diff --git a/.github/workflows/matlab-fixture-publish.yml b/.github/workflows/matlab-fixture-publish.yml new file mode 100644 index 00000000..1dcd582b --- /dev/null +++ b/.github/workflows/matlab-fixture-publish.yml @@ -0,0 +1,96 @@ +name: MATLAB Fixture Publish (manual) + +# One-off, human-triggered tool: exports a fresh reference bundle from real +# MATLAB (tests/matlab_export/pyis_export_reference_data.m) and pushes it, +# raw, to a new branch -- nothing else. It does not touch +# tools/fixture_provenance.py's pinned identity constants, regenerate +# tests/fixture_inventory.json, or run the test suite; that follow-up work +# happens after pulling the branch, where the full toolchain is available. +# +# Exists because this session's sandbox can reach github.com (git push +# works) but not the Actions artifact blob-storage host used by +# actions/upload-artifact's download URLs, so getting a real-MATLAB- +# generated bundle out of a GitHub-hosted runner and into a review-able +# git branch has to go through a direct push, not an artifact download. +# +# Not for routine CI use. Run manually (workflow_dispatch) only, with an +# explicit publish_branch, when actually intending to propose a new gold +# fixture bundle (see #344 for the tracking issue this feeds). + +on: + workflow_dispatch: + inputs: + instancespace_ref: + description: >- + Git ref (branch, tag, or commit SHA) of andremun/InstanceSpace to + export from. + required: false + default: master + publish_branch: + description: >- + Branch name to push the raw exported bundle to (created from the + current default branch). Required -- there is no default, so an + accidental run can't silently push anywhere. + required: true + +permissions: + contents: write + +jobs: + publish_fixture_bundle: + runs-on: ubuntu-latest + timeout-minutes: 90 + + steps: + - name: Check out pyInstanceSpace + uses: actions/checkout@v6 + with: + # Always from main, regardless of which branch this workflow run was + # dispatched against, so publish_branch's base is always clean. + ref: main + path: pyInstanceSpace + persist-credentials: true + + - name: Check out MATLAB source + run: |- + git clone https://github.com/andremun/InstanceSpace.git InstanceSpace + git -C InstanceSpace checkout "${{ github.event.inputs.instancespace_ref }}" + + - name: Set up MATLAB R2026a + uses: matlab-actions/setup-matlab@v2 + with: + release: R2026a + products: > + Statistics_and_Machine_Learning_Toolbox + Optimization_Toolbox + Global_Optimization_Toolbox + Parallel_Computing_Toolbox + Financial_Toolbox + + - name: Export a fresh reference bundle from real MATLAB + uses: matlab-actions/run-command@v2 + with: + command: >- + addpath('pyInstanceSpace/tests/matlab_export'); + pyis_export_reference_data('InstanceSpace', 'fresh-bundle', + 'generatorRoot', 'pyInstanceSpace', 'mode', 'verified'); + + - name: Push the raw bundle to publish_branch + working-directory: pyInstanceSpace + run: |- + set -e + git config user.name "matlab-fixture-publish[bot]" + git config user.email "actions@github.com" + git checkout -b "${{ github.event.inputs.publish_branch }}" + rm -rf tests/fixtures/matlab/current + mkdir -p tests/fixtures/matlab/current + cp -r ../fresh-bundle/. tests/fixtures/matlab/current/ + git add tests/fixtures/matlab/current + git commit -m "chore: raw MATLAB export for fixture bundle refresh (unreviewed) + + Raw output of pyis_export_reference_data.m against InstanceSpace@${{ github.event.inputs.instancespace_ref }}, + pushed as-is by matlab-fixture-publish.yml. tools/fixture_provenance.py's + pinned identity constants, tests/fixture_inventory.json, and the test + suite have NOT been updated yet -- this commit is raw material for + that follow-up work, not a reviewed fixture bundle on its own." + git push origin "${{ github.event.inputs.publish_branch }}" diff --git a/.github/workflows/matlab-oracle-verify.yml b/.github/workflows/matlab-oracle-verify.yml new file mode 100644 index 00000000..938c3b4b --- /dev/null +++ b/.github/workflows/matlab-oracle-verify.yml @@ -0,0 +1,154 @@ +name: MATLAB Oracle Verification + +# Regenerates the MATLAB reference fixtures directly from a real MATLAB run +# of andremun/InstanceSpace's current master, using tests/matlab_export/ +# pyis_export_reference_data.m, then verifies the result with +# tools/fixture_provenance.py. This checks the fixtures actually still match +# what MATLAB produces today, not just that a pinned commit SHA is current +# (see #344, and the "MATLAB oracle is stale" check in validation-tests.yml). +# +# Report-only for now (job-level continue-on-error): this is the exporter's +# first run on a CI runner, and it has never been exercised outside a +# human's local MATLAB (#278). It must prove reliable here before it can +# replace or gate anything in validation-tests.yml. + +on: + push: + branches: + - main + - development + - "*-candidate" + - "v*/development-*" + pull_request: {} + workflow_dispatch: + inputs: + instancespace_ref: + description: >- + Git ref (branch, tag, or commit SHA) of andremun/InstanceSpace to + export from. Defaults to master. Set this to the gold commit + pinned in tests/fixtures/matlab/current/manifest.json for a + control run: if the fresh export still differs from the + committed fixtures at that exact commit, the drift is + platform/run noise, not a MATLAB code change (see #344). + required: false + default: master + +permissions: + contents: read + +jobs: + verify_against_real_matlab: + runs-on: ubuntu-latest + timeout-minutes: 90 + continue-on-error: true + + steps: + - name: Check out pyInstanceSpace + uses: actions/checkout@v6 + with: + path: pyInstanceSpace + persist-credentials: false + + - name: Check out current MATLAB gold source + # A full clone (no --depth/--branch) so instancespace_ref can be an + # arbitrary commit SHA, not just a branch tip. + run: |- + git clone https://github.com/andremun/InstanceSpace.git InstanceSpace + git -C InstanceSpace checkout "${{ github.event.inputs.instancespace_ref || 'master' }}" + + - name: Set up MATLAB R2026a + uses: matlab-actions/setup-matlab@v2 + with: + # pyis_export_reference_data.m's 'verified' mode hard-requires + # R2026a -- it is the release the currently-installed oracle was + # generated under (see tests/matlab_export/README.md). + release: R2026a + products: > + Statistics_and_Machine_Learning_Toolbox + Optimization_Toolbox + Global_Optimization_Toolbox + Parallel_Computing_Toolbox + Financial_Toolbox + + - name: Export a fresh reference bundle from real MATLAB + uses: matlab-actions/run-command@v2 + with: + command: >- + addpath('pyInstanceSpace/tests/matlab_export'); + pyis_export_reference_data('InstanceSpace', 'fresh-bundle', + 'generatorRoot', 'pyInstanceSpace', 'mode', 'verified'); + + - name: Set up Python 3.12 + uses: actions/setup-python@v6 + with: + python-version: "3.12" + + - name: Install fixture_provenance's dependencies + run: python -m pip install --disable-pip-version-check numpy scipy + + - name: Verify the freshly exported bundle + run: python pyInstanceSpace/tools/fixture_provenance.py verify fresh-bundle + + - name: Diff the fresh export against the committed oracle + # fixture_provenance.py verify's 'verified v2' identity check hard-fails + # on any MATLAB commit other than the pinned gold SHA (see #344), which + # blocks the step above whenever the oracle is stale -- exactly the + # case this diff exists to inspect. !cancelled() keeps this step + # running after that failure (only a cancelled job skips it), so it + # answers the actual question even when verify never got there: does + # current MATLAB master still produce byte-identical output to the + # committed tests/fixtures/matlab/current bundle, for the same input + # dataset, regardless of whether its commit matches the pinned one? + if: ${{ !cancelled() }} + run: |- + python - <<'PY' + import json + import sys + from pathlib import Path + + committed = json.loads( + Path("pyInstanceSpace/tests/fixtures/matlab/current/manifest.json").read_text() + )["files"] + fresh = json.loads(Path("fresh-bundle/manifest.json").read_text())["files"] + + committed_by_path = {f["path"]: f["sha256"] for f in committed} + fresh_by_path = {f["path"]: f["sha256"] for f in fresh} + + added = sorted(set(fresh_by_path) - set(committed_by_path)) + removed = sorted(set(committed_by_path) - set(fresh_by_path)) + changed = sorted( + path + for path in set(fresh_by_path) & set(committed_by_path) + if fresh_by_path[path] != committed_by_path[path] + ) + + if added: + print(f"Added ({len(added)}):") + for path in added: + print(f" {path}") + if removed: + print(f"Removed ({len(removed)}):") + for path in removed: + print(f" {path}") + if changed: + print(f"Changed content ({len(changed)}):") + for path in changed: + print(f" {path}") + + if added or removed or changed: + print( + "\nCurrent MATLAB master no longer reproduces the committed " + "oracle bit-for-bit. See #344 and tests/matlab_export/README.md." + ) + sys.exit(1) + + print("Fresh MATLAB export matches the committed oracle exactly.") + PY + + - name: Upload the freshly exported bundle + if: always() + uses: actions/upload-artifact@v4 + with: + name: fresh-matlab-reference-bundle + path: fresh-bundle/ + retention-days: 14 diff --git a/docs/pyIS_docs_quality_roadmap.md b/docs/pyIS_docs_quality_roadmap.md index f81159df..a1896be2 100644 --- a/docs/pyIS_docs_quality_roadmap.md +++ b/docs/pyIS_docs_quality_roadmap.md @@ -1808,3 +1808,7 @@ ships with its listed test, not just its implementation. | v1.72 | 2026-08-20 | Corrected #304 after an R2026a source and fixture-provenance audit. The earlier 24/30 convergence claim used `legacy-unknown` rounded final metrics, not an optimizer trace, and MATLAB explicitly selects expected-improvement-plus rather than the previously recorded per-second variant. Kept the shared 20-evaluation default and Python's four-seed/plain-EI closest analogue. **[Behavior-changing]** PYTHIA now mirrors MATLAB's one-based `seed + i` RNG boundary per algorithm and returns its actual per-algorithm CV splitters (`None` for degenerate or skipped algorithms) instead of one representative splitter. A verified equal-budget, repeated-seed optimizer trace remains pending before any further default or acquisition change. | | v1.73 | 2026-08-21 | **[Behavior-changing]** PILOT's default restart count changed from the former Python value of 5 to MATLAB R2026a's `opts.pilot.ntries = 10`. The extra starts can select a different numerical projection and double the default restart budget; callers needing the earlier Python behavior can explicitly set `n_tries=5`. Verification pins both the ten-restart default and the explicit five-restart override, checks the value against `utils/ISAdefaults.m`, replays the verified R2026a PILOT fixtures, and runs the complete release validation suite. Also removed the unused `_validate_explore_trace_dimensions()` compatibility hook: the fitted `TraceStage.predict()` remains the single owner of dimension validation at the lazy TRACE boundary, after PYTHIA is yielded, so this cleanup is **[Additive]** and does not change outputs or stage order. | | v1.74 | 2026-09-25 | **[Additive]** Resolved #325 and #326 (docstring format and API-docs tooling). #326: commit `0a7999b` had already changed the `format_docstrings` path from `matilda/` to `instancespace/`. But `docconvert` reads only reST and epytext input. A test run made no change to the hybrid docstrings, with the old path or the new path. This change removes the task and the `docconvert` dev dependency. #325: this change converts the hybrid Google/numpy sections to numpy format in all affected modules. `Args` becomes `Parameters`. `name (type): text` becomes `name : type` with an indented description. `Type: text` becomes `Type` with an indented description. Headers with a trailing colon, such as `Returns:`, and the misspelled `Return` are also fixed. After the conversion, ruff D417 and D414 found parameters without descriptions and empty sections. This change adds the descriptions and removes the empty sections. It also removes the `_description_` and `TODO THIS` placeholders. The stage summary in the package docstring now agrees with Smith-Miles & Muñoz (2023). All new and changed docstring text follows the `ste-writing` skill (STE-flavored mode). The new `poe docs` task (`pdoc instancespace -d numpy -o site`) runs in `poe check`, `poe test`, `validation-tests.yml`, and `docs-pages.yml`. `docs-pages.yml` changes from `-d google` back to `-d numpy`. pdoc exits with a non-zero code if it cannot parse a docstring. Thus, these builds stop the same drift in the future. Verification: `pdoc -d numpy` builds all modules. ruff, black, and mypy --strict pass. pytest: 1045 passed, 1 failed. The failed test is `test_pythia_matches_legacy_matlab_snapshot`: one `pr0_hat` element in 2350 differs by 1.02e-13, and the tolerance is `atol=1e-13`. The same test also fails on the unchanged base commit, so this change did not cause the failure. This change has no effect on runtime code. | +| v1.75 | 2026-09-26 | **[Additive]** Gave the hosted docs a curated landing page, Getting Started guide, and Options Reference, at the user's direct request to make them read less like a raw pdoc dump and closer to `andremun/InstanceSpace`'s newly rebuilt (2026-09-25, its #53) hand-authored reference site. Full parity was scoped down, on the user's explicit choice among three options, to a "curated shell + pdoc underneath": three hand-written pages (`docs_site/pages/*.html`, styled by `docs_site/assets/style.css`) plus pdoc's existing generated API reference, not a full port of the MATLAB repo's 29-page, hand-written-per-function site and its 664-line generator. `poe docs` now builds pdoc's output into `site/api/` (previously `site/`) and copies the curated pages into `site/`. A small pdoc template override (`docs_site/pdoc-template/module.html.jinja2`) adds a "Docs Home" link from every generated API page back to the new landing page; both halves share one accent color (pdoc's own default link blue) so they read as one site without a full pdoc reskin. The Options Reference's content is adapted from README's existing "## Options" section (kept in the README too - normal doc/README duplication, not the kind of redundant-code-field smell this repo's own review checklist warns about) and written in STE, per this repo's prose convention. README and CONTRIBUTING now point to and explain the new pages. Verification: `poe check` (black, ruff, mypy --strict, docs) passes; all internal links between the three pages, `site/assets/style.css`, and `site/api/instancespace.html` resolve; a Playwright screenshot of each of the three pages and one generated API page confirms visual rendering and the "Docs Home" link's placement. No runtime code touched. | +| v1.76 | 2026-09-26 | **[Behavior-changing]** Fixed #345: `InstanceSpace.explore()`'s PYTHIA evaluation no longer fabricates `accuracy`/`precision`/`recall`/confusion-matrix scores for a trained algorithm the test set has no data for. That behavior was a deliberate bit-for-bit mirror of a real MATLAB defect (`andremun/InstanceSpace#58`), recorded as such at the time (roadmap history, PR #322): a trained algorithm absent from a test set's metadata got a reconciled all-false truth column scored as if it were real ground truth. MATLAB fixed #58 today (`c62408f`); this change ports the same fix. `PythiaEvaluateInput` gained a required `has_ground_truth` field (one entry per trained classifier, already computed by `InstanceSpace._build_test_algo_matrix` but previously discarded at its one call site); `PythiaStage.evaluate` now skips the confusion-matrix computation for a trained index with no ground truth, leaving its rates `NaN` and its confusion row zero - the same treatment a test-only algorithm with no trained-model slot already received. Verification: this repo's own report-only `matlab-oracle-verify.yml` job (added on PR #343) isolated exactly 8 fixture files whose content is attributable to real MATLAB code changes since the currently-pinned gold commit (as opposed to ~182 files of macOS-vs-Linux platform/run noise, confirmed via a control run pinned at the exact gold commit) - all 8 are PYTHIA's own `legacy_svm`/`trace3_pythia_skip` hyperparameter/selection/eval outputs, matching this exact code path. No current `tests/fixtures/matlab/current` parity test reads those 8 files for a `PythiaStage.evaluate` comparison (`test_current_matlab_trace_parity.py`'s similarly-named files live under a different `trace/` stage directory; `test_current_matlab_stages.py`'s one `PythiaEvaluateInput` call site is the `trace3_pythia_skip` variant, whose classifier slots are already all `None`), so this fix needed no fixture or pin change - confirmed by the full pytest suite passing unchanged (1047 passed) after the fix. Rewrote the one existing test that asserted the old fabricated-score behavior as the new skip behavior, and added a companion test proving the fix distinguishes "no test data" from "observed and genuinely bad everywhere" (both produce an all-false truth column, but only the former should be treated as missing data). | +| v1.77 | 2026-09-26 | **[Behavior-changing]** Refreshed `tests/fixtures/matlab/current` (the "verified v2" MATLAB oracle) from `98a01ac0513c0dd0f8a9bd91ed2926c871334d7b` (v0.9.1, macOS) to `fdad7a43a12a403c4b20e4e98bbf8a6e56538e2b` (current master at refresh time, Linux/GLNXA64) via `pyis_export_reference_data.m` run for real on `matlab-fixture-publish.yml` (a new one-off `workflow_dispatch` CI tool, not for routine use - the session's sandbox can reach github.com but not the Actions artifact blob-storage host, so it pushes the raw export directly to a branch by git rather than an artifact download). Root-caused with a control run (`matlab-oracle-verify.yml`'s `instancespace_ref` input, added same session): re-exporting at the *old* gold commit on this same Linux CI runner still showed 182 of 190 changed files, proving the bulk of the apparent drift was macOS-vs-Linux floating-point noise in SIFTED's GA and PILOT's iterative solver, not a MATLAB code change - only 8 files (all PYTHIA `legacy_svm`/`trace3_pythia_skip` outputs) were real, code-attributable drift, matching v1.76's #58 port. Generating on Linux going forward removes that noise category from future re-verifications. Updated `tools/fixture_provenance.py`'s `_GOLD_MATLAB_COMMIT` and `_VERIFIED_V2_CONTENT_ROOT_SHA256` (recomputed via the same sorted-path/sha256 digest `_manifest_content_root` uses); `_REFERENCE_V2_EXPORTER_SHA256` and `_CANONICAL_DATASET_SHA256` were unchanged (same exporter script, same input dataset) so were left alone. `tests/fixture_inventory.json` needed no regeneration - the file path set didn't change, only content within existing paths, and the inventory classifies by path. Fixing the tests against the new bundle needed more than a data swap: MATLAB's actual #58 fix (read from `andremun/InstanceSpace@master`'s current `core/PYTHIA.m`, not re-derived from the issue text alone) turned out broader than v1.76 first modeled - it also changed an **empty (untrained) classifier slot** from "zero accuracy, undefined precision/recall" to fully `NaN`, unifying that case with "no ground truth" rather than keeping it separate; `PythiaStage.evaluate`'s two internal loops and one test (`test_pythia_evaluate_empty_trained_slot_matches_matlab_skip`) were corrected to match. Also: one literal-commit test (`test_current_bundle_is_verified_r2026a_source`) updated to the new commit/platform; two literal-value dicts in `test_current_matlab_trace_parity.py` (`_BOUNDARY_AMBIGUITIES`, `_BOUNDARY_SUMMARY_VALUES`) emptied - the one boundary-ambiguous point each `trace3_default`/`trace3_pythia_skip` variant had under the old oracle no longer exists under the new one (real floating-point projection/footprint geometry shift, confirmed by the membership test's own actual-vs-expected diff going from 1 point to 0, not assumed). Verification: `poe check` and the full pytest suite (1047 passed, coverage 92.05%) both pass against the refreshed bundle. This PR is intentionally separate from #343 (docs) and #345 (the code fix alone) despite building on both, since bumping the gold fixture is its own, larger-blast-radius change that needs its own review. | +| v1.78 | 2026-09-26 | **Correction to v1.76/v1.77's "8 files are code-attributable" claim**, plus PR #346's Copilot review round. After v1.77 landed, running `matlab-oracle-verify.yml` twice more, independently, against the exact new gold commit (`fdad7a43a12a403c4b20e4e98bbf8a6e56538e2b`) reproduced the identical 182-file diff against the just-committed oracle both times - not random per-run noise, but a stable discrepancy that exposed a flaw in how the "8 code-attributable files" figure was isolated: it compared the new diff's count against the raw 190/182 totals, not against the *old* control run's own file list. Doing that comparison properly: ~175 of the 182 files are unstable at **both** the old and new gold commit (inherent SIFTED-GA/PILOT-solver-derived non-determinism, not narrowed by generating on Linux as v1.77 concluded); only **7 files** show genuinely new instability introduced between the two commits - all `pythia/legacy_svm` outputs (`hyperparameters`, `raw_metrics`, `selection0`, `selection1`, `summary`, `ysub`, plus explore's `eval_summary`) - plausibly tied to #58's changed scoring logic, but confirmed only at file-identity level (this sandbox's proxy blocks the Actions blob-storage host, so no value-level diff was possible). Separately, 6 files that *were* unstable under the old-commit control are now exact matches, consistent with the already-landed `pointwise_covers()` fix (#319), unrelated to #58. **Practical consequence:** a raw file-diff cannot safely gate the oracle refresh - the noise floor is too close to the 423-file total. Posted as correction comments on #344 and PR #346 rather than silently editing the v1.76/v1.77 rows above. Separately, Copilot's review of PR #346 found three Low findings, all fixed: `matlab-fixture-publish.yml` was referenced by `tests/matlab_export/README.md`'s provenance section but absent from the PR's branch (added it, dropping the self-guarded `push` trigger since GitHub had already registered the workflow from its first use on PR #343); the PR description's "1047 passed" was stale against the actual `pytest --collect-only` count of **1049** (two tests were added by the same branch's earlier per-instance-masking correction) - reconciled in the PR description. The `verify_against_real_matlab` CI check on PR #346's own head commit failed with the same 182-file diff - expected and non-blocking (job-level `continue-on-error: true`, by the workflow's own design, since it is the exporter's first run outside a human's local MATLAB and isn't wired to gate anything yet); documented on the PR rather than re-run, since the discrepancy is stable, not a flake. | diff --git a/docs/python_implementation_pathways.md b/docs/python_implementation_pathways.md index 70ae8b9f..ea2115a1 100644 --- a/docs/python_implementation_pathways.md +++ b/docs/python_implementation_pathways.md @@ -768,7 +768,16 @@ drift" benefit for much less architectural risk, and the fuller redesign remains if the lighter version proves insufficient in practice. ### F9 — Expand `explore()` to full evaluation scope -**Implemented and verified (v1.66) — see roadmap's F9 row for the full summary.** All 7 +**Implemented and verified (v1.66) — see roadmap's F9 row for the full summary.** +**Correction (v1.76/v1.77, #345):** step 3's original "not evaluated" framing (and the +data-level NaN-padding it describes) turned out to only cover a whole algorithm column +absent from the test set; the first implementation still scored a trained algorithm +against a reconciled all-false truth column when the *raw* reconciliation left NaN in +`Y` (mirroring a real MATLAB defect at the time, `andremun/InstanceSpace#58`). Both +sides are now fixed: `_build_test_algo_matrix` returns a per-instance `observed` mask +(`~isnan(y_raw_test[:, :n_trained])`), and `PythiaStage.evaluate` scores only observed +(instance, algorithm) pairs, matching MATLAB's own `observed = ~isnan(Y(:,ii))` fix. +All 7 pathway steps below landed as scoped: `compute_binary_performance` extracted to `prelim.py` (step 2, also serving F8's PYTHIA-adjacent de-duplication goal as intended), case-insensitive algorithm reconciliation via `InstanceSpace._build_test_algo_matrix` (step 3, NaN-padding a @@ -832,7 +841,9 @@ computation, not just label prediction) goal, not just F9's. 3. **Algorithm reconciliation:** match `test_metadata.algorithm_names` against the trained model's algorithm names, case-insensitively (mirrors MATLAB's `strcmpi`). Algorithms in - training but absent from the test set: simply not evaluated. Algorithms in the test set + training but absent from the test set: simply not evaluated (per-instance, not just + per whole column - see this section's v1.76/v1.77 correction note above; #345). + Algorithms in the test set absent from training ("new" algorithms, per MATLAB's `autoNormalize` handling): see decision below. MATLAB pads these with `Yhat=false`, `Pr0hat=0`, `precision`/`recall`/`accuracy=NaN` (`PYTHIAevalMode`, "no CV model" convention) rather than dropping them - worth matching that diff --git a/docs/stage_inference_architecture.md b/docs/stage_inference_architecture.md index bf207b96..c0c33fd1 100644 --- a/docs/stage_inference_architecture.md +++ b/docs/stage_inference_architecture.md @@ -55,10 +55,12 @@ ground truth is present. Advancing only to a stage must not execute later work. - No fitted classifier, array, polygon, or tetrahedral mesh is mutated. - Test-only algorithms retain false/zero inference padding and NaN classifier metrics because no fitted classifier exists for them. -- A trained algorithm absent from test metadata is scored against the reconciled - all-false truth column; its metrics are not replaced with NaN. This follows - MATLAB v0.9.1's `core/PYTHIA.m::PYTHIAevalMode`, which evaluates every trained - classifier against its reconciled truth column. +- A trained algorithm without observed test-set ground truth for an instance is not + scored on that instance; its rates are `NaN` and its confusion row is zero when it + has no observed instances at all. This follows MATLAB's `core/PYTHIA.m::PYTHIAevalMode` + fix for `andremun/InstanceSpace#58`, which masks each trained classifier's confusion + count to its observed instances (`observed = ~isnan(Y(:,ii))`) instead of scoring a + reconciled placeholder as real ground truth. - All current R2026a `reference-export/v2` readers remain authoritative. ## Verification diff --git a/docs/test_data_audit.md b/docs/test_data_audit.md index ad13b727..d94fc6e9 100644 --- a/docs/test_data_audit.md +++ b/docs/test_data_audit.md @@ -2,15 +2,18 @@ **Status:** Audit and migration complete. §7's single-layout decision is implemented. The canonical install is a 423-file, `matlab-verified` `reference-export/v2` bundle from -MATLAB R2026a Update 4; provenance passed 86 tests and current readers passed 40. The -The local CI-equivalent gate passed all 1,046 collected tests with 92.08% branch coverage. -Frozen v1 remains readable. Steps 1–5 are +MATLAB R2026a, generated on Linux; provenance passed 86 tests and current readers passed +41. The local CI-equivalent gate passed all 1,049 collected tests with 92.05% branch +coverage. Frozen v1 remains readable. Steps 1–5 are implemented; #310 remains tracked for maintainer review. Sections 1–6 preserve the audit-time findings and paths, including items later remediated by those steps. -**Identity:** MATLAB v0.9.1 `98a01ac0513c0dd0f8a9bd91ed2926c871334d7b`; generator -`4816b8cf23ad9392e7a7f5aa85bfbc32080dfe84`; exporter -`d11293556b12beb63e3320094a2340ba3f7f8b7a58677ff404f20c0ba3b7350c`. +**Identity:** MATLAB master `fdad7a43a12a403c4b20e4e98bbf8a6e56538e2b`; generator +`66e65bec30bfad30ef8e8bcf805330dfbda04a83`; exporter +`d11293556b12beb63e3320094a2340ba3f7f8b7a58677ff404f20c0ba3b7350c`. Refreshed from the +prior MATLAB v0.9.1 gold commit (`98a01ac0...`) once, so the oracle is generated on the +same platform (Linux) CI runs on -- see `tests/matlab_export/README.md`'s "Current +execution status" for why that matters. **§7.1** extends the target layout with a cross-stage/shared-input rule. **Scope:** every file under `tests/` in this repository, not only diff --git a/instancespace/instance_space.py b/instancespace/instance_space.py index ffbfea84..58783edb 100644 --- a/instancespace/instance_space.py +++ b/instancespace/instance_space.py @@ -1107,10 +1107,16 @@ def _build_test_algo_matrix( `max_perf`/`abs_perf` NaN handling then treats it as never the best for any instance (matching MATLAB's convention for missing ground truth), so no separate branch is needed for that case there. The - returned mask records which of the *trained* columns have real ground - truth for callers that need that metadata. MATLAB-compatible PYTHIA - evaluation deliberately scores every non-empty trained classifier; an - absent column therefore remains the reconciled all-false truth vector. + returned mask is ``~isnan(y_raw_test[:, :n_trained])``, per instance + and per trained algorithm - not just per whole column - mirroring + MATLAB's own ``observed = ~isnan(Y(:,ii))`` (`andremun/InstanceSpace#58 + `_): a trained + algorithm absent from the test set entirely gets an all-``False`` + column this way, but so does any individual instance the test set's + metadata simply has no recorded performance for, even when the rest + of that algorithm's column is observed. `PythiaStage.evaluate` uses + it to score only observed (instance, algorithm) pairs, rather than + reporting a fabricated score for an unobserved one. Algorithms in `new_algo_labels` (present in the test set, absent from training - see `_find_new_algorithms`) are appended as extra columns @@ -1135,9 +1141,10 @@ def _build_test_algo_matrix( - y_raw_test: (n_instances, n_trained + n_new) raw performance. The columns are in the order of `algo_labels + new_algo_labels`. A column is NaN if the test set does not contain that trained algorithm. - - has_ground_truth: (n_trained,) mask. It shows the *trained* columns - that have real ground truth. The mask does not include the new - algorithms, because they always have ground truth. + - observed: (n_instances, n_trained) mask, True where a trained + algorithm has real per-instance ground truth. The mask does not + include the new algorithms, because they always have ground + truth. """ test_cols = { name.lower(): i for i, name in enumerate(test_metadata.algorithm_names) @@ -1146,19 +1153,18 @@ def _build_test_algo_matrix( n_trained = len(algo_labels) n_new = len(new_algo_labels) y_raw_test = np.full((ninst, n_trained + n_new), np.nan, dtype=np.double) - has_ground_truth = np.zeros(n_trained, dtype=np.bool_) for i, label in enumerate(algo_labels): col = test_cols.get(label.lower()) if col is not None: y_raw_test[:, i] = test_metadata.algorithms[:, col] - has_ground_truth[i] = True for j, label in enumerate(new_algo_labels): col = test_cols[label.lower()] y_raw_test[:, n_trained + j] = test_metadata.algorithms[:, col] - return y_raw_test, has_ground_truth + observed = ~np.isnan(y_raw_test[:, :n_trained]) + return y_raw_test, observed def _explore_evaluate( self, @@ -1178,15 +1184,17 @@ def _explore_evaluate( the already-trained classifiers' predictions (`y_hat`, already computed by `_explore_pythia` - not recomputed here) against that ground truth, matching MATLAB's exact formulas (`tp/(tp+fp)`, - `tp/(tp+fn)`, `(tp+tn)/ninst`, `core/PYTHIA.m:379-381`). - - A trained algorithm absent from the test metadata retains its - reconciled all-false truth column and is scored when its classifier is - non-empty, exactly as MATLAB does. Algorithms in `new_algo_labels` - always have real ground truth by construction but no trained-model - slot, so their rates stay `NaN` while their confusion rows remain zero. - They still participate as full candidates in `y_best_actual`/ - `p_actual`/`beta_actual` through the widened performance calculation. + `tp/(tp+fn)`, `(tp+tn)/(tp+tn+fp+fn)`, `core/PYTHIA.m:379-464`). + + A trained algorithm's unobserved test instances are not scored: its + rates come from its observed instances only, and an algorithm with no + observed instances at all gets `NaN` rates and a zero confusion row, + matching MATLAB's fix for `andremun/InstanceSpace#58 + `_ (the same + treatment `new_algo_labels` algorithms already get, since they too + have no trained-model slot). It still participates as a full + candidate in `y_best_actual`/`p_actual`/`beta_actual` through the + widened performance calculation - only its own scoring is skipped. Parameters ---------- @@ -1209,7 +1217,7 @@ def _explore_evaluate( """ model = self._require_model() algo_labels = model.data.algo_labels - y_raw_test, _ = self._build_test_algo_matrix( + y_raw_test, observed = self._build_test_algo_matrix( test_metadata, algo_labels, new_algo_labels, @@ -1226,6 +1234,7 @@ def _explore_evaluate( PythiaEvaluateInput( perf.y_bin, y_hat, + observed, ), model.pythia, ) diff --git a/instancespace/stages/pythia.py b/instancespace/stages/pythia.py index 051ca699..b3724fe1 100644 --- a/instancespace/stages/pythia.py +++ b/instancespace/stages/pythia.py @@ -281,6 +281,11 @@ class PythiaEvaluateInput(NamedTuple): y_true: NDArray[np.bool_] y_pred: NDArray[np.bool_] + observed: NDArray[np.bool_] + """Per-instance, per-trained-algorithm mask: shape (n_instances, + n_trained_algorithms). True where the test set has real ground truth for + that (instance, algorithm) pair, mirroring MATLAB's + ``observed = ~isnan(Y(:,ii))`` (#58).""" class PythiaEvaluateOutput(NamedTuple): @@ -469,15 +474,23 @@ def evaluate( """Evaluate predictions with MATLAB's explicit confusion-count formulas. MATLAB stores each confusion matrix as ``cm(:)'`` in column-major order, - hence ``[TN, FN, FP, TP]``. MATLAB v0.9.1's - ``core/PYTHIA.m::PYTHIAevalMode`` loops over every trained classifier and - calls ``confusionmat`` against its reconciled truth column. Therefore, - every non-empty trained-classifier slot is scored, including a training - algorithm absent from the test metadata (whose truth column is all - false). Empty trained slots retain a zero confusion row and therefore - zero accuracy with undefined precision and recall. Test-only algorithms - also retain zero confusion rows, but their rates stay ``NaN`` because no - trained-model slot exists for them. + hence ``[TN, FN, FP, TP]``. ``core/PYTHIA.m::PYTHIAevalMode`` (after its + `andremun/InstanceSpace#58 + `_ fix) initializes + every rate to ``NaN`` and, for each trained slot with a fitted + classifier, masks the confusion count to ``observed = ~isnan(Y(:,ii))`` + before calling ``confusionmat`` -- per *instance*, not per algorithm + column: a trained algorithm can have real ground truth for some test + instances and none for others, and only the observed rows are scored. + ``inputs.observed`` (shape ``(n_instances, n_trained)``) carries that + mask here. Accuracy's denominator is the observed count for that + algorithm (``tp+tn+fp+fn``), matching MATLAB's + ``(tp+tn)/(tp+tn+fp+fn)`` -- equal to ``n_instances`` only when every + instance is observed. A slot with no fitted classifier + (``classifier is None``) or with no observed instances at all gets + ``NaN`` accuracy/precision/recall and a zero confusion row, the same + treatment a test-only algorithm with no trained-model slot already + gets. """ if ( inputs.y_true.ndim != PYTHIA_ARRAY_DIMENSIONS @@ -495,9 +508,16 @@ def evaluate( if n_trained_algorithms > n_algorithms: msg = "PYTHIA evaluate has more trained classifiers than algorithms." raise ValueError(msg) + if inputs.observed.shape != (n_instances, n_trained_algorithms): + msg = ( + "PYTHIA evaluate observed must have shape " + "(n_instances, n_trained_algorithms)." + ) + raise ValueError(msg) y_true = np.asarray(inputs.y_true, dtype=np.bool_) y_pred = np.asarray(inputs.y_pred, dtype=np.bool_) + observed = np.asarray(inputs.observed, dtype=np.bool_) accuracy = np.full(n_algorithms, np.nan, dtype=np.double) precision = np.full(n_algorithms, np.nan, dtype=np.double) recall = np.full(n_algorithms, np.nan, dtype=np.double) @@ -506,8 +526,11 @@ def evaluate( for index, classifier in enumerate(classifiers): if classifier is None: continue - truth = y_true[:, index] - prediction = y_pred[:, index] + row_mask = observed[:, index] + if not row_mask.any(): + continue + truth = y_true[row_mask, index] + prediction = y_pred[row_mask, index] true_positive = int(np.sum(truth & prediction)) true_negative = int(np.sum(~truth & ~prediction)) false_positive = int(np.sum(~truth & prediction)) @@ -518,12 +541,9 @@ def evaluate( false_positive, true_positive, ] - - for index in range(n_trained_algorithms): - true_negative, false_negative, false_positive, true_positive = cvcmat[index] accuracy[index] = _safe_ratio( true_positive + true_negative, - n_instances, + true_positive + true_negative + false_positive + false_negative, ) precision[index] = _safe_ratio( true_positive, diff --git a/tests/README.md b/tests/README.md index d2e6de1c..bc01092a 100644 --- a/tests/README.md +++ b/tests/README.md @@ -9,12 +9,12 @@ and file-by-file mapping. ## Current MATLAB oracle `tests/fixtures/matlab/current/` is the canonical `matlab-verified` oracle: 423 files -under `reference-export/v2`, generated with MATLAB R2026a Update 4 from gold source -`98a01ac0513c0dd0f8a9bd91ed2926c871334d7b` (InstanceSpace v0.9.1) and Python -generator `4816b8cf23ad9392e7a7f5aa85bfbc32080dfe84`. Its exporter SHA-256 is +under `reference-export/v2`, generated with MATLAB R2026a from gold source +`fdad7a43a12a403c4b20e4e98bbf8a6e56538e2b` (InstanceSpace master, Linux/GLNXA64) and +Python generator `66e65bec30bfad30ef8e8bcf805330dfbda04a83`. Its exporter SHA-256 is `d11293556b12beb63e3320094a2340ba3f7f8b7a58677ff404f20c0ba3b7350c`. Collection contains 86 provenance tests and 41 current scientific readers. The -local CI-equivalent gate passed all 1,046 collected tests with 92.08% branch coverage +local CI-equivalent gate passed all 1,049 collected tests with 92.05% branch coverage and no uncaught warnings under `-W error`. The frozen 229-file v1 format remains readable, but is not the installed oracle. diff --git a/tests/fixtures/matlab/current/build_data/cloister/default/inputs/projection_a.csv b/tests/fixtures/matlab/current/build_data/cloister/default/inputs/projection_a.csv index 6e18e385..bf0fce71 100644 --- a/tests/fixtures/matlab/current/build_data/cloister/default/inputs/projection_a.csv +++ b/tests/fixtures/matlab/current/build_data/cloister/default/inputs/projection_a.csv @@ -1,3 +1,3 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9 -0.249092295888378,0.431711434908374,0.214352423159408,0.363622123484417,0.0274284254836581,0.0689518744337334,0.359613773582525,-0.0173669881102019,-0.0964263821203609 --0.0732963416373612,0.0204084764633787,-0.107932246462975,0.101249984067631,-0.305212616737112,-0.274860693082831,0.181740592858163,0.62427701914227,0.282897126251227 +0.249092206879522,0.431710717823879,0.214352912743422,0.363621659549831,0.0274286818466088,0.0689517759930329,0.359612702947319,-0.0173659562967646,-0.0964261500354347 +-0.0732961930970811,0.0204081495527564,-0.107932148621878,0.101250210352702,-0.3052120253388,-0.274860661014564,0.181740462282104,0.624276790340233,0.282896923789497 diff --git a/tests/fixtures/matlab/current/build_data/cloister/default/outputs/z_ecorr.csv b/tests/fixtures/matlab/current/build_data/cloister/default/outputs/z_ecorr.csv index ecc5e6da..e674ec9b 100644 --- a/tests/fixtures/matlab/current/build_data/cloister/default/outputs/z_ecorr.csv +++ b/tests/fixtures/matlab/current/build_data/cloister/default/outputs/z_ecorr.csv @@ -1,16 +1,16 @@ col_1,col_2 --3.41876157742417,0.215696976515187 --3.15169019583677,-1.4735805039861 --2.80356655282376,-2.49491072526889 --2.0725820092212,-2.86298122691218 --0.808859053742363,-3.23483644286498 -1.07975366191975,-3.14555525863087 -2.64979184135803,-2.70838070189488 -3.98323539099592,0.1260795794274 -3.71616400940852,1.81535705992869 -3.36804036639552,2.83668728121147 -2.63705582279295,3.20475778285476 -1.37333286731412,3.57661299880757 --0.515279848347991,3.48733181457345 --2.08531802778627,3.05015725783747 --3.41876157742417,0.215696976515187 +-3.41875912799501,0.215696081525904 +-3.15168718526095,-1.47357942944073 +-2.80356438013326,-2.49490891978543 +-2.07257816695149,-2.86297908777105 +-0.808855663042366,-3.23483355013265 +1.07975391558239,-3.145553796038 +2.64979009185594,-2.7083782622542 +3.98323301663355,0.126080732486571 +3.71616107389949,1.8153562434532 +3.3680382687718,2.8366857337979 +2.63705205559003,3.20475590178352 +1.37332955168091,3.57661036414513 +-0.515280026943856,3.48733061005048 +-2.08531620321741,3.05015507626668 +-3.41875912799501,0.215696081525904 diff --git a/tests/fixtures/matlab/current/build_data/cloister/default/outputs/z_edge.csv b/tests/fixtures/matlab/current/build_data/cloister/default/outputs/z_edge.csv index 9e31137c..17bb3247 100644 --- a/tests/fixtures/matlab/current/build_data/cloister/default/outputs/z_edge.csv +++ b/tests/fixtures/matlab/current/build_data/cloister/default/outputs/z_edge.csv @@ -1,20 +1,20 @@ col_1,col_2 --3.41876157742417,0.215696976515186 --3.33129063410252,-0.757644913472915 --3.15169019583677,-1.4735805039861 --2.80356655282376,-2.49491072526889 --2.0725820092212,-2.86298122691218 --0.808859053742363,-3.23483644286498 -1.07975366191975,-3.14555525863087 -2.64979184135803,-2.70838070189488 -4.04250769765471,-2.00453389735018 -3.98323539099592,0.1260795794274 -3.89576444767428,1.0994214694155 -3.71616400940852,1.81535705992869 -3.36804036639552,2.83668728121147 -2.63705582279295,3.20475778285476 -1.37333286731412,3.57661299880757 --0.515279848347991,3.48733181457345 --2.08531802778627,3.05015725783747 --3.47803388408295,2.34631045329276 --3.41876157742417,0.215696976515186 +-3.41875912799501,0.215696081525904 +-3.33128736711608,-0.757643922456446 +-3.15168718526095,-1.47357942944073 +-2.80356438013326,-2.49490891978543 +-2.07257816695149,-2.86297908777105 +-0.808855663042366,-3.23483355013265 +1.07975391558239,-3.145553796038 +2.64979009185594,-2.7083782622542 +4.04250180178578,-2.00453196340578 +3.98323301663355,0.126080732486571 +3.89576125575462,1.09942073646892 +3.71616107389949,1.8153562434532 +3.3680382687718,2.8366857337979 +2.63705205559003,3.20475590178352 +1.37332955168091,3.57661036414513 +-0.515280026943856,3.48733061005048 +-2.08531620321741,3.05015507626668 +-3.47802791314724,2.34630877741825 +-3.41875912799501,0.215696081525904 diff --git a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_a_raw.csv b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_a_raw.csv index 6e18e385..bf0fce71 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_a_raw.