bertanucar / shewhart

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Die Installation von pypi:shewhart@0.1.1 zieht 13 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

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        "control-charts",
        "manufacturing",
        "quality-control",
        "quality-engineering",
        "six-sigma",
        "spc",
        "statistical-process-control",
        "statistics"
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      "created_at": "2026-06-11T12:25:30Z",
      "owner_type": "User",
      "updated_at": "2026-06-17T04:13:09Z",
      "description": "The statistical process control library for Python. Validated against published reference data.",
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        },
        {
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          "kind": "minor",
          "published_at": "2026-06-12T02:01:00Z"
        }
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          "headline": "Point to the examples from the README and changelog",
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          "body": "Each example exposes a main(outdir) that the test calls and checks: the\nmonitor detects its drift (exit 1), the report writes valid HTML, the\ntriage verdict is inadequate-but-in-control. Ignore the artifacts the\nscripts write when run from the repo root.",
          "is_bot": false,
          "headline": "Run the examples in CI so they cannot rot",
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          "oid": "9baad2a9d0ce9a7850aed730e559a564ebffbd94",
          "body": "Three end-to-end examples that generate their own data and print real\noutput: fit-freeze-monitor (the cron/CI gate), a weekly self-contained\nHTML report (weekly calendar subgrouping with stair-step limits), and\none-call triage with review() writing the JSON verdict an agent consumes.",
          "is_bot": false,
          "headline": "Add runnable example scripts",
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          "headline": "Document calendar time-window subgrouping",
          "author_name": "bertanucar",
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          "committed_at": "2026-06-16T13:58:07Z",
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          "oid": "0313be64dde1296d18c1c68e7cc45d0c0082e79a",
          "body": "subgroup= on a DatetimeIndex now accepts calendar windows (W, ME, QE),\nnot only fixed ones (1h, 1D). Fixed windows still floor the timestamp;\ncalendar windows label each row by the start of its period. Weeks and\nmonths produce subgroups of differing sizes, which xbar_s and review()\nnow chart as stair-step limits, so weekly and monthly SPC reports work\nend to end.",
          "is_bot": false,
          "headline": "Support calendar time windows in subgrouping",
          "author_name": "bertanucar",
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          "headline": "Document variable-size routing in review()",
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          "oid": "d4be899675462bcff65c24e5934d0f78004dced5",
          "body": "Now that xbar_s charts variable subgroup sizes, review() no longer needs\nto reject them. Measurements in differing-size subgroups select xbar_s\n(reason 'variable subgroup sizes'), and a variable fit freezes into a\nbaseline that drives Phase II like any other.",
          "is_bot": false,
          "headline": "Route variable-size subgroups to xbar_s in review()",
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          "body": "Adds a section to the control-charts guide and a changelog entry.",
          "is_bot": false,
          "headline": "Document variable subgroup sizes for xbar_s",
          "author_name": "bertanucar",
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          "committed_at": "2026-06-15T04:22:35Z",
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          "body": "Subgroups rarely have exactly the same size in practice (time-window\nsubgrouping alone guarantees they will not). xbar_s now accepts variable\nsizes: sigma is estimated once from the pooled within-subgroup variance,\nunbiased through c4(df+1), and each subgroup gets its own limits, the\nXbar panel at c\n[…]\n_s. The estimator reduces exactly to the equal-n pooled result.\nValidated against a hand-derived 3-subgroup case and a Monte Carlo bias\ncheck; plot() and to_html() now have a variable-size smoke test.",
          "is_bot": false,
          "headline": "Support variable subgroup sizes in xbar_s",
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          "oid": "f4b78ca144a476f2e35a99e0fc9fe6690b17b0e5",
          "body": "An Unreleased section noting the Cpm correction, the np_chart provenance\nhash, and 0-d size handling, so the Cpm behavior change is visible to\nanyone who depends on it.",
          "is_bot": false,
          "headline": "Record today's fixes in the changelog",
          "author_name": "bertanucar",
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          "committed_at": "2026-06-14T07:56:44Z",
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          "oid": "b1fa6a7541d0c773ef5ce9c6bba3d9fd5d24a782",
          "body": "np_chart hashed only the defective counts, so runs at different subgroup\nsizes (which produce different limits and a different frozen baseline)\nshared one input hash. Hash np.vstack([dv, n]) instead, matching p_chart,\nlaney_p, laney_u, and u_chart; the computed limits are unchanged.",
          "is_bot": false,
          "headline": "Fold subgroup size into np_chart provenance hash",
