor calidad de vida e igualdad

    ShareGPT @reddthat.com

    España en 30 años: de la transición a hoy

  • Here is a summary of the usual ways of using references (reference-style links) in CommonMark (standard Markdown). This lets you separate link text from link destinations, making source text cleaner and easier to maintain.

    🔹 Main reference-link syntax in CommonMark

    Link reference definitions

    You first define a “label → URL (and optional title)” somewhere in the document (before or after links that use it). The general form is:

     
        
    [my-label]: https://example.com/ "Optional title"
    
      
    • The line must start with a label in square brackets (optionally preceded by up to three spaces), followed by a colon (:), then the URL (destination), optionally a title in quotes. (spec.commonmark.org)
    • These do not correspond to visible output themselves, they just define a mapping used by reference-style links. (spec.commonmark.org)
    • Definitions can appear either before or after their usage. (spec.commonmark.org)

    Using the references in link text

    Once defined, you can use these references elsewhere as follows:

    • Full reference link:
       markdown
          
      [Link text][my-label]
      
        
      This creates a link whose displayed text is “Link text” and which points to the URL defined under my-label. (spec.commonmark.org)
    • Collapsed reference link (shortcut for when displayed text equals the label):
       markdown
          
      [my-label][]
      
        
      This displays “my-label” and links to its definition. (spec.commonmark.org)
    • Shortcut reference link (simplest form, also when label = link text):
       markdown
          
      [my-label]
      
        
      CommonMark treats this as a reference link — but only if there is a matching definition. Label matching is done on a normalized version (case-folded, internal whitespace collapsed). (spec.commonmark.org)

    Precedence and corner cases

    • Inline links (the form [text](URL "title")) take precedence over reference links. So if you write [foo](), even if foo has a reference definition, that will be treated as empty inline link, not reference link. (spec.commonmark.org)
    • If there are multiple definitions for the same label, only the first (earliest) is used. (spec.commonmark.org)
    • Link labels cannot have unescaped brackets (unless backslash-escaped). (spec.commonmark.org)

    ✳️ Why / When It’s Useful

    • Reference-style links help keep the main body of Markdown more readable, especially when linking to long or complex URLs.
    • They are useful when the same link (URL) is referenced multiple times with different link text: define once, reuse many times.
    • They make editing/moving links easier: you only need to update URL in the definition, not every occurrence.

    ✅ Example of a full pattern

    Here’s a small example combining definitions and use:

     markdown
        
    Here’s an introduction to [Markdown documentation][cm].
    
    More reading: see [CommonMark spec][cm].
    
    [cm]: https://spec.commonmark.org/0.29/ "CommonMark — Specification"
    
      

    This will render two identical links (“Markdown documentation” and “CommonMark spec”) both pointing to the same URL, with title attribute “CommonMark — Specification.”


  • No Stupid Questions @lemmy.world

    Which countries combine high quality of life and strong equality?

    Asklemmy @lemmy.ml

    What's your opinion about the future of US and EU if people can afford less every year?

    ShareGPT @reddthat.com

    Ayuso vende el país… y arruina su universidad más emblemática

    ShareGPT @reddthat.com

    Reading list that will give you the theoretical grounding needed to answer every question in the ProleWiki application

    ShareGPT @reddthat.com

    La retórica patriótica y la praxis económica: una crítica a la contradicción

    conspiracy @lemmy.ml

    US Politics: A Scripted Spectacle?

    ShareGPT @reddthat.com

    US Politics: A Scripted Spectacle?

    ShareGPT @reddthat.com

    Norway’s Decline: Eroding Welfare, Rising Discontent

    ShareGPT @reddthat.com

    How to prompt LLM to get a proper article?

  • Legitimacy of the Job Offers

    The news story describes legitimate job opportunities in Norway promoted through EURES, the European job mobility network in collaboration with Spain's SEPE. Over 13,000 vacancies exist across sectors like hospitality (around €17.80/hour), cleaning (€20/hour), construction (€20+/hour), logistics, mechanics, and skilled roles such as software developers or medical specialists.[1][2][3] Spaniards can work legally without a visa due to EEA agreements, needing only to register residence after three months and obtain a Norwegian ID number.[1][4] No evidence indicates this specific initiative is a scam, though general SEPE impersonation frauds via phone (e.g., 800/807 numbers asking for bank details) are rising—always verify directly on official EURES/SEPE portals.[5][6]

    Key Considerations for Moving

    Norway's average after-tax salary (€3,813/month) covers 1.7 months of living costs, versus 1.3 months in Spain (€2,027 salary), but expenses are 38-40% higher there (e.g., €1,189 rent for a one-bedroom in Oslo vs. €911 in Spain; beer €10.30 vs. €3.84).[7][8] Free housing is offered initially in some roles, aiding short-term savings, but high ongoing costs for food (€726/person vs. €460), utilities, and transport persist, especially in cities like Oslo.[1][8] English suffices for many jobs, though Norwegian helps integration; winters bring long darkness and cold, potentially challenging for Spaniards.[1][9]

    Past Experiences and Risks

    Spaniards, including in Bergen shops, have taken Norwegian jobs, often low-skill ones locals avoid due to better options.[9] Historical issues exist: Galician fishermen were denied pensions after years in Norwegian fleets, as employers skipped contributions—highlighting risks for non-EU standardized social security.[ (meneame comments)] Norway mandates employer pension contributions (2% minimum), but verify contracts cover this.[10] No widespread recent pension scams for Spaniards reported, but always confirm contributions and avoid unverified agents to prevent fraud bans.[11]