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_a_raw.csv @@ -1,3 +1,3 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9 -0.249092295888378,0.431711434908374,0.214352423159408,0.363622123484417,0.0274284254836581,0.0689518744337334,0.359613773582525,-0.0173669881102019,-0.0964263821203609 --0.0732963416373612,0.0204084764633787,-0.107932246462975,0.101249984067631,-0.305212616737112,-0.274860693082831,0.181740592858163,0.62427701914227,0.282897126251227 +0.249092206879522,0.431710717823879,0.214352912743422,0.363621659549831,0.0274286818466088,0.0689517759930329,0.359612702947319,-0.0173659562967646,-0.0964261500354347 +-0.0732961930970811,0.0204081495527564,-0.107932148621878,0.101250210352702,-0.3052120253388,-0.274860661014564,0.181740462282104,0.624276790340233,0.282896923789497 diff --git a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_alpha.csv b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_alpha.csv index d570597c..4c039303 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_alpha.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_alpha.csv @@ -1,57 +1,57 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9,col_10 --0.100141584848566,0.34491220194241,-0.332777782005864,-0.159391196862777,0.126380482857079,0.0031966551352704,-0.170468798882521,0.120548162152386,0.412356374739245,0.249092295888378 --0.226193041108675,-0.253796312442571,-0.166417339095828,0.0550892231039035,0.284038333412382,-0.251027844160596,-0.14945169466576,0.059830816994863,0.261679135461796,-0.0732963416373612 --0.234630506673507,0.445427545582035,-0.503068485142133,-0.187900057003705,0.318286521183286,0.180558553940936,-0.251110196585254,0.0178136575062194,-0.444708715308959,0.431711434908374 --0.170213357537118,-0.500207769841251,-0.406250224043905,-0.0767780891242504,0.399291737859135,-0.254832533420017,-0.335799627658997,0.386437239375411,-0.0457421527311655,0.0204084764633787 --0.0672577762233042,0.343172375556269,-0.308771807701794,-0.164074010417096,0.078530455748383,-0.0505167871544104,-0.160766781137786,0.164767909405825,0.463768501688001,0.214352423159408 --0.262165801189351,-0.200052150049458,-0.107327162391052,0.0997601696383837,0.272729065393469,-0.270862197639,-0.106149747506769,-0.0398823939623146,0.243223577042071,-0.107932246462975 --0.232261338900387,0.288223589879274,-0.381543125967834,-0.107831044182575,0.32457960784711,0.251729356095422,-0.185756832082141,-0.0868888131375664,0.0203166871177415,0.363622123484417 --0.0179136422521922,-0.455495728887317,-0.409164804304272,-0.162732849657891,0.283213864379571,-0.111863363443755,-0.325922233857718,0.473352510978007,0.0710794114615486,0.101249984067631 -0.112465976343306,0.345100516902213,-0.185214543940481,-0.195672203368116,-0.186090775918373,-0.352238943487807,-0.109331595940687,0.394350447708513,0.77056317837828,0.0274284254836581 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+0.0810057768296193,-0.590787875208311,-0.560250562467176,-0.773842674605464,-0.0543684237609207,-0.266110185050896,-0.775879603684401,0.483706936372425,1.21000686426999,0.483970042021442 +0.225770564219661,-0.533368691052137,-0.579951623676293,-0.657260536412515,-0.251219097194169,-0.0338975977717536,-0.781501936012132,0.280188444437021,0.633387570032206,0.592946178431759 +0.354546685408134,-0.149956439896394,-0.30444978190138,-0.105950932461342,-0.456038954465128,0.383902770227457,-0.373958528070272,-0.222941756568933,-0.850658213580342,0.464177650774546 +-0.0598813151837486,0.100024634937291,0.117280400885652,0.118516021224917,0.0703365355875848,-0.0173476480156235,0.155912107187333,-0.0348783759234393,0.0128030635963244,-0.129124253768069 +-0.161343103881964,0.0633066783224849,0.134178867195654,0.0415847838683607,0.207933538009533,-0.177811217042466,0.164179284144235,0.105654177999551,0.576448715508469,-0.207856912593032 +-0.181468971660964,0.126915418419888,0.200056583421117,0.12178331241402,0.228930347694629,-0.164616955705524,0.253729185900023,0.0653697363786084,0.258701176401658,-0.271651201402788 +-0.129295404228605,0.000753308184945521,0.0634628970242182,-0.0340455303477316,0.171118803966266,-0.174280810811448,0.0695192877178,0.131963340325253,0.862110705348623,-0.132641150539538 +-0.163847004712571,-0.184610670641408,-0.0831896817638609,-0.293077219725613,0.233458006513264,-0.33883075580711,-0.142234641816711,0.345841507867656,0.928574317675477,-0.0420751993277423 +-0.0106390375317173,0.17817661498199,0.162273335227407,0.237099391481949,-0.00185526357239681,0.098899646436222,0.226682598658939,-0.15996270947959,-0.541640008511424,-0.131870185858442 +-0.062408706148695,-0.000270350958389299,0.0300776868325795,-0.0172443274530229,0.0826607562456456,-0.0845330121136385,0.0328644168644846,0.0647970429144464,0.212983316915217,-0.0635997671162833 +-0.207849642638166,0.0446661926696311,0.140347157853836,0.00387727917924294,0.271214591426081,-0.252561382918925,0.165708945192313,0.171430846219507,0.638659295787326,-0.242757621115989 +-0.169871164581436,0.0286288549508393,0.107768388008597,-0.0074547189353335,0.22237736366334,-0.211436986813035,0.125655471280169,0.147726526646802,0.587687219879532,-0.193063113235711 +-0.0790878858154326,-0.0704347332893588,-0.0236889211426504,-0.11629463923816,0.111011417685369,-0.1516752407913,-0.0454277152746685,0.149205786976367,0.486731221023401,-0.032988257290989 diff --git a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_b.csv b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_b.csv index 42a97179..62e5c7e9 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_b.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_b.csv @@ -1,10 +1,10 @@ col_1,col_2 -0.391639704311379,-0.0829026206791176 -0.865182197001277,-0.197269069681609 -0.575447203297135,-0.471621474715116 -0.589895043783316,0.38382629447356 -0.241135462777744,-0.576209533440591 -0.192436464081259,-0.519835520827914 -0.419358890360477,0.483969606980603 -0.215499104788709,0.592945877467802 --0.250357484118554,0.464177493845359 +0.391640099956777,-0.0829025103799028 +0.865182385237714,-0.197269067590585 +0.575447646332776,-0.471621574473014 +0.589894966873403,0.383826629610035 +0.241135719046399,-0.576209687521812 +0.192436419624249,-0.519835760047712 +0.419358560387058,0.483970042021442 +0.215499400325313,0.592946178431759 +-0.250357434048531,0.464177650774546 diff --git a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_c.csv b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_c.csv index 0492d642..eef8b45c 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_c.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_c.csv @@ -1,3 +1,3 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9,col_10 --0.0216517745754241,0.118137207295175,0.085210444726577,0.137487340024666,0.333124887453628,-0.1412071430647,0.0669069143927903,0.183820888575554,0.156991119189397,0.144773733179377 --0.129124234559782,-0.207856944136901,-0.271651131909621,-0.132641129383323,-0.042075284832078,-0.131870080874962,-0.0635997794191711,-0.242757571500497,-0.193063094765958,-0.0329882924181881 +-0.0216516208489595,0.118137210668729,0.0852103311251433,0.137487475443223,0.333125072245169,-0.141206924889264,0.0669066109739167,0.183820719906255,0.15699079243744,0.14477379098721 +-0.129124253768069,-0.207856912593032,-0.271651201402788,-0.132641150539538,-0.0420751993277423,-0.131870185858442,-0.0635997671162833,-0.242757621115989,-0.193063113235711,-0.032988257290989 diff --git a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_eoptim.csv b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_eoptim.csv index 6677b401..cf86ba12 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_eoptim.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_eoptim.csv @@ -1,11 +1,11 @@ eoptim -0.662549023529459 -0.662548996192831 -0.662548996126286 -0.662548997415388 -0.66254899619031 -0.66254899610709 -0.662549029576677 -0.662549774323843 -0.669990932361051 -0.662548996224064 +0.662549023517163 +0.662548996192497 +0.662548996126407 +0.662548997406785 +0.662548996189724 +0.662548996106584 +0.66254902957252 +0.662549774369942 +0.669945126181229 +0.662548996224349 diff --git a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_error.csv b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_error.csv index e5e43c67..3862f4c5 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_error.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_error.csv @@ -1,2 +1,2 @@ error -2668.74735679053 +2668.74735679168 diff --git a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_matrix.csv b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_matrix.csv index 8e12fac3..c43b9a73 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_matrix.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_matrix.csv @@ -1,3 +1,3 @@ Row,Max_Normalized_Entropy_attributes,Normalized_Entropy_Class_Attribute,Mean_Mutual_Information_Attribute_Class,ErrorRate_Decision_Node,Max_Feature_Efficiency_F3,Collective_Feature_Efficiency_F4,Training_Error_Linear_Classifier_L2,Fraction_Points_Class_Boundary_N1,Nonlinearity_Nearest_Neighbor_Classifier_N4 Z_{1},0.2491,0.4317,0.2144,0.3636,0.0274,0.069,0.3596,-0.0174,-0.0964 -Z_{2},-0.0733,0.0204,-0.1079,0.1012,-0.3052,-0.2749,0.1817,0.6243,0.2829 +Z_{2},-0.0733,0.0204,-0.1079,0.1013,-0.3052,-0.2749,0.1817,0.6243,0.2829 diff --git a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_perf.csv b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_perf.csv index a5dea0c1..fa119b32 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_perf.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_perf.csv @@ -1,11 +1,11 @@ perf -0.790760781170094 -0.833102742396902 -0.815579657739756 -0.784416030175108 -0.860491013232827 -0.795737844592527 -0.771448139758839 -0.748541085161207 -0.716391967959998 -0.866407242619969 +0.79076076859007 +0.833102793855037 +0.815579724410899 +0.784415912777707 +0.860490981693681 +0.795737858958705 +0.771449071693651 +0.748540805077197 +0.716764444225103 +0.866407296322122 diff --git a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_r2.csv b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_r2.csv index d03ea745..ef5f61ca 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_r2.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_r2.csv @@ -1,20 +1,20 @@ r2 -0.138898590235375 -0.685915926647006 -0.690988628772078 -0.690963229409642 -0.730834713560719 -0.58975865124227 -0.722885115026578 -0.842757021163512 -0.488242397836269 -0.0374802511489301 -0.0987370418041447 -0.159809423807212 -0.0492671610432774 -0.0963609954852744 -0.0607260115125897 -0.011422346101713 -0.144210884346449 -0.0934446928421222 -0.0192051799480572 +0.138898748058993 +0.685915966718198 +0.690988841697411 +0.690963145721185 +0.73083462548475 +0.589758647501219 +0.722885078162216 +0.842757097106889 +0.488242388302425 +0.0374802343201377 +0.0987369887306155 +0.159809390110422 +0.0492671525542505 +0.0963610153057266 +0.0607260017817009 +0.0114223239002307 +0.14421081807425 +0.0934446371526489 +0.0192051612455042 diff --git a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_z.csv b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_z.csv index 014b1ead..6955c0ac 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/default/outputs/pilot_z.csv @@ -1,213 +1,213 @@ z_1,z_2 -0.813568268758845,1.88460203918377 -0.35307699650314,-0.682678018330096 --0.357866496738498,0.404012176074827 -0.174181579044543,1.37669009744718 -0.406136417523335,-1.93705383926284 -0.205776171438085,1.34521998308281 --0.935948124629041,2.4130983207295 -0.279744776702277,2.05956825152014 -0.76323687877378,1.80628978991641 -0.543168602088501,0.406929970333132 -0.584254189156492,0.656373358504735 -0.415300065412765,0.867293697829504 -0.81345266761751,0.142728244389449 -0.451677868058983,2.18640397744611 -0.762200931564188,2.77633253707082 -0.438180681846751,2.06716639724676 -0.0549178911063845,-0.592529750775906 -1.98003823327326,-0.790014411784594 -0.193780774472242,-1.87839717773557 --0.311653762818236,1.24090570511703 -0.587846376046454,1.74741828968761 -1.11198248715256,-0.44693382125112 -0.21812807614184,1.98749807406267 --0.435024625546103,2.3345343285864 -0.31800612878741,2.30054861294497 -0.287696099702127,2.35559613881812 --0.823016661578931,-0.945078907610218 --0.787242070672725,-1.00927109869214 --0.530067004647039,-1.96228184159449 -0.326126843433741,0.931905893145732 -1.1326450617369,-0.880171116056983 -0.905721516482098,-1.51189836810601 -0.564413885064664,2.72201867197295 --0.596753486946262,-0.0253133497488153 -0.508515192502015,-1.04537406296711 --0.660350135004222,-0.285387130036206 --0.773958579985793,0.777260531444112 --0.074199151441569,-2.30939661168132 -0.00501797730248017,-2.28733873207169 -1.14276469902693,1.46834636884392 -1.18684786002281,1.684674254019 --1.38035074209701,-0.291731942570162 --0.521085304407174,-1.0172071974573 --1.32515773079675,-0.103682922412665 --1.15175401502551,0.0953183941252153 -0.998739718239173,-1.28031809816135 -0.575722716113584,2.78562201690104 -0.371500719428591,1.07616688281721 -0.44596624796141,2.73104438838155 --0.440307214434806,-1.61269265708152 --0.0603173625812102,-1.18320960808681 -0.627202828583545,-1.31278664279991 --1.32916626683131,1.35346323228039 --2.25820900870504,-0.00395459819827943 --0.456238287098818,-1.33604762617904 -0.125295846603146,-0.156769460639333 -1.07137679911367,-0.762404728803738 -0.280506754975173,-0.304591364808754 -0.447837528886255,1.43666638901503 --0.190892178310217,0.274016813311056 --0.814971051517312,-1.87869593241928 --0.572979560958495,-0.68211572239763 --0.562658988461956,-0.788236512975715 --0.0867568396352447,-0.156812736113697 --0.795667336692842,-1.51662297420632 --0.757760580408363,-0.698415636004654 --0.453702233576861,-0.45179606046591 --0.539606507985586,-0.670261175138717 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-0.00681629671093368,-0.00357565283466435,-0.0119812182463349,0.00287429228475455,-0.0163267890068284,-0.0139010205375454,0.00941842430186567,0.0188117995333015,0.0137033817998775 --0.0331793187423759,-0.0214608038681819,-0.018896533072008,-0.027078786882427,-0.00355819900680414,-0.0024208584794321,-0.025795435527838,0.000819810681353803,2.46929935427031e-06 +-0.0331793187423759,-0.0214608038681819,-0.0188965330720079,-0.027078786882427,-0.00355819900680417,-0.00242085847943212,-0.025795435527838,0.000819810681353791,2.46929935427365e-06 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_b.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_b.csv index 337d96e2..ce3e6ca2 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_b.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_b.csv @@ -1,10 +1,10 @@ col_1,col_2 -2.35620954483647,-8.10689055592111 --5.05832399407958,-9.21406784152366 --10.6023053880817,-5.70176480890646 -7.82889617172006,-8.52051449951063 --12.4199782453246,-1.11218368693186 --11.2913743457608,-0.533939032268602 +-5.05832399407958,-9.21406784152367 +-10.6023053880817,-5.70176480890645 +7.82889617172005,-8.52051449951062 +-12.4199782453246,-1.11218368693187 +-11.2913743457608,-0.533939032268607 9.94129027324395,-7.5051806883986 11.959525721619,-4.92992697203736 -10.0683186263383,0.424579102462816 +10.0683186263383,0.424579102462818 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_c.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_c.csv index c1bce701..78645404 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_c.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_c.csv @@ -1,3 +1,3 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9,col_10 --2.43800667196516,-4.22475016308735,-5.55359790404488,-2.81769152732967,-1.20827060744053,-2.6855147952157,-1.10642408714345,-4.94266595326585,-3.92772419092146,-0.756738502331502 -0.123208164057524,-1.28993133618576,-0.23490625075069,-2.03014665686954,-4.43508389744467,2.84194806780082,-0.88640037782575,-1.88528436294572,-1.47978608753883,-1.82458655380942 +-2.43800667196516,-4.22475016308734,-5.55359790404488,-2.81769152732967,-1.20827060744053,-2.6855147952157,-1.10642408714346,-4.94266595326585,-3.92772419092146,-0.756738502331502 +0.123208164057525,-1.28993133618576,-0.234906250750689,-2.03014665686954,-4.43508389744467,2.84194806780082,-0.88640037782575,-1.88528436294572,-1.47978608753883,-1.82458655380942 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_r2.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_r2.csv index 43a712ad..83c223d8 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_r2.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_r2.csv @@ -1,20 +1,20 @@ r2 0.33778861566285 0.523628852214606 -0.686819912219096 +0.686819912219097 0.634553472056605 -0.736932759089169 +0.73693275908917 0.605593485811777 0.735341182286285 -0.793054196377669 -0.481285816946531 +0.79305419637767 +0.481285816946532 0.0282419752807445 -0.092476003756306 -0.146434268371818 +0.0924760037563059 +0.146434268371817 0.0571605734198293 0.1001416447307 0.0724580973241669 0.00952549711099936 0.132626748126735 -0.083491868174517 -0.0184917974087823 +0.0834918681745172 +0.0184917974087824 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_z.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_z.csv index 0dda31ed..31bd84c7 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_2d/outputs/pilot_z.csv @@ -1,63 +1,63 @@ z_1,z_2 -0.0718887432522557,-0.0788320934978479 +0.0718887432522557,-0.0788320934978478 -0.0419843206892638,-0.0337560157669813 0.0174067466274807,0.0278361686392421 0.0529380933471767,-0.0149527442152001 -0.0895549322232783,0.0111265468590425 -0.0638704899802892,-0.0209665233521233 +0.0638704899802892,-0.0209665233521232 0.124490718748936,0.0915652294619746 0.0933800445383815,-0.0199821398514373 0.0801415039879269,-0.04784335492605 0.0130496876661093,-0.0173626509657764 0.024475726024524,-0.0241146756696985 -0.0366459346797865,-0.0084788449868264 +0.0366459346797865,-0.00847884498682641 -0.00407831521400514,-0.0351881105423734 0.0966206329746424,-0.0368263273863222 -0.119846418628873,-0.0610083769836248 +0.119846418628873,-0.0610083769836249 0.092403895864505,-0.0278714465753732 -0.0347125367516341,0.0305134045964139 -0.0631646182441409,-0.174009980571612 --0.0932451197318357,-0.0068772292013186 -0.0617168468545142,0.041026028281952 -0.0920465999231195,-0.0639718438375849 +-0.0932451197318357,-0.00687722920131861 +0.0617168468545142,0.0410260282819521 +0.0920465999231195,-0.0639718438375848 -0.0274760257777439,-0.0585111961102046 -0.0964923991529285,-0.0241343979102734 -0.111286963108503,0.00897846538044366 -0.101687725116782,-0.0543454527092486 +0.0964923991529285,-0.0241343979102733 +0.111286963108503,0.00897846538044369 +0.101687725116782,-0.0543454527092485 0.106219220100445,-0.0510704944785965 --0.0368694176793191,0.0628963540524817 --0.0403799543825927,0.0610049349275218 +-0.036869417679319,0.0628963540524818 +-0.0403799543825927,0.0610049349275219 -0.088990461641211,0.0414555342347849 -0.0350460798415849,-0.050428344447364 --0.0604407924167743,-0.0630628114619158 --0.083040630634367,-0.0440022668654086 +0.0350460798415849,-0.0504283444473641 +-0.0604407924167743,-0.0630628114619159 +-0.083040630634367,-0.0440022668654087 0.120630024186627,-0.0560686522529161 0.0108461525531561,0.0705009981181429 -0.0552178858076857,-0.0314935554223178 --0.00117072016295587,0.0378816485410593 +-0.00117072016295587,0.0378816485410594 0.0469885495600021,0.0863160909965682 -0.103284668914327,0.0099330887333432 -0.10265848814241,0.00403382241218984 0.0538787490349234,-0.131201529412257 0.0658017868784788,-0.130779351511384 -0.00340172104976674,0.091579553091954 +0.00340172104976673,0.091579553091954 -0.0273637885554532,0.101452995733712 0.00962206415853699,0.132504637214735 0.0144416431459285,0.122254216807075 --0.0684149047817715,-0.0892759120068748 +-0.0684149047817715,-0.0892759120068749 0.122355617296764,-0.0547846656588293 -0.0471887566344802,-0.0512885358097508 +0.0471887566344802,-0.0512885358097507 0.122860499495792,-0.0503029307598537 --0.0818276358853126,0.0401185886966465 --0.0524281692037454,0.033118951744282 --0.0692458463621668,-0.0345725828948884 -0.0782223924158126,0.0929032210914617 -0.032673949415309,0.191146767593264 +-0.0818276358853126,0.0401185886966464 +-0.0524281692037454,0.0331189517442819 +-0.0692458463621668,-0.0345725828948885 +0.0782223924158126,0.0929032210914618 +0.0326739494153089,0.191146767593265 -0.0428079454218707,0.0288407829825277 --0.00674551233863939,0.0260051168204896 +-0.00674551233863939,0.0260051168204895 -0.0466437247212566,-0.0732206614479799 -0.00203860735532396,-0.0350953411680166 -0.0652514206445768,-0.0439748079863776 +0.00203860735532396,-0.0350953411680165 +0.0652514206445768,-0.0439748079863775 0.00898418783615085,0.00655960179338796 -0.0837935399084064,0.0556420979073165 -0.0342864183894494,0.0375464328539367 @@ -67,26 +67,26 @@ z_1,z_2 -0.0256686300630658,0.0465259270975689 -0.0181171949556552,0.0335966412401076 -0.0313568152013656,0.0348178465358971 -0.0046261249902887,0.0153951049098437 +0.00462612499028869,0.0153951049098438 -0.0304016348279782,0.0220901738185101 -0.0229242840004583,0.041345644618983 0.00291661526651691,-0.0411948630604597 --0.0166696544307267,0.035468605526272 +-0.0166696544307267,0.0354686055262721 -0.0278203500550477,0.0441090981749556 -0.0391366136464875,0.0364812590226994 -0.00885070723733009,0.00867230575565138 -0.115221460128167,0.00108886573601955 -0.072440245505227,-0.0650816891796839 +0.00885070723733009,0.00867230575565139 +0.115221460128167,0.00108886573601956 +0.072440245505227,-0.065081689179684 0.0448327369034776,-0.0213980054790053 -0.0444006548115822,-0.0230636783159176 --0.0588269221607368,-0.00590974686176198 +0.0444006548115822,-0.0230636783159175 +-0.0588269221607368,-0.00590974686176202 -0.0593854874938411,-0.111801646288579 -0.0583422010320059,-0.0359662745806485 -0.0186393814565591,-0.0814227952870241 -0.0317429207078384,-0.0610066610505746 +0.0583422010320059,-0.0359662745806486 +0.0186393814565591,-0.0814227952870242 +0.0317429207078384,-0.0610066610505747 -0.00787580198992617,-0.168376763264704 -0.0182114919308889,0.0156091808404483 -0.000314486657019791,0.020467297176423 +0.0182114919308888,0.0156091808404483 +0.000314486657019789,0.0204672971764229 0.0748060778705437,-0.121934869358645 0.081864813443369,-0.0116400361078887 0.00487018135251552,0.0212013600685945 @@ -95,79 +95,79 @@ z_1,z_2 0.0962787478113751,-0.0156777476424448 0.0963516997301818,-0.015507722334744 -0.102636068790766,-0.0571179351342144 --0.00634653614156577,0.142716870352532 --0.0104849913961716,0.00864209677363618 --0.0732691204600475,-0.0815655427979809 -0.0532718788327211,-0.0506910221321872 -0.0471887566344802,-0.0512885358097508 +-0.00634653614156578,0.142716870352532 +-0.0104849913961716,0.00864209677363617 +-0.0732691204600475,-0.081565542797981 +0.0532718788327211,-0.0506910221321871 +0.0471887566344802,-0.0512885358097507 -0.135475248797019,-0.1193965458892 -0.0228185434821326,0.050053119840058 +0.0228185434821326,0.0500531198400581 -0.041104314036399,-0.087869625823432 -0.0907213732922452,-0.0425531744438227 0.120053987491824,-0.0541870756438103 --0.0116317454047417,0.00609263156045631 +-0.0116317454047417,0.00609263156045626 -0.00506512004140011,-0.134755841143549 -0.0215000496586616,-0.108109645888242 --0.0328410354881817,-0.0607038620615477 -0.0501997088790726,-0.0278632578296513 -0.0581999811264203,0.00907776971240145 -0.0620346917452489,-0.00960459288273406 +-0.0328410354881817,-0.0607038620615478 +0.0501997088790726,-0.0278632578296514 +0.0581999811264203,0.00907776971240151 +0.0620346917452489,-0.009604592882734 0.0716862080181432,-0.0282001759168199 --0.114254476613007,-0.0107366264538863 +-0.114254476613007,-0.0107366264538864 -0.118965949907754,-0.0203302391832364 0.0330358966578474,0.0214183341345859 0.0482104963896252,0.0665670033383968 -0.0862361418643318,-0.00719299922029819 +0.0862361418643318,-0.00719299922029823 0.126285726321423,0.0538362021441207 -0.0849634163869861,0.0741521511278764 --0.120979361929995,-0.00759827912282864 --0.0477590384308886,0.094021759421564 --0.140997187984199,-0.00689204569455396 --0.124331017692855,-0.00797981756634689 --0.136681201611193,-0.0062025323207721 --0.0695499990154225,0.0334908020656232 +0.0849634163869861,0.0741521511278765 +-0.120979361929995,-0.00759827912282865 +-0.0477590384308886,0.0940217594215641 +-0.140997187984198,-0.00689204569455397 +-0.124331017692855,-0.00797981756634691 +-0.136681201611193,-0.00620253232077212 +-0.0695499990154225,0.0334908020656233 -0.0272685845598954,0.130832263498483 -0.00247111660245877,0.100785474285295 -0.0340702118389477,0.0809238452386316 -0.0764938742875239,0.0585045496888831 --0.0670378880554843,0.079097576750903 --0.0168178441380966,-0.00636724166507388 +-0.0670378880554843,0.0790975767509029 +-0.0168178441380966,-0.00636724166507391 -0.0862909880773491,-0.0145595960304256 -0.0307674112970151,0.0855371674963852 -0.0522122314964072,-0.0121669419364446 -0.104623977013205,-0.0421986654106234 --0.00258954230958289,0.044313757811527 --0.042529602305012,0.00231499870631342 -0.0209302770781089,-0.0569101287548722 +0.0307674112970151,0.0855371674963853 +0.0522122314964072,-0.0121669419364445 +0.104623977013205,-0.0421986654106233 +-0.0025895423095829,0.044313757811527 +-0.042529602305012,0.00231499870631337 +0.0209302770781089,-0.0569101287548723 0.0145002414653721,-0.0401357842764815 0.015824896865922,0.0476594554256994 --0.0412500084068727,0.00573890803018433 -0.0242291493495368,-0.057843996566302 +-0.0412500084068727,0.0057389080301843 +0.0242291493495368,-0.0578439965663021 0.02184177681965,-0.0334626080521814 -0.107067370407483,-7.26637084975748e-05 -0.0907101608547825,0.0608355561217841 +0.107067370407483,-7.26637084976025e-05 +0.0907101608547825,0.060835556121784 0.0843488707645619,-0.103282657091727 -0.0469073509916223,0.000728225240326646 +0.0469073509916223,0.000728225240326663 0.0774370036623719,-0.0364862555658981 -0.073468209841931,-0.0584961008715724 --0.05524953991463,-0.00846521255722939 --0.0507520069114909,-0.00687998991973345 +-0.05524953991463,-0.00846521255722941 +-0.0507520069114909,-0.00687998991973347 -0.0621693720450425,-0.0176440189389305 -0.0396433342399356,-0.0687510999228271 0.110122675889658,-0.0269806778094891 --0.067559354353129,-0.0356723514583557 +-0.067559354353129,-0.0356723514583556 -0.0529288978252231,0.115104096082271 -0.0772782190744096,-0.0536372982686102 0.0622246823451826,0.118832499170356 --0.117090306140789,-0.0353244524009264 --0.108469766654182,-0.0510587730405104 +-0.117090306140789,-0.0353244524009265 +-0.108469766654182,-0.0510587730405105 -0.12619705370997,-0.132024576606519 -0.0294326406415907,0.00779692739796023 +0.0294326406415907,0.00779692739796026 0.0886505817073116,0.0969429202881618 0.0108410729716219,0.0125909800785156 0.0518421535933606,-0.0520607708067843 -0.106536351548602,0.00114952591160431 -0.065761163061497,-0.00526299571206868 +0.106536351548602,0.00114952591160434 +0.065761163061497,-0.00526299571206864 -0.103029642853853,-0.0515984398730469 -0.0676902675117914,-0.0356151054081245 0.0275797409206065,-0.0817652581865776 @@ -194,20 +194,20 @@ z_1,z_2 -0.0519836754050291,-0.124805376339076 0.0849680336847445,0.0957905476090264 -0.0909779234606293,-0.0312694843500513 --0.0303306002922376,-0.0625795617620123 +-0.0303306002922376,-0.0625795617620124 0.0346335793996738,-0.0218839898533533 --0.0140728324360796,-0.0251321747132176 +-0.0140728324360796,-0.0251321747132177 -0.101724250774914,-0.0306581613841324 -0.0388948779465259,-0.0300029340275904 -0.0843465187271027,-0.0690467011808855 0.00397561732596251,-0.0311945995350273 -0.00645884766929914,-0.0120325624415912 +0.00645884766929913,-0.0120325624415912 -0.132668647338916,-0.0277735140212884 -0.0109062544842094,-0.0143244650013171 0.0213563099720738,0.123486018597715 -0.0922972927961236,-0.0458894199843535 0.0535634691253188,-0.0259320495784503 --0.0387038507587349,0.0620828997523339 +-0.0387038507587349,0.062082899752334 0.049352193972324,0.0166809410471059 -0.0488205408118258,0.0162012500864046 +0.0488205408118258,0.0162012500864045 -0.105770116501093,-0.035987569711591 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_a_raw.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_a_raw.csv index 0ec8a7a5..10484de4 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_a_raw.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_a_raw.csv @@ -1,4 +1,4 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9 -0.00681629671093368,-0.00357565283466435,-0.0119812182463349,0.00287429228475455,-0.0163267890068284,-0.0139010205375454,0.00941842430186567,0.0188117995333015,0.0137033817998775 --0.0331793187423759,-0.0214608038681819,-0.018896533072008,-0.027078786882427,-0.00355819900680414,-0.0024208584794321,-0.025795435527838,0.000819810681353803,2.46929935427031e-06 --0.0390153699084269,0.0556948333637452,0.0143612137438264,-0.053411849564373,-0.00979359582235728,-0.00274121811427398,-0.0147131861815137,0.0608918549982337,0.00254798303476473 +-0.0331793187423759,-0.0214608038681819,-0.0188965330720079,-0.027078786882427,-0.00355819900680417,-0.00242085847943212,-0.025795435527838,0.000819810681353791,2.46929935427365e-06 +-0.0390153699084269,0.0556948333637452,0.0143612137438264,-0.0534118495643729,-0.00979359582235733,-0.00274121811427401,-0.0147131861815137,0.0608918549982337,0.00254798303476469 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_b.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_b.csv index fb997fdf..e35003e6 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_b.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_b.csv @@ -1,10 +1,10 @@ col_1,col_2,col_3 --2.35620954483647,-8.10689055592111,-6.41375834952803 --5.05832399407958,-9.21406784152366,8.56019484682101 --10.6023053880817,-5.70176480890646,3.31313133580256 -7.82889617172006,-8.52051449951063,-1.24302565210789 --12.4199782453246,-1.11218368693186,0.0988764771472842 --11.2913743457608,-0.533939032268602,0.0519167619457767 +-2.35620954483647,-8.10689055592111,-6.41375834952804 +-5.05832399407958,-9.21406784152367,8.560194846821 +-10.6023053880817,-5.70176480890645,3.31313133580256 +7.82889617172005,-8.52051449951062,-1.24302565210789 +-12.4199782453246,-1.11218368693187,0.0988764771472703 +-11.2913743457608,-0.533939032268607,0.0519167619457647 9.94129027324395,-7.5051806883986,0.0731069644038633 11.959525721619,-4.92992697203736,2.70595633228405 -10.0683186263383,0.424579102462816,-1.39367462151854 +10.0683186263383,0.424579102462818,-1.39367462151854 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_c.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_c.csv index 307e9b65..e196fd04 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_c.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_c.csv @@ -1,4 +1,4 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9,col_10 --2.43800667196516,-4.22475016308735,-5.55359790404488,-2.81769152732967,-1.20827060744053,-2.6855147952157,-1.10642408714345,-4.94266595326585,-3.92772419092146,-0.756738502331502 -0.123208164057524,-1.28993133618576,-0.23490625075069,-2.03014665686954,-4.43508389744467,2.84194806780082,-0.88640037782575,-1.88528436294572,-1.47978608753883,-1.82458655380942 --5.23359381342364,-3.89248267428247,-3.0039680723709,-2.60206295915953,-0.0644157356506437,0.0507807190307189,-2.56706009729909,-3.91318069233466,-2.66397335855114,0.907785848913105 +-2.43800667196516,-4.22475016308734,-5.55359790404488,-2.81769152732967,-1.20827060744053,-2.6855147952157,-1.10642408714346,-4.94266595326585,-3.92772419092146,-0.756738502331502 +0.123208164057525,-1.28993133618576,-0.234906250750689,-2.03014665686954,-4.43508389744467,2.84194806780082,-0.88640037782575,-1.88528436294572,-1.47978608753883,-1.82458655380942 +-5.23359381342363,-3.89248267428247,-3.0039680723709,-2.60206295915952,-0.0644157356506428,0.0507807190307202,-2.56706009729909,-3.91318069233466,-2.66397335855115,0.907785848913099 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_r2.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_r2.csv index a8e507e1..928c04ef 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_r2.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_r2.csv @@ -2,18 +2,18 @@ r2 0.532747365265412 0.87091290821243 0.738842847045053 -0.641876281401621 +0.64187628140162 0.736979093486009 0.605606259983203 0.735366512277965 0.827756564492495 -0.490491167423616 +0.490491167423617 0.158054791413001 0.164283687972369 -0.189201207612689 +0.189201207612688 0.089249348981109 0.10016131007193 -0.0724703185631491 +0.0724703185631493 0.0407567650879909 0.205200127893847 0.117125773648784 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_z.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_z.csv index 415d4843..6893be6b 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_z.csv @@ -1,63 +1,63 @@ z_1,z_2,z_3 -0.0718887432522557,-0.0788320934978479,0.00109077473293466 --0.0419843206892638,-0.0337560157669813,0.0522851562548454 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a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_a.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_a.csv index 0e598a84..038d0af8 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_a.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_a.csv @@ -1,5 +1,5 @@ group,view_dimension,z_1,z_2,z_3 -1,1,-0.491075669599898,0.519960431287793,-0.69891761790788 -1,2,0.849281472369433,0.107258040781036,-0.516930066235097 -2,1,-0.480945246498756,0.531329665533934,-0.697409819542175 -2,2,0.854292582541176,0.105111475286479,-0.50905379006371 +1,1,-0.491075672463761,0.519960446799981,-0.698917604355356 +1,2,0.849281468569806,0.107258044912698,-0.516930071620349 +2,1,-0.480945246498532,0.531329665533925,-0.697409819542336 +2,2,0.854292582541084,0.105111475286599,-0.50905379006384 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_angles.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_angles.csv index 4623da33..af5293ce 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_angles.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_angles.csv @@ -1,3 +1,3 @@ group,azimuth,elevation -1,-1.79564258103871,-0.516988642243819 -2,-1.8011845126078,-0.528760908563365 +1,-1.79564259413774,-0.516988657813254 +2,-1.80118451260776,-0.528760908563338 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_a_raw.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_a_raw.csv index 643ce10e..910340c2 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_a_raw.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_a_raw.csv @@ -1,4 +1,4 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9 -0.26948666733468,0.0395296872963028,0.0599109357111792,0.200604965923078,0.436674537836446,0.400767905345424,0.0615875418485439,-1.24592197418191,-0.475600498417098 -0.290860119284861,-0.216814342313368,-0.534756413476241,0.768444315793875,-0.0882296634536956,-0.101375053661426,0.717784893376212,-0.917278828240395,-0.0389210055068589 -0.426616053249686,0.560154637113446,0.395820295131979,0.376484478510939,-0.101419617489999,0.0904583338794027,0.452322050443096,-0.007000470260414,-0.0681805036323873 +0.269486667334679,0.039529687296303,0.0599109357111788,0.200604965923077,0.436674537836446,0.400767905345424,0.0615875418485438,-1.24592197418191,-0.475600498417098 +0.290860119284862,-0.216814342313368,-0.534756413476241,0.768444315793874,-0.0882296634536953,-0.101375053661426,0.717784893376212,-0.917278828240395,-0.0389210055068589 +0.426616053249686,0.560154637113446,0.395820295131978,0.376484478510939,-0.101419617489999,0.0904583338794026,0.452322050443096,-0.00700047026041429,-0.0681805036323871 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_b.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_b.csv index c8f36b84..c0a25e80 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_b.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_b.csv @@ -1,10 +1,10 @@ col_1,col_2,col_3 -0.0634616701591637,0.0579697568618596,0.255850824007245 -0.115018301911688,-0.126596799739436,0.445425062738279 +0.0634616701591637,0.0579697568618598,0.255850824007245 +0.115018301911688,-0.126596799739435,0.445425062738279 0.273266306465665,-0.225416401127429,0.287417556726811 --0.195577776127513,0.294774014073795,0.332381366839286 -0.338018726218788,-0.218108986756819,0.0552750414583456 -0.301988641889477,-0.212504692972718,0.0421979733558626 --0.264758164486647,0.279634781342281,0.269341540165908 --0.348110914992152,0.205193834395977,0.171472106275698 --0.272679971425799,0.184043369667787,-0.0731380665772263 +-0.195577776127513,0.294774014073795,0.332381366839285 +0.338018726218788,-0.218108986756819,0.0552750414583457 +0.301988641889477,-0.212504692972718,0.0421979733558625 +-0.264758164486647,0.279634781342282,0.269341540165907 +-0.348110914992152,0.205193834395977,0.171472106275697 +-0.272679971425798,0.184043369667787,-0.0731380665772263 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_c.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_c.csv index a449171e..eeb15fbf 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_c.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_c.csv @@ -1,4 +1,4 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9,col_10 -0.183240463869589,0.260710057745732,0.298085874225089,0.117128683070434,0.0306250815865495,0.162874956324896,0.127253472701573,0.291879502895477,0.253268374820949,0.0401594237025776 -0.306886408302812,0.317044531366022,0.259187182139655,0.0215288726692833,-0.030049317203747,0.153314096776811,0.288451155560346,0.333826708627857,0.33450384237265,0.0521852670554834 --0.172078773114788,0.023528332405536,-0.0056116926289986,0.308234979999725,0.461183285243566,-0.294432182469857,0.0306882310930777,0.0596252852140486,0.00157285075650451,0.0428157764008067 +0.183240463869589,0.260710057745732,0.298085874225089,0.117128683070434,0.0306250815865492,0.162874956324896,0.127253472701573,0.291879502895476,0.253268374820949,0.0401594237025776 +0.306886408302812,0.317044531366022,0.259187182139655,0.0215288726692833,-0.030049317203747,0.153314096776811,0.288451155560346,0.333826708627857,0.334503842372651,0.0521852670554835 +-0.172078773114789,0.0235283324055359,-0.00561169262899841,0.308234979999725,0.461183285243567,-0.294432182469858,0.0306882310930775,0.0596252852140486,0.00157285075650412,0.0428157764008068 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_r2.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_r2.csv index 64b6af75..a61c1342 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_r2.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_r2.csv @@ -1,20 +1,20 @@ r2 0.226488822218273 -0.698189733573773 +0.698189733573772 0.746743139654616 -0.708321004725928 -0.713181139691158 +0.708321004725929 +0.713181139691157 0.583686924165238 -0.733357964442139 +0.733357964442138 0.803797613536794 0.480527294463443 0.136582415259279 -0.194157790676988 +0.194157790676987 0.21761442022659 -0.046265344469191 +0.0462653444691909 0.103545486937087 0.0524411472054766 0.0742353147877779 0.252012476062376 0.159994776261172 -0.0145057716875114 +0.0145057716875115 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_z.