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          "committed_at": "2026-06-14T07:55:00Z",
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        },
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          "body": "The estimator was sum((x - target)^2)/(n - 1), which equals\ns^2 + n/(n-1)*(xbar - T)^2 and so over-weights the off-target term and\nbiases Cpm low whenever the mean is off target. Switch to the standard\nplug-in estimator tau^2 = s^2 + (xbar - T)^2 (Montgomery eq. 8.13,\nChan-Cheng-Spiring 1988), which\n[…]\ntwo agree\nexactly on centered data; the error grew with the off-target distance.\nThe test now uses an off-target case that distinguishes the formulas and\nchecks that Cpm collapses to Pp when centered.",
          "is_bot": false,
          "headline": "Fix Cpm: use tau^2 = sigma^2 + (mean - target)^2",
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          "oid": "7d29034e534064735f39f1953c969a0a051d3e66",
          "body": "Encodes the rules that actually govern the project: the frozen public\ngrammar, validation against external references for every statistic, and\nthe teaching-error and separation conventions.",
          "is_bot": false,
          "headline": "Add CONTRIBUTING",
          "author_name": "bertanucar",
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          "committed_at": "2026-06-14T07:35:23Z",
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        },
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          "oid": "64870edff4839d7eb7f6dc708bdafaad5e35925d",
          "body": "Lets GitHub render a 'Cite this repository' entry and gives a citable\nrecord ahead of the planned software paper.",
          "is_bot": false,
          "headline": "Add CITATION.cff",
          "author_name": "bertanucar",
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          "oid": "f1d442e2e6fb6b5162ceb29b68ff4d8a24943da6",
          "body": "np.isscalar is False for a 0-d numpy array, so size=np.array(50) fell\nthrough to the sequence branch and raised 'len() of unsized object'.\nSwitch the scalar test to np.ndim(size) == 0, which covers Python\nscalars and 0-d arrays alike.",
          "is_bot": false,
          "headline": "Accept a 0-d array as a constant subgroup size",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-14T07:34:11Z",
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        },
        {
          "oid": "a1980d6c45297045faf10885f9632b3eccca7b0a",
          "body": "A worked example through both routes the library already supports: the\npercentile method (dist=\"lognormal\"|\"weibull\"|\"gamma\"|\"auto\", ISO 22514\nstyle) and the Box-Cox transform. The example shows the gap a normal model\nhides on skewed data, where it reports Ppk 1.55 and 1.6 ppm while the\nbest-fitting model reports Ppk 0.95 and ~1860 ppm. Cross-linked from the\nCpk guide and llms.txt.",
          "is_bot": false,
          "headline": "Add a guide for non-normal process capability",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-14T04:56:13Z",
          "body_truncated": false,
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        },
        {
          "oid": "625bf70d607cdff155045baab4a8e845252cc93d",
          "body": null,
          "is_bot": false,
          "headline": "Drop the contrastive phrasing on the agents page",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T17:46:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f0312c176a9f837a49e1a1db665a04ebcfcb423",
          "body": "Looser voice, less rhetorical density, checklist section dropped. The\ncore claims and the three quotable lines are unchanged.",
          "is_bot": false,
          "headline": "Rework the agents page",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T17:41:58Z",
          "body_truncated": false,
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        },
        {
          "oid": "fdec5989a65bf32c80bcac25afcc6c539cf83d9f",
          "body": "- README leads with the one-call review() and links the agents page;\n  status covers CUSUM, Laney p'/u', tolerance intervals, non-normal\n  capability, and the sigma-estimator menu\n- version 0.1.1 with changelog section",
          "is_bot": false,
          "headline": "Update README and changelog for 0.1.1",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T17:21:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9b2836842332a5bee542c97b11811bc0c2193dc",
          "body": "A position page for people building agents on process data: generated\nstatistics fail silently, calculation belongs in a versioned, validated\ntool, and the agent's job is interpretation. Documents the failure modes\n(wrong sigma, cumsum-as-CUSUM, naked point estimates), what an\naccountable number carries, and five questions to ask before trusting\nagent statistics. llms.txt updated for the 0.1.1 surface.",
          "is_bot": false,
          "headline": "Add the agents page: statistics is not a language task",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T17:21:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b807c137ace1a54dcb476f4c434a8eb25ae55ece",
          "body": "review() picks the chart from the data shape (I-MR, Xbar-R/S, p/np/c/u,\nwith an automatic Laney switch on sigma_z), runs the assumption checks\n(sample size, variation, normality, autocorrelation, overdispersion,\nspec plausibility), and composes capability behind a stability doctrine:\nindices are wit\n[…]\nomputes no statistics of its own; every number reproduces a\ndirect call to the validated functions, and the tests pin that equality.\nBaseline.from_json now refuses baselines written by a newer schema.",
