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Metrics classificationreport totext
Renders the table the way sklearn.metrics.classification_report prints it, to the character.
public string ToText(int digits = 2)Parameters — digits is how many decimal places the three score columns carry, scikit-learn's
digits. Two by default, which is what it prints unasked.
Returns — string: a header line, a blank line, one line per class, a blank line, the
accuracy
or micro-average row, the two averaged rows, and a trailing newline.
Exceptions — ArgumentOutOfRangeException when digits is negative.
Example — the macro-average line of the report above.
using System;
using System.Linq;
using Lodestar.Metrics;
int[] yTrue = [0, 0, 1, 1, 2, 2, 2];
int[] yPred = [0, 0, 1, 1, 2, 2, 0];
string table = ClassificationReport.Compute(yTrue, yPred).ToText();
string header = table.Split('\n')[0].Trim(); // => precision recall f1-score supportRemarks — the reason this renders text at all, rather than leaving formatting to the caller, is that a migration is usually checked by putting the two outputs side by side. Column widths, the blank lines, the right-alignment and the integer-versus-float rendering of the support column are all scikit-learn's, so a diff of the two files is empty rather than noisy.
Two things are not identical, and both are stated rather than hidden. A report built with
ZeroDivision.NaN renders .NET's NaN where Python writes nan — the numbers match, the eight
characters do not. And the support column switches between integer and float formatting on a rule
that keys off whether any sample anywhere was predicted correctly, not off whether accuracy is
zero; the two differ when a label subset is in play, and the reasoning is in
decision 0031.
The trap is treating this as a data format. It is aligned for a human eye, columns can run
together
when a target name is long, and nothing here parses it back. Read Classes and the average rows
if
you want the numbers.
Applies to — net10.0, netstandard2.0.
See also — ClassificationReport.Compute, ClassificationReport.ToString,
decision 0031,
the Python equivalence table.
- 0001-target-framework
- 0002-unicode-comparison-unit
- 0003-provenance-and-licensing
- 0004-levenshtein-myers-backlog
- 0005-hamming-jellyfish-divergence
- 0006-ratcliff-autojunk
- 0007-metaphone-scope
- 0008-italian-enza-nltk-divergence
- 0009-sample-consumes-a-local-feed
- 0010-stop-word-list-provenance
- 0011-persistence-format
- 0012-per-package-versioning
- 0013-sentencepiece-parity-scope
- 0014-precompiled-normalizer
- 0015-sonar-rules-in-the-build
- 0016-metrics-package-placement
- 0017-bpe-parity-scope
- 0018-multiclass-roc-auc-parallelism-is-opt-in
- 0019-the-net-analysers-run-in-the-build-too
- 0020-normalize-is-a-projection-not-a-parameter
- 0021-multioutput-is-a-method-not-an-enum
- 0022-added-token-matching-flags
- 0023-byte-level-decode-substitutes
- 0024-weighted-median-averages-within-scikit-learns-epsilon
- 0025-quickselect-replaces-a-full-sort-for-the-median
- 0026-r2-and-explainedvariance-split-their-undefined-cases-differently
- 0027-r2-and-explainedvariance-vectorize-only-a-single-output
- 0028-log1p-is-kahans-identity-not-math-log-1-plus-x
- 0029-balanced-accuracy-adjusted-is-left-to-ieee-754-at-the-edge
- 0030-cohen-kappa-keeps-scikit-learns-expected-matrix-orientation
- 0031-nosamplecorrect-mirrors-numpys-float64-upcast
- 0032-fbeta-substitutes-tp-predicted-and-support-algebraically
- 0033-compensated-sum-is-neumaiers-variant
- 0034-dropout-is-refused-for-want-of-a-user
- 0035-a-null-pre-split-is-removed-with-invert-not-isolated
- 0036-a-member-may-ship-without-an-oracle-if-it-says-so
- 0037-the-guards-run-before-the-commit
- 0038-the-gate-confronts-an-exception-tag-with-the-page-that-documents-it
- 0039-mutual-information-returns-zero-on-an-empty-input
- 0040-a-curve-is-a-sealed-class-per-curve
- 0041-one-sample-file-per-public-class
- 0042-phonetic-encoders-refuse-a-null-word
- 0043-the-equality-table-is-sized-to-the-pattern
- 0044-compression-belongs-to-the-caller
- 0045-a-console-call-carries-its-reason-on-the-line
- 0046-check-adr-immutable-runs-in-ci-only
- 0047-one-gate-per-kernel-not-one-per-alphabet
- 0048-the-gate-depends-on-the-kernel-and-the-alphabet
- 0049-two-gates-per-kernel-tested-where-the-width-is-known
- 0050-the-sentencepiece-bpe-lineage-stays-a-bpe-model
- benchmark_latest
- decisions
- equivalence
- matplotlib
- migration
- nightly_run
- numpy
- pandas
- performance
- pytorch
- seaborn
- sklearn
- statsmodels