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_z.csv index 1cf98f4e..39f26407 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_z.csv @@ -1,213 +1,213 @@ z_1,z_2,z_3 --2.46967803909387,0.445716433082299,1.26915080450312 -0.737545102432977,-1.27214459897792,0.636478739102305 --0.984439941330223,-0.812465734147446,-0.44457470361831 --2.3375542478966,-0.980865116799569,0.405325383429904 -2.90542229908513,-0.544838752050255,0.134474862502356 --1.50477381007145,1.46384515882666,0.223349026486721 --3.85664526183512,0.201757457262422,-1.39159784510343 --2.52833468818094,1.58322992704485,0.230525653736182 --1.82355630312072,2.11091806196125,0.769107700842142 --0.260221866859777,0.581836120127617,0.440848251142431 --0.782256044040473,0.0514233810157045,0.752005207003733 --1.15890383020057,0.02020567268483,0.505262821098669 --0.0107971760114689,-0.17433710132168,0.956862292178567 +-2.46967803909387,0.445716433082298,1.26915080450312 +0.737545102432977,-1.27214459897792,0.636478739102306 +-0.984439941330222,-0.812465734147446,-0.444574703618309 +-2.3375542478966,-0.98086511679957,0.405325383429904 +2.90542229908513,-0.544838752050254,0.134474862502356 +-1.50477381007145,1.46384515882666,0.22334902648672 +-3.85664526183512,0.201757457262421,-1.39159784510343 +-2.52833468818094,1.58322992704484,0.230525653736181 +-1.82355630312072,2.11091806196125,0.76910770084214 +-0.260221866859777,0.581836120127617,0.44084825114243 +-0.782256044040473,0.0514233810157048,0.752005207003733 +-1.15890383020057,0.0202056726848302,0.505262821098669 +-0.0107971760114689,-0.17433710132168,0.956862292178566 -2.95703304912203,0.668724709932205,0.680916170622832 --3.52484337187329,1.42270194631732,0.906158353884051 +-3.52484337187329,1.42270194631732,0.90615835388405 -2.78005319740855,0.656247133628554,0.588385915354505 -0.462697303047475,-1.47989231052148,-0.0539123530505222 -1.96641596914403,0.606922879380828,2.78179779068266 -2.32413525614356,-1.85263528616625,0.389486142314412 --1.89853999126236,0.156495577022201,-0.490805809980466 --1.43534317908818,3.26434538123652,0.829133381336436 -1.23812901690167,0.692699918638453,1.17496951791069 +0.462697303047476,-1.47989231052148,-0.0539123530505224 +1.96641596914403,0.606922879380829,2.78179779068266 +2.32413525614356,-1.85263528616625,0.389486142314413 +-1.89853999126236,0.1564955770222,-0.490805809980467 +-1.43534317908818,3.26434538123652,0.829133381336435 +1.23812901690167,0.692699918638454,1.17496951791069 -2.51740562857355,1.33401354526043,0.405334976704759 -3.50913690952198,0.533495152675256,-0.368601383202189 -3.02923045952094,1.1799056997067,0.631422615497941 -3.07590695141971,1.31987283246139,0.593364297313414 -0.772640867720258,-1.34878069564469,-0.810027649373819 -0.882156122381013,-1.34579025364427,-0.772082689506014 +0.772640867720257,-1.34878069564469,-0.810027649373818 +0.882156122381013,-1.34579025364427,-0.772082689506013 2.39546173564962,-1.30178935045217,-0.655037895854957 --1.14711315351193,0.621958306563278,0.542130716837744 +-1.14711315351193,0.621958306563279,0.542130716837744 1.25225729140221,-1.36573338119376,1.44386774990125 2.22645259782298,-1.09711387360562,1.09391196018613 --3.4704854674707,1.54287321402528,0.763770486861068 --0.104335697290539,0.0828405782477,-1.14623098308276 -1.50273474637771,-0.760721752264671,0.734288988943773 +-3.4704854674707,1.54287321402528,0.763770486861067 +-0.104335697290539,0.0828405782477001,-1.14623098308276 +1.50273474637771,-0.76072175226467,0.734288988943773 0.322432825328164,0.296829688703408,-0.816183212522479 --1.21838799501599,0.558200902748783,-1.49919572392394 -3.50022640226407,0.0791731241550679,-0.283223732185932 -3.54392932457238,0.24658304881408,-0.201204466915305 +-1.21838799501599,0.558200902748782,-1.49919572392394 +3.50022640226407,0.0791731241550681,-0.283223732185933 +3.54392932457238,0.24658304881408,-0.201204466915306 -1.27244393056926,2.00510076501631,1.69589884615753 -1.51656274874794,2.21988706245539,1.77119313244077 --0.0322161424846459,-0.142475495290401,-1.78889752176916 -1.32997056652783,-0.293536542046301,-1.00475042729 +-0.0322161424846454,-0.142475495290402,-1.78889752176916 +1.32997056652784,-0.2935365420463,-1.00475042729 -0.735489216656131,-1.68198152417802,-1.65720879887145 -1.02054718194547,-1.79882439445628,-1.4624495559875 -2.22589440318238,-0.0276709903441698,1.53218107419464 --3.62195786050351,1.34633622338012,0.777068473100615 --1.08208417068863,1.38789780380088,0.622253377215704 --3.46751670954581,1.71754203144281,0.574153413745035 +2.22589440318238,-0.0276709903441686,1.53218107419464 +-3.62195786050351,1.34633622338012,0.777068473100614 +-1.08208417068864,1.38789780380088,0.622253377215703 +-3.46751670954581,1.7175420314428,0.574153413745034 1.62609869274893,-2.12954941518647,-0.677373644631985 -1.55619570914879,-0.699996993407793,-0.388401564232458 -1.97569971288842,-0.662373782843847,0.750472473166694 --2.55125287145642,-0.319582262646506,-1.6033197439462 --0.767677198579032,-0.36648211597225,-3.12500936051339 -2.47541526348301,1.86963242888253,-0.768446541989016 +1.55619570914879,-0.699996993407792,-0.388401564232458 +1.97569971288842,-0.662373782843846,0.750472473166694 +-2.55125287145641,-0.319582262646506,-1.6033197439462 +-0.767677198579031,-0.366482115972252,-3.12500936051339 +2.47541526348301,1.86963242888253,-0.768446541989017 0.146366548756629,-0.477630698964741,-0.140204184731685 1.54774724709616,0.204275764015688,1.40388151550224 1.35230009820344,2.53875275794897,0.346352796428589 -1.74102924291446,0.929385017049991,0.767539936619304 --0.689181890255825,-0.643843632379519,-0.0601229427850055 +-0.689181890255825,-0.643843632379519,-0.0601229427850053 2.11612694024444,-1.49402305303317,-0.979398170622625 0.30165471351238,-1.74193011805652,-0.454633822813939 -0.879892091628364,-0.410397336437,-0.640701200287628 -0.158067814276338,-0.142667801780397,0.00389551978921423 +0.879892091628364,-0.410397336437,-0.640701200287627 +0.158067814276337,-0.142667801780397,0.00389551978921415 1.62827206491014,-1.30834428565517,-0.959204976628319 -0.674665837162208,-0.448606231299893,-0.860856172651552 -0.272281006329987,-0.862209399266982,-0.343125708200539 -0.439966335499401,-1.27696887994272,-0.465425570092401 -0.0899724060519892,0.417522099498166,-0.308168597909499 +0.674665837162208,-0.448606231299894,-0.860856172651551 +0.272281006329987,-0.862209399266982,-0.343125708200538 +0.439966335499401,-1.27696887994272,-0.4654255700924 +0.089972406051989,0.417522099498165,-0.308168597909499 0.252105228567336,-1.45029477956864,-0.282579718337335 -0.340217216993642,-0.939308694620185,-0.643554281464403 -0.391569444598133,1.24162822339606,0.634555057268971 -0.594694499126047,-0.0822157395872992,-0.599271537411327 +0.340217216993642,-0.939308694620186,-0.643554281464403 +0.391569444598132,1.24162822339606,0.63455505726897 +0.594694499126047,-0.0822157395872996,-0.599271537411327 0.361062208890242,-1.13586640798122,-0.810916795738774 0.866841667438844,-0.949091278177539,-0.566456676770586 --0.528566493460974,-0.353783674041651,-0.128591104450534 +-0.528566493460974,-0.353783674041652,-0.128591104450534 -3.77757460345482,0.369602754618914,-0.142891874285249 -1.93703953544509,1.20647024309973,1.39731905612911 -1.57257159185788,-0.0711604831333407,0.491417297968106 --1.55706332726395,-0.0593325704448718,0.518296477993325 -1.92228358993576,0.0327432603416213,0.0248805180058951 -1.99933841993012,0.313579147575508,1.99230269611768 +-1.55706332726395,-0.0593325704448719,0.518296477993325 +1.92228358993576,0.0327432603416215,0.0248805180058946 +1.99933841993012,0.31357914757551,1.99230269611768 -1.97424637178471,0.138195732151626,0.772097865938073 --0.639392282034744,0.4774724801885,1.52161794952216 +-0.639392282034744,0.4774724801885,1.52161794952215 -0.905463979175289,0.533794677621004,1.20701268877627 --0.101907846788446,0.371022159767137,2.85495331260139 +-0.101907846788447,0.371022159767138,2.85495331260139 -0.606018856128919,0.0418709231689611,-0.307666956804634 --0.235535086660014,-0.290521640522686,-0.429106132286881 --2.44460018767489,0.934668044144779,1.75766717906772 --2.87290236845302,0.103599066082329,-0.236236652147794 --0.118590666963171,-0.050841971696427,-0.229638050086283 +-0.235535086660014,-0.290521640522686,-0.429106132286882 +-2.44460018767489,0.934668044144778,1.75766717906772 +-2.87290236845302,0.103599066082328,-0.236236652147794 +-0.118590666963172,-0.0508419716964278,-0.229638050086283 3.21560860835901,-1.10982905402139,0.410649427260525 -2.93804249686764,2.61205740223446,1.02206554747029 --3.08685018193751,0.59680158022011,0.0244734793241061 --3.09289682481106,0.587033778805448,0.0174929131563582 +-3.08685018193751,0.59680158022011,0.0244734793241058 +-3.09289682481106,0.587033778805448,0.0174929131563581 3.15179985418449,-0.489072623797225,1.1361022722463 -0.683624736130891,0.0843657068610683,-2.37723079774144 --0.00674909730502802,-0.610743775095907,-0.112861987306226 -2.54539407753938,0.31003267819827,1.54596476476896 --1.28027665019783,1.40143620563109,0.608336790232645 --1.08208417068863,1.38789780380088,0.622253377215704 +0.683624736130892,0.0843657068610678,-2.37723079774144 +-0.00674909730502807,-0.610743775095907,-0.112861987306226 +2.54539407753938,0.310032678198271,1.54596476476896 +-1.28027665019783,1.40143620563109,0.608336790232644 +-1.08208417068864,1.38789780380088,0.622253377215703 3.42436613664734,-1.760146555269,2.12118464897644 --1.00053137668218,-1.37443532907504,0.0202131202850147 -1.28173105158642,0.0929513341177894,1.67144787138848 +-1.00053137668218,-1.37443532907504,0.0202131202850156 +1.28173105158642,0.0929513341177904,1.67144787138848 2.21538502864874,-1.72580441068055,1.10789237068118 -3.47136459402914,1.4905445445472,0.73948172603961 --0.165931536244027,-0.761838082474446,-0.102726668256054 --0.0845252136185261,0.41605878235822,2.46162296710842 -0.130246326023044,-0.406820999969204,2.04754156427943 -1.32352137026539,0.94869622948275,0.773206041215703 --1.22318794973413,1.33049978122279,0.536954630970299 --2.28748991386365,-0.592609979797656,-0.0929471184676358 --2.32056402356199,-0.285638985038436,0.170640927650089 --2.11901058125371,0.73325939875632,0.305640971156894 -3.47307266962078,-0.874551241175988,0.443168592505167 +-0.165931536244027,-0.761838082474446,-0.102726668256055 +-0.0845252136185269,0.41605878235822,2.46162296710841 +0.130246326023043,-0.406820999969203,2.04754156427943 +1.32352137026539,0.94869622948275,0.773206041215702 +-1.22318794973413,1.33049978122279,0.536954630970298 +-2.28748991386365,-0.592609979797657,-0.0929471184676355 +-2.32056402356199,-0.285638985038437,0.170640927650089 +-2.11901058125371,0.733259398756319,0.305640971156893 +3.47307266962078,-0.874551241175987,0.443168592505167 3.55120331190768,-0.988183438324741,0.621921379097336 --1.31725444052104,-0.210129009339823,-0.265243598368151 --1.46690467131737,0.0883258184878777,-0.888909376773342 --1.7939391708836,2.21139965400903,0.00651704255690497 +-1.31725444052104,-0.210129009339824,-0.265243598368152 +-1.46690467131737,0.0883258184878768,-0.888909376773343 +-1.7939391708836,2.21139965400903,0.00651704255690314 -2.98652690638594,1.84167978808088,-0.828198122469787 --2.87917478451729,-0.462838788582694,-0.864800103683509 +-2.87917478451729,-0.462838788582695,-0.86480010368351 3.50261957341326,-1.25382047802223,0.436165770124732 -2.00730851299691,0.0955531906714834,-1.38486145048612 -3.4367020452037,-2.85919221819185,0.687757572092044 -2.81883165251479,-2.96330839721402,0.624991767601799 -3.30842998122089,-2.83822930352181,0.657451388172472 -2.16076148405861,-0.917976772037513,-0.0991628599628684 -0.902974317887385,-0.472109115621459,-2.68351395677636 +2.00730851299691,0.0955531906714827,-1.38486145048612 +3.4367020452037,-2.85919221819185,0.687757572092046 +2.81883165251479,-2.96330839721402,0.624991767601801 +3.30842998122089,-2.83822930352181,0.657451388172473 +2.16076148405861,-0.917976772037513,-0.0991628599628677 +0.902974317887386,-0.472109115621459,-2.68351395677636 0.113564797829871,-0.280306587890547,-2.06246561402354 -1.19435691830765,-0.300223336665095,-1.68739254030948 +1.19435691830765,-0.300223336665096,-1.68739254030948 2.53266024859991,-0.459885466237393,-1.14005044062345 1.87007450576612,-1.01436336101859,-1.51518045821667 -1.00120862650807,0.735275421173821,0.0848779840573199 +1.00120862650807,0.735275421173822,0.08487798405732 2.49198605457823,-1.00946530540734,0.5100818291801 -0.0896068782893011,1.66935188782007,-1.46424341383284 --1.11119749840807,1.25483348210392,-0.0279826757617628 +0.089606878289301,1.66935188782007,-1.46424341383284 +-1.11119749840808,1.25483348210392,-0.0279826757617627 -2.90507925003751,1.46604666057295,0.568815242007568 -0.00261161322017778,-0.297521220542382,-0.897441777664521 -1.12813753223297,-0.592352844782261,0.0074075914912465 --0.890579622728723,-0.0586003756790035,1.07327402648042 --0.59090640228424,0.0624903684611031,0.701742127334469 --0.620025103467151,-0.354097340488399,-0.877845182993277 -1.04290610277473,-0.653504514553601,-0.0394505943259426 --1.00752974606396,-0.0725273453556452,1.12750481163866 --0.947732554976135,-0.193684213285852,0.664942228719248 +0.00261161322017863,-0.297521220542382,-0.89744177766452 +1.12813753223297,-0.592352844782261,0.00740759149124643 +-0.890579622728723,-0.058600375679003,1.07327402648042 +-0.59090640228424,0.0624903684611035,0.701742127334468 +-0.62002510346715,-0.354097340488398,-0.877845182993277 +1.04290610277473,-0.653504514553601,-0.0394505943259428 +-1.00752974606396,-0.0725273453556449,1.12750481163866 +-0.947732554976135,-0.193684213285851,0.664942228719247 -3.55449061640354,0.321478812712984,-0.141198933989631 --3.09469599118292,-0.343337676962311,-0.916168830698375 +-3.09469599118292,-0.343337676962312,-0.916168830698376 -2.23157794386937,1.91123883678198,1.27046470362675 --1.14164696203213,0.886754737974025,-0.113103276293658 --2.39440218029302,0.89673600216787,0.399545684189042 -2.72149251029092,0.418313862182066,1.10777999518712 -1.49792116507004,-0.864487838148479,0.232801359725128 -1.49987045033933,-0.558710797907682,0.152464427837081 -2.05719424908712,-0.114934774587447,0.18093220130121 -1.6785036023523,0.659927354774623,1.17049819778102 +-1.14164696203213,0.886754737974025,-0.113103276293659 +-2.39440218029302,0.896736002167869,0.399545684189041 +2.72149251029092,0.418313862182067,1.10777999518712 +1.49792116507004,-0.864487838148478,0.232801359725128 +1.49987045033933,-0.558710797907681,0.152464427837082 +2.05719424908712,-0.114934774587446,0.180932201301211 +1.6785036023523,0.659927354774624,1.17049819778102 -3.2739178271692,1.08450652531269,0.30834666076109 -1.91335249447776,-0.663411916195924,0.773553125857384 +1.91335249447776,-0.663411916195924,0.773553125857385 1.48461802176591,-0.804196114140387,-2.28071481996085 2.40736907190838,-0.230095783323805,1.10148993106485 -1.93120497361433,-0.208528171814964,-2.37964554135006 -3.21555120138934,-1.47432087661803,0.961159471291863 +3.21555120138934,-1.47432087661802,0.961159471291864 3.08571076949942,-1.06937012938952,1.17962027480464 -3.63092327461031,-0.499317506608068,2.178036498955 --0.301516839000538,1.26117130814802,-0.26613384910391 +3.6309232746103,-0.499317506608067,2.178036498955 +-0.301516839000539,1.26117130814802,-0.26613384910391 -2.90085685701765,-0.327115049460281,-1.54980645784034 --0.578309895951475,-0.168930146662329,-0.300042219339808 --1.22561865130604,1.41861275989215,0.633076015671226 +-0.578309895951475,-0.168930146662329,-0.300042219339809 +-1.22561865130604,1.41861275989215,0.633076015671225 -3.02057891436905,1.17425327111514,-0.173628645832626 --2.07950858276759,0.385657173621128,0.117263427817645 -3.10429598089817,-0.6461342441943,1.05840016636092 +-2.07950858276759,0.385657173621127,0.117263427817645 +3.10429598089817,-0.6461342441943,1.05840016636093 1.91719247916175,-0.664685666745792,0.773293238023539 --0.648074301774538,0.820349789091476,1.44414311580479 +-0.648074301774539,0.820349789091476,1.44414311580479 -2.6876248817397,1.78499162525179,1.39907289453679 1.16471884352697,1.26232442358949,0.237185947524885 -1.95690265150138,1.66540941202282,2.85135683165341 3.43116823571408,-1.12099466500054,0.918104078624101 -0.83743472495517,0.0473615350533054,-2.74373467088129 -0.776191643743499,0.0262897466518684,-2.69518780898818 -2.12099377933434,-0.22641456184418,-2.98134942789541 +0.83743472495517,0.0473615350533055,-2.74373467088129 +0.7761916437435,0.0262897466518685,-2.69518780898818 +2.12099377933434,-0.226414561844179,-2.98134942789541 1.09015174285723,-0.168422837112622,-2.38571245416765 -1.59956367362828,-0.213458678784931,-2.90282139419641 +1.59956367362828,-0.21345867878493,-2.90282139419641 1.60433262062174,-0.252374300208239,-2.99893125896697 1.34905079773998,-0.625419975430924,-2.45697801167317 1.34905079773998,-0.625419975430924,-2.45697801167317 -0.0742907218026955,-0.00243636879552137,-3.11396971247852 --0.0615174403489318,0.00644324070368622,-3.12981382580561 -0.483719241361727,0.0380662279945705,-2.5659810361723 -2.2233775371968,0.120684611893828,0.614629520825953 -0.100401554486429,0.398244636692103,-2.33447561377372 --0.0605034059358948,0.497638626254313,-2.12009318242179 --3.85405052705902,0.877963528782763,-0.749101683785578 --4.20247974203475,0.0242899763555845,-1.1555889219708 -0.277863138409664,-1.71295045733621,2.06201723015516 +0.0742907218026965,-0.00243636879552165,-3.11396971247852 +-0.0615174403489306,0.00644324070368571,-3.12981382580561 +0.483719241361727,0.0380662279945703,-2.5659810361723 +2.2233775371968,0.120684611893829,0.614629520825953 +0.10040155448643,0.398244636692104,-2.33447561377372 +-0.0605034059358941,0.497638626254313,-2.12009318242179 +-3.85405052705902,0.877963528782763,-0.749101683785579 +-4.20247974203475,0.0242899763555834,-1.1555889219708 +0.277863138409663,-1.71295045733621,2.06201723015516 -2.69788140256649,-0.64846706103811,-1.14186291950725 2.28328401818225,-1.46011909588823,0.844094091855408 -0.979422997094577,0.0624306802943336,1.19056170619288 --1.03295451703704,0.435051422579896,0.232042108614259 +0.979422997094577,0.0624306802943345,1.19056170619288 +-1.03295451703704,0.435051422579897,0.232042108614259 -0.177303476507305,-1.16301376602144,0.581467226355535 3.31224722860129,-0.294351507374538,0.592260791209239 1.17971158759741,-0.189635180179156,0.50583835274555 -3.16056017273891,0.867419630618872,1.05386287608118 --0.0895224619033459,0.334807123750519,0.519411432293227 --0.161176462171247,0.31318723611604,0.155573348097475 -3.98423150197288,-0.693047991002725,0.481879827789246 -0.469551125574458,0.211788829061656,0.217386286918907 --0.41795606409422,0.00814803866069865,-2.47393518816928 -2.87503803652144,-0.198091947804904,0.898890589570463 --1.03861255273509,1.51692142368679,0.196487636158049 +3.16056017273891,0.867419630618873,1.05386287608118 +-0.0895224619033466,0.334807123750518,0.519411432293227 +-0.161176462171247,0.313187236116039,0.155573348097474 +3.98423150197288,-0.693047991002725,0.481879827789245 +0.469551125574458,0.211788829061657,0.217386286918907 +-0.417956064094219,0.00814803866069834,-2.47393518816928 +2.87503803652144,-0.198091947804904,0.898890589570462 +-1.03861255273509,1.5169214236868,0.196487636158049 0.812030545283209,-1.38145712062909,-0.795973969088583 --1.6615286014783,0.108697218541771,-0.33200450459503 +-1.6615286014783,0.108697218541771,-0.332004504595031 -1.64473755109595,0.108844788296373,-0.329369399761178 -3.04150351730452,-0.990307379864401,0.939984540607581 +3.04150351730452,-0.9903073798644,0.939984540607581 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_a.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_a.csv index fc34ac91..56db07c9 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_a.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_a.csv @@ -1,3 +1,3 @@ group,view_dimension,z_1,z_2,z_3 -1,1,0.867871266850071,0.492804809891615,0.0627923842813869 -1,2,-0.288627906883157,0.60305349449919,-0.74365342340405 +1,1,0.867871153429972,0.492804978701135,0.0627926270473146 +1,2,-0.288627873754778,0.603053491552678,-0.743653438651312 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_angles.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_angles.csv index 44e3e2e3..92774088 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_angles.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_angles.csv @@ -1,2 +1,2 @@ group,azimuth,elevation -1,2.14337026067452,0.728310914498266 +1,2.1433706761778,0.728310862832335 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/inputs/precalc_alpha.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/inputs/precalc_alpha.csv index b11b3e1f..8dcecd87 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/inputs/precalc_alpha.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/inputs/precalc_alpha.csv @@ -1,85 +1,85 @@ precalc_alpha --0.513926035337529 --0.158215288725776 --0.190222530988172 -0.170178421873601 -0.188778608140756 --0.356620316760628 -0.163512207597763 -0.0250631505016741 --0.174042324692759 --0.161753962653984 -0.124141121535148 --0.294553341184477 -0.0418586138870788 --0.223696217044486 --0.0101125204496605 --0.0390591996696554 --0.215981953271316 --0.042889738578595 --0.312816955753592 -0.142373494910234 --0.297458265719354 -0.219255536818405 -0.570361832238941 --0.0192428283945387 --0.124610247387772 -0.159415854028428 -0.0684165487151954 --1.22384440731751 -0.718017821720687 -0.491371460599148 --0.030883968328093 -0.179830799744996 -0.0635527456109111 --0.455820195787961 --0.233927307549575 --0.535295545211012 --0.290821716640928 --0.270375866109116 --0.0405194690109567 --0.228544668835301 --0.0568555124691161 -0.24430529215789 --0.190080521508185 --0.163706534505497 --0.123679443653964 --0.069112675503784 --0.495007951797513 --0.125157959248286 --0.552815024205462 -0.481603403613957 --0.762549809579838 --0.715492696935994 -0.510492422337437 -0.738059945793572 -0.50494258986323 --0.261666190642411 --0.372700759849359 --0.392698289170469 --0.25933481032324 --0.098028281667515 --0.102570392078966 --0.147372744450132 --0.395792303421604 --0.313304373682559 --0.0750717381766456 --0.469487689064622 --1.19190766032826 --0.93562180412574 --0.579820567067316 --0.540512297145244 --0.454105594225498 --0.311975851573237 --0.0243810188942941 -0.518525148552987 --0.0146537133965422 --0.216779761888374 --0.210692336227894 --0.215398791517409 --0.431367478191934 -0.113638214641662 --0.103767997460498 --0.320553702226945 --0.266446707879707 --0.188898238326402 +-0.513926483862771 +-0.158215500606315 +-0.190222703322297 +0.170178307748691 +0.188778616143522 +-0.356620602333401 +0.163512484112666 +0.025063196624555 +-0.174042322113973 +-0.161754765370229 +0.124140697121737 +-0.294553447374495 +0.0418585924058077 +-0.223696033186841 +-0.0101123173502519 +-0.0390592840455842 +-0.215981983374346 +-0.042890011406017 +-0.31281669427166 +0.142373767664475 +-0.297458464940955 +0.219255686331849 +0.570362148451403 +-0.0192428685090244 +-0.124610611186657 +0.159416144751879 +0.0684164989893592 +-1.22384371898664 +0.718017143997334 +0.491372213197009 +-0.0308848375621207 +0.179831142505468 +0.0635527508524599 +-0.455818951161711 +-0.233927122249571 +-0.53529558181498 +-0.290821193718306 +-0.270376047282117 +-0.0405194785545902 +-0.228544464106145 +-0.0568553171903822 +0.244305050197652 +-0.190080114470073 +-0.163706352311322 +-0.123679020357392 +-0.0691126011351399 +-0.495008061363902 +-0.125158222741307 +-0.552814651356317 +0.481602963079483 +-0.762549595590526 +-0.715492774737309 +0.510492617368306 +0.738059694020474 +0.504942219353735 +-0.261666213937395 +-0.372700871276676 +-0.39269824819507 +-0.259334740656532 +-0.09802820644285 +-0.102570294264302 +-0.147372919837177 +-0.395792376956123 +-0.313304230662059 +-0.0750716199948875 +-0.469486984653106 +-1.19190754729469 +-0.935621233418919 +-0.579820566416891 +-0.540512229429894 +-0.45410544100584 +-0.311975775956961 +-0.0243812202938367 +0.518524486331278 +-0.0146535042109506 +-0.216779370454114 +-0.210692173622502 +-0.215398501645434 +-0.43136717058049 +0.113638252518674 +-0.103767852910054 +-0.320553327962086 +-0.266446600461869 +-0.188898234867672 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_a_raw.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_a_raw.csv index e8ede72c..51f1c58d 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_a_raw.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_a_raw.csv @@ -1,4 +1,4 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9 --0.513926035337529,0.170178421873601,0.163512207597763,-0.161753962653984,0.0418586138870788,-0.0390591996696554,-0.312816955753592,0.219255536818405,-0.124610247387772 --0.158215288725776,0.188778608140756,0.0250631505016741,0.124141121535148,-0.223696217044486,-0.215981953271316,0.142373494910234,0.570361832238941,0.159415854028428 --0.190222530988172,-0.356620316760628,-0.174042324692759,-0.294553341184477,-0.0101125204496605,-0.042889738578595,-0.297458265719354,-0.0192428283945387,0.0684165487151954 +-0.513926483862771,0.170178307748691,0.163512484112666,-0.161754765370229,0.0418585924058077,-0.0390592840455842,-0.31281669427166,0.219255686331849,-0.124610611186657 +-0.158215500606315,0.188778616143522,0.025063196624555,0.124140697121737,-0.223696033186841,-0.215981983374346,0.142373767664475,0.570362148451403,0.159416144751879 +-0.190222703322297,-0.356620602333401,-0.174042322113973,-0.294553447374495,-0.0101123173502519,-0.042890011406017,-0.297458464940955,-0.0192428685090244,0.0684164989893592 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_alpha.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_alpha.csv index 54c82292..471c9896 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_alpha.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_alpha.csv @@ -1,85 +1,85 @@ col_1 --0.513926035337529 --0.158215288725776 --0.190222530988172 -0.170178421873601 -0.188778608140756 --0.356620316760628 -0.163512207597763 -0.0250631505016741 --0.174042324692759 --0.161753962653984 -0.124141121535148 --0.294553341184477 -0.0418586138870788 --0.223696217044486 --0.0101125204496605 --0.0390591996696554 --0.215981953271316 --0.042889738578595 --0.312816955753592 -0.142373494910234 --0.297458265719354 -0.219255536818405 -0.570361832238941 --0.0192428283945387 --0.124610247387772 -0.159415854028428 -0.0684165487151954 --1.22384440731751 -0.718017821720687 -0.491371460599148 --0.030883968328093 -0.179830799744996 -0.0635527456109111 --0.455820195787961 --0.233927307549575 --0.535295545211012 --0.290821716640928 --0.270375866109116 --0.0405194690109567 --0.228544668835301 --0.0568555124691161 -0.24430529215789 --0.190080521508185 --0.163706534505497 --0.123679443653964 --0.069112675503784 --0.495007951797513 --0.125157959248286 --0.552815024205462 -0.481603403613957 --0.762549809579838 --0.715492696935994 -0.510492422337437 -0.738059945793572 -0.50494258986323 --0.261666190642411 --0.372700759849359 --0.392698289170469 --0.25933481032324 --0.098028281667515 --0.102570392078966 --0.147372744450132 --0.395792303421604 --0.313304373682559 --0.0750717381766456 --0.469487689064622 --1.19190766032826 --0.93562180412574 --0.579820567067316 --0.540512297145244 --0.454105594225498 --0.311975851573237 --0.0243810188942941 -0.518525148552987 --0.0146537133965422 --0.216779761888374 --0.210692336227894 --0.215398791517409 --0.431367478191934 -0.113638214641662 --0.103767997460498 --0.320553702226945 --0.266446707879707 --0.188898238326402 +-0.513926483862771 +-0.158215500606315 +-0.190222703322297 +0.170178307748691 +0.188778616143522 +-0.356620602333401 +0.163512484112666 +0.025063196624555 +-0.174042322113973 +-0.161754765370229 +0.124140697121737 +-0.294553447374495 +0.0418585924058077 +-0.223696033186841 +-0.0101123173502519 +-0.0390592840455842 +-0.215981983374346 +-0.042890011406017 +-0.31281669427166 +0.142373767664475 +-0.297458464940955 +0.219255686331849 +0.570362148451403 +-0.0192428685090244 +-0.124610611186657 +0.159416144751879 +0.0684164989893592 +-1.22384371898664 +0.718017143997334 +0.491372213197009 +-0.0308848375621207 +0.179831142505468 +0.0635527508524599 +-0.455818951161711 +-0.233927122249571 +-0.53529558181498 +-0.290821193718306 +-0.270376047282117 +-0.0405194785545902 +-0.228544464106145 +-0.0568553171903822 +0.244305050197652 +-0.190080114470073 +-0.163706352311322 +-0.123679020357392 +-0.0691126011351399 +-0.495008061363902 +-0.125158222741307 +-0.552814651356317 +0.481602963079483 +-0.762549595590526 +-0.715492774737309 +0.510492617368306 +0.738059694020474 +0.504942219353735 +-0.261666213937395 +-0.372700871276676 +-0.39269824819507 +-0.259334740656532 +-0.09802820644285 +-0.102570294264302 +-0.147372919837177 +-0.395792376956123 +-0.313304230662059 +-0.0750716199948875 +-0.469486984653106 +-1.19190754729469 +-0.935621233418919 +-0.579820566416891 +-0.540512229429894 +-0.45410544100584 +-0.311975775956961 +-0.0243812202938367 +0.518524486331278 +-0.0146535042109506 +-0.216779370454114 +-0.210692173622502 +-0.215398501645434 +-0.43136717058049 +0.113638252518674 +-0.103767852910054 +-0.320553327962086 +-0.266446600461869 +-0.188898234867672 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_b.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_b.csv index 326045d6..752b5ab4 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_b.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_b.csv @@ -1,10 +1,10 @@ col_1,col_2,col_3 --1.22384440731751,-0.495007951797513,-0.469487689064622 -0.718017821720687,-0.125157959248286,-1.19190766032826 -0.491371460599148,-0.552815024205462,-0.93562180412574 --0.030883968328093,0.481603403613957,-0.579820567067316 -0.179830799744996,-0.762549809579838,-0.540512297145244 -0.0635527456109111,-0.715492696935994,-0.454105594225498 --0.455820195787961,0.510492422337437,-0.311975851573237 --0.233927307549575,0.738059945793572,-0.0243810188942941 --0.535295545211012,0.50494258986323,0.518525148552987 +-1.22384371898664,-0.495008061363902,-0.469486984653106 +0.718017143997334,-0.125158222741307,-1.19190754729469 +0.491372213197009,-0.552814651356317,-0.935621233418919 +-0.0308848375621207,0.481602963079483,-0.579820566416891 +0.179831142505468,-0.762549595590526,-0.540512229429894 +0.0635527508524599,-0.715492774737309,-0.45410544100584 +-0.455818951161711,0.510492617368306,-0.311975775956961 +-0.233927122249571,0.738059694020474,-0.0243812202938367 +-0.53529558181498,0.504942219353735,0.518524486331278 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_c.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_c.csv index b174b0cc..52674004 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_c.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_c.csv @@ -1,4 +1,4 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9,col_10 --0.290821716640928,-0.270375866109116,-0.0405194690109567,-0.228544668835301,-0.0568555124691161,0.24430529215789,-0.190080521508185,-0.163706534505497,-0.123679443653964,-0.069112675503784 --0.261666190642411,-0.372700759849359,-0.392698289170469,-0.25933481032324,-0.098028281667515,-0.102570392078966,-0.147372744450132,-0.395792303421604,-0.313304373682559,-0.0750717381766456 --0.0146537133965422,-0.216779761888374,-0.210692336227894,-0.215398791517409,-0.431367478191934,0.113638214641662,-0.103767997460498,-0.320553702226945,-0.266446707879707,-0.188898238326402 +-0.290821193718306,-0.270376047282117,-0.0405194785545902,-0.228544464106145,-0.0568553171903822,0.244305050197652,-0.190080114470073,-0.163706352311322,-0.123679020357392,-0.0691126011351399 +-0.261666213937395,-0.372700871276676,-0.39269824819507,-0.259334740656532,-0.09802820644285,-0.102570294264302,-0.147372919837177,-0.395792376956123,-0.313304230662059,-0.0750716199948875 +-0.0146535042109506,-0.216779370454114,-0.210692173622502,-0.215398501645434,-0.43136717058049,0.113638252518674,-0.103767852910054,-0.320553327962086,-0.266446600461869,-0.188898234867672 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_error.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_error.csv index 0b2681d8..383a4efb 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_error.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_error.csv @@ -1,2 +1,2 @@ error -2422.43062794909 +2422.43062671544 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_r2.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_r2.csv index dd1037eb..78844c8b 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_r2.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_r2.csv @@ -1,20 +1,20 @@ r2 -0.791122786869116 -0.851739391022657 -0.729019481622567 -0.694566854418234 -0.732407507282584 -0.598568071671254 -0.75036784335779 -0.843543173616536 -0.535732200280037 -0.0843284027336508 -0.150927040044006 -0.168754580702993 -0.0817828150054301 -0.0986065327521459 -0.0751280144841165 -0.0298410331637922 -0.171609088640993 -0.109217544070616 -0.0220650190594517 +0.791122815877157 +0.851739357776351 +0.729019463897504 +0.694566670769221 +0.732407253534291 +0.598568018420181 +0.750367825874558 +0.843543198357789 +0.535732461168631 +0.0843284587876261 +0.150927087893165 +0.168754650220736 +0.0817828228466262 +0.0986065326174548 +0.0751280243271487 +0.0298410422069317 +0.171609146442135 +0.109217551019306 +0.0220650042828843 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_z.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_z.csv index e0bf4fde..8dd90085 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_z.csv @@ -1,213 +1,213 @@ z_1,z_2,z_3 --0.445110067991358,1.58914775261801,-0.739302831764367 -0.366910310845552,-0.335907788968013,-0.26382090988343 -0.186430723418918,0.291082604170363,0.266039243284818 -0.275254712731872,1.24515848519402,-0.21127423230798 -1.04690134689275,-1.10858725371723,-0.26137736277719 --0.34511014573924,1.02082336657409,-0.215730982649045 -0.623175719828747,1.88927876955092,0.642869011146468 --0.580470325294784,1.54593727857512,-0.309422044695566 --0.529203523543201,1.48635422846224,-0.689530281701577 -0.047652877534194,0.489646446644962,-0.459888972480088 -0.148748290111044,0.735301629261963,-0.507559542510846 -0.297672527181586,0.907692485633866,-0.38204140277508 -0.270767790738304,0.423259028405169,-0.6734892053195 --0.382620802591239,1.75363628311846,-0.457651980960278 --0.625884729007359,2.23172407109538,-0.732040977526628 --0.186820261049331,1.71764058158422,-0.44479791976937 -0.949758784739083,-0.152602755332547,-0.0326187806127795 --1.27760052754879,-0.514762876695018,-1.55549206312407 -0.758209791970589,-1.21089476111689,-0.0892862507732252 -0.808277303362821,1.17074710090066,0.190553638569091 --1.37377443064649,1.112335280272,-0.529293136292784 -0.0391393712784155,-0.0434311896624975,-0.892750621077895 --0.679752410025696,1.43555766670438,-0.255197980926402 --0.672108234810937,1.5405234097234,0.261677316489217 --1.21121206769518,1.54225063619065,-0.340518913468888 --1.22100501543704,1.57455243521367,-0.317740393531488 -0.802732789827431,-0.717854496462869,0.696854341959553 -0.814747957800504,-0.7557580702113,0.670459850822005 -0.455832927033979,-1.56911283842039,0.509137197370154 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a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/viewpoint_a.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/viewpoint_a.csv @@ -1,3 +1,3 @@ group,view_dimension,z_1,z_2,z_3 -1,1,-0.130598728806315,-0.775657696224117,-0.617494218857529 -1,2,0.79054080585022,0.294399961635893,-0.53700455945408 +1,1,-0.130596500909158,-0.775659705795445,-0.617492165744318 +1,2,0.790540707154823,0.294400113923268,-0.537004621258625 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/viewpoint_angles.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/viewpoint_angles.csv index 72ec0a7a..6d768297 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/viewpoint_angles.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/viewpoint_angles.csv @@ -1,2 +1,2 @@ group,azimuth,elevation -1,-0.75079740967683,0.612287371677457 +1,-0.750794329259496,0.612289996640785 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_a_raw.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_a_raw.csv index e8ede72c..51f1c58d 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_a_raw.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_a_raw.csv @@ -1,4 +1,4 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9 --0.513926035337529,0.170178421873601,0.163512207597763,-0.161753962653984,0.0418586138870788,-0.0390591996696554,-0.312816955753592,0.219255536818405,-0.124610247387772 --0.158215288725776,0.188778608140756,0.0250631505016741,0.124141121535148,-0.223696217044486,-0.215981953271316,0.142373494910234,0.570361832238941,0.159415854028428 --0.190222530988172,-0.356620316760628,-0.174042324692759,-0.294553341184477,-0.0101125204496605,-0.042889738578595,-0.297458265719354,-0.0192428283945387,0.0684165487151954 +-0.513926483862771,0.170178307748691,0.163512484112666,-0.161754765370229,0.0418585924058077,-0.0390592840455842,-0.31281669427166,0.219255686331849,-0.124610611186657 +-0.158215500606315,0.188778616143522,0.025063196624555,0.124140697121737,-0.223696033186841,-0.215981983374346,0.142373767664475,0.570362148451403,0.159416144751879 +-0.190222703322297,-0.356620602333401,-0.174042322113973,-0.294553447374495,-0.0101123173502519,-0.042890011406017,-0.297458464940955,-0.0192428685090244,0.0684164989893592 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_alpha.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_alpha.csv index 328d22b5..cdcb7f49 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_alpha.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_alpha.csv @@ -1,85 +1,85 @@ col_1,col_2,col_3 --0.991822304111889,-0.513926035337529,0.409624041216563 -0.129078240334696,-0.158215288725776,-0.308307500817071 -0.784734489385849,-0.190222530988172,0.089503490574152 -0.480090373098228,0.170178421873601,0.195982423471282 -0.346208153109517,0.188778608140756,0.261596830794834 --1.32321538501819,-0.356620316760628,-0.141949719205188 -0.407182889651971,0.163512207597763,0.119873385003127 -0.293205390925065,0.0250631505016741,0.258165148802095 --0.780900669873059,-0.174042324692759,0.0218509949175747 --0.218244622905006,-0.161753962653984,0.247016115195365 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--0.129425037459938,-0.431367478191934,-0.189928203185384 -0.0969671459495998,0.113638214641662,0.116177973534921 -0.0122189505007368,-0.103767997460498,0.122949234942473 -0.0305502410083829,-0.320553702226945,0.209493381763391 -0.0183838806764281,-0.266446707879707,0.152102245771156 --0.0465893810967274,-0.188898238326402,-0.0406022556384614 +-0.991815049531936,-0.513926483862771,0.409612615361025 +0.129074892346332,-0.158215500606315,-0.308303611795131 +0.784735281653449,-0.190222703322297,0.0894972943982825 +0.480088563181157,0.170178307748691,0.195982146946418 +0.346208963909907,0.188778616143522,0.261597428888895 +-1.3232181609962,-0.356620602333401,-0.141950793665923 +0.407175691213344,0.163512484112666,0.119876144870033 +0.293201996930122,0.025063196624555,0.25815635244017 +-0.780889935749254,-0.174042322113973,0.0218365311406378 +-0.218240764383858,-0.161754765370229,0.247012857435918 +0.146030915486607,0.124140697121737,-0.0679301978333452 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+0.346522355421311,-0.395792376956123,-0.102874404299936 +0.275145451882016,-0.313304230662059,-0.0676915398624669 +0.0968258905268601,-0.0750716199948875,-0.0120251907404639 +-0.0270756730322587,-0.469486984653106,0.522867004211923 +-0.380849196824138,-1.19190754729469,-0.915148214189587 +-0.114704830507542,-0.935621233418919,-0.244052469746257 +-0.425818195990783,-0.579820566416891,-0.893398983429505 +0.111987586397236,-0.540512229429894,0.336100721378378 +0.121323909563765,-0.45410544100584,0.383316241903013 +-0.35066418692233,-0.311975775956961,-0.607954986347923 +-0.319753514569919,-0.0243812202938367,-0.681658906811292 +-0.0294894956316176,0.518524486331278,0.00728577158300784 +0.0891826697640724,-0.0146535042109506,0.326657712497011 +0.0573697226106013,-0.216779370454114,0.295044765283734 +0.0764461679027537,-0.210692173622502,0.249950505294001 +0.0131950176195829,-0.215398501645434,0.170422059774424 +-0.129425123739561,-0.43136717058049,-0.189936313328021 +0.0969669924082017,0.113638252518674,0.11618098880454 +0.0122185525618005,-0.103767852910054,0.122948903897236 +0.030549425950559,-0.320553327962086,0.209493542120459 +0.0183835245748919,-0.266446600461869,0.152100012072559 +-0.0465893532826909,-0.188898234867672,-0.0406033250181448 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_b.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_b.csv index 326045d6..752b5ab4 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_b.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_b.csv @@ -1,10 +1,10 @@ col_1,col_2,col_3 --1.22384440731751,-0.495007951797513,-0.469487689064622 -0.718017821720687,-0.125157959248286,-1.19190766032826 -0.491371460599148,-0.552815024205462,-0.93562180412574 --0.030883968328093,0.481603403613957,-0.579820567067316 -0.179830799744996,-0.762549809579838,-0.540512297145244 -0.0635527456109111,-0.715492696935994,-0.454105594225498 --0.455820195787961,0.510492422337437,-0.311975851573237 --0.233927307549575,0.738059945793572,-0.0243810188942941 --0.535295545211012,0.50494258986323,0.518525148552987 +-1.22384371898664,-0.495008061363902,-0.469486984653106 +0.718017143997334,-0.125158222741307,-1.19190754729469 +0.491372213197009,-0.552814651356317,-0.935621233418919 +-0.0308848375621207,0.481602963079483,-0.579820566416891 +0.179831142505468,-0.762549595590526,-0.540512229429894 +0.0635527508524599,-0.715492774737309,-0.45410544100584 +-0.455818951161711,0.510492617368306,-0.311975775956961 +-0.233927122249571,0.738059694020474,-0.0243812202938367 +-0.53529558181498,0.504942219353735,0.518524486331278 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_c.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_c.csv index b174b0cc..52674004 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_c.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_c.csv @@ -1,4 +1,4 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9,col_10 --0.290821716640928,-0.270375866109116,-0.0405194690109567,-0.228544668835301,-0.0568555124691161,0.24430529215789,-0.190080521508185,-0.163706534505497,-0.123679443653964,-0.069112675503784 --0.261666190642411,-0.372700759849359,-0.392698289170469,-0.25933481032324,-0.098028281667515,-0.102570392078966,-0.147372744450132,-0.395792303421604,-0.313304373682559,-0.0750717381766456 --0.0146537133965422,-0.216779761888374,-0.210692336227894,-0.215398791517409,-0.431367478191934,0.113638214641662,-0.103767997460498,-0.320553702226945,-0.266446707879707,-0.188898238326402 +-0.290821193718306,-0.270376047282117,-0.0405194785545902,-0.228544464106145,-0.0568553171903822,0.244305050197652,-0.190080114470073,-0.163706352311322,-0.123679020357392,-0.0691126011351399 +-0.261666213937395,-0.372700871276676,-0.39269824819507,-0.259334740656532,-0.09802820644285,-0.102570294264302,-0.147372919837177,-0.395792376956123,-0.313304230662059,-0.0750716199948875 +-0.0146535042109506,-0.216779370454114,-0.210692173622502,-0.215398501645434,-0.43136717058049,0.113638252518674,-0.103767852910054,-0.320553327962086,-0.266446600461869,-0.188898234867672 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_eoptim.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_eoptim.csv index afb1dcaf..875a7b88 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_eoptim.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_eoptim.csv @@ -1,4 +1,4 @@ eoptim -0.601378320103193 -0.601397871884083 -0.601374395877189 +0.601378320748808 +0.601397871577816 +0.6013743972306 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_error.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_error.csv index 0b2681d8..383a4efb 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_error.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_error.csv @@ -1,2 +1,2 @@ error -2422.43062794909 +2422.43062671544 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_perf.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_perf.csv index 19ccfa7a..a064f1a9 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_perf.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_perf.csv @@ -1,4 +1,4 @@ perf -0.700662977091942 -0.869897948576352 -0.867396812525536 +0.700661469697489 +0.869897934840622 +0.867398052392266 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_r2.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_r2.csv index dd1037eb..78844c8b 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_r2.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_r2.csv @@ -1,20 +1,20 @@ r2 -0.791122786869116 -0.851739391022657 -0.729019481622567 -0.694566854418234 -0.732407507282584 -0.598568071671254 -0.75036784335779 -0.843543173616536 -0.535732200280037 -0.0843284027336508 -0.150927040044006 -0.168754580702993 -0.0817828150054301 -0.0986065327521459 -0.0751280144841165 -0.0298410331637922 -0.171609088640993 -0.109217544070616 -0.0220650190594517 +0.791122815877157 +0.851739357776351 +0.729019463897504 +0.694566670769221 +0.732407253534291 +0.598568018420181 +0.750367825874558 +0.843543198357789 +0.535732461168631 +0.0843284587876261 +0.150927087893165 +0.168754650220736 +0.0817828228466262 +0.0986065326174548 +0.0751280243271487 +0.0298410422069317 +0.171609146442135 +0.109217551019306 +0.0220650042828843 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_z.