    Recommendation

    Moving suits short-term savings (e.g., 3-6 months in low-skill roles) if you tolerate cold/darkness and prioritize earnings over lifestyle, given Spain dissatisfaction. For long-term, target skilled jobs matching your tech/programming background (Python/Rust) via EURES, as unskilled pay erodes with costs.[1][8] Research specific offers on SEPE/EURES sites, contact employers directly, and calculate net savings—Norway ranks high in quality of life (92/100 vs. Spain's 80), but test via temporary stint first.[8]

    Citations: [1] Noruega, en colaboración con el SEPE, busca españoles ... https://infoemplea2.com/noruega-en-colaboracion-con-el-sepe-busca-espanoles-para-cubrir-mas-de-13-000-puestos-de-trabajo-con-sueldos-de-hasta-5-500-euros-y-vivienda-gratis-los-primeros-meses/ [2] Noruega busca trabajadores españoles con salarios ... https://www.20minutos.es/lainformacion/economia/noruega-busca-trabajadores-espanoles-salarios-desde-3400-euros-mes-requisitos-como-solicitar-5669995/ [3] Con sueldos de hasta 5.500 euros y ayudas de vivienda ... https://www.20minutos.es/empleo/con-sueldos-hasta-5-500-euros-ayudas-vivienda-noruega-sepe-buscan-espanoles-para-cubrir-mas-11-000-plazas_6664200_0.html [4] Employment in Norway | State Public Employment Service https://www.sepe.es/HomeSepe/en/encontrar-trabajo/empleo-europa/Ofertas-empleo-destacadas-informacion-paises/empleo-noruega.html [5] Watch out for SEPE phone scams in Spain https://euroweeklynews.com/2025/04/23/scammers-posing-as-sepe-are-targeting-people-in-spain-heres-what-to-watch-out-for/ [6] Government employment agency warns of the phone ... https://www.surinenglish.com/spain/the-sepe-warns-the-two-phone-numbers-20250124080257-nt.html [7] EURES fairs and events in Spain https://www.sepe.es/HomeSepe/en/encontrar-trabajo/empleo-europa/eventos-eures.html [8] Norway vs Spain: Cost of Living, Salary & Prices comparison https://livingcost.org/cost/norway/spain [9] Is it true that many Spaniards are going to work in Norway? ... https://www.reddit.com/r/askspain/comments/1od2q74/es_cierto_que_muchos_espa%C3%B1oles_se_van_a_trabajar/ [10] Norway expands occupational pension coverage https://www.mercer.com/insights/law-and-policy/norway-expands-occupational-pension-coverage/ [11] Fraudulent work offers - UDI https://www.udi.no/en/word-definitions/fraudulent-work-offers/ [12] Emigrar a Noruega: anuncian más de 12.000 vacantes de ... https://www.cronista.com/espana/economia-finanzas/emigrar-a-noruega-anuncian-mas-de-12000-vacantes-de-empleos-para-trabajadores-que-hablen-en-espanol/ [13] ¿Eres demandante de empleo en busca de nuevas ... https://www.sepe.es/HomeSepe/va/que-es-el-sepe/comunicacion-institucional/noticias/detalle-noticia.html?folder=%2FSEPE%2F2023%2FFebrero%2F&detail=Eres-demandante-de-empleo-en-busca-de-nuevas-oportunidades-de-trabajo-en-Noruega [14] Desenmascarando Mitos: La Verdad sobre Noruega y el Trabajo https://www.youtube.com/watch?v=32NJLs8HYzI [15] ¿Hablas español? Noruega lanza 15.000 ofertas de ... https://www.larazon.es/economia/hablas-espanol-noruega-lanza-15000-ofertas-empleo-salarios-2500-euros_2025082868affe826dcbcd3be243d148.html [16] Norway will pay up to 5400 euros for workers who speak ... https://www.lavanguardia.com/mediterranean/20250108/10265589/norway-pay-worker-speak-spanish-experience-job-offer-sector-economy-2025-place.html [17] Oferta de empleo EURES Chef para noruega 2025 https://www.sepe.es/SiteSepe/contenidos/personas/encontrar_empleo/encontrar_empleo_europa/paises/noruega/pdf_noruega/2025/marzo/OferNoruega11marzo_Chef_Geilo.pdf0 [18] Cost Of Living Comparison Between Spain And Norway https://www.numbeo.com/cost-of-living/compare_countries_result.jsp?country1=Spain&country2=Norway [19] Pensions at a Glance 2025: Norway https://www.oecd.org/en/publications/pensions-at-a-glance-2025-country-notes_8a53ef12-en/norway_27c024f4-en.html [20] Cost of living in Barcelona, Spain (Spain) is - Oslo - Expatistan https://www.expatistan.com/cost-of-living/comparison/oslo/barcelona-spain

  • ShareGPT @reddthat.com

    Is this job offer genuine? Would you recommend moving to Norway?

    No Stupid Questions @lemmy.ml

    Are there any privacy respecting sites that give a psychological evaluation after answering some questions?

    Reddit @lemmy.ml

    r/art Moderators Resign After Artist's 'Print' Ban