          "is_bot": false,
          "headline": "Add review(): one-call chart selection, checks, and a structured verdict",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T17:21:13Z",
          "body_truncated": true,
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        },
        {
          "oid": "9504ef28b2abc22bb99d4d15b040f3c25539f877",
          "body": "- d4(2) for the median moving range computed in closed form\n  (sqrt(2) * z_0.75), checked against the published 0.954\n- B5/B6 S-chart factors from a known sigma, checked against tables\n- imr(method=\"median_mr\"): robust alternative when occasional spikes\n  inflate the average moving range\n- xbar_s(me\n[…]\nd=\"pooled\"): pooled standard deviation with exact degrees\n  of freedom, unbiased via c4(df+1); S-chart limits become B5/B6 * sigma\n- estimator names echo in params, making the choice citable in audits",
          "is_bot": false,
          "headline": "Add named sigma estimators: median_mr for I-MR, pooled for Xbar-S",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T16:39:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1a641c9947dcff2c16fcd85b65dd6429565a6edd",
          "body": "- dist=\"lognormal\" | \"weibull\" | \"gamma\" | \"auto\": fit by MLE (loc\n  fixed at zero, the conventional two-parameter forms), performance\n  indices from the 0.135/50/99.865 percentiles (ISO 22514 style);\n  dist=\"auto\" selects by Anderson-Darling statistic and reports the\n  comparison table in meta\n- wi\n[…]\nlambda and runs the standard normal analysis on that scale\n- large-sample tests against analytic lognormal truth; default normal\n  path unchanged (guarded by a regression test and the reference suite)",
          "is_bot": false,
          "headline": "Add non-normal capability: percentile method and Box-Cox route",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T16:39:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "03dcc01a5a70a8a80bb5545a53dc22edb892134a",
          "body": "- normal method: Howe approximation as documented by NIST/SEMATECH\n  7.2.6.3, anchored to the handbook's published factor (k2 = 2.217 for\n  n=43, p=0.90, gamma=0.99) in the validation suite\n- nonparametric method: Wilks (min, max) with achieved confidence; the\n  error message states the minimum n when the sample cannot support the\n  requested confidence\n- Monte Carlo coverage sanity test; guide page on tolerance vs\n  confidence vs prediction intervals",
          "is_bot": false,
          "headline": "Add tolerance intervals (normal Howe k2 and nonparametric Wilks)",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T16:39:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e895e89a09b2f1ec288b06bc40812b6cfcc8ec4",
          "body": "- sigma_z from the moving range of standardized points (Laney 2002);\n  limits widened by sigma_z, stair-step under varying sizes, Phase I/II\n- sigma_z is reported in stats: near 1 means the classic chart was fine,\n  well above 1 confirms overdispersion (both regimes covered by tests\n  against simulated binomial and rate-varying data)\n- guide page on the overdispersion problem; hand-derived reference case",
          "is_bot": false,
          "headline": "Add Laney p' and u' charts for overdispersed attribute data",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T16:39:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1f74556f1621c5e481b21af67dea1bcbc73d377",
          "body": "- C+/C- recursions with reference value K = k*sigma and decision\n  interval H = h*sigma per Montgomery ch. 9; signals on H crossings\n- no run rules by design (cumulative statistics are autocorrelated),\n  consistent with the EWMA chart\n- docs page addressing the cusum-vs-cumsum confusion; hand-derived\n  reference case in the validation suite",
          "is_bot": false,
          "headline": "Add tabular CUSUM chart",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T16:17:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f90d48216629d92a5a51ed7b57e484333f66506",
          "body": "- pip install shewhart replaces the install-from-source note\n- CI, PyPI, and license badges; documentation link\n- drop the completed 0.1 roadmap row",
          "is_bot": false,
          "headline": "Update README for the 0.1.0 release",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T10:03:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8c1984e1e1e2c5d8f5d60ffadd6b684a447bb580",
          "body": "- pareto(): counts or weighted (e.g. cost) categories, cumulative shares,\n  vital-few summary, bar + cumulative-line renderer\n- subgroup= accepts fixed time windows (\"15min\", \"1H\") on DatetimeIndex\n  data, for xbar_r/xbar_s and pooled capability\n- release workflow via PyPI trusted publishing (tag-triggered, no tokens)\n- version 0.1.0, CHANGELOG, grammar page updated",
          "is_bot": false,
          "headline": "Add Pareto analysis and time-window subgrouping; prepare 0.1.0",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-12T01:50:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86d56b5e73e07dfba9d120739b1470560b2ee916",
          "body": "- MkDocs site (Material): textbook-style guide pages for control charts,\n  capability with confidence intervals, Nelson/WE rules, EWMA, and the\n  cron-job report workflow; validation reference with the NIST anchors\n- API and grammar page: the complete public surface, frozen from 0.1,\n  including planned names so the grammar is stable before it spreads\n- llms.txt served at the site root for agent/retrieval consumption\n- GitHub Actions: test matrix on 3.10-3.12, docs auto-deploy to gh-pages",