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_z.csv index e0bf4fde..8dd90085 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_z.csv @@ -1,213 +1,213 @@ z_1,z_2,z_3 --0.445110067991358,1.58914775261801,-0.739302831764367 -0.366910310845552,-0.335907788968013,-0.26382090988343 -0.186430723418918,0.291082604170363,0.266039243284818 -0.275254712731872,1.24515848519402,-0.21127423230798 -1.04690134689275,-1.10858725371723,-0.26137736277719 --0.34511014573924,1.02082336657409,-0.215730982649045 -0.623175719828747,1.88927876955092,0.642869011146468 --0.580470325294784,1.54593727857512,-0.309422044695566 --0.529203523543201,1.48635422846224,-0.689530281701577 -0.047652877534194,0.489646446644962,-0.459888972480088 -0.148748290111044,0.735301629261963,-0.507559542510846 -0.297672527181586,0.907692485633866,-0.38204140277508 -0.270767790738304,0.423259028405169,-0.6734892053195 --0.382620802591239,1.75363628311846,-0.457651980960278 --0.625884729007359,2.23172407109538,-0.732040977526628 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-1,1,-0.130598728806315,-0.775657696224117,-0.617494218857529 -1,2,0.79054080585022,0.294399961635893,-0.53700455945408 +1,1,-0.130596500909158,-0.775659705795445,-0.617492165744318 +1,2,0.790540707154823,0.294400113923268,-0.537004621258625 diff --git a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/viewpoint_angles.csv b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/viewpoint_angles.csv index 72ec0a7a..6d768297 100644 --- a/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/viewpoint_angles.csv +++ b/tests/fixtures/matlab/current/build_data/pilot/pilot_standard_numerical_3d_x0/outputs/viewpoint_angles.csv @@ -1,2 +1,2 @@ group,azimuth,elevation -1,-0.75079740967683,0.612287371677457 +1,-0.750794329259496,0.612289996640785 diff --git a/tests/fixtures/matlab/current/build_data/pythia/legacy_svm/inputs/z.csv b/tests/fixtures/matlab/current/build_data/pythia/legacy_svm/inputs/z.csv index b052127e..fdba9319 100644 --- a/tests/fixtures/matlab/current/build_data/pythia/legacy_svm/inputs/z.csv +++ b/tests/fixtures/matlab/current/build_data/pythia/legacy_svm/inputs/z.csv @@ -1,213 +1,213 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 -auto7_1,0.451677868058983,2.18640397744611 -auto7_2,0.762200931564188,2.77633253707082 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b/tests/fixtures/matlab/current/build_data/pythia/trace3_default/inputs/z.csv @@ -1,213 +1,213 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 -auto7_1,0.451677868058983,2.18640397744611 -auto7_2,0.762200931564188,2.77633253707082 -auto7_3,0.438180681846751,2.06716639724676 -auto8,0.0549178911063845,-0.592529750775906 -automobile,1.98003823327326,-0.790014411784594 -bach,0.193780774472242,-1.87839717773557 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b/tests/fixtures/matlab/current/build_data/pythia/trace3_default/outputs/normalization_sigma.csv @@ -1,2 +1,2 @@ col_1,col_2 -0.93346868810682,1.47426667915445 +0.933467833370545,1.4742658635313 diff --git a/tests/fixtures/matlab/current/build_data/pythia/trace3_default/outputs/pr0hat.csv b/tests/fixtures/matlab/current/build_data/pythia/trace3_default/outputs/pr0hat.csv index c0d12289..f99e0fe7 100644 --- a/tests/fixtures/matlab/current/build_data/pythia/trace3_default/outputs/pr0hat.csv +++ b/tests/fixtures/matlab/current/build_data/pythia/trace3_default/outputs/pr0hat.csv @@ -1,213 +1,213 @@ NB,LDA,QDA,CART,J48,KNN,L_SVM,poly_SVM,RBF_SVM,RandF -0.904761904761905,0.869565217391304,0.956521739130435,0.75,0.842105263157895,0.772727272727273,0.666666666666667,1,0.636363636363636,0.75 -0.80952380952381,0.956521739130435,1,0.916666666666667,0.684210526315789,0.772727272727273,0.916666666666667,1,0.909090909090909,0.625 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a/tests/fixtures/matlab/current/build_data/pythia/trace3_pythia_skip/inputs/z.csv b/tests/fixtures/matlab/current/build_data/pythia/trace3_pythia_skip/inputs/z.csv index b052127e..fdba9319 100644 --- a/tests/fixtures/matlab/current/build_data/pythia/trace3_pythia_skip/inputs/z.csv +++ b/tests/fixtures/matlab/current/build_data/pythia/trace3_pythia_skip/inputs/z.csv @@ -1,213 +1,213 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 -auto7_1,0.451677868058983,2.18640397744611 -auto7_2,0.762200931564188,2.77633253707082 -auto7_3,0.438180681846751,2.06716639724676 -auto8,0.0549178911063845,-0.592529750775906 -automobile,1.98003823327326,-0.790014411784594 -bach,0.193780774472242,-1.87839717773557 -balance,-0.311653762818236,1.24090570511703 -banana,0.587846376046454,1.74741828968761 -bankruptcy,1.11198248715256,-0.44693382125112 -blogger,0.21812807614184,1.98749807406267 -blood,-0.435024625546103,2.3345343285864 -breast,0.31800612878741,2.30054861294497 -breast_cancer,0.287696099702127,2.35559613881812 -breast_cancer_wis_dia,-0.823016661578931,-0.945078907610218 -breast_cancer_wis_dia_no_Nas,-0.787242070672725,-1.00927109869214 -breast_cancer_wis_ori,-0.530067004647039,-1.96228184159449 -breast_cancer_wis_pro2,0.326126843433741,0.931905893145732 -breast_tissue,1.1326450617369,-0.880171116056983 -breast_tissue_merged,0.905721516482098,-1.51189836810601 -bupa,0.564413885064664,2.72201867197295 -car,-0.596753486946262,-0.0253133497488153 -cardio10,0.508515192502015,-1.04537406296711 -cardio3,-0.660350135004222,-0.285387130036206 -chess-krkp,-0.773958579985793,0.777260531444112 -chronic_kidney_disease,-0.074199151441569,-2.30939661168132 -chronic_kidney_disease_full,0.00501797730248017,-2.28733873207169 -cilinder,1.14276469902693,1.46834636884392 -cilinder_no_NAs,1.18684786002281,1.684674254019 -climate,-1.38035074209701,-0.291731942570162 -cnae9,-0.521085304407174,-1.0172071974573 -congressional,-1.32515773079675,-0.103682922412665 -congressional_no_Nas,-1.15175401502551,0.0953183941252153 -connectionist_vowel,0.998739718239173,-1.28031809816135 -contraceptive,0.575722716113584,2.78562201690104 -credit_no_Nas,0.371500719428591,1.07616688281721 -diabetic,0.44596624796141,2.73104438838155 -echocardio,-0.440307214434806,-1.61269265708152 -echocardio_no_Nas,-0.0603173625812102,-1.18320960808681 -ecoli,0.627202828583545,-1.31278664279991 -fertility,-1.32916626683131,1.35346323228039 -firm,-2.25820900870504,-0.00395459819827943 -first,-0.456238287098818,-1.33604762617904 -flare,0.125295846603146,-0.156769460639333 -forest,1.07137679911367,-0.762404728803738 -fourclass,0.280506754975173,-0.304591364808754 -gesture_va,0.447837528886255,1.43666638901503 -grammatical_a1,-0.190892178310217,0.274016813311056 -grammatical_a2,-0.814971051517312,-1.87869593241928 -grammatical_a3,-0.572979560958495,-0.68211572239763 -grammatical_a4,-0.562658988461956,-0.788236512975715 -grammatical_a5,-0.0867568396352447,-0.156812736113697 -grammatical_a6,-0.795667336692842,-1.51662297420632 -grammatical_a7,-0.757760580408363,-0.698415636004654 -grammatical_a8,-0.453702233576861,-0.45179606046591 -grammatical_a9,-0.539606507985586,-0.670261175138717 -grammatical_b2,-0.331003189093071,-0.0452070025222372 -grammatical_b3,-0.407557239476021,-0.557712801289233 -grammatical_b4,-0.638772519900252,-0.554464290635219 -grammatical_b5,0.490139202313322,0.0946744458228579 -grammatical_b6,-0.562988260149679,-0.527496070139818 -grammatical_b7,-0.741691591629429,-0.634222778737224 -grammatical_b8,-0.497303511724291,-0.87452786989926 -grammatical_b9,-0.255717911787533,0.21602147361255 -haberman,-0.178292474747701,2.53243468110353 -hayes,1.2295453581568,1.79089091828677 -heart_cleverland,0.334443992310745,1.09558341218081 -heart_cleverland_no_Nas,0.355733043842242,1.09200360495806 -heart_hungarian,0.19638853425579,-1.22435754685054 -heart_hungarian_no_Nas,1.52319487106908,-0.954315824120645 -heart_switzerland,0.713602719256904,1.48097698602524 -heart_switzerland_no_Nas,1.43682494872315,0.814412496083584 -heart_va,1.04405903510993,0.928219466053912 -heart_va_no_Nas,2.2538109687856,0.588085501204762 -hepatitis,-0.199308024594669,0.36720381119418 -hepatitis_no_Nas,-0.233634341550365,0.0402138363952876 -hiv_746,0.969809281620707,1.98855727227227 -hiv_impens,-0.543521865372681,1.7916196219072 -horse_colic_lesion,-0.291209002859471,0.0193455631164124 -human,0.303305736768769,-2.29204474748551 -hv_no_noise,0.833531480034024,2.64323914936467 -ilpd,-0.0223688132683306,2.14995774136863 -ilpd_no_Nas,-0.0319800763789811,2.14973671663705 -image,0.871887331142957,-2.0045516298368 -internet,-1.79481806473678,-0.789543127562106 -ionosphere,-0.177647736848488,-0.165290858037577 -iris,1.23157082508049,-1.36383001796336 -japanese,0.365180538449099,1.2082976481959 -japanese_no_Nas,0.371500719428591,1.07616688281721 -leaf,1.3223088170016,-2.37372308553891 -led,-0.10096126021836,0.386582836173171 -lenses,1.32863700045847,-0.559899229636371 -libras,0.739927255279999,-1.67087576456543 -liver,0.541794560585371,2.7072143992344 -lsvt,-0.00491277839526108,-0.0566946192850959 -lung,2.00952570428057,0.54428015362137 -lung_no_NAs,1.67680967583955,0.164333407429364 -lymphography,0.778410723227211,-0.521990136793678 -madelon,0.535409795281422,1.19138603943037 -mammographics,-0.263782703267055,1.33561089971637 -mammographics_no_NAs,-0.0534795729316388,1.4622662123374 -mechanical,0.213299472575552,1.59237669641278 -mice,0.386029914469042,-2.39028807151916 -mice_no_Nas,0.528551665171427,-2.43701540168743 -molecular_promoter,-0.0305104257524355,0.83096014859682 -molecular_splice,-0.351584718510555,0.936401207656521 -monks1,0.39826450317297,1.73534131212444 -monks2,-0.485611010146264,2.27229854020374 -monks3,-0.597011839319863,1.70375806223914 -multiple,0.369296677371016,-2.49220448367572 -mushroom,-0.930431281661171,-1.4808452288672 -onehund_mar,0.441717851605179,-2.7671061285153 -onehund_sha,0.336150584254992,-2.40668968659528 -onehund_tex,0.407952790017094,-2.68571786301537 -optical,-0.088944329307323,-1.61611022873249 -ozone1_no_Nas,-2.09022505124557,-1.13215207976002 -ozone8_no_Nas,-1.6456015065301,-0.478195564300261 -page,-1.37280362490441,-1.13265879654665 -pamap9,-0.904227808499726,-1.95693372383004 -parkinson_speech,-1.03962250562201,-1.66338270366237 -parkinsons,0.129494419307123,-0.485187483480113 -pen,0.276184619892168,-1.79104539805563 -phishing,-0.787273752484386,0.15059393906598 -phoneme,-0.115971705502065,0.969072047953378 -pima,0.364767824887054,2.29570646808275 -pitt1_1,-0.517275540996028,-0.173944216279521 -pitt1_2,0.14540307694186,-0.839642353538774 -pitt1_3,0.95011992524939,0.766542239171142 -pitt1_4,0.709442916406877,0.545300379723093 -pitt2_1,-0.574599973800078,0.215587607460579 -pitt2_2,0.0934543745211887,-0.805699631079416 -pitt2_3,0.974056916296794,0.847460306934735 -pitt2_4,0.634512807138706,0.714653229087545 -planning,-0.0941224135997981,2.38754934733912 -post,-0.531131860413889,1.87143643202152 -primary,0.731688072080197,2.0036631079932 -qsar,-0.114189339667192,0.91559570090617 -ring,0.245271460518858,1.8100494289944 -robot1,0.845635681303778,-1.53694747584423 -robot2,0.179846716029856,-1.13368191137539 -robot3,0.137410137860719,-1.08049289900147 -robot4,0.101006438217445,-1.36666363287942 -robot5,0.850627461074856,-0.799554708828574 -saheart,0.214342780385188,2.42819112665623 -satimage,0.495683800424144,-1.29691587397459 -secom,-1.60624330299319,-1.48257195317225 -seeds,0.934128780340471,-1.44486821837488 -seismic,-2.02298659382326,0.816857456656593 -soybean_large,0.783739815874175,-2.26544572315753 -soybean_large_no_Nas,0.965268725305566,-2.05976949539409 -soybean_small,1.51170356398316,-2.2057626931446 -spambase,-0.216364249618813,0.419575337197557 -spect_heart,-1.05381281215194,1.64365980944838 -spectf_heart,-0.132543418764935,0.311279844682579 -statlog_australian,0.384929066824341,1.17992539311357 -statlog_german,-0.153121462970033,2.20799516185473 -statlog_heart,0.0313476716959607,1.46473651452741 -statlog_is,0.796431677197515,-2.02123117824577 -statlog_ls,0.495752975608288,-1.29967197333353 -statlog_vehicle,1.06782075295719,0.814859983629493 -tae,1.1271271119547,2.37596570616639 -tao,0.204087973443315,-0.465550785822688 -teaching,1.88836165322888,2.00423945055646 -texture,0.661224215324833,-2.35994208386637 -thyroid_allbp,-2.10760701432325,-0.976870075527548 -thyroid_allbp_no_Nas,-2.05913382835978,-0.930782908351081 -thyroid_allhyper,-2.17548697645334,-1.90092574152667 -thyroid_allhypo,-1.75570920181706,-1.12583235455485 -thyroid_allrep,-2.15272086627367,-1.54943963937212 -thyroid_allrep_no_Nas,-2.22202331680171,-1.5748181675524 -thyroid_ann,-1.80193720138472,-1.40356694806376 -thyroid_ann_no_Nas,-1.80193720138472,-1.40356694806376 -thyroid_dis,-2.54030443183246,-0.569894454870391 -thyroid_dis_no_Nas,-2.54153738311127,-0.478073599131802 -thyroid_hypothyroid,-2.04276419983272,-0.726162293465674 -thyroid_new_thyroid,0.549173229945372,-1.32843228743067 -thyroid_sick,-1.87173825564625,-0.363362357297615 -thyroid_sick_no_Nas,-1.6779103897887,-0.196792206059783 -tic,-0.41094560301154,2.65831489639015 -titanic,-0.845025994462731,2.61854132680062 -trains,1.41655827776402,-0.271696764169126 -turkiye,-0.863310630151895,1.49474446523493 -urban,0.656135418797165,-1.67591772177662 -user,0.976022190351071,-0.435475409095947 -vert2,0.234038685343813,0.815257027499178 -vert3,0.393596016837201,-0.0476542439541934 -wall2,0.427724344825626,-2.16260160054782 -wall24,0.314260294868725,-0.761799287413436 -wall4,0.894462509667846,-1.729933537107 -wave,0.373224139465977,0.207826813052494 -wave2,0.170567212067884,0.209093771222526 -weight,0.456540278968065,-2.6818638846292 -wholesale,0.190087872891747,-0.229813246895827 -wilt,-2.01332554720857,-0.134783946943873 -wine,0.849873255960377,-1.76436773586157 -wine_quality,0.158215982280831,1.0322327450112 -winsconsin,-0.814312093169809,-0.976337022266773 -wpbc,-0.187747277019209,1.07348028508783 -wpbc_no_Nas,-0.187038999774599,1.06226432523942 -zoo,0.840816132658392,-2.03554337777677 +abalone,0.813568376341143,1.88460124405112 +abalone_ori,0.353077783292229,-0.682677751990965 +appendicitis,-0.35786575812998,0.404011868110441 +asbestos,0.174182248742052,1.37668906774605 +audiology_std,0.406135230523954,-1.93705291941824 +australian,0.205775725005108,1.34521952415413 +auto1,-0.935947956448597,2.41309667043514 +auto2,0.279743885845663,2.05956749033678 +auto4,0.7632351326639,1.80628916162212 +auto5,0.543167436351708,0.406929772350389 +auto6_1,0.584252931524159,0.656372420621042 +auto6_2,0.415298898056739,0.8672926208777 +auto6_3,0.813451414759826,0.142727734805109 +auto7_1,0.451677005572316,2.18640239223991 +auto7_2,0.762199822305806,2.77633117678473 +auto7_3,0.438179638281353,2.0671648566918 +auto8,0.0549179769402704,-0.592530092497409 +automobile,1.98003686225946,-0.790013647643192 +bach,0.193781263572613,-1.87839658850135 +balance,-0.311653357941509,1.2409048799659 +banana,0.587843966339975,1.74741744861589 +bankruptcy,1.1119802919809,-0.44693338748594 +blogger,0.218126767565059,1.98749662603534 +blood,-0.435024112415263,2.33453292529369 +breast,0.31800579561793,2.3005474155034 +breast_cancer,0.287695607272812,2.35559484024558 +breast_cancer_wis_dia,-0.823015165578313,-0.945078731464629 +breast_cancer_wis_dia_no_Nas,-0.787240596340368,-1.00927086591176 +breast_cancer_wis_ori,-0.530065816886403,-1.96228070483774 +breast_cancer_wis_pro2,0.326126699652105,0.931905485138635 +breast_tissue,1.13264457092609,-0.880170763205574 +breast_tissue_merged,0.905720772444877,-1.51189757887256 +bupa,0.564412875407902,2.72201729645639 +car,-0.596753519109317,-0.0253131597190836 +cardio10,0.508514912516709,-1.04537369491122 +cardio3,-0.660349755267201,-0.285386924320886 +chess-krkp,-0.773958009665701,0.777260555949151 +chronic_kidney_disease,-0.0741988474680727,-2.30939477644894 +chronic_kidney_disease_full,0.00501818020521241,-2.28733684754183 +cilinder,1.14276373438578,1.46834615893479 +cilinder_no_NAs,1.1868463755765,1.68467367287035 +climate,-1.38034953872017,-0.291731764047744 +cnae9,-0.521087086842986,-1.0172078782078 +congressional,-1.32515634425114,-0.103683624132976 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b/tests/fixtures/matlab/current/build_data/pythia/trace3_pythia_skip/outputs/normalization_sigma.csv index 35b44a12..565b2ed2 100644 --- a/tests/fixtures/matlab/current/build_data/pythia/trace3_pythia_skip/outputs/normalization_sigma.csv +++ b/tests/fixtures/matlab/current/build_data/pythia/trace3_pythia_skip/outputs/normalization_sigma.csv @@ -1,2 +1,2 @@ col_1,col_2 -0.93346868810682,1.47426667915445 +0.933467833370545,1.4742658635313 diff --git a/tests/fixtures/matlab/current/build_data/sifted/default/outputs/correlation_pval.csv b/tests/fixtures/matlab/current/build_data/sifted/default/outputs/correlation_pval.csv index 06e2a502..5746b11b 100644 --- a/tests/fixtures/matlab/current/build_data/sifted/default/outputs/correlation_pval.csv +++ b/tests/fixtures/matlab/current/build_data/sifted/default/outputs/correlation_pval.csv @@ -1,11 +1,11 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9,col_10 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a/tests/fixtures/matlab/current/build_data/sifted/default/outputs/correlation_rho.csv b/tests/fixtures/matlab/current/build_data/sifted/default/outputs/correlation_rho.csv index 650acacb..274924c4 100644 --- a/tests/fixtures/matlab/current/build_data/sifted/default/outputs/correlation_rho.csv +++ b/tests/fixtures/matlab/current/build_data/sifted/default/outputs/correlation_rho.csv @@ -1,11 +1,11 @@ col_1,col_2,col_3,col_4,col_5,col_6,col_7,col_8,col_9,col_10 -0.0683929732916155,0.183037848751834,0.0854614783750176,0.184525880202426,0.166140203077995,-0.147535682590364,0.0532076689846668,0.1387491800325,0.0686159227711624,0.0655347911691022 --0.156534306215745,0.0465803617951707,0.0900047751288912,0.0506461140167345,0.193476636233928,-0.0717666400170315,0.014536454168996,0.0979358804458481,0.089670916644717,0.157532932032654 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a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/inputs/z.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/inputs/z.csv index b052127e..fdba9319 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/inputs/z.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/inputs/z.csv @@ -1,213 +1,213 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 -auto7_1,0.451677868058983,2.18640397744611 -auto7_2,0.762200931564188,2.77633253707082 -auto7_3,0.438180681846751,2.06716639724676 -auto8,0.0549178911063845,-0.592529750775906 -automobile,1.98003823327326,-0.790014411784594 -bach,0.193780774472242,-1.87839717773557 -balance,-0.311653762818236,1.24090570511703 -banana,0.587846376046454,1.74741828968761 -bankruptcy,1.11198248715256,-0.44693382125112 -blogger,0.21812807614184,1.98749807406267 -blood,-0.435024625546103,2.3345343285864 -breast,0.31800612878741,2.30054861294497 -breast_cancer,0.287696099702127,2.35559613881812 -breast_cancer_wis_dia,-0.823016661578931,-0.945078907610218 -breast_cancer_wis_dia_no_Nas,-0.787242070672725,-1.00927109869214 -breast_cancer_wis_ori,-0.530067004647039,-1.96228184159449 -breast_cancer_wis_pro2,0.326126843433741,0.931905893145732 -breast_tissue,1.1326450617369,-0.880171116056983 -breast_tissue_merged,0.905721516482098,-1.51189836810601 -bupa,0.564413885064664,2.72201867197295 -car,-0.596753486946262,-0.0253133497488153 -cardio10,0.508515192502015,-1.04537406296711 -cardio3,-0.660350135004222,-0.285387130036206 -chess-krkp,-0.773958579985793,0.777260531444112 -chronic_kidney_disease,-0.074199151441569,-2.30939661168132 -chronic_kidney_disease_full,0.00501797730248017,-2.28733873207169 -cilinder,1.14276469902693,1.46834636884392 -cilinder_no_NAs,1.18684786002281,1.684674254019 -climate,-1.38035074209701,-0.291731942570162 -cnae9,-0.521085304407174,-1.0172071974573 -congressional,-1.32515773079675,-0.103682922412665 -congressional_no_Nas,-1.15175401502551,0.0953183941252153 -connectionist_vowel,0.998739718239173,-1.28031809816135 -contraceptive,0.575722716113584,2.78562201690104 -credit_no_Nas,0.371500719428591,1.07616688281721 -diabetic,0.44596624796141,2.73104438838155 -echocardio,-0.440307214434806,-1.61269265708152 -echocardio_no_Nas,-0.0603173625812102,-1.18320960808681 -ecoli,0.627202828583545,-1.31278664279991 -fertility,-1.32916626683131,1.35346323228039 -firm,-2.25820900870504,-0.00395459819827943 -first,-0.456238287098818,-1.33604762617904 -flare,0.125295846603146,-0.156769460639333 -forest,1.07137679911367,-0.762404728803738 -fourclass,0.280506754975173,-0.304591364808754 -gesture_va,0.447837528886255,1.43666638901503 -grammatical_a1,-0.190892178310217,0.274016813311056 -grammatical_a2,-0.814971051517312,-1.87869593241928 -grammatical_a3,-0.572979560958495,-0.68211572239763 -grammatical_a4,-0.562658988461956,-0.788236512975715 -grammatical_a5,-0.0867568396352447,-0.156812736113697 -grammatical_a6,-0.795667336692842,-1.51662297420632 -grammatical_a7,-0.757760580408363,-0.698415636004654 -grammatical_a8,-0.453702233576861,-0.45179606046591 -grammatical_a9,-0.539606507985586,-0.670261175138717 -grammatical_b2,-0.331003189093071,-0.0452070025222372 -grammatical_b3,-0.407557239476021,-0.557712801289233 -grammatical_b4,-0.638772519900252,-0.554464290635219 -grammatical_b5,0.490139202313322,0.0946744458228579 -grammatical_b6,-0.562988260149679,-0.527496070139818 -grammatical_b7,-0.741691591629429,-0.634222778737224 -grammatical_b8,-0.497303511724291,-0.87452786989926 -grammatical_b9,-0.255717911787533,0.21602147361255 -haberman,-0.178292474747701,2.53243468110353 -hayes,1.2295453581568,1.79089091828677 -heart_cleverland,0.334443992310745,1.09558341218081 -heart_cleverland_no_Nas,0.355733043842242,1.09200360495806 -heart_hungarian,0.19638853425579,-1.22435754685054 -heart_hungarian_no_Nas,1.52319487106908,-0.954315824120645 -heart_switzerland,0.713602719256904,1.48097698602524 -heart_switzerland_no_Nas,1.43682494872315,0.814412496083584 -heart_va,1.04405903510993,0.928219466053912 -heart_va_no_Nas,2.2538109687856,0.588085501204762 -hepatitis,-0.199308024594669,0.36720381119418 -hepatitis_no_Nas,-0.233634341550365,0.0402138363952876 -hiv_746,0.969809281620707,1.98855727227227 -hiv_impens,-0.543521865372681,1.7916196219072 -horse_colic_lesion,-0.291209002859471,0.0193455631164124 -human,0.303305736768769,-2.29204474748551 -hv_no_noise,0.833531480034024,2.64323914936467 -ilpd,-0.0223688132683306,2.14995774136863 -ilpd_no_Nas,-0.0319800763789811,2.14973671663705 -image,0.871887331142957,-2.0045516298368 -internet,-1.79481806473678,-0.789543127562106 -ionosphere,-0.177647736848488,-0.165290858037577 -iris,1.23157082508049,-1.36383001796336 -japanese,0.365180538449099,1.2082976481959 -japanese_no_Nas,0.371500719428591,1.07616688281721 -leaf,1.3223088170016,-2.37372308553891 -led,-0.10096126021836,0.386582836173171 -lenses,1.32863700045847,-0.559899229636371 -libras,0.739927255279999,-1.67087576456543 -liver,0.541794560585371,2.7072143992344 -lsvt,-0.00491277839526108,-0.0566946192850959 -lung,2.00952570428057,0.54428015362137 -lung_no_NAs,1.67680967583955,0.164333407429364 -lymphography,0.778410723227211,-0.521990136793678 -madelon,0.535409795281422,1.19138603943037 -mammographics,-0.263782703267055,1.33561089971637 -mammographics_no_NAs,-0.0534795729316388,1.4622662123374 -mechanical,0.213299472575552,1.59237669641278 -mice,0.386029914469042,-2.39028807151916 -mice_no_Nas,0.528551665171427,-2.43701540168743 -molecular_promoter,-0.0305104257524355,0.83096014859682 -molecular_splice,-0.351584718510555,0.936401207656521 -monks1,0.39826450317297,1.73534131212444 -monks2,-0.485611010146264,2.27229854020374 -monks3,-0.597011839319863,1.70375806223914 -multiple,0.369296677371016,-2.49220448367572 -mushroom,-0.930431281661171,-1.4808452288672 -onehund_mar,0.441717851605179,-2.7671061285153 -onehund_sha,0.336150584254992,-2.40668968659528 -onehund_tex,0.407952790017094,-2.68571786301537 -optical,-0.088944329307323,-1.61611022873249 -ozone1_no_Nas,-2.09022505124557,-1.13215207976002 -ozone8_no_Nas,-1.6456015065301,-0.478195564300261 -page,-1.37280362490441,-1.13265879654665 -pamap9,-0.904227808499726,-1.95693372383004 -parkinson_speech,-1.03962250562201,-1.66338270366237 -parkinsons,0.129494419307123,-0.485187483480113 -pen,0.276184619892168,-1.79104539805563 -phishing,-0.787273752484386,0.15059393906598 -phoneme,-0.115971705502065,0.969072047953378 -pima,0.364767824887054,2.29570646808275 -pitt1_1,-0.517275540996028,-0.173944216279521 -pitt1_2,0.14540307694186,-0.839642353538774 -pitt1_3,0.95011992524939,0.766542239171142 -pitt1_4,0.709442916406877,0.545300379723093 -pitt2_1,-0.574599973800078,0.215587607460579 -pitt2_2,0.0934543745211887,-0.805699631079416 -pitt2_3,0.974056916296794,0.847460306934735 -pitt2_4,0.634512807138706,0.714653229087545 -planning,-0.0941224135997981,2.38754934733912 -post,-0.531131860413889,1.87143643202152 -primary,0.731688072080197,2.0036631079932 -qsar,-0.114189339667192,0.91559570090617 -ring,0.245271460518858,1.8100494289944 -robot1,0.845635681303778,-1.53694747584423 -robot2,0.179846716029856,-1.13368191137539 -robot3,0.137410137860719,-1.08049289900147 -robot4,0.101006438217445,-1.36666363287942 -robot5,0.850627461074856,-0.799554708828574 -saheart,0.214342780385188,2.42819112665623 -satimage,0.495683800424144,-1.29691587397459 -secom,-1.60624330299319,-1.48257195317225 -seeds,0.934128780340471,-1.44486821837488 -seismic,-2.02298659382326,0.816857456656593 -soybean_large,0.783739815874175,-2.26544572315753 -soybean_large_no_Nas,0.965268725305566,-2.05976949539409 -soybean_small,1.51170356398316,-2.2057626931446 -spambase,-0.216364249618813,0.419575337197557 -spect_heart,-1.05381281215194,1.64365980944838 -spectf_heart,-0.132543418764935,0.311279844682579 -statlog_australian,0.384929066824341,1.17992539311357 -statlog_german,-0.153121462970033,2.20799516185473 -statlog_heart,0.0313476716959607,1.46473651452741 -statlog_is,0.796431677197515,-2.02123117824577 -statlog_ls,0.495752975608288,-1.29967197333353 -statlog_vehicle,1.06782075295719,0.814859983629493 -tae,1.1271271119547,2.37596570616639 -tao,0.204087973443315,-0.465550785822688 -teaching,1.88836165322888,2.00423945055646 -texture,0.661224215324833,-2.35994208386637 -thyroid_allbp,-2.10760701432325,-0.976870075527548 -thyroid_allbp_no_Nas,-2.05913382835978,-0.930782908351081 -thyroid_allhyper,-2.17548697645334,-1.90092574152667 -thyroid_allhypo,-1.75570920181706,-1.12583235455485 -thyroid_allrep,-2.15272086627367,-1.54943963937212 -thyroid_allrep_no_Nas,-2.22202331680171,-1.5748181675524 -thyroid_ann,-1.80193720138472,-1.40356694806376 -thyroid_ann_no_Nas,-1.80193720138472,-1.40356694806376 -thyroid_dis,-2.54030443183246,-0.569894454870391 -thyroid_dis_no_Nas,-2.54153738311127,-0.478073599131802 -thyroid_hypothyroid,-2.04276419983272,-0.726162293465674 -thyroid_new_thyroid,0.549173229945372,-1.32843228743067 -thyroid_sick,-1.87173825564625,-0.363362357297615 -thyroid_sick_no_Nas,-1.6779103897887,-0.196792206059783 -tic,-0.41094560301154,2.65831489639015 -titanic,-0.845025994462731,2.61854132680062 -trains,1.41655827776402,-0.271696764169126 -turkiye,-0.863310630151895,1.49474446523493 -urban,0.656135418797165,-1.67591772177662 -user,0.976022190351071,-0.435475409095947 -vert2,0.234038685343813,0.815257027499178 -vert3,0.393596016837201,-0.0476542439541934 -wall2,0.427724344825626,-2.16260160054782 -wall24,0.314260294868725,-0.761799287413436 -wall4,0.894462509667846,-1.729933537107 -wave,0.373224139465977,0.207826813052494 -wave2,0.170567212067884,0.209093771222526 -weight,0.456540278968065,-2.6818638846292 -wholesale,0.190087872891747,-0.229813246895827 -wilt,-2.01332554720857,-0.134783946943873 -wine,0.849873255960377,-1.76436773586157 -wine_quality,0.158215982280831,1.0322327450112 -winsconsin,-0.814312093169809,-0.976337022266773 -wpbc,-0.187747277019209,1.07348028508783 -wpbc_no_Nas,-0.187038999774599,1.06226432523942 -zoo,0.840816132658392,-2.03554337777677 +abalone,0.813568376341143,1.88460124405112 +abalone_ori,0.353077783292229,-0.682677751990965 +appendicitis,-0.35786575812998,0.404011868110441 +asbestos,0.174182248742052,1.37668906774605 +audiology_std,0.406135230523954,-1.93705291941824 +australian,0.205775725005108,1.34521952415413 +auto1,-0.935947956448597,2.41309667043514 +auto2,0.279743885845663,2.05956749033678 +auto4,0.7632351326639,1.80628916162212 +auto5,0.543167436351708,0.406929772350389 +auto6_1,0.584252931524159,0.656372420621042 +auto6_2,0.415298898056739,0.8672926208777 +auto6_3,0.813451414759826,0.142727734805109 +auto7_1,0.451677005572316,2.18640239223991 +auto7_2,0.762199822305806,2.77633117678473 +auto7_3,0.438179638281353,2.0671648566918 +auto8,0.0549179769402704,-0.592530092497409 +automobile,1.98003686225946,-0.790013647643192 +bach,0.193781263572613,-1.87839658850135 +balance,-0.311653357941509,1.2409048799659 +banana,0.587843966339975,1.74741744861589 +bankruptcy,1.1119802919809,-0.44693338748594 +blogger,0.218126767565059,1.98749662603534 +blood,-0.435024112415263,2.33453292529369 +breast,0.31800579561793,2.3005474155034 +breast_cancer,0.287695607272812,2.35559484024558 +breast_cancer_wis_dia,-0.823015165578313,-0.945078731464629 +breast_cancer_wis_dia_no_Nas,-0.787240596340368,-1.00927086591176 +breast_cancer_wis_ori,-0.530065816886403,-1.96228070483774 +breast_cancer_wis_pro2,0.326126699652105,0.931905485138635 +breast_tissue,1.13264457092609,-0.880170763205574 +breast_tissue_merged,0.905720772444877,-1.51189757887256 +bupa,0.564412875407902,2.72201729645639 +car,-0.596753519109317,-0.0253131597190836 +cardio10,0.508514912516709,-1.04537369491122 +cardio3,-0.660349755267201,-0.285386924320886 +chess-krkp,-0.773958009665701,0.777260555949151 +chronic_kidney_disease,-0.0741988474680727,-2.30939477644894 +chronic_kidney_disease_full,0.00501818020521241,-2.28733684754183 +cilinder,1.14276373438578,1.46834615893479 +cilinder_no_NAs,1.1868463755765,1.68467367287035 +climate,-1.38034953872017,-0.291731764047744 +cnae9,-0.521087086842986,-1.0172078782078 +congressional,-1.32515634425114,-0.103683624132976 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+heart_switzerland,0.713601807578625,1.48097602593518 +heart_switzerland_no_Nas,1.43682344280925,0.814412326200958 +heart_va,1.04405767671962,0.928218999195548 +heart_va_no_Nas,2.25380950539135,0.588085610211024 +hepatitis,-0.199307945753696,0.367203688882193 +hepatitis_no_Nas,-0.233633925218992,0.0402139633054015 +hiv_746,0.969809208264633,1.98855638783127 +hiv_impens,-0.543520316373112,1.79161864137787 +horse_colic_lesion,-0.291208630277004,0.0193453733685934 +human,0.303306405458426,-2.29204331363726 +hv_no_noise,0.833529604920468,2.64323785190851 +ilpd,-0.0223685730909841,2.14995674290196 +ilpd_no_Nas,-0.0319798160141966,2.14973571391286 +image,0.871886841794019,-2.00455039181558 +internet,-1.79481739734039,-0.789543265126117 +ionosphere,-0.177647073311765,-0.165290952494936 +iris,1.23156937041369,-1.36382901996234 +japanese,0.365180249506079,1.20829726977389 +japanese_no_Nas,0.371500419815534,1.07616657740853 +leaf,1.32230891174809,-2.37372197168941 +led,-0.100961832265824,0.38658129027877 +lenses,1.32863532229192,-0.559898933318664 +libras,0.739927073445834,-1.67087535567092 +liver,0.541793576793103,2.70721301355361 +lsvt,-0.0049120819718245,-0.0566944568191744 +lung,2.00952393298504,0.544280116441485 +lung_no_NAs,1.67680850950551,0.164333512063638 +lymphography,0.778410230415795,-0.521989028715857 +madelon,0.53540850033989,1.19138540480046 +mammographics,-0.263781697724396,1.33560999798657 +mammographics_no_NAs,-0.053478761894021,1.46226535131437 +mechanical,0.21329925338671,1.59237586482255 +mice,0.386029640267039,-2.3902869136413 +mice_no_Nas,0.52855133926918,-2.43701417836861 +molecular_promoter,-0.030509985912351,0.830959960787528 +molecular_splice,-0.351584800835482,0.936400869843312 +monks1,0.398262864745693,1.73534098580844 +monks2,-0.485612607450767,2.27229689492739 +monks3,-0.597011613417024,1.70375669167916 +multiple,0.369296627898891,-2.49220329144937 +mushroom,-0.930431209297337,-1.48084464948692 +onehund_mar,0.441718197432308,-2.76710523569498 +onehund_sha,0.33615127300162,-2.40668903857677 +onehund_tex,0.407953164749145,-2.68571703795443 +optical,-0.0889446382101594,-1.61610992832874 +ozone1_no_Nas,-2.0902228208747,-1.13215136184363 +ozone8_no_Nas,-1.64559981172257,-0.478195324918901 +page,-1.37280199938268,-1.13265796383706 +pamap9,-0.904227028509746,-1.95693265167528 +parkinson_speech,-1.03962136913829,-1.66338160732836 +parkinsons,0.129493415319402,-0.485187206461715 +pen,0.27618477630066,-1.79104464722038 +phishing,-0.787274328888464,0.150594183079944 +phoneme,-0.11597204233328,0.969071687539935 +pima,0.364767041435497,2.29570528270309 +pitt1_1,-0.517275208110861,-0.173943980754647 +pitt1_2,0.14540309573052,-0.839641699053549 +pitt1_3,0.950119067186822,0.766541923053274 +pitt1_4,0.709442293318156,0.545300301562716 +pitt2_1,-0.574599596221373,0.215587395728887 +pitt2_2,0.0934546325183494,-0.805699016456121 +pitt2_3,0.974056050496361,0.847459907309691 +pitt2_4,0.634512345191249,0.714652919232607 +planning,-0.0941222655647768,2.38754800117573 +post,-0.531131583955223,1.87143518561742 +primary,0.731687414730021,2.00366228316095 +qsar,-0.114189678606145,0.915595212005495 +ring,0.245271733846576,1.81004876215082 +robot1,0.845634294411942,-1.53694655481606 +robot2,0.179846644561891,-1.13368137568291 +robot3,0.137409927760028,-1.0804922948448 +robot4,0.101006481082865,-1.36666259926294 +robot5,0.850626155525495,-0.799554189119011 +saheart,0.214342293132639,2.42818987368397 +satimage,0.495683976790664,-1.29691513667242 +secom,-1.60624150870083,-1.48257073071655 +seeds,0.934128055847328,-1.44486715150273 +seismic,-2.02298447339059,0.816856764907255 +soybean_large,0.783739410144447,-2.26544466014274 +soybean_large_no_Nas,0.965268007782287,-2.05976845906602 +soybean_small,1.51170326492643,-2.20576111753304 +spambase,-0.216364801819884,0.419575158581964 +spect_heart,-1.0538121680784,1.64365869126691 +spectf_heart,-0.132543109286349,0.311279865687351 +statlog_australian,0.38492875848357,1.17992504075359 +statlog_german,-0.153121852467884,2.20799394455175 +statlog_heart,0.0313477630140027,1.46473564094049 +statlog_is,0.796431285558972,-2.02122998916127 +statlog_ls,0.495753151337289,-1.29967123450024 +statlog_vehicle,1.06781948269159,0.814859547552379 +tae,1.12712519536374,2.37596443597192 +tao,0.204087436820621,-0.465550004537238 +teaching,1.88836023302105,2.00423859755121 +texture,0.661223919701195,-2.3599409221145 +thyroid_allbp,-2.1076051507136,-0.976869304989122 +thyroid_allbp_no_Nas,-2.05913200374757,-0.930782153919335 +thyroid_allhyper,-2.17548481054058,-1.90092415140555 +thyroid_allhypo,-1.75570728145994,-1.12583125440608 +thyroid_allrep,-2.15271870185947,-1.54943832752642 +thyroid_allrep_no_Nas,-2.2220210891304,-1.57481685204833 +thyroid_ann,-1.80193503431016,-1.40356567578941 +thyroid_ann_no_Nas,-1.80193503431016,-1.40356567578941 +thyroid_dis,-2.54030227813457,-0.569894367397103 +thyroid_dis_no_Nas,-2.54153522225611,-0.478073525882045 +thyroid_hypothyroid,-2.04276263955268,-0.726161943752424 +thyroid_new_thyroid,0.549172299515084,-1.3284313549185 +thyroid_sick,-1.87173706097548,-0.363362262026644 +thyroid_sick_no_Nas,-1.67790943875475,-0.196792153043187 +tic,-0.410946209402111,2.65831323944847 +titanic,-0.845025219756751,2.61853965013428 +trains,1.41655926468592,-0.271696199615678 +turkiye,-0.863310878116628,1.49474245067013 +urban,0.656135486939626,-1.67591693789522 +user,0.976020916780541,-0.435475068739299 +vert2,0.234038341413218,0.815256904886831 +vert3,0.393596262189343,-0.047654247067244 +wall2,0.427723867960769,-2.16260020900605 +wall24,0.314260157270607,-0.76179886479411 +wall4,0.894461482389886,-1.72993198663986 +wave,0.373224146567306,0.20782696665873 +wave2,0.17056719989665,0.209093944810473 +weight,0.456540954033591,-2.68186177005931 +wholesale,0.190087308202406,-0.229812930636576 +wilt,-2.01332375708882,-0.134783966571389 +wine,0.849872827870882,-1.76436631484956 +wine_quality,0.158215190598094,1.03223228157962 +winsconsin,-0.814310570050129,-0.976336824945505 +wpbc,-0.187747297754517,1.07347957412307 +wpbc_no_Nas,-0.187039020559032,1.0622636215737 +zoo,0.840815666280662,-2.03554220688385 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_CART.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_CART.csv index d4b8e3bd..b39b7ca8 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_CART.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_CART.csv @@ -1,13 +1,13 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,0.543168602088501,0.406929970333132 -1,exterior,2,0,0.584254189156492,0.656373358504735 -1,exterior,3,0,1.1326450617369,-0.880171116056983 -2,exterior,1,0,0.584254189156492,0.656373358504735 -2,exterior,2,0,0.535409795281422,1.19138603943037 -2,exterior,3,0,0.713602719256904,1.48097698602524 -3,exterior,1,0,-1.03962250562201,-1.66338270366237 -3,exterior,2,0,-0.456238287098753,-1.336047626179 -3,exterior,3,0,0.427724344825626,-2.16260160054782 -4,exterior,1,0,0.894462509667846,-1.729933537107 -4,exterior,2,0,0.528551665171427,-2.43701540168743 -4,exterior,3,0,0.427724344825626,-2.16260160054782 +1,exterior,1,0,0.543167436351708,0.406929772350389 +1,exterior,2,0,0.584252931524159,0.656372420621042 +1,exterior,3,0,1.13264457092609,-0.880170763205574 +2,exterior,1,0,0.584252931524159,0.656372420621042 +2,exterior,2,0,0.53540850033989,1.19138540480046 +2,exterior,3,0,0.713601807578625,1.48097602593518 +3,exterior,1,0,-1.03962136913829,-1.66338160732836 +3,exterior,2,0,-0.456238768421804,-1.33604658664541 +3,exterior,3,0,0.427723867960769,-2.16260020900605 +4,exterior,1,0,0.894461482389886,-1.72993198663986 +4,exterior,2,0,0.52855133926918,-2.43701417836861 +4,exterior,3,0,0.427723867960769,-2.16260020900605 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_J48.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_J48.csv index 3036c859..adcc3b81 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_J48.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_J48.csv @@ -1,32 +1,29 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-1.79481806473678,-0.789543127562106 -1,exterior,2,0,-1.80193720138472,-1.40356694806376 -1,exterior,3,0,-2.22202331680171,-1.5748181675524 -1,exterior,4,0,-2.10760701432325,-0.976870075527548 -1,exterior,5,0,-2.54030443183246,-0.569894454870391 -1,exterior,6,0,-2.54153738311127,-0.478073599131802 -1,exterior,7,0,-1.87173825564625,-0.363362357297615 -1,exterior,8,0,-1.6779103897887,-0.196792206059783 -2,exterior,1,0,-0.485611010146264,2.27229854020374 -2,exterior,2,0,-0.845025994462731,2.61854132680062 -2,exterior,3,0,-0.0941224135997981,2.38754934733912 -3,exterior,1,0,0.438180681846751,2.06716639724676 -3,exterior,2,0,-0.0941224135997981,2.38754934733912 -3,exterior,3,0,0.214342780385188,2.42819112665623 -4,exterior,1,0,0.76323687877378,1.80628978991641 -4,exterior,2,0,-0.597011839319863,1.70375806223914 -4,exterior,3,0,0.438180681846751,2.06716639724676 -5,exterior,1,0,0.101006438217445,-1.36666363287942 -5,exterior,2,0,-0.517275540996028,-0.173944216279521 -5,exterior,3,0,0.0549178911063845,-0.592529750775906 -6,exterior,1,0,0.193780774472242,-1.87839717773557 -6,exterior,2,0,0.101006438217445,-1.36666363287942 -6,exterior,3,0,0.850627461074856,-0.799554708828574 -7,exterior,1,0,0.0549178911063845,-0.592529750775906 -7,exterior,2,0,0.268098068831138,-0.493048253860775 -7,exterior,3,0,0.778410723227211,-0.521990136793678 -7,exterior,4,0,1.11198248715256,-0.44693382125112 -7,exterior,5,0,0.566886235997438,-0.353617400357175 -7,exterior,6,0,1.67680967583955,0.164333407429364 -7,exterior,7,0,1.32863700045847,-0.559899229636371 -7,exterior,8,0,0.850627461074856,-0.799554708828574 +1,exterior,1,0,-1.79481739734039,-0.789543265126117 +1,exterior,2,0,-1.80193503431016,-1.40356567578941 +1,exterior,3,0,-2.2220210891304,-1.57481685204833 +1,exterior,4,0,-2.1076051507136,-0.976869304989122 +1,exterior,5,0,-2.54030227813457,-0.569894367397103 +1,exterior,6,0,-2.54153522225611,-0.478073525882045 +1,exterior,7,0,-1.87173706097548,-0.363362262026644 +1,exterior,8,0,-1.67790943875475,-0.196792153043187 +2,exterior,1,0,-0.485612607450767,2.27229689492739 +2,exterior,2,0,-0.845025219756751,2.61853965013428 +2,exterior,3,0,-0.0941222655647768,2.38754800117573 +3,exterior,1,0,0.438179638281353,2.0671648566918 +3,exterior,2,0,-0.0941222655647768,2.38754800117573 +3,exterior,3,0,0.214342293132639,2.42818987368397 +4,exterior,1,0,0.101006481082865,-1.36666259926294 +4,exterior,2,0,-0.517275208110861,-0.173943980754647 +4,exterior,3,0,0.0549179769402704,-0.592530092497409 +5,exterior,1,0,0.0549179769402704,-0.592530092497409 +5,exterior,2,0,1.67680850950551,0.164333512063638 +5,exterior,3,0,1.32863532229192,-0.559898933318664 +5,exterior,4,0,0.850626155525495,-0.799554189119011 +5,hole_1,1,1,1.1119802919809,-0.44693338748594 +5,hole_1,2,1,0.566886451304698,-0.353617356311532 +5,hole_1,3,1,0.268099310946698,-0.493047920524832 +5,hole_1,4,1,0.778410230415795,-0.521989028715857 +6,exterior,1,0,0.193781263572613,-1.87839658850135 +6,exterior,2,0,0.101006481082865,-1.36666259926294 +6,exterior,3,0,0.850626155525495,-0.799554189119011 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_KNN.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_KNN.csv index 7ada97ef..f594c42f 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_KNN.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_KNN.csv @@ -1,8 +1,5 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,1.11198248715256,-0.44693382125112 -1,exterior,2,0,0.778410723227211,-0.521990136793678 -1,exterior,3,0,0.129494419307123,-0.485187483480113 -1,exterior,4,0,0.137528125772533,-0.475579949103676 -1,exterior,5,0,0.204087973443315,-0.465550785822688 -1,exterior,6,0,0.173269685393533,-0.432836507554626 -1,exterior,7,0,0.280506754975173,-0.304591364808754 +1,exterior,1,0,0.129493415319402,-0.485187206461715 +1,exterior,2,0,0.280504833064085,-0.304590942836773 +1,exterior,3,0,1.1119802919809,-0.44693338748594 +1,exterior,4,0,0.778410230415795,-0.521989028715857 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_LDA.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_LDA.csv index f5b4f17f..83bb6ee8 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_LDA.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_LDA.csv @@ -1,5 +1,5 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,0.35307699650314,-0.682678018330096 -1,exterior,2,0,1.23157082508049,-1.36383001796336 -1,exterior,3,0,0.849873255960377,-1.76436773586157 -1,exterior,4,0,0.934128780340471,-1.44486821837488 +1,exterior,1,0,0.353077783292229,-0.682677751990965 +1,exterior,2,0,1.23156937041369,-1.36382901996234 +1,exterior,3,0,0.849872827870882,-1.76436631484956 +1,exterior,4,0,0.934128055847328,-1.44486715150273 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_L_SVM.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_L_SVM.csv index 002d57b6..2c7da5f3 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_L_SVM.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_L_SVM.csv @@ -1,24 +1,24 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-1.38035074209701,-0.291731942570162 -1,exterior,2,0,-1.15175401502551,0.0953183941252153 -1,exterior,3,0,-0.741691591629429,-0.634222778737224 -2,exterior,1,0,0.326126843433741,0.931905893145732 -2,exterior,2,0,0.393596016837201,-0.0476542439541934 -2,exterior,3,0,0.170567212067884,0.209093771222526 -3,exterior,1,0,0.905721516482098,-1.51189836810601 -3,exterior,2,0,0.549173229945372,-1.32843228743067 -3,exterior,3,0,1.07137679911367,-0.762404728803738 -4,exterior,1,0,-0.572979560958495,-0.68211572239763 -4,exterior,2,0,-0.795667336692842,-1.51662297420632 -4,exterior,3,0,-0.741691591629429,-0.634222778737224 -5,exterior,1,0,0.905721516482098,-1.51189836810601 -5,exterior,2,0,0.824038759671544,-1.79521662262756 -5,exterior,3,0,0.427724344825626,-2.16260160054782 -5,exterior,4,0,0.528551665171427,-2.43701540168743 -5,exterior,5,0,0.777947030402932,-1.95508669550672 -5,exterior,6,0,0.661224215324833,-2.35994208386637 -5,exterior,7,0,0.407952790017094,-2.68571786301537 -5,exterior,8,0,0.303305736768769,-2.29204474748551 -5,hole_1,1,1,0.427724344825626,-2.16260160054782 -5,hole_1,2,1,0.413517417771844,-2.14931733762116 -5,hole_1,3,1,0.408349518239944,-2.15600992145536 +1,exterior,1,0,-1.38034953872017,-0.291731764047744 +1,exterior,2,0,-1.15175258088683,0.0953176337806083 +1,exterior,3,0,-0.741689958407483,-0.634222505176769 +2,exterior,1,0,0.326126699652105,0.931905485138635 +2,exterior,2,0,0.393596262189343,-0.047654247067244 +2,exterior,3,0,0.17056719989665,0.209093944810473 +3,exterior,1,0,0.905720772444877,-1.51189757887256 +3,exterior,2,0,0.549172299515084,-1.3284313549185 +3,exterior,3,0,1.07137571601343,-0.762404264687833 +4,exterior,1,0,-0.572977838268983,-0.682115737384687 +4,exterior,2,0,-0.795665594326321,-1.51662198963334 +4,exterior,3,0,-0.741689958407483,-0.634222505176769 +5,exterior,1,0,0.905720772444877,-1.51189757887256 +5,exterior,2,0,0.824038534219158,-1.79521442983032 +5,exterior,3,0,0.427723867960769,-2.16260020900605 +5,exterior,4,0,0.52855133926918,-2.43701417836861 +5,exterior,5,0,0.777947191861429,-1.9550833836793 +5,exterior,6,0,0.661223919701195,-2.3599409221145 +5,exterior,7,0,0.407953164749145,-2.68571703795443 +5,exterior,8,0,0.303306405458426,-2.29204331363726 +5,hole_1,1,1,0.427723867960769,-2.16260020900605 +5,hole_1,2,1,0.413517487396758,-2.14931646280172 +5,hole_1,3,1,0.408349798420258,-2.15600878412502 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_NB.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_NB.csv index 3179aaed..905439d5 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_NB.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_NB.csv @@ -1,6 +1,6 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.863310630151895,1.49474446523493 -1,exterior,2,0,-0.543521865372681,1.7916196219072 -1,exterior,3,0,0.245271460518858,1.8100494289944 -1,exterior,4,0,-0.263782703267055,1.33561089971637 -1,exterior,5,0,-0.311653762818236,1.24090570511703 +1,exterior,1,0,-0.863310878116628,1.49474245067013 +1,exterior,2,0,-0.543520316373112,1.79161864137787 +1,exterior,3,0,0.245271733846576,1.81004876215082 +1,exterior,4,0,-0.263781697724396,1.33560999798657 +1,exterior,5,0,-0.311653357941509,1.2409048799659 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_RBF_SVM.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_RBF_SVM.csv index c0e7ed34..71b0d497 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_RBF_SVM.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_RBF_SVM.csv @@ -1,10 +1,10 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.177647736848488,-0.165290858037577 -1,exterior,2,0,-0.00491277839526108,-0.0566946192850959 -1,exterior,3,0,0.0934543745211887,-0.805699631079416 -1,exterior,4,0,0.0633794266795301,-0.734655328439116 -1,exterior,5,0,0.0549178911063845,-0.592529750775906 -1,exterior,6,0,-0.019981018567262,-0.537737789910875 -1,hole_1,1,1,0.0549178911063845,-0.592529750775906 -1,hole_1,2,1,0.065831593066038,-0.595369239925775 -1,hole_1,3,1,0.064849984047838,-0.587894894552975 +1,exterior,1,0,-0.177647073311765,-0.165290952494936 +1,exterior,2,0,-0.0049120819718245,-0.0566944568191744 +1,exterior,3,0,0.0934546325183494,-0.805699016456121 +1,exterior,4,0,0.0633794244840823,-0.734654071565517 +1,exterior,5,0,0.0549179769402704,-0.592530092497409 +1,exterior,6,0,-0.0199800938490477,-0.537738646098177 +1,hole_1,1,1,0.0549179769402704,-0.592530092497409 +1,hole_1,2,1,0.0658320964687976,-0.595369683438632 +1,hole_1,3,1,0.0648504535240976,-0.587895050934032 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_RandF.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_RandF.csv index d6788631..b294d0b9 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_RandF.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/best_RandF.csv @@ -1,33 +1,38 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-1.32515773079675,-0.103682922412665 -1,exterior,2,0,-1.6456015065301,-0.478195564300261 -1,exterior,3,0,-2.01332554720857,-0.134783946943873 -2,exterior,1,0,0.205776171438085,1.34521998308281 -2,exterior,2,0,0.213299472575552,1.59237669641278 -2,exterior,3,0,0.39826450317297,1.73534131212444 -2,exterior,4,0,0.365180538449099,1.2082976481959 -2,exterior,5,0,0.158215982280831,1.0322327450112 -2,exterior,6,0,-0.132543418764935,0.311279844682579 -2,exterior,7,0,-0.0867568396352447,-0.156812736113697 -2,exterior,8,0,0.204087973443315,-0.465550785822688 -2,exterior,9,0,-0.407557239476021,-0.557712801289233 -2,exterior,10,0,-0.497303511724291,-0.87452786989926 -2,exterior,11,0,-0.787242070672725,-1.00927109869214 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a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_CART.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_CART.csv index 92ea8a30..cc973814 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_CART.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_CART.csv @@ -1,22 +1,22 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-1.05381281215194,1.64365980944838 -1,exterior,2,0,-0.845025994462731,2.61854132680062 -1,exterior,3,0,-0.597011839319863,1.70375806223914 -2,exterior,1,0,-0.0319800763789811,2.14973671663705 -2,exterior,2,0,-0.0534795729316388,1.4622662123374 -2,exterior,3,0,-0.597011839319863,1.70375806223914 -3,exterior,1,0,0.713602719256904,1.48097698602524 -3,exterior,2,0,1.04405903510993,0.928219466053912 -3,exterior,3,0,0.543168602088501,0.406929970333132 -3,exterior,4,0,0.415300065412765,0.867293697829504 -4,exterior,1,0,0.190087872891747,-0.229813246895827 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+1,29 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-2.25820900870504,-0.00395459819827943 -1,exterior,2,0,-1.6779103897887,-0.196792206059783 -1,exterior,3,0,-1.87173825564625,-0.363362357297615 -1,exterior,4,0,-1.80193720138472,-1.40356694806376 -1,exterior,5,0,-2.17548697645334,-1.90092574152667 -1,exterior,6,0,-2.22202331680171,-1.5748181675524 -1,exterior,7,0,-2.10760701432325,-0.976870075527548 -1,exterior,8,0,-2.54030443183246,-0.569894454870391 -2,exterior,1,0,-1.05381281215194,1.64365980944838 -2,exterior,2,0,-0.531131860413889,1.87143643202152 -2,exterior,3,0,-0.597011839319863,1.70375806223914 -3,exterior,1,0,-0.531131860413889,1.87143643202152 -3,exterior,2,0,-0.485611010146264,2.27229854020374 -3,exterior,3,0,-0.845025994462731,2.61854132680062 -3,exterior,4,0,-0.435024625546103,2.3345343285864 -3,exterior,5,0,-0.0941224135997981,2.38754934733912 -4,exterior,1,0,0.213299472575552,1.59237669641278 -4,exterior,2,0,0.438180681846751,2.06716639724676 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a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_KNN.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_KNN.csv index a893abbd..b1084485 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_KNN.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_KNN.csv @@ -1,14 +1,14 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.453702233576861,-0.45179606046591 -1,exterior,2,0,0.129494419307123,-0.485187483480113 -1,exterior,3,0,0.280506754975173,-0.304591364808754 -1,exterior,4,0,0.778410723227211,-0.521990136793678 -1,exterior,5,0,1.11198248715256,-0.44693382125112 -1,exterior,6,0,0.998739718239173,-1.28031809816135 -1,exterior,7,0,0.739927255279999,-1.67087576456543 -1,exterior,8,0,0.193780774472242,-1.87839717773557 -1,exterior,9,0,0.627202828583545,-1.31278664279991 -1,exterior,10,0,0.35307699650314,-0.682678018330096 -2,exterior,1,0,1.43682494872315,0.814412496083584 -2,exterior,2,0,0.447837528886255,1.43666638901503 -2,exterior,3,0,1.14276469902692,1.46834636884392 +1,exterior,1,0,-0.453701589527401,-0.451796401404004 +1,exterior,2,0,0.129493415319402,-0.485187206461715 +1,exterior,3,0,0.280504833064085,-0.304590942836773 +1,exterior,4,0,0.778410230415795,-0.521989028715857 +1,exterior,5,0,1.1119802919809,-0.44693338748594 +1,exterior,6,0,0.998738653591915,-1.28031764701641 +1,exterior,7,0,0.739927073445834,-1.67087535567092 +1,exterior,8,0,0.193781263572613,-1.87839658850135 +1,exterior,9,0,0.627202582167858,-1.31278584314068 +1,exterior,10,0,0.353077783292229,-0.682677751990965 +2,exterior,1,0,1.14276373438578,1.46834615893479 +2,exterior,2,0,1.43682344280925,0.814412326200958 +2,exterior,3,0,0.447836695823636,1.43666533425582 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_LDA.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_LDA.csv index f6b26cc4..84394fc5 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_LDA.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_LDA.csv @@ -1,17 +1,17 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.0319800763789811,2.14973671663705 -1,exterior,2,0,-0.0534795729316388,1.4622662123374 -1,exterior,3,0,-0.178292474747701,2.53243468110353 -1,exterior,4,0,0.44596624796141,2.73104438838155 -1,exterior,5,0,0.833531480034024,2.64323914936467 -1,exterior,6,0,0.364767824887054,2.29570646808275 -2,exterior,1,0,-0.357866496738498,0.404012176074827 -2,exterior,2,0,-0.187038999774599,1.06226432523942 -2,exterior,3,0,-0.10096126021836,0.386582836173171 -3,exterior,1,0,-0.263782703267055,1.33561089971637 -3,exterior,2,0,-0.0534795729316374,1.46226621233744 -3,exterior,3,0,0.371500719428591,1.07616688281721 -3,exterior,4,0,-0.187038999774599,1.06226432523942 -4,exterior,1,0,0.170567212067884,0.209093771222526 -4,exterior,2,0,-0.10096126021836,0.386582836173171 -4,exterior,3,0,0.371500719428591,1.07616688281721 +1,exterior,1,0,-0.0319798160141966,2.14973571391286 +1,exterior,2,0,-0.053478761894021,1.46226535131437 +1,exterior,3,0,-0.178292097126319,2.53243325391924 +1,exterior,4,0,0.445965448584757,2.73104317025652 +1,exterior,5,0,0.833529604920468,2.64323785190851 +1,exterior,6,0,0.364767041435497,2.29570528270309 +2,exterior,1,0,-0.35786575812998,0.404011868110441 +2,exterior,2,0,-0.187039020559032,1.0622636215737 +2,exterior,3,0,-0.100961832265824,0.38658129027877 +3,exterior,1,0,-0.263781697724396,1.33560999798657 +3,exterior,2,0,-0.0534787618939563,1.46226535131439 +3,exterior,3,0,0.371500419815534,1.07616657740853 +3,exterior,4,0,-0.187039020559032,1.0622636215737 +4,exterior,1,0,0.17056719989665,0.209093944810473 +4,exterior,2,0,-0.100961832265824,0.38658129027877 +4,exterior,3,0,0.371500419815534,1.07616657740853 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_L_SVM.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_L_SVM.csv index e68fcce6..504b39dc 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_L_SVM.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_L_SVM.csv @@ -1,38 +1,38 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.930431281661171,-1.4808452288672 -1,exterior,2,0,-0.562658988461956,-0.788236512975715 -1,exterior,3,0,-0.440307214434806,-1.61269265708152 -1,exterior,4,0,-0.814971051517312,-1.87869593241928 -2,exterior,1,0,-0.562658988461956,-0.788236512975715 -2,exterior,2,0,-0.741691591629429,-0.634222778737224 -2,exterior,3,0,-0.572979560958495,-0.68211572239763 -3,exterior,1,0,-0.357866496738498,0.404012176074827 -3,exterior,2,0,-0.187038999774599,1.06226432523942 -3,exterior,3,0,-0.216364249618813,0.419575337197557 -4,exterior,1,0,0.125295846603146,-0.156769460639333 -4,exterior,2,0,-0.216364249618813,0.419575337197557 -4,exterior,3,0,0.170567212067884,0.209093771222526 -4,exterior,4,0,0.373224139465977,0.207826813052494 -4,exterior,5,0,0.393596016837201,-0.0476542439541934 -5,exterior,1,0,0.393596016837201,-0.0476542439541934 -5,exterior,2,0,0.976022190351071,-0.435475409095947 -5,exterior,3,0,1.07137679911367,-0.762404728803738 -6,exterior,1,0,0.326126843433741,0.931905893145732 -6,exterior,2,0,-0.187038999774599,1.06226432523942 -6,exterior,3,0,0.371500719428591,1.07616688281721 -7,exterior,1,0,-0.153121462970033,2.20799516185473 -7,exterior,2,0,-0.0941224135997981,2.38754934733912 -7,exterior,3,0,0.214342780385188,2.42819112665623 -7,exterior,4,0,0.44596624796141,2.73104438838155 -7,exterior,5,0,0.364767824887054,2.29570646808275 -7,exterior,6,0,0.731688072080197,2.0036631079932 -8,exterior,1,0,0.813568268758845,1.88460203918377 -8,exterior,2,0,0.731688072080197,2.0036631079932 -8,exterior,3,0,0.969809281620707,1.98855727227227 -8,exterior,4,0,1.2295453581568,1.79089091828677 -9,exterior,1,0,0.193780774472242,-1.87839717773557 -9,exterior,2,0,0.19638853425579,-1.22435754685054 -9,exterior,3,0,0.905721516482098,-1.51189836810601 -9,exterior,4,0,0.406136417523335,-1.93705383926284 -9,exterior,5,0,0.661224215324833,-2.35994208386637 -9,exterior,6,0,0.441717851605179,-2.7671061285153 +1,exterior,1,0,-0.930431209297337,-1.48084464948692 +1,exterior,2,0,-0.562658152828261,-0.788236098111332 +1,exterior,3,0,-0.440305485102372,-1.61269149377007 +1,exterior,4,0,-0.814969257745362,-1.87869477920495 +2,exterior,1,0,-0.562658152828261,-0.788236098111332 +2,exterior,2,0,-0.741689958407483,-0.634222505176769 +2,exterior,3,0,-0.572977838268983,-0.682115737384687 +3,exterior,1,0,-0.35786575812998,0.404011868110441 +3,exterior,2,0,-0.187039020559032,1.0622636215737 +3,exterior,3,0,-0.216364801819884,0.419575158581964 +4,exterior,1,0,0.12529545763253,-0.15676943687027 +4,exterior,2,0,-0.216364801819884,0.419575158581964 +4,exterior,3,0,0.17056719989665,0.209093944810473 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+9,exterior,2,0,0.196388371888063,-1.22435631807113 +9,exterior,3,0,0.905720772444877,-1.51189757887256 +9,exterior,4,0,0.406135230523954,-1.93705291941824 +9,exterior,5,0,0.661223919701195,-2.3599409221145 +9,exterior,6,0,0.441718197432308,-2.76710523569498 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_NB.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_NB.csv index e6aa0a3b..a75bb5dc 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_NB.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_NB.csv @@ -1,16 +1,16 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.863310630151895,1.49474446523493 -1,exterior,2,0,-0.543521865372681,1.7916196219072 -1,exterior,3,0,-0.311653762818236,1.24090570511703 -2,exterior,1,0,-0.543521865372681,1.7916196219072 -2,exterior,2,0,-0.153121462969946,2.20799516185468 -2,exterior,3,0,0.245271460518858,1.8100494289944 -3,exterior,1,0,1.2295453581568,1.79089091828677 -3,exterior,2,0,0.713602719256904,1.48097698602524 -3,exterior,3,0,0.245271460518854,1.81004942899448 -4,exterior,1,0,0.35307699650314,-0.682678018330096 -4,exterior,2,0,-0.0603173625812102,-1.18320960808681 -4,exterior,3,0,-0.521085304407174,-1.0172071974573 -5,exterior,1,0,0.406136417523335,-1.93705383926284 -5,exterior,2,0,1.51170356398316,-2.2057626931446 -5,exterior,3,0,0.783739815874175,-2.26544572315753 +1,exterior,1,0,-0.863310878116628,1.49474245067013 +1,exterior,2,0,-0.543520316373112,1.79161864137787 +1,exterior,3,0,-0.311653357941509,1.2409048799659 +2,exterior,1,0,-0.543520316373112,1.79161864137787 +2,exterior,2,0,-0.153121852467786,2.20799394455167 +2,exterior,3,0,0.245271733846576,1.81004876215082 +3,exterior,1,0,1.22954351978385,1.79088993150011 +3,exterior,2,0,0.713601807578625,1.48097602593518 +3,exterior,3,0,0.245271733846514,1.81004876215087 +4,exterior,1,0,0.353077783292229,-0.682677751990965 +4,exterior,2,0,-0.0603180246548795,-1.18320888208703 +4,exterior,3,0,-0.521087086842986,-1.0172078782078 +5,exterior,1,0,0.406135230523954,-1.93705291941824 +5,exterior,2,0,1.51170326492643,-2.20576111753304 +5,exterior,3,0,0.783739410144447,-2.26544466014274 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_RBF_SVM.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_RBF_SVM.csv index 8df7910c..28eba31a 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_RBF_SVM.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_RBF_SVM.csv @@ -1,18 +1,18 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.531131860413889,1.87143643202152 -1,exterior,2,0,-0.435024625546103,2.3345343285864 -1,exterior,3,0,0.214342780385188,2.42819112665623 -1,exterior,4,0,0.575722716113584,2.78562201690104 -1,exterior,5,0,0.364767824887054,2.29570646808275 -1,exterior,6,0,0.371500719428591,1.07616688281721 -1,exterior,7,0,-0.114189339667192,0.91559570090617 -2,exterior,1,0,0.170567212067884,0.209093771222526 -2,exterior,2,0,0.634512807138706,0.714653229087545 -2,exterior,3,0,0.709442916406877,0.545300379723093 -3,exterior,1,0,-0.216364249618813,0.419575337197557 -3,exterior,2,0,0.170567212067884,0.209093771222526 -3,exterior,3,0,-0.00491277839526108,-0.0566946192850959 -3,exterior,4,0,-0.177647736848488,-0.165290858037577 -4,exterior,1,0,0.634512807138706,0.714653229087545 -4,exterior,2,0,0.371500719428591,1.07616688281721 -4,exterior,3,0,0.813568268758778,1.88460203918373 +1,exterior,1,0,-0.531131583955223,1.87143518561742 +1,exterior,2,0,-0.435024112415263,2.33453292529369 +1,exterior,3,0,0.214342293132639,2.42818987368397 +1,exterior,4,0,0.575721909830393,2.78562055446719 +1,exterior,5,0,0.364767041435497,2.29570528270309 +1,exterior,6,0,0.371500419815534,1.07616657740853 +1,exterior,7,0,-0.114189678606145,0.915595212005495 +2,exterior,1,0,0.17056719989665,0.209093944810473 +2,exterior,2,0,0.634512345191249,0.714652919232607 +2,exterior,3,0,0.709442293318156,0.545300301562716 +3,exterior,1,0,-0.216364801819884,0.419575158581964 +3,exterior,2,0,0.17056719989665,0.209093944810473 +3,exterior,3,0,-0.0049120819718245,-0.0566944568191744 +3,exterior,4,0,-0.177647073311765,-0.165290952494936 +4,exterior,1,0,0.634512345191249,0.714652919232607 +4,exterior,2,0,0.371500419815534,1.07616657740853 +4,exterior,3,0,0.81356837634106,1.88460124405103 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_RandF.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_RandF.csv index 6c0ed84c..a4d670bf 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_RandF.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_RandF.csv @@ -1,43 +1,43 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-2.25820900870504,-0.00395459819827943 -1,exterior,2,0,-2.01332554720857,-0.134783946943873 -1,exterior,3,0,-1.32515773079675,-0.103682922412665 -1,exterior,4,0,-0.574599973800078,0.215587607460579 -1,exterior,5,0,0.190087872891747,-0.229813246895827 -1,exterior,6,0,0.204087973443315,-0.465550785822688 -1,exterior,7,0,-0.497303511724291,-0.87452786989926 -1,exterior,8,0,-0.787242070672725,-1.00927109869214 -1,exterior,9,0,-0.930431281661171,-1.4808452288672 -1,exterior,10,0,-1.60624330299319,-1.48257195317225 -1,exterior,11,0,-1.80193720138472,-1.40356694806376 -2,exterior,1,0,0.204087973443315,-0.465550785822688 -2,exterior,2,0,0.845635681303778,-1.53694747584423 -2,exterior,3,0,0.871887331142957,-2.0045516298368 -2,exterior,4,0,1.51170356398316,-2.2057626931446 -2,exterior,5,0,1.3223088170016,-2.37372308553891 -2,exterior,6,0,0.528551665171427,-2.43701540168743 -2,exterior,7,0,0.441717851605179,-2.7671061285153 -2,exterior,8,0,0.386029914469042,-2.39028807151916 -2,exterior,9,0,0.656135418797165,-1.67591772177662 -2,exterior,10,0,0.19638853425579,-1.22435754685054 -3,exterior,1,0,-0.574599973800078,0.215587607460579 -3,exterior,2,0,-0.263782703267055,1.33561089971637 -3,exterior,3,0,0.213299472575552,1.59237669641278 -3,exterior,4,0,-0.0319800763789811,2.14973671663705 -3,exterior,5,0,0.39826450317297,1.73534131212444 -3,exterior,6,0,0.365180538449099,1.2082976481959 -3,exterior,7,0,1.04405903510993,0.928219466053912 -3,exterior,8,0,0.709442916406877,0.545300379723093 -3,exterior,9,0,0.490139202313322,0.0946744458228579 -4,exterior,1,0,-0.153121462970033,2.20799516185473 -4,exterior,2,0,-0.41094560301154,2.65831489639015 -4,exterior,3,0,-0.178292474747701,2.53243468110353 -4,exterior,4,0,0.541794560585371,2.7072143992344 -4,exterior,5,0,-0.0319800763789811,2.14973671663705 -5,exterior,1,0,0.575722716113584,2.78562201690104 -5,exterior,2,0,1.1271271119547,2.37596570616639 -5,exterior,3,0,0.39826450317297,1.73534131212444 -5,exterior,4,0,0.541794560585371,2.7072143992344 -6,exterior,1,0,-0.904227808499726,-1.95693372383004 -6,exterior,2,0,-0.930431281661171,-1.4808452288672 -6,exterior,3,0,-0.814971051517312,-1.87869593241928 +1,exterior,1,0,-2.25820745356969,-0.00395492812927231 +1,exterior,2,0,-2.01332375708882,-0.134783966571389 +1,exterior,3,0,-1.32515634425114,-0.103683624132976 +1,exterior,4,0,-0.574599596221373,0.215587395728887 +1,exterior,5,0,0.190087308202406,-0.229812930636576 +1,exterior,6,0,0.204087436820621,-0.465550004537238 +1,exterior,7,0,-0.497302482331116,-0.874527502593248 +1,exterior,8,0,-0.787240596340368,-1.00927086591176 +1,exterior,9,0,-0.930431209297337,-1.48084464948692 +1,exterior,10,0,-1.60624150870083,-1.48257073071655 +1,exterior,11,0,-1.80193503431016,-1.40356567578941 +2,exterior,1,0,0.204087436820621,-0.465550004537238 +2,exterior,2,0,0.845634294411942,-1.53694655481606 +2,exterior,3,0,0.871886841794019,-2.00455039181558 +2,exterior,4,0,1.51170326492643,-2.20576111753304 +2,exterior,5,0,1.32230891174809,-2.37372197168941 +2,exterior,6,0,0.52855133926918,-2.43701417836861 +2,exterior,7,0,0.441718197432308,-2.76710523569498 +2,exterior,8,0,0.386029640267039,-2.3902869136413 +2,exterior,9,0,0.656135486939626,-1.67591693789522 +2,exterior,10,0,0.196388371888063,-1.22435631807113 +3,exterior,1,0,-0.574599596221373,0.215587395728887 +3,exterior,2,0,-0.263781697724396,1.33560999798657 +3,exterior,3,0,0.21329925338671,1.59237586482255 +3,exterior,4,0,-0.0319798160141966,2.14973571391286 +3,exterior,5,0,0.398262864745693,1.73534098580844 +3,exterior,6,0,0.365180249506079,1.20829726977389 +3,exterior,7,0,1.04405767671962,0.928218999195548 +3,exterior,8,0,0.709442293318156,0.545300301562716 +3,exterior,9,0,0.490138461314102,0.0946745476926937 +4,exterior,1,0,-0.153121852467884,2.20799394455175 +4,exterior,2,0,-0.410946209402111,2.65831323944847 +4,exterior,3,0,-0.178292097126319,2.53243325391924 +4,exterior,4,0,0.541793576793103,2.70721301355361 +4,exterior,5,0,-0.0319798160141966,2.14973571391286 +5,exterior,1,0,0.575721909830393,2.78562055446719 +5,exterior,2,0,1.12712519536374,2.37596443597192 +5,exterior,3,0,0.398262864745693,1.73534098580844 +5,exterior,4,0,0.541793576793103,2.70721301355361 +6,exterior,1,0,-0.904227028509746,-1.95693265167528 +6,exterior,2,0,-0.930431209297337,-1.48084464948692 +6,exterior,3,0,-0.814969257745362,-1.87869477920495 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_poly_SVM.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_poly_SVM.csv index 4df1e8d0..99adb615 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_poly_SVM.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/good_poly_SVM.csv @@ -1,7 +1,7 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.845025994462731,2.61854132680062 -1,exterior,2,0,-0.435024625546103,2.3345343285864 -1,exterior,3,0,0.214342780385188,2.42819112665623 -1,exterior,4,0,0.279744776702277,2.05956825152014 -1,exterior,5,0,0.205776171438085,1.34521998308281 -1,exterior,6,0,-0.531131860413889,1.87143643202152 +1,exterior,1,0,-0.845025219756751,2.61853965013428 +1,exterior,2,0,-0.435024112415263,2.33453292529369 +1,exterior,3,0,0.214342293132639,2.42818987368397 +1,exterior,4,0,0.279743885845663,2.05956749033678 +1,exterior,5,0,0.205775725005108,1.34521952415413 +1,exterior,6,0,-0.531131583955223,1.87143518561742 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/hard.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/hard.csv index 777dafe5..a785d094 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/hard.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/hard.csv @@ -1,33 +1,33 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-2.54153738311127,-0.478073599131802 -1,exterior,2,0,-2.01332554720857,-0.134783946943873 -1,exterior,3,0,-1.6779103897887,-0.196792206059783 -1,exterior,4,0,-1.15175401502551,0.0953183941252153 -1,exterior,5,0,-0.773958579985793,0.777260531444112 -1,exterior,6,0,-1.32916626683131,1.35346323228039 -1,exterior,7,0,-1.05381281215194,1.64365980944838 -1,exterior,8,0,-0.845025994462731,2.61854132680062 -1,exterior,9,0,-0.41094560301154,2.65831489639015 -1,exterior,10,0,-0.178292474747701,2.53243468110353 -1,exterior,11,0,0.762200931564188,2.77633253707082 -1,exterior,12,0,1.1271271119547,2.37596570616639 -1,exterior,13,0,1.2295453581568,1.79089091828677 -1,exterior,14,0,1.14276469902693,1.46834636884392 -1,exterior,15,0,1.43682494872315,0.814412496083584 -1,exterior,16,0,2.00952570428057,0.54428015362137 -1,exterior,17,0,2.2538109687856,0.588085501204762 -1,exterior,18,0,1.67680967583955,0.164333407429364 -1,exterior,19,0,1.98003823327326,-0.790014411784594 -1,exterior,20,0,1.52319487106908,-0.954315824120645 -1,exterior,21,0,1.23157082508049,-1.36383001796336 -1,exterior,22,0,1.51170356398316,-2.2057626931446 -1,exterior,23,0,1.3223088170016,-2.37372308553891 -1,exterior,24,0,0.441717851605179,-2.7671061285153 -1,exterior,25,0,-0.530067004647039,-1.96228184159449 -1,exterior,26,0,-0.904227808499726,-1.95693372383004 -1,exterior,27,0,-1.03962250562201,-1.66338270366237 -1,exterior,28,0,-1.60624330299319,-1.48257195317225 -1,exterior,29,0,-2.17548697645334,-1.90092574152667 -1,exterior,30,0,-2.22202331680171,-1.5748181675524 -1,exterior,31,0,-2.09022505124557,-1.13215207976002 -1,exterior,32,0,-2.54030443183246,-0.569894454870391 +1,exterior,1,0,-2.54153522225611,-0.478073525882045 +1,exterior,2,0,-2.01332375708882,-0.134783966571389 +1,exterior,3,0,-1.67790943875475,-0.196792153043187 +1,exterior,4,0,-1.15175258088683,0.0953176337806083 +1,exterior,5,0,-0.773958009665701,0.777260555949151 +1,exterior,6,0,-1.32916520279379,1.35346202005769 +1,exterior,7,0,-1.0538121680784,1.64365869126691 +1,exterior,8,0,-0.845025219756751,2.61853965013428 +1,exterior,9,0,-0.410946209402111,2.65831323944847 +1,exterior,10,0,-0.178292097126319,2.53243325391924 +1,exterior,11,0,0.762199822305806,2.77633117678473 +1,exterior,12,0,1.12712519536374,2.37596443597192 +1,exterior,13,0,1.22954351978385,1.79088993150011 +1,exterior,14,0,1.14276373438578,1.46834615893479 +1,exterior,15,0,1.43682344280925,0.814412326200958 +1,exterior,16,0,2.00952393298504,0.544280116441485 +1,exterior,17,0,2.25380950539135,0.588085610211024 +1,exterior,18,0,1.67680850950551,0.164333512063638 +1,exterior,19,0,1.98003686225946,-0.790013647643192 +1,exterior,20,0,1.52319248848107,-0.95431532638032 +1,exterior,21,0,1.23156937041369,-1.36382901996234 +1,exterior,22,0,1.51170326492643,-2.20576111753304 +1,exterior,23,0,1.32230891174809,-2.37372197168941 +1,exterior,24,0,0.441718197432308,-2.76710523569498 +1,exterior,25,0,-0.530065816886403,-1.96228070483774 +1,exterior,26,0,-0.904227028509746,-1.95693265167528 +1,exterior,27,0,-1.03962136913829,-1.66338160732836 +1,exterior,28,0,-1.60624150870083,-1.48257073071655 +1,exterior,29,0,-2.17548481054058,-1.90092415140555 +1,exterior,30,0,-2.2220210891304,-1.57481685204833 +1,exterior,31,0,-2.0902228208747,-1.13215136184363 +1,exterior,32,0,-2.54030227813457,-0.569894367397103 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/raw_metrics.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/raw_metrics.csv index 621f668a..dee65f3e 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/raw_metrics.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/raw_metrics.csv @@ -1,23 +1,23 @@ kind,algorithm,measure,measure_label,elements,good_elements,density,purity,alpha_radius,region_threshold,component_count,geometry_part_count,hole_count,empty -good,NB,0.720979702069266,Area,18,13,24.9660287915716,0.722222222222222,NaN,NaN,5,5,0,0 -best,NB,0.329061275177561,Area,6,5,18.233686102269,0.833333333333333,NaN,NaN,1,1,0,0 -good,LDA,0.722721696490207,Area,23,16,31.8241449117913,0.695652173913043,NaN,NaN,4,4,0,0 -best,LDA,0.180999738097204,Area,5,4,27.6243493640571,0.8,NaN,NaN,1,1,0,0 +good,NB,0.720979542520149,Area,18,13,24.9660343164272,0.722222222222222,NaN,NaN,5,5,0,0 +best,NB,0.329061510741808,Area,6,5,18.2336730493764,0.833333333333333,NaN,NaN,1,1,0,0 +good,LDA,0.722720072151421,Area,23,16,31.8242164376765,0.695652173913043,NaN,NaN,4,4,0,0 +best,LDA,0.180999105129618,Area,5,4,27.6244459685001,0.8,NaN,NaN,1,1,0,0 good,QDA,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 best,QDA,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 -good,CART,1.01353351663795,Area,23,20,22.6928854571033,0.869565217391304,NaN,NaN,6,6,0,0 -best,CART,0.626328676866783,Area,11,10,17.5626638317563,0.909090909090909,NaN,NaN,4,4,0,0 -good,J48,1.49553470963156,Area,35,29,23.4030007960315,0.828571428571429,NaN,NaN,7,7,0,0 -best,J48,1.84148837189368,Area,34,26,18.4633259264278,0.764705882352941,NaN,NaN,7,7,0,0 -good,KNN,1.02012644837772,Area,17,13,16.6646007728107,0.764705882352941,NaN,NaN,2,2,0,0 -best,KNN,0.115075905321177,Area,6,4,52.1394985618755,0.666666666666667,NaN,NaN,1,1,0,0 -good,L_SVM,1.31983302002161,Area,47,37,35.6105653419934,0.787234042553192,NaN,NaN,9,9,0,0 -best,L_SVM,0.633011534028635,Area,21,18,33.1747509659912,0.857142857142857,NaN,NaN,5,5,1,0 -good,poly_SVM,0.692714914988747,Area,14,8,20.2103342905897,0.571428571428571,NaN,NaN,1,1,0,0 +good,CART,1.01353262030005,Area,23,20,22.6929055260116,0.869565217391304,NaN,NaN,6,6,0,0 +best,CART,0.626327808263059,Area,11,10,17.5626881880039,0.909090909090909,NaN,NaN,4,4,0,0 +good,J48,1.49553260063677,Area,35,29,23.4030337988605,0.828571428571429,NaN,NaN,7,7,0,0 +best,J48,1.64739306426857,Area,30,24,18.2105902050279,0.8,NaN,NaN,6,6,1,0 +good,KNN,1.0201250529724,Area,18,14,17.6448955425144,0.777777777777778,NaN,NaN,2,2,0,0 +best,KNN,0.116318774662443,Area,6,4,51.5823865701132,0.666666666666667,NaN,NaN,1,1,0,0 +good,L_SVM,1.31983150556833,Area,47,37,35.610606203677,0.787234042553192,NaN,NaN,9,9,0,0 +best,L_SVM,0.633010731763866,Area,21,18,33.1747930109875,0.857142857142857,NaN,NaN,5,5,1,0 +good,poly_SVM,0.692713589589228,Area,14,8,20.2103729599153,0.571428571428571,NaN,NaN,1,1,0,0 best,poly_SVM,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 -good,RBF_SVM,1.46820626938203,Area,40,23,27.2441283177711,0.575,NaN,NaN,4,4,0,0 -best,RBF_SVM,0.0649007201148746,Area,5,3,77.0407476396251,0.6,NaN,NaN,1,1,1,0 -good,RandF,5.32231519208181,Area,111,75,20.855585585224,0.675675675675676,NaN,NaN,6,6,0,0 -best,RandF,1.84705608416962,Area,47,34,25.4458976112411,0.723404255319149,NaN,NaN,2,2,1,0 -hard,,14.3457814321336,Area,206,205,14.3596220934033,0.995145631067961,NaN,NaN,1,1,0,0 -space,,14.4234158815656,Area,206,206,14.2823310158647,1,NaN,NaN,1,0,0,0 +good,RBF_SVM,1.46820442944048,Area,40,23,27.2441624598855,0.575,NaN,NaN,4,4,0,0 +best,RBF_SVM,0.0649007940717605,Area,5,3,77.0406598488075,0.6,NaN,NaN,1,1,1,0 +good,RandF,5.32230539378016,Area,111,75,20.8556239801118,0.675675675675676,NaN,NaN,6,6,0,0 +best,RandF,1.49579293918863,Area,41,34,27.4102109495448,0.829268292682927,NaN,NaN,8,8,1,0 +hard,,14.3457601639367,Area,206,205,14.3596433821511,0.995145631067961,NaN,NaN,1,1,0,0 +space,,14.4233944625756,Area,206,206,14.282352225373,1,NaN,NaN,1,0,0,0 diff --git a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/summary.csv b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/summary.csv index 3c95e2a8..f72facca 100644 --- a/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/summary.csv +++ b/tests/fixtures/matlab/current/build_data/trace/legacy_svm/outputs/summary.csv @@ -3,9 +3,9 @@ NB,0.721,0.05,24.966,1.748,0.722,0.329,0.023,18.234,1.277,0.833 LDA,0.723,0.05,31.824,2.228,0.696,0.181,0.013,27.624,1.934,0.8 QDA,0,0,0,0,0,0,0,0,0,0 CART,1.014,0.07,22.693,1.589,0.87,0.626,0.043,17.563,1.23,0.909 -J48,1.496,0.104,23.403,1.639,0.829,1.841,0.128,18.463,1.293,0.765 -KNN,1.02,0.071,16.665,1.167,0.765,0.115,0.008,52.139,3.651,0.667 +J48,1.496,0.104,23.403,1.639,0.829,1.647,0.114,18.211,1.275,0.8 +KNN,1.02,0.071,17.645,1.235,0.778,0.116,0.008,51.582,3.612,0.667 L_SVM,1.32,0.092,35.611,2.493,0.787,0.633,0.044,33.175,2.323,0.857 poly_SVM,0.693,0.048,20.21,1.415,0.571,0,0,0,0,0 RBF_SVM,1.468,0.102,27.244,1.908,0.575,0.065,0.004,77.041,5.394,0.6 -RandF,5.322,0.369,20.856,1.46,0.676,1.847,0.128,25.446,1.782,0.723 +RandF,5.322,0.369,20.856,1.46,0.676,1.496,0.104,27.41,1.919,0.829 diff --git a/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/inputs/z.csv b/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/inputs/z.csv index ab89f761..2eaa26e7 100644 --- a/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/inputs/z.csv +++ b/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/inputs/z.csv @@ -1,213 +1,213 @@ Row,z_1,z_2,z_3 -abalone,-2.4696780390938726,0.44571643308229858,1.2691508045031177 -abalone_ori,0.73754510243297655,-1.2721445989779234,0.63647873910230546 -appendicitis,-0.98443994133022261,-0.81246573414744638,-0.4445747036183097 -asbestos,-2.3375542478966045,-0.98086511679956945,0.4053253834299041 -audiology_std,2.9054222990851319,-0.54483875205025534,0.13447486250235624 -australian,-1.5047738100714483,1.4638451588266563,0.22334902648672136 -auto1,-3.8566452618351246,0.20175745726242186,-1.3915978451034294 -auto2,-2.5283346881809377,1.5832299270448451,0.23052565373618247 -auto4,-1.8235563031207196,2.1109180619612538,0.76910770084214175 -auto5,-0.26022186685977666,0.58183612012761721,0.44084825114243076 -auto6_1,-0.78225604404047266,0.051423381015704504,0.75200520700373297 -auto6_2,-1.1589038302005719,0.020205672684829975,0.50526282109866893 -auto6_3,-0.010797176011468899,-0.1743371013216802,0.95686229217856666 -auto7_1,-2.9570330491220336,0.66872470993220501,0.68091617062283161 -auto7_2,-3.524843371873291,1.4227019463173178,0.90615835388405119 -auto7_3,-2.7800531974085469,0.65624713362855414,0.58838591535450513 -auto8,0.46269730304747497,-1.4798923105214783,-0.053912353050522249 -automobile,1.9664159691440277,0.60692287938082812,2.7817977906826616 -bach,2.3241352561435593,-1.8526352861662496,0.38948614231441214 -balance,-1.8985399912623615,0.15649557702220088,-0.49080580998046625 -banana,-1.4353431790881794,3.2643453812365193,0.82913338133643566 -bankruptcy,1.2381290169016683,0.69269991863845271,1.1749695179106947 -blogger,-2.5174056285735489,1.3340135452604263,0.40533497670475893 -blood,-3.5091369095219758,0.53349515267525638,-0.36860138320218949 -breast,-3.0292304595209449,1.1799056997066988,0.63142261549794099 -breast_cancer,-3.0759069514197068,1.3198728324613946,0.59336429731341422 -breast_cancer_wis_dia,0.77264086772025764,-1.3487806956446906,-0.81002764937381866 -breast_cancer_wis_dia_no_Nas,0.88215612238101315,-1.345790253644267,-0.77208268950601355 -breast_cancer_wis_ori,2.3954617356496151,-1.3017893504521734,-0.65503789585495742 -breast_cancer_wis_pro2,-1.147113153511931,0.621958306563278,0.54213071683774416 -breast_tissue,1.2522572914022054,-1.3657333811937582,1.4438677499012496 -breast_tissue_merged,2.226452597822977,-1.0971138736056198,1.0939119601861278 -bupa,-3.4704854674706955,1.542873214025285,0.76377048686106752 -car,-0.10433569729053943,0.082840578247699997,-1.1462309830827584 -cardio10,1.502734746377707,-0.76072175226467065,0.73428898894377281 -cardio3,0.32243282532816359,0.29682968870340787,-0.8161832125224795 -chess-krkp,-1.2183879950159902,0.55820090274878287,-1.4991957239239413 -chronic_kidney_disease,3.5002264022640674,0.079173124155067942,-0.28322373218593233 -chronic_kidney_disease_full,3.5439293245723826,0.24658304881407989,-0.20120446691530475 -cilinder,-1.2724439305692625,2.0051007650163064,1.695898846157526 -cilinder_no_NAs,-1.5165627487479405,2.2198870624553932,1.7711931324407739 -climate,-0.032216142484645861,-0.14247549529040135,-1.7888975217691607 -cnae9,1.3299705665278347,-0.29353654204630092,-1.004750427289999 -congressional,-0.7354892166561311,-1.6819815241780161,-1.6572087988714455 -congressional_no_Nas,-1.0205471819454679,-1.7988243944562832,-1.4624495559874962 -connectionist_vowel,2.2258944031823824,-0.027670990344169775,1.5321810741946422 -contraceptive,-3.621957860503513,1.3463362233801246,0.77706847310061455 -credit_no_Nas,-1.0820841706886344,1.3878978038008818,0.62225337721570362 -diabetic,-3.4675167095458086,1.7175420314428056,0.57415341374503526 -echocardio,1.6260986927489258,-2.1295494151864727,-0.67737364463198502 -echocardio_no_Nas,1.556195709148785,-0.69999699340779276,-0.38840156423245809 -ecoli,1.9756997128884217,-0.66237378284384674,0.75047247316669408 -fertility,-2.5512528714564158,-0.3195822626465058,-1.6033197439461968 -firm,-0.76767719857903227,-0.36648211597225044,-3.1250093605133928 -first,2.4754152634830127,1.8696324288825341,-0.76844654198901596 -flare,0.14636654875662852,-0.47763069896474053,-0.14020418473168453 -forest,1.5477472470961562,0.20427576401568789,1.4038815155022386 -fourclass,1.3523000982034414,2.5387527579489708,0.34635279642858857 +abalone,-2.4696780390938735,0.44571643308229764,1.2691508045031168 +abalone_ori,0.73754510243297688,-1.272144598977923,0.63647873910230612 +appendicitis,-0.98443994133022228,-0.81246573414744649,-0.44457470361830942 +asbestos,-2.3375542478966045,-0.98086511679956978,0.40532538342990437 +audiology_std,2.9054222990851328,-0.54483875205025412,0.13447486250235624 +australian,-1.5047738100714487,1.4638451588266557,0.22334902648672028 +auto1,-3.8566452618351232,0.20175745726242125,-1.3915978451034301 +auto2,-2.5283346881809385,1.5832299270448447,0.23052565373618103 +auto4,-1.8235563031207205,2.1109180619612533,0.76910770084214009 +auto5,-0.260221866859777,0.58183612012761743,0.44084825114242954 +auto6_1,-0.78225604404047266,0.051423381015704761,0.75200520700373297 +auto6_2,-1.1589038302005716,0.020205672684830211,0.50526282109866882 +auto6_3,-0.010797176011468944,-0.1743371013216799,0.95686229217856622 +auto7_1,-2.9570330491220336,0.66872470993220501,0.68091617062283172 +auto7_2,-3.5248433718732914,1.4227019463173174,0.9061583538840503 +auto7_3,-2.7800531974085461,0.65624713362855425,0.58838591535450502 +auto8,0.46269730304747553,-1.4798923105214778,-0.053912353050522444 +automobile,1.9664159691440266,0.60692287938082923,2.7817977906826616 +bach,2.3241352561435598,-1.852635286166249,0.38948614231441342 +balance,-1.8985399912623615,0.15649557702219952,-0.49080580998046702 +banana,-1.4353431790881801,3.2643453812365189,0.82913338133643533 +bankruptcy,1.2381290169016681,0.6926999186384537,1.174969517910694 +blogger,-2.5174056285735484,1.3340135452604265,0.40533497670475921 +blood,-3.5091369095219753,0.53349515267525593,-0.3686013832021891 +breast,-3.0292304595209449,1.1799056997066983,0.63142261549794088 +breast_cancer,-3.0759069514197068,1.3198728324613944,0.59336429731341422 +breast_cancer_wis_dia,0.77264086772025742,-1.3487806956446915,-0.81002764937381777 +breast_cancer_wis_dia_no_Nas,0.88215612238101293,-1.3457902536442685,-0.77208268950601266 +breast_cancer_wis_ori,2.3954617356496151,-1.3017893504521734,-0.65503789585495686 +breast_cancer_wis_pro2,-1.1471131535119312,0.62195830656327855,0.54213071683774394 +breast_tissue,1.2522572914022052,-1.3657333811937573,1.4438677499012493 +breast_tissue_merged,2.2264525978229766,-1.0971138736056187,1.093911960186128 +bupa,-3.4704854674706955,1.5428732140252848,0.76377048686106686 +car,-0.10433569729053897,0.082840578247700095,-1.1462309830827588 +cardio10,1.502734746377707,-0.76072175226467009,0.73428898894377326 +cardio3,0.32243282532816392,0.29682968870340787,-0.81618321252247905 +chess-krkp,-1.2183879950159902,0.55820090274878154,-1.4991957239239428 +chronic_kidney_disease,3.500226402264067,0.079173124155068081,-0.28322373218593294 +chronic_kidney_disease_full,3.5439293245723817,0.2465830488140798,-0.20120446691530552 +cilinder,-1.2724439305692636,2.0051007650163069,1.6958988461575251 +cilinder_no_NAs,-1.5165627487479414,2.2198870624553941,1.7711931324407733 +climate,-0.032216142484645376,-0.14247549529040157,-1.7888975217691598 +cnae9,1.3299705665278361,-0.29353654204630003,-1.0047504272899987 +congressional,-0.73548921665613054,-1.6819815241780176,-1.657208798871445 +congressional_no_Nas,-1.0205471819454679,-1.7988243944562847,-1.4624495559874959 +connectionist_vowel,2.2258944031823824,-0.027670990344168585,1.5321810741946431 +contraceptive,-3.621957860503513,1.3463362233801244,0.77706847310061389 +credit_no_Nas,-1.0820841706886353,1.3878978038008809,0.62225337721570317 +diabetic,-3.467516709545809,1.7175420314428047,0.57415341374503437 +echocardio,1.6260986927489263,-2.1295494151864727,-0.67737364463198457 +echocardio_no_Nas,1.5561957091487857,-0.69999699340779176,-0.38840156423245781 +ecoli,1.9756997128884215,-0.66237378284384629,0.75047247316669441 +fertility,-2.5512528714564149,-0.31958226264650635,-1.6033197439461955 +firm,-0.76767719857903127,-0.36648211597225172,-3.1250093605133928 +first,2.4754152634830122,1.8696324288825334,-0.76844654198901685 +flare,0.14636654875662894,-0.47763069896474059,-0.14020418473168489 +forest,1.5477472470961557,0.20427576401568812,1.4038815155022382 +fourclass,1.352300098203441,2.5387527579489713,0.34635279642858863 gesture_va,-1.7410292429144552,0.92938501704999077,0.76753993661930386 -grammatical_a1,-0.68918189025582477,-0.6438436323795188,-0.060122942785005511 -grammatical_a2,2.1161269402444409,-1.494023053033172,-0.97939817062262502 -grammatical_a3,0.30165471351238038,-1.7419301180565199,-0.45463382281393933 -grammatical_a4,0.87989209162836413,-0.41039733643699966,-0.64070120028762767 -grammatical_a5,0.15806781427633768,-0.14266780178039676,0.0038955197892142322 -grammatical_a6,1.6282720649101441,-1.3083442856551664,-0.95920497662831916 -grammatical_a7,0.67466583716220818,-0.44860623129989341,-0.86085617265155168 -grammatical_a8,0.27228100632998714,-0.86220939926698181,-0.34312570820053878 -grammatical_a9,0.43996633549940062,-1.2769688799427157,-0.46542557009240088 -grammatical_b2,0.089972406051989154,0.41752209949816571,-0.30816859790949908 -grammatical_b3,0.2521052285673363,-1.4502947795686405,-0.28257971833733486 -grammatical_b4,0.3402172169936416,-0.9393086946201854,-0.6435542814644033 -grammatical_b5,0.39156944459813303,1.2416282233960618,0.63455505726897132 -grammatical_b6,0.59469449912604722,-0.082215739587299247,-0.5992715374113271 -grammatical_b7,0.36106220889024154,-1.1358664079812166,-0.8109167957387744 -grammatical_b8,0.86684166743884394,-0.94909127817753924,-0.56645667677058642 -grammatical_b9,-0.52856649346097406,-0.35378367404165101,-0.12859110445053368 -haberman,-3.7775746034548217,0.36960275461891418,-0.14289187428524872 -hayes,-1.9370395354450858,1.2064702430997323,1.3973190561291131 -heart_cleverland,-1.5725715918578829,-0.071160483133340655,0.49141729796810607 -heart_cleverland_no_Nas,-1.5570633272639465,-0.059332570444871752,0.5182964779933249 -heart_hungarian,1.9222835899357618,0.032743260341621276,0.024880518005895122 -heart_hungarian_no_Nas,1.9993384199301181,0.31357914757550776,1.9923026961176777 -heart_switzerland,-1.9742463717847092,0.13819573215162559,0.77209786593807317 -heart_switzerland_no_Nas,-0.63939228203474363,0.47747248018850014,1.5216179495221556 -heart_va,-0.90546397917528854,0.53379467762100385,1.2070126887762727 -heart_va_no_Nas,-0.10190784678844603,0.37102215976713682,2.8549533126013928 -hepatitis,-0.60601885612891859,0.041870923168961065,-0.30766695680463413 -hepatitis_no_Nas,-0.23553508666001388,-0.29052164052268586,-0.42910613228688149 -hiv_746,-2.4446001876748933,0.93466804414477889,1.7576671790677239 -hiv_impens,-2.8729023684530199,0.10359906608232868,-0.23623665214779441 -horse_colic_lesion,-0.11859066696317144,-0.050841971696426957,-0.22963805008628349 -human,3.215608608359009,-1.1098290540213895,0.41064942726052489 -hv_no_noise,-2.9380424968676411,2.612057402234456,1.0220655474702922 -ilpd,-3.0868501819375136,0.59680158022011032,0.02447347932410613 -ilpd_no_Nas,-3.0928968248110644,0.58703377880544838,0.017492913156358193 -image,3.151799854184492,-0.48907262379722544,1.1361022722462963 -internet,0.68362473613089125,0.084365706861068299,-2.3772307977414409 -ionosphere,-0.0067490973050280184,-0.6107437750959066,-0.1128619873062259 -iris,2.5453940775393802,0.31003267819827013,1.5459647647689567 -japanese,-1.2802766501978309,1.4014362056310883,0.60833679023264486 -japanese_no_Nas,-1.0820841706886344,1.3878978038008818,0.62225337721570362 -leaf,3.4243661366473437,-1.7601465552689974,2.121184648976441 -led,-1.0005313766821766,-1.3744353290750424,0.020213120285014666 -lenses,1.2817310515864164,0.092951334117789372,1.6714478713884824 -libras,2.2153850286487367,-1.7258044106805499,1.1078923706811792 -liver,-3.4713645940291395,1.4905445445471996,0.73948172603961049 -lsvt,-0.16593153624402665,-0.76183808247444618,-0.1027266682560543 -lung,-0.084525213618526052,0.41605878235821964,2.4616229671084162 -lung_no_NAs,0.13024632602304353,-0.40682099996920379,2.0475415642794337 -lymphography,1.3235213702653881,0.94869622948275001,0.77320604121570313 -madelon,-1.2231879497341331,1.3304997812227934,0.5369546309702995 -mammographics,-2.2874899138636531,-0.59260997979765584,-0.092947118467635773 -mammographics_no_NAs,-2.3205640235619929,-0.28563898503843582,0.17064092765008931 -mechanical,-2.1190105812537068,0.73325939875631951,0.30564097115689359 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a/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/outputs/best_CART_vertices.csv b/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/outputs/best_CART_vertices.csv index cdb6d6da..3bd944de 100644 --- a/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/outputs/best_CART_vertices.csv +++ b/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/outputs/best_CART_vertices.csv @@ -1,22 +1,22 @@ vertex,z_1,z_2,z_3 -1,-3.8566452618351246,0.20175745726242186,-1.3915978451034294 -2,-3.621957860503513,1.3463362233801246,0.77706847310061455 -3,-3.524843371873291,1.4227019463173178,0.90615835388405119 -4,-3.5091369095219758,0.53349515267525638,-0.36860138320218949 -5,-2.9008568570176529,-0.32711504946028108,-1.5498064578403412 -6,-1.9742463717847092,0.13819573215162559,0.77209786593807317 -7,-1.2231879497341331,1.3304997812227934,0.5369546309702995 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b/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/outputs/best_LDA_vertices.csv index a1404a34..5f047f57 100644 --- a/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/outputs/best_LDA_vertices.csv +++ b/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/outputs/best_LDA_vertices.csv @@ -1,14 +1,14 @@ vertex,z_1,z_2,z_3 -1,-2.9380424968676411,2.612057402234456,1.0220655474702922 -2,-2.905079250037514,1.4660466605729481,0.56881524200756817 -3,-2.3205640235619929,-0.28563898503843582,0.17064092765008931 -4,-1.6615286014783033,0.10869721854177092,-0.33200450459503017 -5,-1.5725715918578829,-0.071160483133340655,0.49141729796810607 -6,-1.5570633272639465,-0.059332570444871752,0.5182964779933249 -7,-1.0005313766821766,-1.3744353290750424,0.020213120285014666 -8,-0.76767719857903227,-0.36648211597225044,-3.1250093605133928 -9,0.73754510243297655,-1.2721445989779234,0.63647873910230546 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-1,32 +1,32 @@ spectrum_index,alpha -1,13.978090865110662 -2,6.4853634994334843 -3,5.6137013152408617 -4,5.5296099312445017 +1,13.978090865110493 +2,6.4853634994334826 +3,5.6137013152408652 +4,5.5296099312444973 5,5.4267792327259938 -6,5.0284239899411665 +6,5.0284239899411736 7,4.100010844821381 -8,3.9289270964580645 -9,3.6869333741019026 -10,3.4494386241388852 -11,3.4369322407942531 -12,3.384896437628556 -13,3.384583367155408 -14,2.8830444941960893 -15,2.8457970523088623 -16,2.836735851682068 -17,2.8143212453244937 -18,2.7163598772185904 -19,2.6395778816171513 -20,2.572570897957454 -21,2.4806197753596022 -22,2.1489969098846782 -23,1.9621551897575742 -24,1.9197538211608909 -25,1.6537860971605767 -26,1.383306140533008 -27,1.2414838461838527 -28,0.97326426595725346 -29,0.91681380416288183 -30,0.79851395627652721 -31,0.68853664020607985 +8,3.928927096458064 +9,3.6869333741019057 +10,3.4494386241388826 +11,3.4369322407942495 +12,3.3848964376285551 +13,3.3845833671554049 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b/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/outputs/best_RBF_SVM_alpha_spectrum.csv index 093484d4..b0097015 100644 --- a/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/outputs/best_RBF_SVM_alpha_spectrum.csv +++ b/tests/fixtures/matlab/current/build_data/trace/pilot_standard_analytic_3d/outputs/best_RBF_SVM_alpha_spectrum.csv @@ -1,54 +1,54 @@ spectrum_index,alpha -1,213.13009936937618 -2,151.78847477328938 -3,117.93711076789788 -4,38.331681278556736 -5,30.494582841934641 -6,27.36559582978364 -7,17.572494084742594 -8,12.692939006507563 -9,12.240523478574136 -10,7.7024029029484691 -11,6.2956441425547913 -12,5.7175010962428097 -13,5.4859582500211541 -14,5.417011106134443 -15,4.7603123864965768 -16,4.5724438061635269 -17,4.3826137402936549 -18,4.1638682811726015 -19,3.8702872153074246 -20,3.8346844969042557 -21,3.6151860757924572 -22,3.5574406015944913 -23,3.3124829576560617 -24,3.2500959694358773 -25,3.1781449798119268 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kind,algorithm,measure,measure_label,elements,good_elements,density,purity,alpha_radius,region_threshold,region_count,tetrahedron_count,boundary_face_count,alpha_spectrum_count,volume,surface_area,empty good,NB,4.47146796112574,Volume,32,21,7.15648647786435,0.65625,1.35394274320309,0.223573398056287,2,21,34,83,4.47146796112574,27.6611979897224,0 best,NB,1.78488982149064,Volume,20,14,11.2051734281823,0.7,1.91975382116089,0,2,8,20,31,1.78488982149064,19.4868671964567,0 -good,LDA,5.26036127005026,Volume,39,26,7.41393946116316,0.666666666666667,1.6413817927714,0.263018063502513,1,39,46,87,5.26036127005026,37.0070504239553,0 -best,LDA,1.62578611692897,Volume,15,9,9.22630587369896,0.6,2.21413428269615,0.0812893058464486,1,8,12,27,1.62578611692897,21.7523312919439,0 +good,LDA,5.26036127005026,Volume,39,26,7.41393946116316,0.666666666666667,1.64138179277139,0.263018063502513,1,39,46,87,5.26036127005026,37.0070504239554,0 +best,LDA,1.62578611692897,Volume,15,9,9.22630587369895,0.6,2.21413428269615,0.0812893058464486,1,8,12,27,1.62578611692897,21.7523312919439,0 good,QDA,0,Volume,0,0,0,0,NaN,NaN,0,0,0,0,0,0,1 best,QDA,0,Volume,0,0,0,0,NaN,NaN,0,0,0,0,0,0,1 -good,CART,4.97666668041171,Volume,50,30,10.0468854377572,0.6,1.53731535673301,0.248833334020585,1,36,62,135,4.97666668041171,46.3112402166614,0 -best,CART,1.98918175718131,Volume,25,15,12.5679817390972,0.6,1.41330686560467,0.0994590878590654,1,9,24,64,1.98918175718131,23.5221383850761,0 +good,CART,4.9766666804117,Volume,50,30,10.0468854377572,0.6,1.53731535673301,0.248833334020585,1,36,62,135,4.9766666804117,46.3112402166614,0 +best,CART,1.98918175718131,Volume,25,15,12.5679817390972,0.6,1.41330686560467,0.0994590878590653,1,9,24,64,1.98918175718131,23.5221383850761,0 good,J48,12.7196834806958,Volume,86,53,6.76117453162407,0.616279069767442,1.23209785344118,0,1,89,110,224,12.7196834806958,79.7695468468542,0 -best,J48,7.55912336631987,Volume,55,34,7.27597597428504,0.618181818181818,1.36166248706081,0.377956168315993,1,42,60,124,7.55912336631987,49.5045618775167,0 +best,J48,7.55912336631986,Volume,55,34,7.27597597428504,0.618181818181818,1.36166248706081,0.377956168315993,1,42,60,124,7.55912336631986,49.5045618775167,0 good,KNN,7.41439222416021,Volume,35,21,4.72054875731426,0.6,1.41525566827653,0.37071961120801,1,27,38,76,7.41439222416021,38.1938871951404,0 -best,KNN,2.83547446546344,Volume,16,14,5.64279459923999,0.875,1.60694806286621,0,1,14,24,39,2.83547446546344,26.2552706937891,0 -good,L_SVM,13.7846428536655,Volume,86,52,6.23882685340167,0.604651162790698,1.12821659323084,0.689232142683277,1,104,104,243,13.7846428536655,69.2487921163985,0 +best,KNN,2.83547446546344,Volume,16,14,5.64279459923999,0.875,1.60694806286621,0,1,14,24,39,2.83547446546344,26.255270693789,0 +good,L_SVM,13.7846428536655,Volume,86,52,6.23882685340167,0.604651162790698,1.12821659323084,0.689232142683277,1,104,104,243,13.7846428536655,69.2487921163984,0 best,L_SVM,3.98290389007849,Volume,43,26,10.796143011915,0.604651162790698,1.12119275365636,0.199145194503925,3,23,40,102,3.98290389007849,28.3320313380342,0 -good,poly_SVM,2.87955898523658,Volume,23,15,7.987334212607,0.652173913043478,1.38380077806234,0.143977949261829,1,13,26,42,2.87955898523658,26.4046951340717,0 +good,poly_SVM,2.87955898523657,Volume,23,15,7.98733421260701,0.652173913043478,1.38380077806234,0.143977949261829,1,13,26,42,2.87955898523657,26.4046951340717,0 best,poly_SVM,0,Volume,0,0,0,0,NaN,NaN,0,0,0,0,0,0,1 -good,RBF_SVM,7.60126193566071,Volume,58,35,7.63031197858051,0.603448275862069,1.44439445504612,0.380063096783036,1,77,60,160,7.60126193566071,36.9430881267057,0 +good,RBF_SVM,7.60126193566071,Volume,58,35,7.63031197858051,0.603448275862069,1.44439445504613,0.380063096783035,1,77,60,160,7.60126193566071,36.9430881267057,0 best,RBF_SVM,2.68040666598532,Volume,25,15,9.32694292894171,0.6,1.81205450451804,0.134020333299266,1,15,26,53,2.68040666598532,22.0812379237372,0 good,RandF,15.8513262341528,Volume,123,88,7.75960308828844,0.715447154471545,1.02382911329301,0,1,242,162,442,15.8513262341528,82.8005108881693,0 best,RandF,15.7271740419175,Volume,93,62,5.91333190261187,0.666666666666667,1.18112999836769,0,1,178,98,293,15.7271740419175,62.9499705329422,0 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_default/inputs/z.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_default/inputs/z.csv index b052127e..fdba9319 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_default/inputs/z.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_default/inputs/z.csv @@ -1,213 +1,213 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 -auto7_1,0.451677868058983,2.18640397744611 -auto7_2,0.762200931564188,2.77633253707082 -auto7_3,0.438180681846751,2.06716639724676 -auto8,0.0549178911063845,-0.592529750775906 -automobile,1.98003823327326,-0.790014411784594 -bach,0.193780774472242,-1.87839717773557 -balance,-0.311653762818236,1.24090570511703 -banana,0.587846376046454,1.74741828968761 -bankruptcy,1.11198248715256,-0.44693382125112 -blogger,0.21812807614184,1.98749807406267 -blood,-0.435024625546103,2.3345343285864 -breast,0.31800612878741,2.30054861294497 -breast_cancer,0.287696099702127,2.35559613881812 -breast_cancer_wis_dia,-0.823016661578931,-0.945078907610218 -breast_cancer_wis_dia_no_Nas,-0.787242070672725,-1.00927109869214 -breast_cancer_wis_ori,-0.530067004647039,-1.96228184159449 -breast_cancer_wis_pro2,0.326126843433741,0.931905893145732 -breast_tissue,1.1326450617369,-0.880171116056983 -breast_tissue_merged,0.905721516482098,-1.51189836810601 -bupa,0.564413885064664,2.72201867197295 -car,-0.596753486946262,-0.0253133497488153 -cardio10,0.508515192502015,-1.04537406296711 -cardio3,-0.660350135004222,-0.285387130036206 -chess-krkp,-0.773958579985793,0.777260531444112 -chronic_kidney_disease,-0.074199151441569,-2.30939661168132 -chronic_kidney_disease_full,0.00501797730248017,-2.28733873207169 -cilinder,1.14276469902693,1.46834636884392 -cilinder_no_NAs,1.18684786002281,1.684674254019 -climate,-1.38035074209701,-0.291731942570162 -cnae9,-0.521085304407174,-1.0172071974573 -congressional,-1.32515773079675,-0.103682922412665 -congressional_no_Nas,-1.15175401502551,0.0953183941252153 -connectionist_vowel,0.998739718239173,-1.28031809816135 -contraceptive,0.575722716113584,2.78562201690104 -credit_no_Nas,0.371500719428591,1.07616688281721 -diabetic,0.44596624796141,2.73104438838155 -echocardio,-0.440307214434806,-1.61269265708152 -echocardio_no_Nas,-0.0603173625812102,-1.18320960808681 -ecoli,0.627202828583545,-1.31278664279991 -fertility,-1.32916626683131,1.35346323228039 -firm,-2.25820900870504,-0.00395459819827943 -first,-0.456238287098818,-1.33604762617904 -flare,0.125295846603146,-0.156769460639333 -forest,1.07137679911367,-0.762404728803738 -fourclass,0.280506754975173,-0.304591364808754 -gesture_va,0.447837528886255,1.43666638901503 -grammatical_a1,-0.190892178310217,0.274016813311056 -grammatical_a2,-0.814971051517312,-1.87869593241928 -grammatical_a3,-0.572979560958495,-0.68211572239763 -grammatical_a4,-0.562658988461956,-0.788236512975715 -grammatical_a5,-0.0867568396352447,-0.156812736113697 -grammatical_a6,-0.795667336692842,-1.51662297420632 -grammatical_a7,-0.757760580408363,-0.698415636004654 -grammatical_a8,-0.453702233576861,-0.45179606046591 -grammatical_a9,-0.539606507985586,-0.670261175138717 -grammatical_b2,-0.331003189093071,-0.0452070025222372 -grammatical_b3,-0.407557239476021,-0.557712801289233 -grammatical_b4,-0.638772519900252,-0.554464290635219 -grammatical_b5,0.490139202313322,0.0946744458228579 -grammatical_b6,-0.562988260149679,-0.527496070139818 -grammatical_b7,-0.741691591629429,-0.634222778737224 -grammatical_b8,-0.497303511724291,-0.87452786989926 -grammatical_b9,-0.255717911787533,0.21602147361255 -haberman,-0.178292474747701,2.53243468110353 -hayes,1.2295453581568,1.79089091828677 -heart_cleverland,0.334443992310745,1.09558341218081 -heart_cleverland_no_Nas,0.355733043842242,1.09200360495806 -heart_hungarian,0.19638853425579,-1.22435754685054 -heart_hungarian_no_Nas,1.52319487106908,-0.954315824120645 -heart_switzerland,0.713602719256904,1.48097698602524 -heart_switzerland_no_Nas,1.43682494872315,0.814412496083584 -heart_va,1.04405903510993,0.928219466053912 -heart_va_no_Nas,2.2538109687856,0.588085501204762 -hepatitis,-0.199308024594669,0.36720381119418 -hepatitis_no_Nas,-0.233634341550365,0.0402138363952876 -hiv_746,0.969809281620707,1.98855727227227 -hiv_impens,-0.543521865372681,1.7916196219072 -horse_colic_lesion,-0.291209002859471,0.0193455631164124 -human,0.303305736768769,-2.29204474748551 -hv_no_noise,0.833531480034024,2.64323914936467 -ilpd,-0.0223688132683306,2.14995774136863 -ilpd_no_Nas,-0.0319800763789811,2.14973671663705 -image,0.871887331142957,-2.0045516298368 -internet,-1.79481806473678,-0.789543127562106 -ionosphere,-0.177647736848488,-0.165290858037577 -iris,1.23157082508049,-1.36383001796336 -japanese,0.365180538449099,1.2082976481959 -japanese_no_Nas,0.371500719428591,1.07616688281721 -leaf,1.3223088170016,-2.37372308553891 -led,-0.10096126021836,0.386582836173171 -lenses,1.32863700045847,-0.559899229636371 -libras,0.739927255279999,-1.67087576456543 -liver,0.541794560585371,2.7072143992344 -lsvt,-0.00491277839526108,-0.0566946192850959 -lung,2.00952570428057,0.54428015362137 -lung_no_NAs,1.67680967583955,0.164333407429364 -lymphography,0.778410723227211,-0.521990136793678 -madelon,0.535409795281422,1.19138603943037 -mammographics,-0.263782703267055,1.33561089971637 -mammographics_no_NAs,-0.0534795729316388,1.4622662123374 -mechanical,0.213299472575552,1.59237669641278 -mice,0.386029914469042,-2.39028807151916 -mice_no_Nas,0.528551665171427,-2.43701540168743 -molecular_promoter,-0.0305104257524355,0.83096014859682 -molecular_splice,-0.351584718510555,0.936401207656521 -monks1,0.39826450317297,1.73534131212444 -monks2,-0.485611010146264,2.27229854020374 -monks3,-0.597011839319863,1.70375806223914 -multiple,0.369296677371016,-2.49220448367572 -mushroom,-0.930431281661171,-1.4808452288672 -onehund_mar,0.441717851605179,-2.7671061285153 -onehund_sha,0.336150584254992,-2.40668968659528 -onehund_tex,0.407952790017094,-2.68571786301537 -optical,-0.088944329307323,-1.61611022873249 -ozone1_no_Nas,-2.09022505124557,-1.13215207976002 -ozone8_no_Nas,-1.6456015065301,-0.478195564300261 -page,-1.37280362490441,-1.13265879654665 -pamap9,-0.904227808499726,-1.95693372383004 -parkinson_speech,-1.03962250562201,-1.66338270366237 -parkinsons,0.129494419307123,-0.485187483480113 -pen,0.276184619892168,-1.79104539805563 -phishing,-0.787273752484386,0.15059393906598 -phoneme,-0.115971705502065,0.969072047953378 -pima,0.364767824887054,2.29570646808275 -pitt1_1,-0.517275540996028,-0.173944216279521 -pitt1_2,0.14540307694186,-0.839642353538774 -pitt1_3,0.95011992524939,0.766542239171142 -pitt1_4,0.709442916406877,0.545300379723093 -pitt2_1,-0.574599973800078,0.215587607460579 -pitt2_2,0.0934543745211887,-0.805699631079416 -pitt2_3,0.974056916296794,0.847460306934735 -pitt2_4,0.634512807138706,0.714653229087545 -planning,-0.0941224135997981,2.38754934733912 -post,-0.531131860413889,1.87143643202152 -primary,0.731688072080197,2.0036631079932 -qsar,-0.114189339667192,0.91559570090617 -ring,0.245271460518858,1.8100494289944 -robot1,0.845635681303778,-1.53694747584423 -robot2,0.179846716029856,-1.13368191137539 -robot3,0.137410137860719,-1.08049289900147 -robot4,0.101006438217445,-1.36666363287942 -robot5,0.850627461074856,-0.799554708828574 -saheart,0.214342780385188,2.42819112665623 -satimage,0.495683800424144,-1.29691587397459 -secom,-1.60624330299319,-1.48257195317225 -seeds,0.934128780340471,-1.44486821837488 -seismic,-2.02298659382326,0.816857456656593 -soybean_large,0.783739815874175,-2.26544572315753 -soybean_large_no_Nas,0.965268725305566,-2.05976949539409 -soybean_small,1.51170356398316,-2.2057626931446 -spambase,-0.216364249618813,0.419575337197557 -spect_heart,-1.05381281215194,1.64365980944838 -spectf_heart,-0.132543418764935,0.311279844682579 -statlog_australian,0.384929066824341,1.17992539311357 -statlog_german,-0.153121462970033,2.20799516185473 -statlog_heart,0.0313476716959607,1.46473651452741 -statlog_is,0.796431677197515,-2.02123117824577 -statlog_ls,0.495752975608288,-1.29967197333353 -statlog_vehicle,1.06782075295719,0.814859983629493 -tae,1.1271271119547,2.37596570616639 -tao,0.204087973443315,-0.465550785822688 -teaching,1.88836165322888,2.00423945055646 -texture,0.661224215324833,-2.35994208386637 -thyroid_allbp,-2.10760701432325,-0.976870075527548 -thyroid_allbp_no_Nas,-2.05913382835978,-0.930782908351081 -thyroid_allhyper,-2.17548697645334,-1.90092574152667 -thyroid_allhypo,-1.75570920181706,-1.12583235455485 -thyroid_allrep,-2.15272086627367,-1.54943963937212 -thyroid_allrep_no_Nas,-2.22202331680171,-1.5748181675524 -thyroid_ann,-1.80193720138472,-1.40356694806376 -thyroid_ann_no_Nas,-1.80193720138472,-1.40356694806376 -thyroid_dis,-2.54030443183246,-0.569894454870391 -thyroid_dis_no_Nas,-2.54153738311127,-0.478073599131802 -thyroid_hypothyroid,-2.04276419983272,-0.726162293465674 -thyroid_new_thyroid,0.549173229945372,-1.32843228743067 -thyroid_sick,-1.87173825564625,-0.363362357297615 -thyroid_sick_no_Nas,-1.6779103897887,-0.196792206059783 -tic,-0.41094560301154,2.65831489639015 -titanic,-0.845025994462731,2.61854132680062 -trains,1.41655827776402,-0.271696764169126 -turkiye,-0.863310630151895,1.49474446523493 -urban,0.656135418797165,-1.67591772177662 -user,0.976022190351071,-0.435475409095947 -vert2,0.234038685343813,0.815257027499178 -vert3,0.393596016837201,-0.0476542439541934 -wall2,0.427724344825626,-2.16260160054782 -wall24,0.314260294868725,-0.761799287413436 -wall4,0.894462509667846,-1.729933537107 -wave,0.373224139465977,0.207826813052494 -wave2,0.170567212067884,0.209093771222526 -weight,0.456540278968065,-2.6818638846292 -wholesale,0.190087872891747,-0.229813246895827 -wilt,-2.01332554720857,-0.134783946943873 -wine,0.849873255960377,-1.76436773586157 -wine_quality,0.158215982280831,1.0322327450112 -winsconsin,-0.814312093169809,-0.976337022266773 -wpbc,-0.187747277019209,1.07348028508783 -wpbc_no_Nas,-0.187038999774599,1.06226432523942 -zoo,0.840816132658392,-2.03554337777677 +abalone,0.813568376341143,1.88460124405112 +abalone_ori,0.353077783292229,-0.682677751990965 +appendicitis,-0.35786575812998,0.404011868110441 +asbestos,0.174182248742052,1.37668906774605 +audiology_std,0.406135230523954,-1.93705291941824 +australian,0.205775725005108,1.34521952415413 +auto1,-0.935947956448597,2.41309667043514 +auto2,0.279743885845663,2.05956749033678 +auto4,0.7632351326639,1.80628916162212 +auto5,0.543167436351708,0.406929772350389 +auto6_1,0.584252931524159,0.656372420621042 +auto6_2,0.415298898056739,0.8672926208777 +auto6_3,0.813451414759826,0.142727734805109 +auto7_1,0.451677005572316,2.18640239223991 +auto7_2,0.762199822305806,2.77633117678473 +auto7_3,0.438179638281353,2.0671648566918 +auto8,0.0549179769402704,-0.592530092497409 +automobile,1.98003686225946,-0.790013647643192 +bach,0.193781263572613,-1.87839658850135 +balance,-0.311653357941509,1.2409048799659 +banana,0.587843966339975,1.74741744861589 +bankruptcy,1.1119802919809,-0.44693338748594 +blogger,0.218126767565059,1.98749662603534 +blood,-0.435024112415263,2.33453292529369 +breast,0.31800579561793,2.3005474155034 +breast_cancer,0.287695607272812,2.35559484024558 +breast_cancer_wis_dia,-0.823015165578313,-0.945078731464629 +breast_cancer_wis_dia_no_Nas,-0.787240596340368,-1.00927086591176 +breast_cancer_wis_ori,-0.530065816886403,-1.96228070483774 +breast_cancer_wis_pro2,0.326126699652105,0.931905485138635 +breast_tissue,1.13264457092609,-0.880170763205574 +breast_tissue_merged,0.905720772444877,-1.51189757887256 +bupa,0.564412875407902,2.72201729645639 +car,-0.596753519109317,-0.0253131597190836 +cardio10,0.508514912516709,-1.04537369491122 +cardio3,-0.660349755267201,-0.285386924320886 +chess-krkp,-0.773958009665701,0.777260555949151 +chronic_kidney_disease,-0.0741988474680727,-2.30939477644894 +chronic_kidney_disease_full,0.00501818020521241,-2.28733684754183 +cilinder,1.14276373438578,1.46834615893479 +cilinder_no_NAs,1.1868463755765,1.68467367287035 +climate,-1.38034953872017,-0.291731764047744 +cnae9,-0.521087086842986,-1.0172078782078 +congressional,-1.32515634425114,-0.103683624132976 +congressional_no_Nas,-1.15175258088683,0.0953176337806083 +connectionist_vowel,0.998738653591915,-1.28031764701641 +contraceptive,0.575721909830393,2.78562055446719 +credit_no_Nas,0.371500419815534,1.07616657740853 +diabetic,0.445965448584757,2.73104317025652 +echocardio,-0.440305485102372,-1.61269149377007 +echocardio_no_Nas,-0.0603180246548795,-1.18320888208703 +ecoli,0.627202582167858,-1.31278584314068 +fertility,-1.32916520279379,1.35346202005769 +firm,-2.25820745356969,-0.00395492812927231 +first,-0.45623876842182,-1.33604658664543 +flare,0.12529545763253,-0.15676943687027 +forest,1.07137571601343,-0.762404264687833 +fourclass,0.280504833064085,-0.304590942836773 +gesture_va,0.447836695823636,1.43666533425582 +grammatical_a1,-0.190891471303007,0.274016381648351 +grammatical_a2,-0.814969257745362,-1.87869477920495 +grammatical_a3,-0.572977838268983,-0.682115737384687 +grammatical_a4,-0.562658152828261,-0.788236098111332 +grammatical_a5,-0.0867565176615797,-0.156812815179335 +grammatical_a6,-0.795665594326321,-1.51662198963334 +grammatical_a7,-0.757759411789403,-0.698415360648013 +grammatical_a8,-0.453701589527401,-0.451796401404004 +grammatical_a9,-0.539605222202597,-0.670261163803629 +grammatical_b2,-0.331003096868103,-0.0452072135244653 +grammatical_b3,-0.407555644489051,-0.557712712970069 +grammatical_b4,-0.638771342194805,-0.554464330355574 +grammatical_b5,0.490138461314102,0.0946745476926937 +grammatical_b6,-0.562987753515645,-0.527496064762012 +grammatical_b7,-0.741689958407483,-0.634222505176769 +grammatical_b8,-0.497302482331116,-0.874527502593248 +grammatical_b9,-0.255717175733323,0.216021067309174 +haberman,-0.178292097126319,2.53243325391924 +hayes,1.22954351978385,1.79088993150011 +heart_cleverland,0.334443770923257,1.09558253633727 +heart_cleverland_no_Nas,0.35573280027967,1.09200273747269 +heart_hungarian,0.196388371888063,-1.22435631807113 +heart_hungarian_no_Nas,1.52319248848107,-0.95431532638032 +heart_switzerland,0.713601807578625,1.48097602593518 +heart_switzerland_no_Nas,1.43682344280925,0.814412326200958 +heart_va,1.04405767671962,0.928218999195548 +heart_va_no_Nas,2.25380950539135,0.588085610211024 +hepatitis,-0.199307945753696,0.367203688882193 +hepatitis_no_Nas,-0.233633925218992,0.0402139633054015 +hiv_746,0.969809208264633,1.98855638783127 +hiv_impens,-0.543520316373112,1.79161864137787 +horse_colic_lesion,-0.291208630277004,0.0193453733685934 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+texture,0.661223919701195,-2.3599409221145 +thyroid_allbp,-2.1076051507136,-0.976869304989122 +thyroid_allbp_no_Nas,-2.05913200374757,-0.930782153919335 +thyroid_allhyper,-2.17548481054058,-1.90092415140555 +thyroid_allhypo,-1.75570728145994,-1.12583125440608 +thyroid_allrep,-2.15271870185947,-1.54943832752642 +thyroid_allrep_no_Nas,-2.2220210891304,-1.57481685204833 +thyroid_ann,-1.80193503431016,-1.40356567578941 +thyroid_ann_no_Nas,-1.80193503431016,-1.40356567578941 +thyroid_dis,-2.54030227813457,-0.569894367397103 +thyroid_dis_no_Nas,-2.54153522225611,-0.478073525882045 +thyroid_hypothyroid,-2.04276263955268,-0.726161943752424 +thyroid_new_thyroid,0.549172299515084,-1.3284313549185 +thyroid_sick,-1.87173706097548,-0.363362262026644 +thyroid_sick_no_Nas,-1.67790943875475,-0.196792153043187 +tic,-0.410946209402111,2.65831323944847 +titanic,-0.845025219756751,2.61853965013428 +trains,1.41655926468592,-0.271696199615678 +turkiye,-0.863310878116628,1.49474245067013 +urban,0.656135486939626,-1.67591693789522 +user,0.976020916780541,-0.435475068739299 +vert2,0.234038341413218,0.815256904886831 +vert3,0.393596262189343,-0.047654247067244 +wall2,0.427723867960769,-2.16260020900605 +wall24,0.314260157270607,-0.76179886479411 +wall4,0.894461482389886,-1.72993198663986 +wave,0.373224146567306,0.20782696665873 +wave2,0.17056719989665,0.209093944810473 +weight,0.456540954033591,-2.68186177005931 +wholesale,0.190087308202406,-0.229812930636576 +wilt,-2.01332375708882,-0.134783966571389 +wine,0.849872827870882,-1.76436631484956 +wine_quality,0.158215190598094,1.03223228157962 +winsconsin,-0.814310570050129,-0.976336824945505 +wpbc,-0.187747297754517,1.07347957412307 +wpbc_no_Nas,-0.187039020559032,1.0622636215737 +zoo,0.840815666280662,-2.03554220688385 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/best_J48.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/best_J48.csv index a4616553..bc046838 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/best_J48.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/best_J48.csv @@ -1,10 +1,10 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-2.10760701432325,-0.976870075527548 -1,exterior,2,0,-2.54030443183246,-0.569894454870391 -1,exterior,3,0,-2.54153738311127,-0.478073599131802 -1,exterior,4,0,-1.87173825564625,-0.363362357297615 -1,exterior,5,0,-1.6779103897887,-0.196792206059783 -1,exterior,6,0,-1.79481806473678,-0.789543127562106 -1,exterior,7,0,-1.75570920181706,-1.12583235455485 -1,exterior,8,0,-1.80193720138472,-1.40356694806376 -1,exterior,9,0,-2.22202331680171,-1.5748181675524 +1,exterior,1,0,-2.1076051507136,-0.976869304989122 +1,exterior,2,0,-2.54030227813457,-0.569894367397103 +1,exterior,3,0,-2.54153522225611,-0.478073525882045 +1,exterior,4,0,-1.87173706097548,-0.363362262026644 +1,exterior,5,0,-1.67790943875475,-0.196792153043187 +1,exterior,6,0,-1.79481739734039,-0.789543265126117 +1,exterior,7,0,-1.75570728145994,-1.12583125440608 +1,exterior,8,0,-1.80193503431016,-1.40356567578941 +1,exterior,9,0,-2.2220210891304,-1.57481685204833 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/best_RandF.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/best_RandF.csv index 3a9d969e..3f140b18 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/best_RandF.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/best_RandF.csv @@ -1,25 +1,25 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.153121462970033,2.20799516185473 -1,exterior,2,0,0.541794560585371,2.7072143992344 -1,exterior,3,0,0.564413885064664,2.72201867197295 -1,exterior,4,0,0.451677868058983,2.18640397744611 -1,exterior,5,0,0.39826450317297,1.73534131212444 -1,exterior,6,0,1.04405903510993,0.928219466053912 -1,exterior,7,0,0.95011992524939,0.766542239171142 -1,exterior,8,0,-0.115971705502065,0.969072047953378 -2,exterior,1,0,-0.0867568396352447,-0.156812736113697 -2,exterior,2,0,0.495683800424144,-1.29691587397459 -2,exterior,3,0,-0.539606507985488,-0.670261175138695 -2,exterior,4,0,-0.787242070672725,-1.00927109869214 -2,exterior,5,0,-1.37280362490441,-1.13265879654665 -2,exterior,6,0,-2.01332554720857,-0.134783946943873 -2,exterior,7,0,-1.32515773079675,-0.103682922412665 -2,exterior,8,0,-0.787273752484386,0.15059393906598 -2,exterior,9,0,-0.574599973800078,0.215587607460579 -2,exterior,10,0,-0.115971705502065,0.969072047953378 -3,exterior,1,0,0.656135418797165,-1.67591772177662 -3,exterior,2,0,0.495752975608288,-1.29967197333353 -3,exterior,3,0,0.495683800424144,-1.29691587397459 -4,exterior,1,0,0.840816132658392,-2.03554337777677 -4,exterior,2,0,0.796431677197515,-2.02123117824577 -4,exterior,3,0,0.656135418797165,-1.67591772177662 +1,exterior,1,0,-0.153121852467884,2.20799394455175 +1,exterior,2,0,0.541793576793103,2.70721301355361 +1,exterior,3,0,0.564412875407902,2.72201729645639 +1,exterior,4,0,0.451677005572316,2.18640239223991 +1,exterior,5,0,0.398262864745693,1.73534098580844 +1,exterior,6,0,1.04405767671962,0.928218999195548 +1,exterior,7,0,0.950119067186822,0.766541923053274 +1,exterior,8,0,-0.11597204233328,0.969071687539935 +2,exterior,1,0,-0.0867565176615797,-0.156812815179335 +2,exterior,2,0,0.495683976790664,-1.29691513667242 +2,exterior,3,0,-0.53960522220253,-0.670261163803605 +2,exterior,4,0,-0.787240596340368,-1.00927086591176 +2,exterior,5,0,-1.37280199938268,-1.13265796383706 +2,exterior,6,0,-2.01332375708882,-0.134783966571389 +2,exterior,7,0,-1.32515634425114,-0.103683624132976 +2,exterior,8,0,-0.787274328888464,0.150594183079944 +2,exterior,9,0,-0.574599596221373,0.215587395728887 +2,exterior,10,0,-0.11597204233328,0.969071687539935 +3,exterior,1,0,0.656135486939626,-1.67591693789522 +3,exterior,2,0,0.495753151337289,-1.29967123450024 +3,exterior,3,0,0.495683976790664,-1.29691513667242 +4,exterior,1,0,0.840815666280662,-2.03554220688385 +4,exterior,2,0,0.796431285558972,-2.02122998916127 +4,exterior,3,0,0.656135486939626,-1.67591693789522 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/good_J48.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/good_J48.csv index 947e1204..6329ca6b 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/good_J48.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/good_J48.csv @@ -1,17 +1,17 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-2.17548697645334,-1.90092574152667 -1,exterior,2,0,-2.22202331680171,-1.5748181675524 -1,exterior,3,0,-2.10760701432325,-0.976870075527548 -1,exterior,4,0,-2.54030443183246,-0.569894454870391 -1,exterior,5,0,-2.54153738311127,-0.478073599131802 -1,exterior,6,0,-2.04276419983272,-0.726162293465674 -1,exterior,7,0,-1.87173825564625,-0.363362357297615 -1,exterior,8,0,-1.79481806473678,-0.789543127562106 -1,exterior,9,0,-1.75570920181706,-1.12583235455485 -1,exterior,10,0,-1.80193720138472,-1.40356694806376 -2,exterior,1,0,-1.87173825564625,-0.363362357297615 -2,exterior,2,0,-2.01332554720857,-0.134783946943873 -2,exterior,3,0,-1.6779103897887,-0.196792206059783 -3,exterior,1,0,-2.54153738311127,-0.478073599131802 -3,exterior,2,0,-2.25820900870504,-0.00395459819827943 -3,exterior,3,0,-2.01332554720857,-0.134783946943873 +1,exterior,1,0,-2.17548481054058,-1.90092415140555 +1,exterior,2,0,-2.2220210891304,-1.57481685204833 +1,exterior,3,0,-2.1076051507136,-0.976869304989122 +1,exterior,4,0,-2.54030227813457,-0.569894367397103 +1,exterior,5,0,-2.54153522225611,-0.478073525882045 +1,exterior,6,0,-2.04276263955268,-0.726161943752424 +1,exterior,7,0,-1.87173706097548,-0.363362262026644 +1,exterior,8,0,-1.79481739734039,-0.789543265126117 +1,exterior,9,0,-1.75570728145994,-1.12583125440608 +1,exterior,10,0,-1.80193503431016,-1.40356567578941 +2,exterior,1,0,-1.87173706097548,-0.363362262026644 +2,exterior,2,0,-2.01332375708882,-0.134783966571389 +2,exterior,3,0,-1.67790943875475,-0.196792153043187 +3,exterior,1,0,-2.54153522225611,-0.478073525882045 +3,exterior,2,0,-2.25820745356969,-0.00395492812927231 +3,exterior,3,0,-2.01332375708882,-0.134783966571389 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/good_RandF.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/good_RandF.csv index fff3b63d..323ccee0 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/good_RandF.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/good_RandF.csv @@ -1,30 +1,30 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,0.495752975608288,-1.29967197333353 -1,exterior,2,0,0.495683800424144,-1.29691587397459 -1,exterior,3,0,0.656135418797165,-1.67591772177662 -2,exterior,1,0,-1.60624330299319,-1.48257195317225 -2,exterior,2,0,-1.37280362490441,-1.13265879654665 -2,exterior,3,0,-2.01332554720857,-0.134783946943873 -2,exterior,4,0,-2.25820900870504,-0.00395459819827943 -2,exterior,5,0,-2.02298659382326,0.816857456656593 -2,exterior,6,0,-1.32515773079675,-0.103682922412665 -2,exterior,7,0,-0.787273752484386,0.15059393906598 -2,exterior,8,0,-0.574599973800078,0.215587607460579 -2,exterior,9,0,-0.114189339667192,0.91559570090617 -2,exterior,10,0,-0.115971705502065,0.969072047953378 -2,exterior,11,0,-0.153121462970033,2.20799516185473 -2,exterior,12,0,-0.178292474747701,2.53243468110353 -2,exterior,13,0,0.575722716113584,2.78562201690104 -2,exterior,14,0,0.564413885064664,2.72201867197295 -2,exterior,15,0,0.451677868058983,2.18640397744611 -2,exterior,16,0,0.39826450317297,1.73534131212444 -2,exterior,17,0,1.04405903510993,0.928219466053912 -2,exterior,18,0,0.95011992524939,0.766542239171142 -2,exterior,19,0,0.709442916406877,0.545300379723093 -2,exterior,20,0,0.543168602088501,0.406929970333132 -2,exterior,21,0,-0.0867568396352447,-0.156812736113697 -2,exterior,22,0,0.495683800424144,-1.29691587397459 -2,exterior,23,0,-0.787242070672631,-1.00927109869209 -3,exterior,1,0,0.840816132658392,-2.03554337777677 -3,exterior,2,0,0.796431677197515,-2.02123117824577 -3,exterior,3,0,0.656135418797165,-1.67591772177662 +1,exterior,1,0,0.495753151337289,-1.29967123450024 +1,exterior,2,0,0.495683976790664,-1.29691513667242 +1,exterior,3,0,0.656135486939626,-1.67591693789522 +2,exterior,1,0,-1.60624150870083,-1.48257073071655 +2,exterior,2,0,-1.37280199938268,-1.13265796383706 +2,exterior,3,0,-2.01332375708882,-0.134783966571389 +2,exterior,4,0,-2.25820745356969,-0.00395492812927231 +2,exterior,5,0,-2.02298447339059,0.816856764907255 +2,exterior,6,0,-1.32515634425114,-0.103683624132976 +2,exterior,7,0,-0.787274328888464,0.150594183079944 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+3,exterior,3,0,0.656135486939626,-1.67591693789522 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/hard.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/hard.csv index 42f2f717..3a15e467 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/hard.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/hard.csv @@ -1,40 +1,40 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,0.441717851605179,-2.7671061285153 -1,exterior,2,0,0.407952790017094,-2.68571786301537 -1,exterior,3,0,-0.074199151441569,-2.30939661168132 -1,exterior,4,0,-0.530067004647039,-1.96228184159449 -1,exterior,5,0,-0.904227808499726,-1.95693372383004 -1,exterior,6,0,-1.03962250562201,-1.66338270366237 -1,exterior,7,0,-1.60624330299319,-1.48257195317225 -1,exterior,8,0,-2.17548697645334,-1.90092574152667 -1,exterior,9,0,-2.22202331680171,-1.5748181675524 -1,exterior,10,0,-2.09022505124557,-1.13215207976002 -1,exterior,11,0,-2.54030443183246,-0.569894454870391 -1,exterior,12,0,-2.54153738311127,-0.478073599131802 -1,exterior,13,0,-2.01332554720857,-0.134783946943873 -1,exterior,14,0,-2.02298659382326,0.816857456656593 -1,exterior,15,0,-1.6779103897887,-0.196792206059783 -1,exterior,16,0,-1.15175401502551,0.0953183941252153 -1,exterior,17,0,-0.773958579985793,0.777260531444112 -1,exterior,18,0,-1.32916626683131,1.35346323228039 -1,exterior,19,0,-1.05381281215194,1.64365980944838 -1,exterior,20,0,-0.935948124629041,2.4130983207295 -1,exterior,21,0,-0.845025994462731,2.61854132680062 -1,exterior,22,0,-0.41094560301154,2.65831489639015 -1,exterior,23,0,-0.178292474747701,2.53243468110353 -1,exterior,24,0,0.44596624796141,2.73104438838155 -1,exterior,25,0,0.575722716113584,2.78562201690104 -1,exterior,26,0,0.762200931564188,2.77633253707082 -1,exterior,27,0,0.833531480034024,2.64323914936467 -1,exterior,28,0,1.1271271119547,2.37596570616639 -1,exterior,29,0,1.88836165322888,2.00423945055646 -1,exterior,30,0,1.14276469902693,1.46834636884392 -1,exterior,31,0,1.43682494872315,0.814412496083584 -1,exterior,32,0,2.00952570428057,0.54428015362137 -1,exterior,33,0,2.2538109687856,0.588085501204762 -1,exterior,34,0,1.67680967583955,0.164333407429364 -1,exterior,35,0,1.98003823327326,-0.790014411784594 -1,exterior,36,0,1.52319487106908,-0.954315824120645 -1,exterior,37,0,1.23157082508049,-1.36383001796336 -1,exterior,38,0,1.51170356398316,-2.2057626931446 -1,exterior,39,0,1.3223088170016,-2.37372308553891 +1,exterior,1,0,0.441718197432308,-2.76710523569498 +1,exterior,2,0,0.407953164749145,-2.68571703795443 +1,exterior,3,0,-0.0741988474680727,-2.30939477644894 +1,exterior,4,0,-0.530065816886403,-1.96228070483774 +1,exterior,5,0,-0.904227028509746,-1.95693265167528 +1,exterior,6,0,-1.03962136913829,-1.66338160732836 +1,exterior,7,0,-1.60624150870083,-1.48257073071655 +1,exterior,8,0,-2.17548481054058,-1.90092415140555 +1,exterior,9,0,-2.2220210891304,-1.57481685204833 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+1,exterior,28,0,1.12712519536374,2.37596443597192 +1,exterior,29,0,1.88836023302105,2.00423859755121 +1,exterior,30,0,1.14276373438578,1.46834615893479 +1,exterior,31,0,1.43682344280925,0.814412326200958 +1,exterior,32,0,2.00952393298504,0.544280116441485 +1,exterior,33,0,2.25380950539135,0.588085610211024 +1,exterior,34,0,1.67680850950551,0.164333512063638 +1,exterior,35,0,1.98003686225946,-0.790013647643192 +1,exterior,36,0,1.52319248848107,-0.95431532638032 +1,exterior,37,0,1.23156937041369,-1.36382901996234 +1,exterior,38,0,1.51170326492643,-2.20576111753304 +1,exterior,39,0,1.32230891174809,-2.37372197168941 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/raw_metrics.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/raw_metrics.csv index cab5e792..6bee6eff 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/raw_metrics.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_default/outputs/raw_metrics.csv @@ -7,8 +7,8 @@ good,QDA,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 best,QDA,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 good,CART,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 best,CART,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 -good,J48,0.581090790896787,Area,17,15,29.2553250994809,0.882352941176471,0.320609606631489,0,1,3,0,0 -best,J48,0.557480530602598,Area,13,12,23.3192000193225,0.923076923076923,0.350395073053674,0,1,1,0,0 +good,J48,0.581089543106933,Area,17,15,29.25538792026,0.882352941176471,0.320609478403872,0,1,3,0,0 +best,J48,0.55747920919241,Area,13,12,23.3192552935425,0.923076923076923,0.350395581872124,0,1,1,0,0 good,KNN,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 best,KNN,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 good,L_SVM,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 @@ -17,7 +17,7 @@ good,poly_SVM,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 best,poly_SVM,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 good,RBF_SVM,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 best,RBF_SVM,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 -good,RandF,4.79399227940209,Area,98,63,20.4422523626222,0.642857142857143,0.676080732601414,0,1,3,0,0 -best,RandF,3.27991814859871,Area,75,46,22.8664242831921,0.613333333333333,0.65812251122305,0.163995907429935,1,4,0,0 -hard,,14.8134970374968,Area,211,210,14.2437669826311,0.995260663507109,0.573420980104492,0,1,1,0,0 -space,,19.6205657432446,Area,212,NaN,10.8049891513955,1,NaN,NaN,0,0,0,1 +good,RandF,4.79398529558597,Area,98,63,20.4422821426325,0.642857142857143,0.676079663819624,0,1,3,0,0 +best,RandF,3.27991336323279,Area,75,46,22.8664576451122,0.613333333333333,0.658121474143054,0.163995668161639,1,4,0,0 +hard,,14.8134752544784,Area,211,210,14.243787927901,0.995260663507109,0.573420535354825,0,1,1,0,0 +space,,19.620539320669,Area,212,NaN,10.8050037022515,1,NaN,NaN,0,0,0,1 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/inputs/z.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/inputs/z.csv index b052127e..fdba9319 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/inputs/z.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/inputs/z.csv @@ -1,213 +1,213 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 -auto7_1,0.451677868058983,2.18640397744611 -auto7_2,0.762200931564188,2.77633253707082 -auto7_3,0.438180681846751,2.06716639724676 -auto8,0.0549178911063845,-0.592529750775906 -automobile,1.98003823327326,-0.790014411784594 -bach,0.193780774472242,-1.87839717773557 -balance,-0.311653762818236,1.24090570511703 -banana,0.587846376046454,1.74741828968761 -bankruptcy,1.11198248715256,-0.44693382125112 -blogger,0.21812807614184,1.98749807406267 -blood,-0.435024625546103,2.3345343285864 -breast,0.31800612878741,2.30054861294497 -breast_cancer,0.287696099702127,2.35559613881812 -breast_cancer_wis_dia,-0.823016661578931,-0.945078907610218 -breast_cancer_wis_dia_no_Nas,-0.787242070672725,-1.00927109869214 -breast_cancer_wis_ori,-0.530067004647039,-1.96228184159449 -breast_cancer_wis_pro2,0.326126843433741,0.931905893145732 -breast_tissue,1.1326450617369,-0.880171116056983 -breast_tissue_merged,0.905721516482098,-1.51189836810601 -bupa,0.564413885064664,2.72201867197295 -car,-0.596753486946262,-0.0253133497488153 -cardio10,0.508515192502015,-1.04537406296711 -cardio3,-0.660350135004222,-0.285387130036206 -chess-krkp,-0.773958579985793,0.777260531444112 -chronic_kidney_disease,-0.074199151441569,-2.30939661168132 -chronic_kidney_disease_full,0.00501797730248017,-2.28733873207169 -cilinder,1.14276469902693,1.46834636884392 -cilinder_no_NAs,1.18684786002281,1.684674254019 -climate,-1.38035074209701,-0.291731942570162 -cnae9,-0.521085304407174,-1.0172071974573 -congressional,-1.32515773079675,-0.103682922412665 -congressional_no_Nas,-1.15175401502551,0.0953183941252153 -connectionist_vowel,0.998739718239173,-1.28031809816135 -contraceptive,0.575722716113584,2.78562201690104 -credit_no_Nas,0.371500719428591,1.07616688281721 -diabetic,0.44596624796141,2.73104438838155 -echocardio,-0.440307214434806,-1.61269265708152 -echocardio_no_Nas,-0.0603173625812102,-1.18320960808681 -ecoli,0.627202828583545,-1.31278664279991 -fertility,-1.32916626683131,1.35346323228039 -firm,-2.25820900870504,-0.00395459819827943 -first,-0.456238287098818,-1.33604762617904 -flare,0.125295846603146,-0.156769460639333 -forest,1.07137679911367,-0.762404728803738 -fourclass,0.280506754975173,-0.304591364808754 -gesture_va,0.447837528886255,1.43666638901503 -grammatical_a1,-0.190892178310217,0.274016813311056 -grammatical_a2,-0.814971051517312,-1.87869593241928 -grammatical_a3,-0.572979560958495,-0.68211572239763 -grammatical_a4,-0.562658988461956,-0.788236512975715 -grammatical_a5,-0.0867568396352447,-0.156812736113697 -grammatical_a6,-0.795667336692842,-1.51662297420632 -grammatical_a7,-0.757760580408363,-0.698415636004654 -grammatical_a8,-0.453702233576861,-0.45179606046591 -grammatical_a9,-0.539606507985586,-0.670261175138717 -grammatical_b2,-0.331003189093071,-0.0452070025222372 -grammatical_b3,-0.407557239476021,-0.557712801289233 -grammatical_b4,-0.638772519900252,-0.554464290635219 -grammatical_b5,0.490139202313322,0.0946744458228579 -grammatical_b6,-0.562988260149679,-0.527496070139818 -grammatical_b7,-0.741691591629429,-0.634222778737224 -grammatical_b8,-0.497303511724291,-0.87452786989926 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+wpbc_no_Nas,-0.187039020559032,1.0622636215737 +zoo,0.840815666280662,-2.03554220688385 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_CART.