          "is_bot": false,
          "headline": "Add documentation site, llms.txt, and CI",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-11T16:04:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "178870c98e6a4e0ed97d77139c5d56c2cc28d0d0",
          "body": "- NIST StRD certified values reproduced in CI: Michelso (certified mean\n  299.8524, certified std 0.0790105478190518) and NumAcc1 (exact mean/std,\n  catastrophic-cancellation probe), sources cited in the case file\n- NIST/SEMATECH e-Handbook 6.3.2.4 EWMA worked example reproduced end to\n  end: same d\n[…]\ns\n- ewma(): exact time-varying limits by default, asymptotic option,\n  Phase I fit or specified/saved parameters; limit signals only (run\n  rules are invalid on autocorrelated EWMA values, documented)",
          "is_bot": false,
          "headline": "Anchor the validation suite to NIST reference data; add EWMA chart",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-11T14:45:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9587e4c18676772feef1441dcefabfa2632e3f09",
          "body": "- Result.to_html(): one-page report with embedded base64 chart, verdict\n  badge, statistics table, signal table, and provenance block; renders\n  via an explicit Agg canvas so it works headless in cron and CI\n- sw.report(): combine several Results into one page; the page banner is\n  green only if every analysis is in control, mirroring the exit code\n- README: document implemented scope, capability and weekly-report usage",
          "is_bot": false,
          "headline": "Add self-contained HTML reports",
          "author_name": "bertanucar",
          "author_login": "bertanucar",
          "committed_at": "2026-06-11T14:37:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
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                "detail": "3 stars",
                "points": 4.9,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
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                "details": [
                  {
                    "code": "watchers",
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                      "count": 0
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": 3,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [
                "github.com",
                "shields.io"
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              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 27,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
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                      "count": 1
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                  }
                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 100
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
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                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance, Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution",
                    "pr_acceptance",
                    "newcomer_pr_acceptance"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "merged_prs": 0,
              "open_issues": 0,
              "closed_issues": 0,
              "prs_merged_7d": 0,
              "prs_decided_7d": 0,
              "prs_merged_30d": 0,
              "prs_decided_30d": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0,
              "first_time_authors_30d": 0,
              "first_time_prs_merged_30d": 0,
              "first_time_prs_decided_30d": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "no decided pull requests or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_decided_prs_or_data",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 22,
            "inputs": {
              "followers": 2,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "bertanucar",
              "public_repos": 2,
              "account_age_days": 53
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "2 followers of bertanucar",
                "points": 3.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 2,
                      "login": "bertanucar"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "2 public repos, account ~0 yr old",
                "points": 3.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 2
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "packages": [
                "shewhart"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 52
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 52 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 52
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "3 published versions",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 70,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "topics": [
                "control-charts",
                "manufacturing",
                "quality-control",
                "quality-engineering",
                "six-sigma",
                "spc",
                "statistical-process-control",
                "statistics"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "weak",
        "name": "Security",
        "value": 47,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 34,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:shewhart@0.1.1 runtime dependency closure — what installing the published package pulls in — 13 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:shewhart@0.1.1",
                  "assessed": 13
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 13,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
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