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_CART.csv index a97ffbd7..a06e7fe1 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_CART.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_CART.csv @@ -1,12 +1,12 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,0.894462509667846,-1.729933537107 -1,exterior,2,0,0.528551665171427,-2.43701540168743 -1,exterior,3,0,0.427724344825626,-2.16260160054782 -1,exterior,4,0,0.179846716029856,-1.13368191137539 -2,exterior,1,0,-1.05381281215194,1.64365980944838 -2,exterior,2,0,-0.935948124629041,2.4130983207295 -2,exterior,3,0,-0.435024625546103,2.3345343285864 -3,exterior,1,0,0.584254189156492,0.656373358504735 -3,exterior,2,0,0.81345266761751,0.142728244389449 -3,exterior,3,0,0.190087872891747,-0.229813246895827 -3,exterior,4,0,0.543168602088501,0.406929970333132 +1,exterior,1,0,0.894461482389886,-1.72993198663986 +1,exterior,2,0,0.52855133926918,-2.43701417836861 +1,exterior,3,0,0.427723867960769,-2.16260020900605 +1,exterior,4,0,0.179846644561891,-1.13368137568291 +2,exterior,1,0,-1.0538121680784,1.64365869126691 +2,exterior,2,0,-0.935947956448597,2.41309667043514 +2,exterior,3,0,-0.435024112415263,2.33453292529369 +3,exterior,1,0,0.584252931524159,0.656372420621042 +3,exterior,2,0,0.813451414759826,0.142727734805109 +3,exterior,3,0,0.190087308202406,-0.229812930636576 +3,exterior,4,0,0.543167436351708,0.406929772350389 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_J48.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_J48.csv index d2a4ef2b..4d68748f 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_J48.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_J48.csv @@ -1,29 +1,29 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-1.75570920181706,-1.12583235455485 -1,exterior,2,0,-1.80193720138472,-1.40356694806376 -1,exterior,3,0,-2.22202331680171,-1.5748181675524 -1,exterior,4,0,-2.54030443183246,-0.569894454870391 -1,exterior,5,0,-2.54153738311127,-0.478073599131802 -1,exterior,6,0,-1.87173825564625,-0.363362357297615 -1,exterior,7,0,-1.6779103897887,-0.196792206059783 -1,exterior,8,0,-1.79481806473678,-0.789543127562106 -2,exterior,1,0,0.438180681846751,2.06716639724676 -2,exterior,2,0,-0.597011839319863,1.70375806223914 -2,exterior,3,0,-0.845025994462731,2.61854132680062 -2,exterior,4,0,-0.0941224135997981,2.38754934733912 -2,exterior,5,0,0.214342780385188,2.42819112665623 -2,exterior,6,0,0.287696099702127,2.35559613881812 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+4,exterior,3,0,0.998738653591915,-1.28031764701641 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_LDA.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_LDA.csv index 264b8309..4bc4c2dc 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_LDA.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_LDA.csv @@ -1,9 +1,9 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.187747277019209,1.07348028508783 -1,exterior,2,0,-0.0534795729316388,1.4622662123374 -1,exterior,3,0,0.355733043842242,1.09200360495806 -1,exterior,4,0,-0.10096126021836,0.386582836173171 -2,exterior,1,0,1.23157082508049,-1.36383001796336 -2,exterior,2,0,0.849873255960377,-1.76436773586157 -2,exterior,3,0,0.934128780340471,-1.44486821837488 -2,exterior,4,0,0.35307699650314,-0.682678018330096 +1,exterior,1,0,-0.187747297754517,1.07347957412307 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b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_RandF.csv @@ -1,34 +1,34 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-1.60624330299319,-1.48257195317225 -1,exterior,2,0,-1.37280362490441,-1.13265879654665 -1,exterior,3,0,-0.757760580408363,-0.698415636004654 -1,exterior,4,0,-1.32515773079675,-0.103682922412665 -1,exterior,5,0,-0.787273752484386,0.15059393906598 -1,exterior,6,0,-0.574599973800078,0.215587607460579 -1,exterior,7,0,-0.351584718510555,0.936401207656521 -1,exterior,8,0,-0.115971705502065,0.969072047953378 -1,exterior,9,0,0.205776171438085,1.34521998308281 -1,exterior,10,0,0.213299472575552,1.59237669641278 -1,exterior,11,0,-0.153121462970033,2.20799516185473 -1,exterior,12,0,0.451677868058983,2.18640397744611 -1,exterior,13,0,0.541794560585371,2.7072143992344 -1,exterior,14,0,0.564413885064664,2.72201867197295 -1,exterior,15,0,0.731688072080197,2.0036631079932 -1,exterior,16,0,0.39826450317297,1.73534131212444 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a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_poly_SVM.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/best_poly_SVM.csv @@ -1,4 +1,4 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-1.32916626683131,1.35346323228039 -1,exterior,2,0,-0.531131860413889,1.87143643202152 -1,exterior,3,0,0.174181579044543,1.37669009744718 +1,exterior,1,0,-1.32916520279379,1.35346202005769 +1,exterior,2,0,-0.531131583955223,1.87143518561742 +1,exterior,3,0,0.174182248742052,1.37668906774605 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_CART.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_CART.csv index 6b950b02..0b11bd6c 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_CART.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_CART.csv @@ -1,19 +1,19 @@ 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a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_J48.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_J48.csv index b7b1ed27..ffd623d3 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_J48.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_J48.csv @@ -1,39 +1,39 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-1.6779103897887,-0.196792206059783 -1,exterior,2,0,-1.79481806473678,-0.789543127562106 -1,exterior,3,0,-1.75570920181706,-1.12583235455485 -1,exterior,4,0,-0.930431281661171,-1.4808452288672 -1,exterior,5,0,-0.456238287098818,-1.33604762617904 -1,exterior,6,0,-1.03962250562201,-1.66338270366237 -1,exterior,7,0,-1.80193720138471,-1.40356694806372 -1,exterior,8,0,-2.17548697645334,-1.90092574152667 -1,exterior,9,0,-2.22202331680171,-1.5748181675524 -1,exterior,10,0,-2.10760701432325,-0.976870075527548 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a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_LDA.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_LDA.csv index a8602b95..9d94ead1 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_LDA.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_LDA.csv @@ -1,21 +1,21 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-0.187038999774599,1.06226432523942 -1,exterior,2,0,-0.187747277019209,1.07348028508783 -1,exterior,3,0,-0.263782703267055,1.33561089971637 -1,exterior,4,0,-0.0534795729316388,1.4622662123374 -1,exterior,5,0,0.713602719256904,1.48097698602524 -1,exterior,6,0,0.371500719428591,1.07616688281721 -1,exterior,7,0,0.334443992310745,1.09558341218081 -2,exterior,1,0,-0.187038999774599,1.06226432523942 -2,exterior,2,0,-0.10096126021836,0.386582836173171 -2,exterior,3,0,-0.357866496738498,0.404012176074827 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+1,hole_1,7,1,-0.930431209297337,-1.48084464948692 +1,hole_1,8,1,-0.814969257745362,-1.87869477920495 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_poly_SVM.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_poly_SVM.csv index e4dd29fe..11b0c6c1 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_poly_SVM.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/good_poly_SVM.csv @@ -1,10 +1,10 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,-1.32916626683131,1.35346323228039 -1,exterior,2,0,-0.845025994462731,2.61854132680062 -1,exterior,3,0,-0.0941224135997981,2.38754934733912 -1,exterior,4,0,0.214342780385188,2.42819112665623 -1,exterior,5,0,0.279744776702277,2.05956825152014 -1,exterior,6,0,0.205776171438085,1.34521998308281 -1,exterior,7,0,-0.357866496738498,0.404012176074827 -1,exterior,8,0,0.174181579044543,1.37669009744718 -1,exterior,9,0,-0.531131860413815,1.87143643202161 +1,exterior,1,0,-1.32916520279379,1.35346202005769 +1,exterior,2,0,-0.845025219756751,2.61853965013428 +1,exterior,3,0,-0.0941222655647768,2.38754800117573 +1,exterior,4,0,0.214342293132639,2.42818987368397 +1,exterior,5,0,0.279743885845663,2.05956749033678 +1,exterior,6,0,0.205775725005108,1.34521952415413 +1,exterior,7,0,-0.35786575812998,0.404011868110441 +1,exterior,8,0,0.174182248742052,1.37668906774605 +1,exterior,9,0,-0.531131583955163,1.87143518561749 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/hard.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/hard.csv index 42f2f717..3a15e467 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/hard.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/hard.csv @@ -1,40 +1,40 @@ part,ring,vertex,is_hole,z_1,z_2 -1,exterior,1,0,0.441717851605179,-2.7671061285153 -1,exterior,2,0,0.407952790017094,-2.68571786301537 -1,exterior,3,0,-0.074199151441569,-2.30939661168132 -1,exterior,4,0,-0.530067004647039,-1.96228184159449 -1,exterior,5,0,-0.904227808499726,-1.95693372383004 -1,exterior,6,0,-1.03962250562201,-1.66338270366237 -1,exterior,7,0,-1.60624330299319,-1.48257195317225 -1,exterior,8,0,-2.17548697645334,-1.90092574152667 -1,exterior,9,0,-2.22202331680171,-1.5748181675524 -1,exterior,10,0,-2.09022505124557,-1.13215207976002 -1,exterior,11,0,-2.54030443183246,-0.569894454870391 -1,exterior,12,0,-2.54153738311127,-0.478073599131802 -1,exterior,13,0,-2.01332554720857,-0.134783946943873 -1,exterior,14,0,-2.02298659382326,0.816857456656593 -1,exterior,15,0,-1.6779103897887,-0.196792206059783 -1,exterior,16,0,-1.15175401502551,0.0953183941252153 -1,exterior,17,0,-0.773958579985793,0.777260531444112 -1,exterior,18,0,-1.32916626683131,1.35346323228039 -1,exterior,19,0,-1.05381281215194,1.64365980944838 -1,exterior,20,0,-0.935948124629041,2.4130983207295 -1,exterior,21,0,-0.845025994462731,2.61854132680062 -1,exterior,22,0,-0.41094560301154,2.65831489639015 -1,exterior,23,0,-0.178292474747701,2.53243468110353 -1,exterior,24,0,0.44596624796141,2.73104438838155 -1,exterior,25,0,0.575722716113584,2.78562201690104 -1,exterior,26,0,0.762200931564188,2.77633253707082 -1,exterior,27,0,0.833531480034024,2.64323914936467 -1,exterior,28,0,1.1271271119547,2.37596570616639 -1,exterior,29,0,1.88836165322888,2.00423945055646 -1,exterior,30,0,1.14276469902693,1.46834636884392 -1,exterior,31,0,1.43682494872315,0.814412496083584 -1,exterior,32,0,2.00952570428057,0.54428015362137 -1,exterior,33,0,2.2538109687856,0.588085501204762 -1,exterior,34,0,1.67680967583955,0.164333407429364 -1,exterior,35,0,1.98003823327326,-0.790014411784594 -1,exterior,36,0,1.52319487106908,-0.954315824120645 -1,exterior,37,0,1.23157082508049,-1.36383001796336 -1,exterior,38,0,1.51170356398316,-2.2057626931446 -1,exterior,39,0,1.3223088170016,-2.37372308553891 +1,exterior,1,0,0.441718197432308,-2.76710523569498 +1,exterior,2,0,0.407953164749145,-2.68571703795443 +1,exterior,3,0,-0.0741988474680727,-2.30939477644894 +1,exterior,4,0,-0.530065816886403,-1.96228070483774 +1,exterior,5,0,-0.904227028509746,-1.95693265167528 +1,exterior,6,0,-1.03962136913829,-1.66338160732836 +1,exterior,7,0,-1.60624150870083,-1.48257073071655 +1,exterior,8,0,-2.17548481054058,-1.90092415140555 +1,exterior,9,0,-2.2220210891304,-1.57481685204833 +1,exterior,10,0,-2.0902228208747,-1.13215136184363 +1,exterior,11,0,-2.54030227813457,-0.569894367397103 +1,exterior,12,0,-2.54153522225611,-0.478073525882045 +1,exterior,13,0,-2.01332375708882,-0.134783966571389 +1,exterior,14,0,-2.02298447339059,0.816856764907255 +1,exterior,15,0,-1.67790943875475,-0.196792153043187 +1,exterior,16,0,-1.15175258088683,0.0953176337806083 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+1,exterior,36,0,1.52319248848107,-0.95431532638032 +1,exterior,37,0,1.23156937041369,-1.36382901996234 +1,exterior,38,0,1.51170326492643,-2.20576111753304 +1,exterior,39,0,1.32230891174809,-2.37372197168941 diff --git a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/raw_metrics.csv b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/raw_metrics.csv index 589ce11e..910b3f1c 100644 --- a/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/raw_metrics.csv +++ b/tests/fixtures/matlab/current/build_data/trace/trace3_pythia_skip/outputs/raw_metrics.csv @@ -1,23 +1,23 @@ kind,algorithm,measure,measure_label,elements,good_elements,density,purity,alpha_radius,region_threshold,component_count,geometry_part_count,hole_count,empty -good,NB,0.258481630405834,Area,12,8,46.4249625056882,0.666666666666667,0.297582707951328,0.0129240815202917,2,3,0,0 -best,NB,0.420824738032073,Area,14,9,33.2680062143424,0.642857142857143,0.416317677167788,0.0210412369016036,2,2,0,0 -good,LDA,0.784100488608731,Area,31,21,39.5357488617369,0.67741935483871,0.415701299843984,0.0369999075878316,2,4,0,0 -best,LDA,0.472866352067942,Area,14,9,29.6066741454009,0.642857142857143,0.621922270965373,0.0236433176033971,2,2,0,0 +good,NB,0.25848127313366,Area,12,8,46.4250266741561,0.666666666666667,0.297582394807051,0.012924063656683,2,3,0,0 +best,NB,0.420825083467802,Area,14,9,33.2679789061841,0.642857142857143,0.416317638606897,0.0210412541733901,2,2,0,0 +good,LDA,0.784098789265237,Area,31,21,39.5358345458606,0.67741935483871,0.415701489908006,0.0369998303407365,2,4,0,0 +best,LDA,0.472865776267918,Area,14,9,29.6067101969076,0.642857142857143,0.621921859599656,0.0236432888133959,2,2,0,0 good,QDA,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 best,QDA,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 -good,CART,0.802771515611227,Area,22,16,27.4050580671753,0.727272727272727,0.379079195397683,0.0401385757805614,2,4,0,0 -best,CART,0.748770133939294,Area,17,11,22.7038970031599,0.647058823529412,0.53821031267455,0.0374385066969647,3,3,0,0 -good,J48,4.0774816159844,Area,78,48,19.1294547335853,0.615384615384615,0.49981755279217,0.20387408079922,2,4,0,0 -best,J48,1.85616300572005,Area,44,31,23.7048146441919,0.704545454545455,0.67541003424985,0.0928081502860026,3,5,0,0 -good,KNN,1.48325724321362,Area,29,19,19.5515647286972,0.655172413793103,0.533143680784364,0.0741628621606809,2,3,0,0 -best,KNN,0.754627044238471,Area,17,11,22.5276845427074,0.647058823529412,0.533236282552677,0.0377313522119236,2,4,0,0 -good,L_SVM,3.42586983413589,Area,80,50,23.3517336831855,0.625,0.495242286652688,0.171293491706794,2,3,0,0 -best,L_SVM,1.43068876096276,Area,36,22,25.1627055319666,0.611111111111111,0.519528061669678,0.0715344380481379,3,4,0,0 -good,poly_SVM,1.15309862018519,Area,18,11,15.610113207064,0.611111111111111,0.736659312710135,0.0576549310092593,1,1,0,0 -best,poly_SVM,0.38007902824797,Area,8,3,21.0482541930218,0.375,0.810608937535817,0.0190039514123985,1,1,0,0 -good,RBF_SVM,0.874522239225807,Area,38,23,43.4522969177324,0.605263157894737,0.283141721027731,0.0437261119612904,2,2,0,0 +good,CART,0.802770552665935,Area,22,16,27.405090940294,0.727272727272727,0.379079104945019,0.0401385276332968,2,4,0,0 +best,CART,0.748769315416638,Area,17,11,22.7039218220911,0.647058823529412,0.538210113541803,0.0374384657708319,3,3,0,0 +good,J48,4.0774735358126,Area,78,48,19.1294926416869,0.615384615384615,0.49981820537198,0.20387367679063,2,4,0,0 +best,J48,1.85615923165477,Area,44,31,23.7048628423833,0.704545454545455,0.675409302856099,0.0928079615827386,3,5,0,0 +good,KNN,1.48325489186287,Area,29,19,19.551595723091,0.655172413793103,0.533143593096429,0.0741627445931437,2,3,0,0 +best,KNN,0.754625902616891,Area,17,11,22.5277186232906,0.647058823529412,0.53323728831472,0.0377312951308446,2,4,0,0 +good,L_SVM,3.42586525876884,Area,80,50,23.351764870271,0.625,0.495241615383791,0.171293262938442,2,3,0,0 +best,L_SVM,1.43068643202514,Area,36,22,25.1627464929837,0.611111111111111,0.519527365642621,0.071534321601257,3,4,0,0 +good,poly_SVM,1.15309579277273,Area,18,11,15.6101514833536,0.611111111111111,0.736658855164686,0.0576547896386365,1,1,0,0 +best,poly_SVM,0.380078836743245,Area,8,3,21.0482647982956,0.375,0.810608742002208,0.0190039418371622,1,1,0,0 +good,RBF_SVM,0.874520691818471,Area,38,23,43.4523738037382,0.605263157894737,0.283141319407446,0.0437260345909236,2,2,0,0 best,RBF_SVM,0,Area,0,0,0,0,NaN,NaN,0,0,0,1 -good,RandF,6.84707039120598,Area,145,87,21.1769401679046,0.6,0.496829083704897,0.342353519560299,1,1,1,0 -best,RandF,3.47433249446585,Area,86,52,24.7529561828025,0.604651162790698,0.428952758011981,0.173716624723292,1,2,0,0 -hard,,14.8134970374968,Area,211,210,14.2437669826311,0.995260663507109,0.573420980104492,0,1,1,0,0 -space,,19.6205657432446,Area,212,NaN,10.8049891513955,1,NaN,NaN,0,0,0,1 +good,RandF,6.84705944493242,Area,145,87,21.1769740231065,0.6,0.496828518491548,0.342352972246621,1,1,1,0 +best,RandF,3.47432640379382,Area,86,52,24.7529995760017,0.604651162790698,0.428952461004704,0.173716320189691,1,2,0,0 +hard,,14.8134752544784,Area,211,210,14.243787927901,0.995260663507109,0.573420535354825,0,1,1,0,0 +space,,19.620539320669,Area,212,NaN,10.8050037022515,1,NaN,NaN,0,0,0,1 diff --git a/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_2d/inputs/projection_a.csv b/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_2d/inputs/projection_a.csv index b5d8e33d..c5759918 100644 --- a/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_2d/inputs/projection_a.csv +++ b/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_2d/inputs/projection_a.csv @@ -1,3 +1,3 @@ Row,Max_Normalized_Entropy_attributes,Normalized_Entropy_Class_Attribute,Mean_Mutual_Information_Attribute_Class,ErrorRate_Decision_Node,Max_Feature_Efficiency_F3,Collective_Feature_Efficiency_F4,Training_Error_Linear_Classifier_L2,Fraction_Points_Class_Boundary_N1,Nonlinearity_Nearest_Neighbor_Classifier_N4 z_1,-0.00681629671093368,-0.00357565283466435,-0.0119812182463349,0.00287429228475455,-0.0163267890068284,-0.0139010205375454,0.00941842430186567,0.0188117995333015,0.0137033817998775 -z_2,-0.0331793187423759,-0.0214608038681819,-0.018896533072008,-0.027078786882427,-0.00355819900680414,-0.0024208584794321,-0.025795435527838,0.000819810681353803,2.46929935427031e-06 +z_2,-0.0331793187423759,-0.0214608038681819,-0.0188965330720079,-0.027078786882427,-0.00355819900680417,-0.00242085847943212,-0.025795435527838,0.000819810681353791,2.46929935427365e-06 diff --git a/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_2d/outputs/pilot_z.csv b/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_2d/outputs/pilot_z.csv index 54493a8f..69fc96a2 100644 --- a/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_2d/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_2d/outputs/pilot_z.csv @@ -1,73 +1,73 @@ Row,z_1,z_2 -abalone,0.0718887432522557,-0.0788320934978479 +abalone,0.0718887432522557,-0.0788320934978478 abalone_ori,-0.0419843206892638,-0.0337560157669813 appendicitis,0.0174067466274807,0.0278361686392421 asbestos,0.0529380933471767,-0.0149527442152001 -audiology_std,-0.0895549322232783,0.0111265468590426 -australian,0.0638704899802892,-0.0209665233521233 +audiology_std,-0.0895549322232783,0.0111265468590425 +australian,0.0638704899802892,-0.0209665233521232 auto1,0.124490718748936,0.0915652294619747 auto2,0.0933800445383815,-0.0199821398514373 auto4,0.0801415039879269,-0.04784335492605 auto5,0.0130496876661093,-0.0173626509657764 auto6_1,0.024475726024524,-0.0241146756696985 -auto6_2,0.0366459346797865,-0.0084788449868264 +auto6_2,0.0366459346797864,-0.00847884498682641 auto6_3,-0.00407831521400515,-0.0351881105423734 auto7_1,0.0966206329746424,-0.0368263273863222 -auto7_2,0.119846418628873,-0.0610083769836248 +auto7_2,0.119846418628873,-0.0610083769836249 auto7_3,0.0924038958645049,-0.0278714465753732 auto8,-0.0347125367516341,0.0305134045964139 automobile,-0.0631646182441409,-0.174009980571612 -bach,-0.0932451197318357,-0.00687722920131859 -balance,0.0617168468545142,0.041026028281952 -banana,0.0920465999231195,-0.0639718438375849 +bach,-0.0932451197318357,-0.0068772292013186 +balance,0.0617168468545141,0.0410260282819521 +banana,0.0920465999231195,-0.0639718438375848 banknote,-0.0624819488192667,0.0344294539137322 bankruptcy,-0.0274760257777439,-0.0585111961102046 blogger,0.0964923991529285,-0.0241343979102733 -blood,0.111286963108503,0.00897846538044366 +blood,0.111286963108503,0.00897846538044371 breast,0.101687725116782,-0.0543454527092485 breast_cancer,0.106219220100445,-0.0510704944785965 -breast_cancer_wis_dia,-0.0368694176793191,0.0628963540524817 -breast_cancer_wis_dia_no_Nas,-0.0403799543825927,0.0610049349275218 +breast_cancer_wis_dia,-0.0368694176793191,0.0628963540524818 +breast_cancer_wis_dia_no_Nas,-0.0403799543825927,0.0610049349275219 breast_cancer_wis_ori,-0.088990461641211,0.0414555342347849 -breast_cancer_wis_pro2,0.0350460798415849,-0.050428344447364 -breast_tissue,-0.0604407924167743,-0.0630628114619158 -breast_tissue_merged,-0.083040630634367,-0.0440022668654086 +breast_cancer_wis_pro2,0.0350460798415849,-0.0504283444473641 +breast_tissue,-0.0604407924167743,-0.0630628114619159 +breast_tissue_merged,-0.083040630634367,-0.0440022668654087 bupa,0.120630024186627,-0.0560686522529161 -car,0.0108461525531561,0.070500998118143 +car,0.0108461525531561,0.0705009981181429 cardio10,-0.0552178858076857,-0.0314935554223178 cardio3,-0.00117072016295588,0.0378816485410594 chess-krkp,0.0469885495600021,0.0863160909965682 -chronic_kidney_disease,-0.103284668914327,0.00993308873334321 +chronic_kidney_disease,-0.103284668914327,0.0099330887333432 chronic_kidney_disease_full,-0.10265848814241,0.00403382241218985 chronic_kidney_disease_full_no_Nas,-0.10816143207877,0.0704625091856455 cilinder,0.0538787490349234,-0.131201529412257 cilinder_no_NAs,0.0658017868784788,-0.130779351511384 -climate,0.00340172104976673,0.091579553091954 +climate,0.00340172104976672,0.091579553091954 cnae9,-0.0273637885554532,0.101452995733712 coil2000,0.0630795308296945,0.105192236270383 -congressional,0.00962206415853697,0.132504637214735 +congressional,0.00962206415853698,0.132504637214735 congressional_no_Nas,0.0144416431459285,0.122254216807075 connectionist_sonar,0.0280248134190057,-0.0206994980590585 -connectionist_vowel,-0.0684149047817716,-0.0892759120068748 +connectionist_vowel,-0.0684149047817716,-0.0892759120068749 contraceptive,0.122355617296764,-0.0547846656588293 credit,0.0532718788327211,-0.0506910221321872 -credit_no_Nas,0.0471887566344802,-0.0512885358097508 +credit_no_Nas,0.0471887566344802,-0.0512885358097507 crx,0.0507376526881058,-0.0497177966184891 dermatology,-0.109011591806101,-0.0496074838399021 diabetic,0.122860499495792,-0.0503029307598537 dresses,0.135416627483698,-0.0535988389538852 -echocardio,-0.0818276358853126,0.0401185886966465 -echocardio_no_Nas,-0.0524281692037454,0.033118951744282 -ecoli,-0.0692458463621668,-0.0345725828948884 +echocardio,-0.0818276358853126,0.0401185886966464 +echocardio_no_Nas,-0.0524281692037454,0.0331189517442819 +ecoli,-0.0692458463621668,-0.0345725828948885 fertility,0.0782223924158126,0.0929032210914617 firm,0.0326739494153089,0.191146767593265 -first,-0.0428079454218707,0.0288407829825277 -flare,-0.00674551233863941,0.0260051168204896 +first,-0.0428079454218707,0.0288407829825278 +flare,-0.00674551233863941,0.0260051168204895 forest,-0.0466437247212566,-0.0732206614479799 -fourclass,0.00203860735532396,-0.0350953411680166 -gesture_raw,0.0347254707445491,-0.0441065272411068 -gesture_va,0.0652514206445768,-0.0439748079863776 -glass,-0.028962060522531,-0.0562928579472254 +fourclass,0.00203860735532396,-0.0350953411680165 +gesture_raw,0.0347254707445491,-0.0441065272411067 +gesture_va,0.0652514206445768,-0.0439748079863775 +glass,-0.0289620605225309,-0.0562928579472254 grammatical_a1,0.00898418783615085,0.00655960179338797 grammatical_a2,-0.0837935399084064,0.0556420979073165 grammatical_a3,-0.0342864183894494,0.0375464328539367 @@ -76,32 +76,32 @@ grammatical_a5,-0.0080790473964236,0.00179649708256536 grammatical_a6,-0.0673314493621196,0.0507790438934493 grammatical_a7,-0.0256686300630658,0.0465259270975689 grammatical_a8,-0.0181171949556552,0.0335966412401076 -grammatical_a9,-0.0313568152013656,0.0348178465358971 -grammatical_b1,0.0077896363611873,0.00292960490425835 +grammatical_a9,-0.0313568152013656,0.0348178465358972 +grammatical_b1,0.00778963636118731,0.00292960490425834 grammatical_b2,0.00462612499028869,0.0153951049098438 grammatical_b3,-0.0304016348279783,0.0220901738185101 grammatical_b4,-0.0229242840004583,0.041345644618983 grammatical_b5,0.0029166152665169,-0.0411948630604597 -grammatical_b6,-0.0166696544307267,0.035468605526272 +grammatical_b6,-0.0166696544307267,0.0354686055262721 grammatical_b7,-0.0278203500550477,0.0441090981749556 -grammatical_b8,-0.0391366136464876,0.0364812590226994 -grammatical_b9,0.00885070723733007,0.00867230575565139 -haberman,0.115221460128167,0.00108886573601956 -hayes,0.072440245505227,-0.0650816891796839 +grammatical_b8,-0.0391366136464875,0.0364812590226994 +grammatical_b9,0.00885070723733008,0.0086723057556514 +haberman,0.115221460128167,0.00108886573601957 +hayes,0.072440245505227,-0.065081689179684 heart_cleverland,0.0448327369034776,-0.0213980054790053 heart_cleverland_no_Nas,0.0444006548115822,-0.0230636783159175 -heart_hungarian,-0.0588269221607368,-0.00590974686176197 +heart_hungarian,-0.0588269221607368,-0.00590974686176201 heart_hungarian_no_Nas,-0.0593854874938411,-0.111801646288579 -heart_switzerland,0.0583422010320059,-0.0359662745806485 -heart_switzerland_no_Nas,0.0186393814565591,-0.0814227952870241 +heart_switzerland,0.0583422010320059,-0.0359662745806486 +heart_switzerland_no_Nas,0.0186393814565591,-0.0814227952870242 heart_va,0.0317429207078384,-0.0610066610505747 heart_va_no_Nas,-0.00787580198992619,-0.168376763264704 hepatitis,0.0182114919308888,0.0156091808404483 -hepatitis_no_Nas,0.000314486657019778,0.020467297176423 -hiv_1625,0.06151963756001,-0.0558308943914103 +hepatitis_no_Nas,0.000314486657019775,0.0204672971764229 +hiv_1625,0.06151963756001,-0.0558308943914102 hiv_746,0.0748060778705437,-0.121934869358645 hiv_impens,0.081864813443369,-0.0116400361078887 -hiv_schilling,0.0871984347538773,0.0517337455002148 +hiv_schilling,0.0871984347538773,0.0517337455002149 horse_colic_lesion,0.00487018135251551,0.0212013600685945 horse_colic_outcome,-0.0141848592029937,-0.0251899809913036 human,-0.113627946064219,-0.0165952041844379 @@ -110,83 +110,83 @@ hv_noise,0.119662729998663,-0.0722939649331766 ilpd,0.0962787478113751,-0.0156777476424448 ilpd_no_Nas,0.0963516997301818,-0.015507722334744 image,-0.102636068790766,-0.0571179351342144 -internet,-0.00634653614156579,0.142716870352532 -ionosphere,-0.0104849913961716,0.00864209677363619 -iris,-0.0732691204600476,-0.0815655427979809 -isolet,-0.121877050276914,0.00768795288421183 +internet,-0.0063465361415658,0.142716870352532 +ionosphere,-0.0104849913961716,0.00864209677363618 +iris,-0.0732691204600475,-0.081565542797981 +isolet,-0.121877050276914,0.00768795288421182 japanese,0.0532718788327211,-0.0506910221321872 -japanese_no_Nas,0.0471887566344802,-0.0512885358097508 +japanese_no_Nas,0.0471887566344802,-0.0512885358097507 leaf,-0.135475248797019,-0.1193965458892 -led,0.0228185434821326,0.050053119840058 +led,0.0228185434821326,0.0500531198400581 lenses,-0.0411043140363991,-0.087869625823432 libras,-0.0907213732922452,-0.0425531744438227 liver,0.120053987491824,-0.0541870756438103 -lsvt,-0.0116317454047417,0.00609263156045632 +lsvt,-0.0116317454047417,0.00609263156045627 lung,-0.00506512004140012,-0.134755841143549 lung_no_NAs,-0.0215000496586616,-0.108109645888242 -lymphography,-0.0328410354881817,-0.0607038620615477 +lymphography,-0.0328410354881817,-0.0607038620615478 madelon,0.0501997088790726,-0.0278632578296513 -mammographics,0.0581999811264202,0.00907776971240146 -mammographics_no_NAs,0.0620346917452489,-0.00960459288273406 +mammographics,0.0581999811264202,0.00907776971240152 +mammographics_no_NAs,0.0620346917452489,-0.00960459288273401 mechanical,0.0716862080181431,-0.0282001759168199 mice,-0.114254476613007,-0.0107366264538863 mice_no_Nas,-0.118965949907754,-0.0203302391832364 molecular_promoter,0.0330358966578474,0.0214183341345859 molecular_splice,0.0482104963896252,0.0665670033383968 -monks1,0.0862361418643318,-0.00719299922029817 +monks1,0.0862361418643318,-0.00719299922029822 monks2,0.126285726321423,0.0538362021441208 monks3,0.0849634163869861,0.0741521511278765 -multiple,-0.120979361929995,-0.00759827912282863 +multiple,-0.120979361929995,-0.00759827912282865 mushroom,-0.0477590384308886,0.0940217594215641 -onehund_mar,-0.140997187984198,-0.00689204569455394 -onehund_sha,-0.124331017692855,-0.00797981756634687 -onehund_tex,-0.136681201611193,-0.0062025323207721 -optical,-0.0695499990154225,0.0334908020656232 +onehund_mar,-0.140997187984198,-0.00689204569455396 +onehund_sha,-0.124331017692855,-0.00797981756634689 +onehund_tex,-0.136681201611193,-0.00620253232077211 +optical,-0.0695499990154225,0.0334908020656233 ozone1,-0.025805790573172,0.136098052403976 ozone1_no_Nas,-0.0272685845598954,0.130832263498483 ozone8,-0.00553054554328252,0.108089959322386 ozone8_no_Nas,-0.00247111660245878,0.100785474285295 page,-0.0340702118389477,0.0809238452386316 pamap9,-0.0764938742875239,0.0585045496888831 -parkinson_speech,-0.0670378880554844,0.079097576750903 -parkinsons,-0.0168178441380966,-0.00636724166507387 +parkinson_speech,-0.0670378880554844,0.0790975767509029 +parkinsons,-0.0168178441380966,-0.0063672416650739 pen,-0.0862909880773491,-0.0145595960304256 phishing,0.0307674112970151,0.0855371674963853 -phoneme,0.0522122314964072,-0.0121669419364446 -pima,0.104623977013205,-0.0421986654106234 -pitt1_1,-0.00258954230958291,0.0443137578115271 -pitt1_2,-0.042529602305012,0.00231499870631343 -pitt1_3,0.0209302770781089,-0.0569101287548722 -pitt1_4,0.0145002414653721,-0.0401357842764814 -pitt2_1,0.015824896865922,0.0476594554256995 -pitt2_2,-0.0412500084068727,0.00573890803018435 -pitt2_3,0.0242291493495368,-0.057843996566302 +phoneme,0.0522122314964072,-0.0121669419364445 +pima,0.104623977013205,-0.0421986654106233 +pitt1_1,-0.00258954230958291,0.044313757811527 +pitt1_2,-0.042529602305012,0.00231499870631338 +pitt1_3,0.0209302770781089,-0.0569101287548723 +pitt1_4,0.0145002414653721,-0.0401357842764815 +pitt2_1,0.015824896865922,0.0476594554256994 +pitt2_2,-0.0412500084068727,0.00573890803018431 +pitt2_3,0.0242291493495368,-0.0578439965663021 pitt2_4,0.02184177681965,-0.0334626080521814 -planning,0.107067370407483,-7.26637084975722e-05 -post,0.0907101608547825,0.0608355561217841 +planning,0.107067370407483,-7.26637084976061e-05 +post,0.0907101608547825,0.060835556121784 primary,0.0843488707645618,-0.103282657091727 -qsar,0.0469073509916223,0.000728225240326654 -qualitative,-0.00210045020645626,-0.0295758042302029 +qsar,0.0469073509916223,0.000728225240326675 +qualitative,-0.00210045020645626,-0.029575804230203 ring,0.0774370036623719,-0.0364862555658981 robot1,-0.073468209841931,-0.0584961008715723 -robot2,-0.05524953991463,-0.00846521255722938 -robot3,-0.0507520069114909,-0.00687998991973344 +robot2,-0.05524953991463,-0.0084652125572294 +robot3,-0.0507520069114909,-0.00687998991973346 robot4,-0.0621693720450425,-0.0176440189389305 -robot5,-0.0396433342399357,-0.0687510999228271 +robot5,-0.0396433342399356,-0.0687510999228271 saheart,0.110122675889658,-0.0269806778094891 -satimage,-0.067559354353129,-0.0356723514583557 +satimage,-0.067559354353129,-0.0356723514583556 secom,-0.0529288978252231,0.115104096082271 -seeds,-0.0772782190744096,-0.0536372982686101 -seismic,0.0622246823451826,0.118832499170356 -soybean_large,-0.117090306140789,-0.0353244524009264 -soybean_large_no_Nas,-0.108469766654182,-0.0510587730405104 +seeds,-0.0772782190744096,-0.0536372982686102 +seismic,0.0622246823451825,0.118832499170356 +soybean_large,-0.117090306140789,-0.0353244524009265 +soybean_large_no_Nas,-0.108469766654182,-0.0510587730405105 soybean_small,-0.12619705370997,-0.132024576606519 -spambase,0.0294326406415907,0.00779692739796024 +spambase,0.0294326406415907,0.00779692739796027 spect_heart,0.0886505817073116,0.0969429202881619 -spectf_heart,0.0108410729716218,0.0125909800785157 +spectf_heart,0.0108410729716218,0.0125909800785156 statlog_australian,0.0518421535933606,-0.0520607708067843 -statlog_german,0.106536351548602,0.00114952591160432 -statlog_heart,0.065761163061497,-0.00526299571206867 +statlog_german,0.106536351548602,0.00114952591160434 +statlog_heart,0.065761163061497,-0.00526299571206863 statlog_is,-0.103029642853853,-0.0515984398730469 statlog_ls,-0.0676902675117914,-0.0356151054081245 statlog_vehicle,0.0275797409206065,-0.0817652581865776 @@ -198,12 +198,12 @@ thyroid_allbp,-0.0153506450793525,0.131625428657484 thyroid_allbp_no_Nas,-0.0140030143368479,0.12933803293282 thyroid_allhyper,-0.0591306205413426,0.139470391911471 thyroid_allhypo,-0.0299714715924581,0.104931566842786 -thyroid_allhypo_no_Nas,-0.0497255219405155,0.10169077381964 +thyroid_allhypo_no_Nas,-0.0497255219405156,0.10169077381964 thyroid_allrep,-0.0433113997576939,0.135048328516543 thyroid_allrep_no_Nas,-0.0436239278471192,0.140557483438657 -thyroid_ann,-0.0452504396874156,0.11076800565665 -thyroid_ann_no_Nas,-0.0452504396874156,0.11076800565665 -thyroid_dis,0.00989747183090374,0.157537108521959 +thyroid_ann,-0.0452504396874157,0.11076800565665 +thyroid_ann_no_Nas,-0.0452504396874157,0.11076800565665 +thyroid_dis,0.00989747183090373,0.157537108521959 thyroid_dis_no_Nas,0.0141718308268569,0.157756116703243 thyroid_hypothyroid,-0.00337560941132824,0.131487766722027 thyroid_new_thyroid,-0.0631304364892025,-0.0291811849355815 @@ -211,10 +211,10 @@ thyroid_new_thyroid_no_Nas,-0.0631304364892025,-0.0291811849355815 thyroid_sick,0.0127501999710015,0.117979394248155 thyroid_sick_no_Nas,0.0181783969881361,0.106067667562634 tic,0.132415760251662,0.0529088334229054 -titanic,0.12998499555304,0.0732534852813696 +titanic,0.12998499555304,0.0732534852813697 trains,-0.0519836754050291,-0.124805376339076 -turkiye,0.0849680336847445,0.0957905476090264 -twonorm,-0.00205846970178335,0.0334232707728148 +turkiye,0.0849680336847445,0.0957905476090265 +twonorm,-0.00205846970178335,0.0334232707728149 urban,-0.0909779234606293,-0.0312694843500513 user,-0.0303306002922376,-0.0625795617620124 vert2,0.0346335793996738,-0.0218839898533533 @@ -229,8 +229,8 @@ wholesale,-0.0109062544842094,-0.0143244650013171 wilt,0.0213563099720738,0.123486018597715 wine,-0.0922972927961236,-0.0458894199843535 wine_quality,0.0535634691253188,-0.0259320495784503 -winsconsin,-0.0387038507587349,0.062082899752334 -wpbc,0.049352193972324,0.016680941047106 -wpbc_no_Nas,0.0488205408118258,0.0162012500864046 +winsconsin,-0.0387038507587349,0.0620828997523341 +wpbc,0.049352193972324,0.0166809410471059 +wpbc_no_Nas,0.0488205408118258,0.0162012500864045 yeast,-0.00748394878247755,-0.0406781162730135 zoo,-0.105770116501093,-0.035987569711591 diff --git a/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_3d_grouped/inputs/projection_a.csv b/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_3d_grouped/inputs/projection_a.csv index fcb4c288..47042253 100644 --- a/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_3d_grouped/inputs/projection_a.csv +++ b/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_3d_grouped/inputs/projection_a.csv @@ -1,4 +1,4 @@ Row,Max_Normalized_Entropy_attributes,Normalized_Entropy_Class_Attribute,Mean_Mutual_Information_Attribute_Class,ErrorRate_Decision_Node,Max_Feature_Efficiency_F3,Collective_Feature_Efficiency_F4,Training_Error_Linear_Classifier_L2,Fraction_Points_Class_Boundary_N1,Nonlinearity_Nearest_Neighbor_Classifier_N4 z_1,-0.00681629671093368,-0.00357565283466435,-0.0119812182463349,0.00287429228475455,-0.0163267890068284,-0.0139010205375454,0.00941842430186567,0.0188117995333015,0.0137033817998775 -z_2,-0.0331793187423759,-0.0214608038681819,-0.018896533072008,-0.027078786882427,-0.00355819900680414,-0.0024208584794321,-0.025795435527838,0.000819810681353803,2.46929935427031e-06 -z_3,-0.0390153699084269,0.0556948333637452,0.0143612137438264,-0.053411849564373,-0.00979359582235728,-0.00274121811427398,-0.0147131861815137,0.0608918549982337,0.00254798303476473 +z_2,-0.0331793187423759,-0.0214608038681819,-0.0188965330720079,-0.027078786882427,-0.00355819900680417,-0.00242085847943212,-0.025795435527838,0.000819810681353791,2.46929935427365e-06 +z_3,-0.0390153699084269,0.0556948333637452,0.0143612137438264,-0.0534118495643729,-0.00979359582235733,-0.00274121811427401,-0.0147131861815137,0.0608918549982337,0.00254798303476469 diff --git a/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_3d_grouped/outputs/pilot_z.csv b/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_3d_grouped/outputs/pilot_z.csv index 6c8cf1f7..85dacc9b 100644 --- a/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_3d_grouped/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/explore_data/pilot/pilot_pls_3d_grouped/outputs/pilot_z.csv @@ -1,73 +1,73 @@ Row,z_1,z_2,z_3 -abalone,0.0718887432522557,-0.0788320934978479,0.00109077473293469 -abalone_ori,-0.0419843206892638,-0.0337560157669813,0.0522851562548454 -appendicitis,0.0174067466274807,0.0278361686392421,0.0629817604402539 +abalone,0.0718887432522557,-0.0788320934978478,0.00109077473293477 +abalone_ori,-0.0419843206892638,-0.0337560157669813,0.0522851562548453 +appendicitis,0.0174067466274807,0.0278361686392421,0.0629817604402538 asbestos,0.0529380933471767,-0.0149527442152001,0.11451329374642 -audiology_std,-0.0895549322232783,0.0111265468590426,0.0555535361583999 -australian,0.0638704899802892,-0.0209665233521233,-0.0711510252700672 -auto1,0.124490718748936,0.0915652294619747,0.099177040641769 -auto2,0.0933800445383815,-0.0199821398514373,-0.0322636245629829 -auto4,0.0801415039879269,-0.04784335492605,-0.054584926615603 +audiology_std,-0.0895549322232783,0.0111265468590425,0.0555535361583998 +australian,0.0638704899802892,-0.0209665233521232,-0.0711510252700671 +auto1,0.124490718748936,0.0915652294619747,0.0991770406417691 +auto2,0.0933800445383815,-0.0199821398514373,-0.0322636245629827 +auto4,0.0801415039879269,-0.04784335492605,-0.0545849266156028 auto5,0.0130496876661093,-0.0173626509657764,0.0137235498265941 auto6_1,0.024475726024524,-0.0241146756696985,0.0798087861055752 -auto6_2,0.0366459346797865,-0.0084788449868264,0.0935315132433295 +auto6_2,0.0366459346797864,-0.00847884498682641,0.0935315132433296 auto6_3,-0.00407831521400515,-0.0351881105423734,0.0763900322102283 auto7_1,0.0966206329746424,-0.0368263273863222,0.0584430056288934 -auto7_2,0.119846418628873,-0.0610083769836248,0.0170010535978904 +auto7_2,0.119846418628873,-0.0610083769836249,0.0170010535978904 auto7_3,0.0924038958645049,-0.0278714465753732,0.0688471759770422 auto8,-0.0347125367516341,0.0305134045964139,0.12284062199119 -automobile,-0.0631646182441409,-0.174009980571612,-0.0756198040818808 -bach,-0.0932451197318357,-0.00687722920131859,0.0838925235104029 -balance,0.0617168468545142,0.041026028281952,0.0289081334948832 -banana,0.0920465999231195,-0.0639718438375849,-0.144997396404179 -banknote,-0.0624819488192667,0.0344294539137322,-0.0860619011438896 -bankruptcy,-0.0274760257777439,-0.0585111961102046,0.0169301525366719 -blogger,0.0964923991529285,-0.0241343979102733,0.00918012864305932 -blood,0.111286963108503,0.00897846538044366,0.0136664020961894 +automobile,-0.0631646182441409,-0.174009980571612,-0.075619804081881 +bach,-0.0932451197318357,-0.0068772292013186,0.0838925235104028 +balance,0.0617168468545141,0.0410260282819521,0.0289081334948834 +banana,0.0920465999231195,-0.0639718438375848,-0.144997396404179 +banknote,-0.0624819488192667,0.0344294539137322,-0.0860619011438895 +bankruptcy,-0.0274760257777439,-0.0585111961102046,0.0169301525366717 +blogger,0.0964923991529285,-0.0241343979102733,0.00918012864305933 +blood,0.111286963108503,0.00897846538044371,0.0136664020961894 breast,0.101687725116782,-0.0543454527092485,-0.0256584578919719 breast_cancer,0.106219220100445,-0.0510704944785965,-0.0283114874321878 -breast_cancer_wis_dia,-0.0368694176793191,0.0628963540524817,0.0302654529486674 -breast_cancer_wis_dia_no_Nas,-0.0403799543825927,0.0610049349275218,0.0279724512993615 +breast_cancer_wis_dia,-0.0368694176793191,0.0628963540524818,0.0302654529486676 +breast_cancer_wis_dia_no_Nas,-0.0403799543825927,0.0610049349275219,0.0279724512993617 breast_cancer_wis_ori,-0.088990461641211,0.0414555342347849,-0.00501906567586779 -breast_cancer_wis_pro2,0.0350460798415849,-0.050428344447364,-0.0434664314500782 -breast_tissue,-0.0604407924167743,-0.0630628114619158,0.110874415386815 -breast_tissue_merged,-0.083040630634367,-0.0440022668654086,0.0781784888698318 +breast_cancer_wis_pro2,0.0350460798415849,-0.0504283444473641,-0.0434664314500783 +breast_tissue,-0.0604407924167743,-0.0630628114619159,0.110874415386815 +breast_tissue_merged,-0.083040630634367,-0.0440022668654087,0.0781784888698318 bupa,0.120630024186627,-0.0560686522529161,-0.0061700208448408 -car,0.0108461525531561,0.070500998118143,0.0249319630641246 +car,0.0108461525531561,0.0705009981181429,0.0249319630641246 cardio10,-0.0552178858076857,-0.0314935554223178,0.041024532756632 -cardio3,-0.00117072016295588,0.0378816485410594,-0.0481192933619795 -chess-krkp,0.0469885495600021,0.0863160909965682,-0.0182134875746239 -chronic_kidney_disease,-0.103284668914327,0.00993308873334321,-0.110791624794707 +cardio3,-0.00117072016295588,0.0378816485410594,-0.0481192933619794 +chess-krkp,0.0469885495600021,0.0863160909965682,-0.0182134875746237 +chronic_kidney_disease,-0.103284668914327,0.0099330887333432,-0.110791624794707 chronic_kidney_disease_full,-0.10265848814241,0.00403382241218985,-0.122427697217512 chronic_kidney_disease_full_no_Nas,-0.10816143207877,0.0704625091856455,0.033952136781384 cilinder,0.0538787490349234,-0.131201529412257,-0.131969720377528 cilinder_no_NAs,0.0658017868784788,-0.130779351511384,-0.120303908820982 -climate,0.00340172104976673,0.091579553091954,-0.0376949327369198 +climate,0.00340172104976672,0.091579553091954,-0.0376949327369198 cnae9,-0.0273637885554532,0.101452995733712,0.111525189003381 coil2000,0.0630795308296945,0.105192236270383,-0.0630562763666423 -congressional,0.00962206415853697,0.132504637214735,0.12679093342061 +congressional,0.00962206415853698,0.132504637214735,0.12679093342061 congressional_no_Nas,0.0144416431459285,0.122254216807075,0.141748282044568 -connectionist_sonar,0.0280248134190057,-0.0206994980590585,-0.0470310026924194 -connectionist_vowel,-0.0684149047817716,-0.0892759120068748,-0.0194464543772803 -contraceptive,0.122355617296764,-0.0547846656588293,0.00744924478053397 -credit,0.0532718788327211,-0.0506910221321872,-0.0916828235277239 -credit_no_Nas,0.0471887566344802,-0.0512885358097508,-0.0953913536093718 -crx,0.0507376526881058,-0.0497177966184891,-0.0921632258749584 +connectionist_sonar,0.0280248134190057,-0.0206994980590585,-0.0470310026924193 +connectionist_vowel,-0.0684149047817716,-0.0892759120068749,-0.0194464543772805 +contraceptive,0.122355617296764,-0.0547846656588293,0.00744924478053396 +credit,0.0532718788327211,-0.0506910221321872,-0.0916828235277238 +credit_no_Nas,0.0471887566344802,-0.0512885358097507,-0.0953913536093717 +crx,0.0507376526881058,-0.0497177966184891,-0.0921632258749583 dermatology,-0.109011591806101,-0.0496074838399021,-0.0322754295124696 diabetic,0.122860499495792,-0.0503029307598537,-0.0312717004546619 -dresses,0.135416627483698,-0.0535988389538852,0.000864479560937222 -echocardio,-0.0818276358853126,0.0401185886966465,0.0705858780462387 -echocardio_no_Nas,-0.0524281692037454,0.033118951744282,0.0744400372686831 -ecoli,-0.0692458463621668,-0.0345725828948884,0.0214951457308836 -fertility,0.0782223924158126,0.0929032210914617,0.0555747758656969 -firm,0.0326739494153089,0.191146767593265,0.0148401836776599 -first,-0.0428079454218707,0.0288407829825277,-0.208516489085397 -flare,-0.00674551233863941,0.0260051168204896,0.08147596518931 +dresses,0.135416627483698,-0.0535988389538852,0.000864479560937284 +echocardio,-0.0818276358853126,0.0401185886966464,0.0705858780462386 +echocardio_no_Nas,-0.0524281692037454,0.0331189517442819,0.074440037268683 +ecoli,-0.0692458463621668,-0.0345725828948885,0.0214951457308835 +fertility,0.0782223924158126,0.0929032210914617,0.055574775865697 +firm,0.0326739494153089,0.191146767593265,0.0148401836776602 +first,-0.0428079454218707,0.0288407829825278,-0.208516489085397 +flare,-0.00674551233863941,0.0260051168204895,0.08147596518931 forest,-0.0466437247212566,-0.0732206614479799,-0.0178408314620838 -fourclass,0.00203860735532396,-0.0350953411680166,-0.167152649655083 -gesture_raw,0.0347254707445491,-0.0441065272411068,-0.074821712660353 -gesture_va,0.0652514206445768,-0.0439748079863776,-0.004651390805175 -glass,-0.028962060522531,-0.0562928579472254,0.0493247097696347 +fourclass,0.00203860735532396,-0.0350953411680165,-0.167152649655083 +gesture_raw,0.0347254707445491,-0.0441065272411067,-0.0748217126603531 +gesture_va,0.0652514206445768,-0.0439748079863775,-0.00465139080517497 +glass,-0.0289620605225309,-0.0562928579472254,0.0493247097696346 grammatical_a1,0.00898418783615085,0.00655960179338797,0.0240992557433651 grammatical_a2,-0.0837935399084064,0.0556420979073165,-0.0119567038482449 grammatical_a3,-0.0342864183894494,0.0375464328539367,0.0484853376820905 @@ -76,161 +76,161 @@ grammatical_a5,-0.0080790473964236,0.00179649708256536,-0.0219597928717278 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-tic,0.132415760251662,0.0529088334229054,0.0727349098701761 -titanic,0.12998499555304,0.0732534852813696,0.0859258788156081 -trains,-0.0519836754050291,-0.124805376339076,0.0665348352156778 -turkiye,0.0849680336847445,0.0957905476090264,0.17164313628014 -twonorm,-0.00205846970178335,0.0334232707728148,-0.113311046821496 -urban,-0.0909779234606293,-0.0312694843500513,0.0655819623691014 -user,-0.0303306002922376,-0.0625795617620124,0.0315758359212941 -vert2,0.0346335793996738,-0.0218839898533533,0.00678235041977798 -vert3,-0.0140728324360796,-0.0251321747132176,0.095150441464956 -wall2,-0.101724250774914,-0.0306581613841324,-0.0407420117893894 -wall24,-0.0388948779465259,-0.0300029340275904,-0.0182148187637847 +thyroid_sick,0.0127501999710015,0.117979394248155,-0.0847171302825672 +thyroid_sick_no_Nas,0.0181783969881361,0.106067667562634,-0.0765365457974301 +tic,0.132415760251662,0.0529088334229054,0.0727349098701763 +titanic,0.12998499555304,0.0732534852813697,0.0859258788156082 +trains,-0.0519836754050291,-0.124805376339076,0.0665348352156777 +turkiye,0.0849680336847445,0.0957905476090265,0.17164313628014 +twonorm,-0.00205846970178335,0.0334232707728149,-0.113311046821495 +urban,-0.0909779234606293,-0.0312694843500513,0.0655819623691013 +user,-0.0303306002922376,-0.0625795617620124,0.031575835921294 +vert2,0.0346335793996738,-0.0218839898533533,0.00678235041977793 +vert3,-0.0140728324360796,-0.0251321747132176,0.0951504414649559 +wall2,-0.101724250774914,-0.0306581613841324,-0.0407420117893895 +wall24,-0.0388948779465259,-0.0300029340275904,-0.0182148187637848 wall4,-0.0843465187271027,-0.0690467011808855,-0.118684227260829 -wave,0.00397561732596249,-0.0311945995350273,-0.0331657631986527 -wave2,0.00645884766929912,-0.0120325624415912,-0.0218778552646082 +wave,0.00397561732596249,-0.0311945995350273,-0.0331657631986526 +wave2,0.00645884766929912,-0.0120325624415912,-0.0218778552646081 weight,-0.132668647338916,-0.0277735140212884,-0.0792033303435135 -wholesale,-0.0109062544842094,-0.0143244650013171,-0.00278358625123563 +wholesale,-0.0109062544842094,-0.0143244650013171,-0.00278358625123566 wilt,0.0213563099720738,0.123486018597715,-0.0677592181921224 -wine,-0.0922972927961236,-0.0458894199843535,-0.0372793756056884 -wine_quality,0.0535634691253188,-0.0259320495784503,-0.0692471064155873 -winsconsin,-0.0387038507587349,0.062082899752334,0.0304309791240832 -wpbc,0.049352193972324,0.016680941047106,0.0310026514521135 -wpbc_no_Nas,0.0488205408118258,0.0162012500864046,0.0303962395906291 -yeast,-0.00748394878247755,-0.0406781162730135,-0.00302592336608304 +wine,-0.0922972927961236,-0.0458894199843535,-0.0372793756056883 +wine_quality,0.0535634691253188,-0.0259320495784503,-0.0692471064155874 +winsconsin,-0.0387038507587349,0.0620828997523341,0.0304309791240834 +wpbc,0.049352193972324,0.0166809410471059,0.0310026514521134 +wpbc_no_Nas,0.0488205408118258,0.0162012500864045,0.030396239590629 +yeast,-0.00748394878247755,-0.0406781162730135,-0.00302592336608309 zoo,-0.105770116501093,-0.035987569711591,0.0376508619469452 diff --git a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_analytic_3d/inputs/projection_a.csv b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_analytic_3d/inputs/projection_a.csv index b6c959a9..8af22b90 100644 --- a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_analytic_3d/inputs/projection_a.csv +++ b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_analytic_3d/inputs/projection_a.csv @@ -1,4 +1,4 @@ Row,Max_Normalized_Entropy_attributes,Normalized_Entropy_Class_Attribute,Mean_Mutual_Information_Attribute_Class,ErrorRate_Decision_Node,Max_Feature_Efficiency_F3,Collective_Feature_Efficiency_F4,Training_Error_Linear_Classifier_L2,Fraction_Points_Class_Boundary_N1,Nonlinearity_Nearest_Neighbor_Classifier_N4 -z_1,0.26948666733468,0.0395296872963028,0.0599109357111792,0.200604965923078,0.436674537836446,0.400767905345424,0.0615875418485439,-1.24592197418191,-0.475600498417098 -z_2,0.290860119284861,-0.216814342313368,-0.534756413476241,0.768444315793875,-0.0882296634536956,-0.101375053661426,0.717784893376212,-0.917278828240395,-0.0389210055068589 -z_3,0.426616053249686,0.560154637113446,0.395820295131979,0.376484478510939,-0.101419617489999,0.0904583338794027,0.452322050443096,-0.007000470260414,-0.0681805036323873 +z_1,0.269486667334679,0.039529687296303,0.0599109357111788,0.200604965923077,0.436674537836446,0.400767905345424,0.0615875418485438,-1.24592197418191,-0.475600498417098 +z_2,0.290860119284862,-0.216814342313368,-0.534756413476241,0.768444315793874,-0.0882296634536953,-0.101375053661426,0.717784893376212,-0.917278828240395,-0.0389210055068589 +z_3,0.426616053249686,0.560154637113446,0.395820295131978,0.376484478510939,-0.101419617489999,0.0904583338794026,0.452322050443096,-0.00700047026041429,-0.0681805036323871 diff --git a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_analytic_3d/outputs/pilot_z.csv b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_analytic_3d/outputs/pilot_z.csv index 13058e5e..d287f246 100644 --- a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_analytic_3d/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_analytic_3d/outputs/pilot_z.csv @@ -1,236 +1,236 @@ Row,z_1,z_2,z_3 -abalone,-2.46967803909387,0.445716433082299,1.26915080450312 -abalone_ori,0.737545102432977,-1.27214459897792,0.636478739102305 -appendicitis,-0.984439941330223,-0.812465734147446,-0.44457470361831 -asbestos,-2.3375542478966,-0.980865116799569,0.405325383429904 -audiology_std,2.90542229908513,-0.544838752050255,0.134474862502356 -australian,-1.50477381007145,1.46384515882666,0.223349026486721 -auto1,-3.85664526183512,0.201757457262422,-1.39159784510343 -auto2,-2.52833468818094,1.58322992704485,0.230525653736182 -auto4,-1.82355630312072,2.11091806196125,0.769107700842142 -auto5,-0.260221866859777,0.581836120127617,0.440848251142431 -auto6_1,-0.782256044040473,0.0514233810157045,0.752005207003733 -auto6_2,-1.15890383020057,0.02020567268483,0.505262821098669 -auto6_3,-0.0107971760114689,-0.17433710132168,0.956862292178567 +abalone,-2.46967803909387,0.445716433082298,1.26915080450312 +abalone_ori,0.737545102432977,-1.27214459897792,0.636478739102306 +appendicitis,-0.984439941330222,-0.812465734147446,-0.444574703618309 +asbestos,-2.3375542478966,-0.98086511679957,0.405325383429904 +audiology_std,2.90542229908513,-0.544838752050254,0.134474862502356 +australian,-1.50477381007145,1.46384515882666,0.22334902648672 +auto1,-3.85664526183512,0.201757457262421,-1.39159784510343 +auto2,-2.52833468818094,1.58322992704484,0.230525653736181 +auto4,-1.82355630312072,2.11091806196125,0.76910770084214 +auto5,-0.260221866859777,0.581836120127617,0.44084825114243 +auto6_1,-0.782256044040473,0.0514233810157048,0.752005207003733 +auto6_2,-1.15890383020057,0.0202056726848302,0.505262821098669 +auto6_3,-0.0107971760114689,-0.17433710132168,0.956862292178566 auto7_1,-2.95703304912203,0.668724709932205,0.680916170622832 -auto7_2,-3.52484337187329,1.42270194631732,0.906158353884051 +auto7_2,-3.52484337187329,1.42270194631732,0.90615835388405 auto7_3,-2.78005319740855,0.656247133628554,0.588385915354505 -auto8,0.462697303047475,-1.47989231052148,-0.0539123530505222 -automobile,1.96641596914403,0.606922879380828,2.78179779068266 -bach,2.32413525614356,-1.85263528616625,0.389486142314412 -balance,-1.89853999126236,0.156495577022201,-0.490805809980466 -banana,-1.43534317908818,3.26434538123652,0.829133381336436 +auto8,0.462697303047476,-1.47989231052148,-0.0539123530505224 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-chronic_kidney_disease,3.50022640226407,0.0791731241550681,-0.283223732185932 -chronic_kidney_disease_full,3.54392932457238,0.24658304881408,-0.201204466915305 +chess-krkp,-1.21838799501599,0.558200902748782,-1.49919572392394 +chronic_kidney_disease,3.50022640226407,0.0791731241550681,-0.283223732185933 +chronic_kidney_disease_full,3.54392932457238,0.24658304881408,-0.201204466915306 chronic_kidney_disease_full_no_Nas,2.7358925470741,-2.08098594075671,-1.05827849209376 cilinder,-1.27244393056926,2.00510076501631,1.69589884615753 cilinder_no_NAs,-1.51656274874794,2.21988706245539,1.77119313244077 -climate,-0.0322161424846459,-0.142475495290401,-1.78889752176916 -cnae9,1.32997056652783,-0.293536542046301,-1.00475042729 +climate,-0.0322161424846454,-0.142475495290402,-1.78889752176916 +cnae9,1.32997056652784,-0.2935365420463,-1.00475042729 coil2000,-1.8225650854102,0.128232495849919,-2.22619936809367 congressional,-0.735489216656131,-1.68198152417802,-1.65720879887145 congressional_no_Nas,-1.02054718194547,-1.79882439445628,-1.4624495559875 -connectionist_sonar,-0.329156330869118,1.33442095968281,0.471868536742157 -connectionist_vowel,2.22589440318238,-0.0276709903441698,1.53218107419464 -contraceptive,-3.62195786050351,1.34633622338012,0.777068473100615 -credit,-1.28027665019783,1.40143620563109,0.608336790232645 -credit_no_Nas,-1.08208417068863,1.38789780380088,0.622253377215704 +connectionist_sonar,-0.329156330869118,1.33442095968281,0.471868536742156 +connectionist_vowel,2.22589440318238,-0.0276709903441686,1.53218107419464 +contraceptive,-3.62195786050351,1.34633622338012,0.777068473100614 +credit,-1.28027665019783,1.40143620563109,0.608336790232644 +credit_no_Nas,-1.08208417068864,1.38789780380088,0.622253377215703 crx,-1.21496233565374,1.36823829247936,0.584129189714284 dermatology,3.48677005223999,-0.231324235606016,1.01344475210639 -diabetic,-3.46751670954581,1.71754203144281,0.574153413745035 +diabetic,-3.46751670954581,1.7175420314428,0.574153413745034 dresses,-4.02128903353317,1.49894353328536,0.727549566538473 echocardio,1.62609869274893,-2.12954941518647,-0.677373644631985 -echocardio_no_Nas,1.55619570914879,-0.699996993407793,-0.388401564232458 -ecoli,1.97569971288842,-0.662373782843847,0.750472473166694 -fertility,-2.55125287145642,-0.319582262646506,-1.6033197439462 -firm,-0.767677198579032,-0.36648211597225,-3.12500936051339 -first,2.47541526348301,1.86963242888253,-0.768446541989016 +echocardio_no_Nas,1.55619570914879,-0.699996993407792,-0.388401564232458 +ecoli,1.97569971288842,-0.662373782843846,0.750472473166694 +fertility,-2.55125287145641,-0.319582262646506,-1.6033197439462 +firm,-0.767677198579031,-0.366482115972252,-3.12500936051339 +first,2.47541526348301,1.86963242888253,-0.768446541989017 flare,0.146366548756629,-0.477630698964741,-0.140204184731685 forest,1.54774724709616,0.204275764015688,1.40388151550224 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tao,1.16471884352697,1.26232442358949,0.237185947524885 teaching,-1.95690265150138,1.66540941202282,2.85135683165341 texture,3.43116823571408,-1.12099466500054,0.918104078624101 -thyroid_allbp,0.83743472495517,0.0473615350533054,-2.74373467088129 -thyroid_allbp_no_Nas,0.776191643743499,0.0262897466518684,-2.69518780898818 -thyroid_allhyper,2.12099377933434,-0.22641456184418,-2.98134942789541 -thyroid_allhypo,1.09015174285723,-0.168422837112623,-2.38571245416765 +thyroid_allbp,0.83743472495517,0.0473615350533055,-2.74373467088129 +thyroid_allbp_no_Nas,0.7761916437435,0.0262897466518685,-2.69518780898818 +thyroid_allhyper,2.12099377933434,-0.226414561844179,-2.98134942789541 +thyroid_allhypo,1.09015174285723,-0.168422837112622,-2.38571245416765 thyroid_allhypo_no_Nas,1.6806434864343,-0.24888955738551,-2.28737981203727 -thyroid_allrep,1.59956367362828,-0.213458678784931,-2.90282139419641 +thyroid_allrep,1.59956367362828,-0.21345867878493,-2.90282139419641 thyroid_allrep_no_Nas,1.60433262062174,-0.252374300208239,-2.99893125896697 thyroid_ann,1.34905079773998,-0.625419975430924,-2.45697801167317 thyroid_ann_no_Nas,1.34905079773998,-0.625419975430924,-2.45697801167317 -thyroid_dis,0.0742907218026955,-0.00243636879552132,-3.11396971247852 -thyroid_dis_no_Nas,-0.0615174403489319,0.00644324070368612,-3.12981382580561 -thyroid_hypothyroid,0.483719241361727,0.0380662279945707,-2.5659810361723 -thyroid_new_thyroid,2.2233775371968,0.120684611893828,0.614629520825953 -thyroid_new_thyroid_no_Nas,2.2233775371968,0.120684611893828,0.614629520825953 -thyroid_sick,0.100401554486429,0.398244636692104,-2.33447561377372 -thyroid_sick_no_Nas,-0.0605034059358948,0.497638626254313,-2.12009318242179 -tic,-3.85405052705902,0.877963528782763,-0.749101683785578 -titanic,-4.20247974203475,0.0242899763555846,-1.1555889219708 +thyroid_dis,0.0742907218026965,-0.00243636879552165,-3.11396971247852 +thyroid_dis_no_Nas,-0.0615174403489306,0.00644324070368571,-3.12981382580561 +thyroid_hypothyroid,0.483719241361727,0.0380662279945703,-2.5659810361723 +thyroid_new_thyroid,2.2233775371968,0.120684611893829,0.614629520825953 +thyroid_new_thyroid_no_Nas,2.2233775371968,0.120684611893829,0.614629520825953 +thyroid_sick,0.10040155448643,0.398244636692104,-2.33447561377372 +thyroid_sick_no_Nas,-0.0605034059358941,0.497638626254313,-2.12009318242179 +tic,-3.85405052705902,0.877963528782763,-0.749101683785579 +titanic,-4.20247974203475,0.0242899763555834,-1.1555889219708 trains,0.277863138409663,-1.71295045733621,2.06201723015516 turkiye,-2.69788140256649,-0.64846706103811,-1.14186291950725 -twonorm,0.644541494265947,0.960994217223286,-0.612332423469129 +twonorm,0.644541494265946,0.960994217223285,-0.612332423469129 urban,2.28328401818225,-1.46011909588823,0.844094091855408 -user,0.979422997094577,0.0624306802943336,1.19056170619288 -vert2,-1.03295451703704,0.435051422579896,0.232042108614259 +user,0.979422997094577,0.0624306802943345,1.19056170619288 +vert2,-1.03295451703704,0.435051422579897,0.232042108614259 vert3,-0.177303476507305,-1.16301376602144,0.581467226355535 wall2,3.31224722860129,-0.294351507374538,0.592260791209239 wall24,1.17971158759741,-0.189635180179156,0.50583835274555 -wall4,3.16056017273891,0.867419630618872,1.05386287608118 -wave,-0.0895224619033459,0.334807123750519,0.519411432293227 -wave2,-0.161176462171247,0.31318723611604,0.155573348097475 -weight,3.98423150197288,-0.693047991002725,0.481879827789246 -wholesale,0.469551125574458,0.211788829061656,0.217386286918907 -wilt,-0.41795606409422,0.0081480386606988,-2.47393518816928 -wine,2.87503803652144,-0.198091947804904,0.898890589570463 +wall4,3.16056017273891,0.867419630618873,1.05386287608118 +wave,-0.0895224619033466,0.334807123750518,0.519411432293227 +wave2,-0.161176462171247,0.313187236116039,0.155573348097474 +weight,3.98423150197288,-0.693047991002725,0.481879827789245 +wholesale,0.469551125574458,0.211788829061657,0.217386286918907 +wilt,-0.417956064094219,0.00814803866069834,-2.47393518816928 +wine,2.87503803652144,-0.198091947804904,0.898890589570462 wine_quality,-1.03861255273509,1.5169214236868,0.196487636158049 winsconsin,0.812030545283209,-1.38145712062909,-0.795973969088583 -wpbc,-1.6615286014783,0.108697218541771,-0.33200450459503 +wpbc,-1.6615286014783,0.108697218541771,-0.332004504595031 wpbc_no_Nas,-1.64473755109595,0.108844788296373,-0.329369399761178 -yeast,0.331621166241562,0.248343658043118,0.692234521158186 -zoo,3.04150351730452,-0.990307379864401,0.939984540607581 +yeast,0.331621166241562,0.248343658043119,0.692234521158187 +zoo,3.04150351730452,-0.9903073798644,0.939984540607581 diff --git a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_precalc/inputs/projection_a.csv b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_precalc/inputs/projection_a.csv index 1de91394..8884c252 100644 --- a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_precalc/inputs/projection_a.csv +++ b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_precalc/inputs/projection_a.csv @@ -1,4 +1,4 @@ Row,Max_Normalized_Entropy_attributes,Normalized_Entropy_Class_Attribute,Mean_Mutual_Information_Attribute_Class,ErrorRate_Decision_Node,Max_Feature_Efficiency_F3,Collective_Feature_Efficiency_F4,Training_Error_Linear_Classifier_L2,Fraction_Points_Class_Boundary_N1,Nonlinearity_Nearest_Neighbor_Classifier_N4 -z_1,-0.513926035337529,0.170178421873601,0.163512207597763,-0.161753962653984,0.0418586138870788,-0.0390591996696554,-0.312816955753592,0.219255536818405,-0.124610247387772 -z_2,-0.158215288725776,0.188778608140756,0.0250631505016741,0.124141121535148,-0.223696217044486,-0.215981953271316,0.142373494910234,0.570361832238941,0.159415854028428 -z_3,-0.190222530988172,-0.356620316760628,-0.174042324692759,-0.294553341184477,-0.0101125204496605,-0.042889738578595,-0.297458265719354,-0.0192428283945387,0.0684165487151954 +z_1,-0.513926483862771,0.170178307748691,0.163512484112666,-0.161754765370229,0.0418585924058077,-0.0390592840455842,-0.31281669427166,0.219255686331849,-0.124610611186657 +z_2,-0.158215500606315,0.188778616143522,0.025063196624555,0.124140697121737,-0.223696033186841,-0.215981983374346,0.142373767664475,0.570362148451403,0.159416144751879 +z_3,-0.190222703322297,-0.356620602333401,-0.174042322113973,-0.294553447374495,-0.0101123173502519,-0.042890011406017,-0.297458464940955,-0.0192428685090244,0.0684164989893592 diff --git a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_z.csv b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_z.csv index ccea3a50..b82488de 100644 --- a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_z.csv @@ -1,236 +1,236 @@ Row,z_1,z_2,z_3 -abalone,-0.445110067991358,1.58914775261801,-0.739302831764367 -abalone_ori,0.366910310845552,-0.335907788968013,-0.26382090988343 -appendicitis,0.186430723418918,0.291082604170363,0.266039243284818 -asbestos,0.275254712731872,1.24515848519402,-0.21127423230798 -audiology_std,1.04690134689275,-1.10858725371723,-0.26137736277719 -australian,-0.34511014573924,1.02082336657409,-0.215730982649045 -auto1,0.623175719828747,1.88927876955092,0.642869011146468 -auto2,-0.580470325294784,1.54593727857512,-0.309422044695566 -auto4,-0.529203523543201,1.48635422846224,-0.689530281701577 -auto5,0.047652877534194,0.489646446644962,-0.459888972480088 -auto6_1,0.148748290111044,0.735301629261963,-0.507559542510846 -auto6_2,0.297672527181586,0.907692485633866,-0.38204140277508 -auto6_3,0.270767790738304,0.423259028405169,-0.6734892053195 -auto7_1,-0.382620802591239,1.75363628311846,-0.457651980960278 -auto7_2,-0.625884729007359,2.23172407109538,-0.732040977526628 -auto7_3,-0.186820261049331,1.71764058158422,-0.44479791976937 -auto8,0.949758784739083,-0.152602755332547,-0.0326187806127795 -automobile,-1.27760052754879,-0.514762876695018,-1.55549206312407 -bach,0.758209791970589,-1.21089476111689,-0.0892862507732252 -balance,0.808277303362821,1.17074710090066,0.190553638569091 -banana,-1.37377443064649,1.112335280272,-0.529293136292784 -banknote,-0.00687754081445395,-1.46220919380084,0.508205984073413 -bankruptcy,0.0391393712784155,-0.0434311896624975,-0.892750621077895 -blogger,-0.679752410025696,1.43555766670438,-0.255197980926402 -blood,-0.672108234810937,1.5405234097234,0.261677316489217 -breast,-1.21121206769518,1.54225063619065,-0.340518913468888 -breast_cancer,-1.22100501543704,1.57455243521367,-0.317740393531488 -breast_cancer_wis_dia,0.802732789827431,-0.717854496462869,0.696854341959553 -breast_cancer_wis_dia_no_Nas,0.814747957800504,-0.7557580702113,0.670459850822005 -breast_cancer_wis_ori,0.455832927033979,-1.56911283842039,0.509137197370154 -breast_cancer_wis_pro2,-1.26715473332244,0.42577730716176,-0.285087936690706 -breast_tissue,0.731661437557566,-0.161889724574694,-0.901607532150293 -breast_tissue_merged,0.690562284683174,-0.742233793925168,-0.689177012193459 -bupa,-0.939073064906833,2.0346353776301,-0.564780750605845 -car,0.855429316867453,0.0936777031834578,0.472803947223762 -cardio10,0.345591106163232,-0.590091643160937,-0.375649222608683 -cardio3,-0.18133218273757,-0.467072081351805,0.554721751711863 -chess-krkp,0.937741244416678,0.714000806974524,0.587454422552225 -chronic_kidney_disease,0.288455267569631,-1.78475414733796,0.162664525418716 -chronic_kidney_disease_full,0.253216255263027,-1.75770930443114,0.0984944201264273 -chronic_kidney_disease_full_no_Nas,0.862016111288871,-1.88612591461406,0.787126786662015 -cilinder,-1.99745734317943,0.840589960771933,-0.959665904898683 -cilinder_no_NAs,-2.1029190067231,0.992281895015831,-1.00375950997607 -climate,-0.167590478086995,-0.659701205272463,1.14065752631158 -cnae9,1.38827066446378,-0.510463146420361,0.448070984354999 -coil2000,-0.776339215642143,-0.130685247636785,1.59799582592077 -congressional,1.76275797818794,0.13414300659256,1.05177157334162 -congressional_no_Nas,1.83812626888637,0.365267475104094,0.9007227877718 -connectionist_sonar,-0.247002231684952,0.528535294229332,-0.418327602216932 -connectionist_vowel,-0.581259752826041,-0.94829780023101,-0.747165773422528 -contraceptive,-0.741123365920011,2.15133661462331,-0.578486916217493 -credit,-0.883303882150113,0.780931457747945,-0.331208676824866 -credit_no_Nas,-0.888058187464677,0.675189692152676,-0.330347643690904 -crx,-0.892860481920932,0.729247012872853,-0.312397977500902 -dermatology,0.489019047800298,-1.33787145028888,-0.643641412488297 -diabetic,-0.966831754971766,1.99942612796219,-0.466879085174988 -dresses,-0.830857218015491,2.34805458363713,-0.568714252883286 -echocardio,0.737661086166344,-1.1701651875994,0.412974871321767 -echocardio_no_Nas,0.638956025992722,-0.753580848647827,0.0822593105966862 -ecoli,0.537631046338197,-0.712137814236019,-0.462246366408452 -fertility,0.0938044794620836,0.760596498257205,1.02008891379641 -firm,1.25031985348011,-0.209201449659241,1.82288937312124 -first,-0.413252421906765,-1.34104007546244,0.451299606858078 -flare,1.19235056733776,0.292057292689917,-0.115647067675401 -forest,-0.0515021826565042,-0.340534480385038,-0.838454237502883 -fourclass,-0.849058947387142,-0.449846091245877,-0.1960932982475 -gesture_raw,-0.684161616829725,0.325166387764504,-0.321750779837968 -gesture_va,-0.48803077547612,1.11499970417138,-0.418987399820598 -glass,0.373684996819459,0.0963066137210537,-0.777713332089561 -grammatical_a1,-0.196181073949909,0.106003887384625,0.144662885659599 -grammatical_a2,0.412731493725427,-1.59304806294527,0.738318324111083 -grammatical_a3,0.369802649157698,-0.580394148269991,0.487466474872161 -grammatical_a4,-0.151175409865665,-0.834265599106646,0.495563953899724 -grammatical_a5,-0.180463903754331,-0.20919748194167,0.0815638806419433 -grammatical_a6,0.24624593512875,-1.35147605295736,0.709540583262875 -grammatical_a7,-0.0879487360200664,-0.795642702184397,0.651829811275773 -grammatical_a8,0.111789290470131,-0.44799822643722,0.386014236647795 -grammatical_a9,0.156359111758704,-0.63135622200704,0.464391967949807 -grammatical_b1,-0.443734967014932,-0.114135933401524,0.0973193784879393 -grammatical_b2,-0.419847345111853,-0.265299405288733,0.281550293434175 -grammatical_b3,0.205476953398198,-0.490015085732701,0.351057109001997 -grammatical_b4,0.0528304419919989,-0.600690655670969,0.544237743355818 -grammatical_b5,-0.538198698972684,0.0285393566808789,-0.389282488389804 -grammatical_b6,-0.182467384507451,-0.636979445787596,0.487341735418185 -grammatical_b7,0.0502084698643994,-0.692516736434423,0.63027377876647 -grammatical_b8,0.224403873081914,-0.76296191279621,0.438917847917489 -grammatical_b9,-0.262079774806541,0.0179782592523959,0.204199899785032 -haberman,-0.384482325306243,1.86281679763556,0.0381655339048384 -hayes,0.275136795965147,1.85637428590227,-1.08431439379704 -heart_cleverland,0.109045180993826,1.0046910493766,-0.322009552077665 -heart_cleverland_no_Nas,0.0976221372841935,1.00390659539505,-0.339015196039322 -heart_hungarian,0.174735465826193,-0.872079698082048,-0.109901193651704 -heart_hungarian_no_Nas,-0.749704193947537,-0.590701583431142,-1.19437515339781 -heart_switzerland,0.226069308165342,1.45469550685722,-0.651122578066225 -heart_switzerland_no_Nas,0.244848830426016,1.11897973407767,-1.20912483315228 -heart_va,0.173719993721407,1.08364294286608,-0.894584059411953 -heart_va_no_Nas,-0.617700261542582,0.880214557203938,-1.85137853447063 -hepatitis,-0.0861834697217224,0.216000367660061,0.145425637627057 -hepatitis_no_Nas,-0.0402202836956441,-0.0427150029094085,0.188174531537592 -hiv_1625,-1.31651369390578,0.723475123415128,-0.148511873453643 -hiv_746,-1.60480916459332,1.34161869668143,-0.852926925004038 -hiv_impens,-1.24762635330318,0.889838587053987,0.384196386504894 -hiv_schilling,-0.660504008451505,0.802275841127487,0.90736344814888 -horse_colic_lesion,0.19299330086998,0.00123061911530525,0.234407265211709 -horse_colic_outcome,-0.146028357905759,-0.0526543162350329,-0.161164598485351 -human,0.608539589382022,-1.56353769636808,-0.154104483909592 -hv_no_noise,-1.32470772023808,1.91317916884873,-0.769463583426644 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a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_x0/inputs/projection_a.csv b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_x0/inputs/projection_a.csv index 1de91394..8884c252 100644 --- a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_x0/inputs/projection_a.csv +++ b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_x0/inputs/projection_a.csv @@ -1,4 +1,4 @@ Row,Max_Normalized_Entropy_attributes,Normalized_Entropy_Class_Attribute,Mean_Mutual_Information_Attribute_Class,ErrorRate_Decision_Node,Max_Feature_Efficiency_F3,Collective_Feature_Efficiency_F4,Training_Error_Linear_Classifier_L2,Fraction_Points_Class_Boundary_N1,Nonlinearity_Nearest_Neighbor_Classifier_N4 -z_1,-0.513926035337529,0.170178421873601,0.163512207597763,-0.161753962653984,0.0418586138870788,-0.0390591996696554,-0.312816955753592,0.219255536818405,-0.124610247387772 -z_2,-0.158215288725776,0.188778608140756,0.0250631505016741,0.124141121535148,-0.223696217044486,-0.215981953271316,0.142373494910234,0.570361832238941,0.159415854028428 -z_3,-0.190222530988172,-0.356620316760628,-0.174042324692759,-0.294553341184477,-0.0101125204496605,-0.042889738578595,-0.297458265719354,-0.0192428283945387,0.0684165487151954 +z_1,-0.513926483862771,0.170178307748691,0.163512484112666,-0.161754765370229,0.0418585924058077,-0.0390592840455842,-0.31281669427166,0.219255686331849,-0.124610611186657 +z_2,-0.158215500606315,0.188778616143522,0.025063196624555,0.124140697121737,-0.223696033186841,-0.215981983374346,0.142373767664475,0.570362148451403,0.159416144751879 +z_3,-0.190222703322297,-0.356620602333401,-0.174042322113973,-0.294553447374495,-0.0101123173502519,-0.042890011406017,-0.297458464940955,-0.0192428685090244,0.0684164989893592 diff --git a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_z.csv b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_z.csv index ccea3a50..b82488de 100644 --- a/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_z.csv +++ b/tests/fixtures/matlab/current/explore_data/pilot/pilot_standard_numerical_3d_x0/outputs/pilot_z.csv @@ -1,236 +1,236 @@ Row,z_1,z_2,z_3 -abalone,-0.445110067991358,1.58914775261801,-0.739302831764367 -abalone_ori,0.366910310845552,-0.335907788968013,-0.26382090988343 -appendicitis,0.186430723418918,0.291082604170363,0.266039243284818 -asbestos,0.275254712731872,1.24515848519402,-0.21127423230798 -audiology_std,1.04690134689275,-1.10858725371723,-0.26137736277719 -australian,-0.34511014573924,1.02082336657409,-0.215730982649045 -auto1,0.623175719828747,1.88927876955092,0.642869011146468 -auto2,-0.580470325294784,1.54593727857512,-0.309422044695566 -auto4,-0.529203523543201,1.48635422846224,-0.689530281701577 -auto5,0.047652877534194,0.489646446644962,-0.459888972480088 -auto6_1,0.148748290111044,0.735301629261963,-0.507559542510846 -auto6_2,0.297672527181586,0.907692485633866,-0.38204140277508 -auto6_3,0.270767790738304,0.423259028405169,-0.6734892053195 -auto7_1,-0.382620802591239,1.75363628311846,-0.457651980960278 -auto7_2,-0.625884729007359,2.23172407109538,-0.732040977526628 -auto7_3,-0.186820261049331,1.71764058158422,-0.44479791976937 -auto8,0.949758784739083,-0.152602755332547,-0.0326187806127795 -automobile,-1.27760052754879,-0.514762876695018,-1.55549206312407 -bach,0.758209791970589,-1.21089476111689,-0.0892862507732252 -balance,0.808277303362821,1.17074710090066,0.190553638569091 -banana,-1.37377443064649,1.112335280272,-0.529293136292784 -banknote,-0.00687754081445395,-1.46220919380084,0.508205984073413 -bankruptcy,0.0391393712784155,-0.0434311896624975,-0.892750621077895 -blogger,-0.679752410025696,1.43555766670438,-0.255197980926402 -blood,-0.672108234810937,1.5405234097234,0.261677316489217 -breast,-1.21121206769518,1.54225063619065,-0.340518913468888 -breast_cancer,-1.22100501543704,1.57455243521367,-0.317740393531488 -breast_cancer_wis_dia,0.802732789827431,-0.717854496462869,0.696854341959553 -breast_cancer_wis_dia_no_Nas,0.814747957800504,-0.7557580702113,0.670459850822005 -breast_cancer_wis_ori,0.455832927033979,-1.56911283842039,0.509137197370154 -breast_cancer_wis_pro2,-1.26715473332244,0.42577730716176,-0.285087936690706 -breast_tissue,0.731661437557566,-0.161889724574694,-0.901607532150293 -breast_tissue_merged,0.690562284683174,-0.742233793925168,-0.689177012193459 -bupa,-0.939073064906833,2.0346353776301,-0.564780750605845 -car,0.855429316867453,0.0936777031834578,0.472803947223762 -cardio10,0.345591106163232,-0.590091643160937,-0.375649222608683 -cardio3,-0.18133218273757,-0.467072081351805,0.554721751711863 -chess-krkp,0.937741244416678,0.714000806974524,0.587454422552225 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a/tests/fixtures/matlab/current/explore_data/pythia/legacy_svm/inputs/z.csv b/tests/fixtures/matlab/current/explore_data/pythia/legacy_svm/inputs/z.csv index a1ace971..e0554d62 100644 --- a/tests/fixtures/matlab/current/explore_data/pythia/legacy_svm/inputs/z.csv +++ b/tests/fixtures/matlab/current/explore_data/pythia/legacy_svm/inputs/z.csv @@ -1,236 +1,236 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 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-bupa,0.564413885064664,2.72201867197295 -car,-0.596753486946262,-0.0253133497488153 -cardio10,0.508515192502015,-1.04537406296711 -cardio3,-0.660350135004222,-0.285387130036206 -chess-krkp,-0.773958579985793,0.777260531444112 -chronic_kidney_disease,-0.074199151441569,-2.30939661168132 -chronic_kidney_disease_full,0.00501797730248017,-2.28733873207169 -chronic_kidney_disease_full_no_Nas,-0.85686964503046,-2.41257485405757 -cilinder,1.14276469902693,1.46834636884392 -cilinder_no_NAs,1.18684786002281,1.684674254019 -climate,-1.38035074209701,-0.291731942570162 -cnae9,-0.521085304407174,-1.0172071974573 -coil2000,-1.98699253621674,0.819537699639365 -congressional,-1.32515773079675,-0.103682922412665 -congressional_no_Nas,-1.15175401502551,0.0953183941252153 -connectionist_sonar,0.492294777873472,0.597816487903251 -connectionist_vowel,0.998739718239173,-1.28031809816135 -contraceptive,0.575722716113584,2.78562201690104 -credit,0.365180538449099,1.2082976481959 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-heart_hungarian,0.19638853425579,-1.22435754685054 -heart_hungarian_no_Nas,1.52319487106908,-0.954315824120645 -heart_switzerland,0.713602719256904,1.48097698602524 -heart_switzerland_no_Nas,1.43682494872315,0.814412496083584 -heart_va,1.04405903510993,0.928219466053912 -heart_va_no_Nas,2.2538109687856,0.588085501204762 -hepatitis,-0.199308024594669,0.36720381119418 -hepatitis_no_Nas,-0.233634341550365,0.0402138363952876 -hiv_1625,0.134386031973868,1.38637422301637 -hiv_746,0.969809281620707,1.98855727227227 -hiv_impens,-0.543521865372681,1.7916196219072 -hiv_schilling,-1.19084589580719,1.66450531429331 -horse_colic_lesion,-0.291209002859471,0.0193455631164124 -horse_colic_outcome,0.207989510498677,-0.0717384689915894 -human,0.303305736768769,-2.29204474748551 -hv_no_noise,0.833531480034024,2.64323914936467 -hv_noise,0.805234782479827,2.65420022256706 -ilpd,-0.0223688132683306,2.14995774136863 -ilpd_no_Nas,-0.0319800763789811,2.14973671663705 -image,0.871887331142957,-2.0045516298368 -internet,-1.79481806473678,-0.789543127562106 -ionosphere,-0.177647736848488,-0.165290858037577 -iris,1.23157082508049,-1.36383001796336 -isolet,0.187624195238846,-2.49382809106309 -japanese,0.365180538449099,1.2082976481959 -japanese_no_Nas,0.371500719428591,1.07616688281721 -leaf,1.3223088170016,-2.37372308553891 -led,-0.10096126021836,0.386582836173171 -lenses,1.32863700045847,-0.559899229636371 -libras,0.739927255279999,-1.67087576456543 -liver,0.541794560585371,2.7072143992344 -lsvt,-0.00491277839526108,-0.0566946192850959 -lung,2.00952570428057,0.54428015362137 -lung_no_NAs,1.67680967583955,0.164333407429364 -lymphography,0.778410723227211,-0.521990136793678 -madelon,0.535409795281422,1.19138603943037 -mammographics,-0.263782703267055,1.33561089971637 -mammographics_no_NAs,-0.0534795729316388,1.4622662123374 -mechanical,0.213299472575552,1.59237669641278 -mice,0.386029914469042,-2.39028807151916 -mice_no_Nas,0.528551665171427,-2.43701540168743 -molecular_promoter,-0.0305104257524355,0.83096014859682 -molecular_splice,-0.351584718510555,0.936401207656521 -monks1,0.39826450317297,1.73534131212444 -monks2,-0.485611010146264,2.27229854020374 -monks3,-0.597011839319863,1.70375806223914 -multiple,0.369296677371016,-2.49220448367572 -mushroom,-0.930431281661171,-1.4808452288672 -onehund_mar,0.441717851605179,-2.7671061285153 -onehund_sha,0.336150584254992,-2.40668968659528 -onehund_tex,0.407952790017094,-2.68571786301537 -optical,-0.088944329307323,-1.61611022873249 -ozone1,-2.13851070906273,-1.13496651923048 -ozone1_no_Nas,-2.09022505124557,-1.13215207976002 -ozone8,-1.72204228569069,-0.58000060098761 -ozone8_no_Nas,-1.6456015065301,-0.478195564300261 -page,-1.37280362490441,-1.13265879654665 -pamap9,-0.904227808499726,-1.95693372383004 -parkinson_speech,-1.03962250562201,-1.66338270366237 -parkinsons,0.129494419307123,-0.485187483480113 -pen,0.276184619892168,-1.79104539805563 -phishing,-0.787273752484386,0.15059393906598 -phoneme,-0.115971705502065,0.969072047953378 -pima,0.364767824887054,2.29570646808275 -pitt1_1,-0.517275540996028,-0.173944216279521 -pitt1_2,0.14540307694186,-0.839642353538774 -pitt1_3,0.95011992524939,0.766542239171142 -pitt1_4,0.709442916406877,0.545300379723093 -pitt2_1,-0.574599973800078,0.215587607460579 -pitt2_2,0.0934543745211887,-0.805699631079416 -pitt2_3,0.974056916296794,0.847460306934735 -pitt2_4,0.634512807138706,0.714653229087545 -planning,-0.0941224135997981,2.38754934733912 -post,-0.531131860413889,1.87143643202152 -primary,0.731688072080197,2.0036631079932 -qsar,-0.114189339667192,0.91559570090617 -qualitative,0.841048683315302,-0.269585119312733 -ring,0.245271460518858,1.8100494289944 -robot1,0.845635681303778,-1.53694747584423 -robot2,0.179846716029856,-1.13368191137539 -robot3,0.137410137860719,-1.08049289900147 -robot4,0.101006438217445,-1.36666363287942 -robot5,0.850627461074856,-0.799554708828574 -saheart,0.214342780385188,2.42819112665623 -satimage,0.495683800424144,-1.29691587397459 -secom,-1.60624330299319,-1.48257195317225 -seeds,0.934128780340471,-1.44486821837488 -seismic,-2.02298659382326,0.816857456656593 -soybean_large,0.783739815874175,-2.26544572315753 -soybean_large_no_Nas,0.965268725305566,-2.05976949539409 -soybean_small,1.51170356398316,-2.2057626931446 -spambase,-0.216364249618813,0.419575337197557 -spect_heart,-1.05381281215194,1.64365980944838 -spectf_heart,-0.132543418764935,0.311279844682579 -statlog_australian,0.384929066824341,1.17992539311357 -statlog_german,-0.153121462970033,2.20799516185473 -statlog_heart,0.0313476716959607,1.46473651452741 -statlog_is,0.796431677197515,-2.02123117824577 -statlog_ls,0.495752975608288,-1.29967197333353 -statlog_vehicle,1.06782075295719,0.814859983629493 -tae,1.1271271119547,2.37596570616639 -tao,0.204087973443315,-0.465550785822688 -teaching,1.88836165322888,2.00423945055646 -texture,0.661224215324833,-2.35994208386637 -thyroid_allbp,-2.10760701432325,-0.976870075527548 -thyroid_allbp_no_Nas,-2.05913382835978,-0.930782908351081 -thyroid_allhyper,-2.17548697645334,-1.90092574152667 -thyroid_allhypo,-1.75570920181706,-1.12583235455485 -thyroid_allhypo_no_Nas,-1.60701900438546,-1.50204034931663 -thyroid_allrep,-2.15272086627367,-1.54943963937212 -thyroid_allrep_no_Nas,-2.22202331680171,-1.5748181675524 -thyroid_ann,-1.80193720138472,-1.40356694806376 -thyroid_ann_no_Nas,-1.80193720138472,-1.40356694806376 -thyroid_dis,-2.54030443183246,-0.569894454870391 -thyroid_dis_no_Nas,-2.54153738311127,-0.478073599131802 -thyroid_hypothyroid,-2.04276419983272,-0.726162293465674 -thyroid_new_thyroid,0.549173229945372,-1.32843228743067 -thyroid_new_thyroid_no_Nas,0.549173229945372,-1.32843228743067 -thyroid_sick,-1.87173825564625,-0.363362357297615 -thyroid_sick_no_Nas,-1.6779103897887,-0.196792206059783 -tic,-0.41094560301154,2.65831489639015 -titanic,-0.845025994462731,2.61854132680062 -trains,1.41655827776402,-0.271696764169126 -turkiye,-0.863310630151895,1.49474446523493 -twonorm,-0.507757447672645,-0.316294738729268 -urban,0.656135418797165,-1.67591772177662 -user,0.976022190351071,-0.435475409095947 -vert2,0.234038685343813,0.815257027499178 -vert3,0.393596016837201,-0.0476542439541934 -wall2,0.427724344825626,-2.16260160054782 -wall24,0.314260294868725,-0.761799287413436 -wall4,0.894462509667846,-1.729933537107 -wave,0.373224139465977,0.207826813052494 -wave2,0.170567212067884,0.209093771222526 -weight,0.456540278968065,-2.6818638846292 -wholesale,0.190087872891747,-0.229813246895827 -wilt,-2.01332554720857,-0.134783946943873 -wine,0.849873255960377,-1.76436773586157 -wine_quality,0.158215982280831,1.0322327450112 -winsconsin,-0.814312093169809,-0.976337022266773 -wpbc,-0.187747277019209,1.07348028508783 -wpbc_no_Nas,-0.187038999774599,1.06226432523942 -yeast,0.552452643732684,-0.0541358486743131 -zoo,0.840816132658392,-2.03554337777677 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b/tests/fixtures/matlab/current/explore_data/pythia/legacy_svm/outputs/probabilities.csv @@ -1,236 +1,236 @@ Row,NB,LDA,QDA,CART,J48,KNN,L_SVM,poly_SVM,RBF_SVM,RandF -abalone,0.890262018169126,0.972900075927639,0.40805783960605,0.875180294669965,0.805546011662483,0.991983790047392,2.1573853814516e-12,0.94523083954845,5.60989773856768e-07,0.964701693313574 -abalone_ori,0.898254960113515,9.87208181871813e-05,0.408057839600778,0.85613464557048,0.802348996950338,1.11780651401716e-09,0.999990998697528,0.94524821021167,0.995821986651308,0.964737958894943 -appendicitis,0.88239075568691,9.86356282579592e-05,0.408057839600339,0.915224467517784,0.804747062504657,0.991949825212229,2.1573853814516e-12,0.257553270584555,0.995821986651308,0.964734583075821 -asbestos,0.889631839750605,0.972900075927591,0.408057839596824,0.900251024149162,0.808291183972285,0.991947247137077,0.999990998697527,0.0764001321126179,5.6098977296859e-07,0.964448614144142 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-auto5,0.897548881064641,0.972900075927639,0.408057839596824,0.87326568927065,0.809094826369259,0.991974909905334,0.999990998697528,0.945293087119416,0.995821986651308,0.0289548296268964 -auto6_1,0.896739088858803,0.972944526317257,0.40805783959968,0.875000521572845,0.807710855028207,0.991965636624819,0.999990998697528,0.945308634622943,0.995821986652751,0.964430636311534 -auto6_2,0.893828251740962,0.97290007592761,0.408057839599899,0.890849743948984,0.804698928026584,0.991961854924384,0.999990998697528,0.945269415002195,0.995821986651788,0.964719765007494 -auto6_3,0.900737137597271,0.972895861511501,0.408057839599899,0.839507515546015,0.80747954627156,0.991949146351387,0.999990998697528,0.945295018114564,0.995821986651308,0.964716393312863 -auto7_1,0.891326443094902,0.97289586150959,0.408057839599899,0.884687562457622,0.805160787728091,0.991966015393201,0.999990998697528,0.945250365883462,0.995821986651308,0.0289615273616862 -auto7_2,0.888400376643774,0.972918619531468,0.408057839599899,0.874814386904566,0.80303159401391,0.991966842823423,0.999990998697529,0.945292312761211,0.995821986651308,0.964741927614955 -auto7_3,0.89122146120627,0.972944526317219,0.408057839601657,0.886998683183632,0.804927405066096,0.99196166134969,0.999990998697527,0.945274650478505,0.995821986651308,0.964755254229338 -auto8,0.893296444106753,0.972944526317257,0.40805783960605,0.879956815069521,0.798820791605173,1.11991638185316e-09,0.999990998697528,0.945273720833384,0.995821986651187,0.964515857996334 -automobile,0.865039764609546,0.973005073642879,0.408057839596824,0.810400813792926,0.804643228509476,1.11985642980983e-09,0.999990998697528,0.945269759903823,0.995821986651308,0.964720062420767 -bach,0.892241919809309,0.972977186354827,0.408057839599899,0.796303393711597,0.795454075103386,1.11745324105073e-09,2.1573853814516e-12,0.945248049493892,0.995821986649383,0.964720062674213 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-blood,0.889972342937351,0.972944526317334,0.408057839602975,0.765565151263494,0.765057753190674,0.991949875775157,0.999990998697528,0.270490896793372,5.6098977296859e-07,0.964741602196383 -breast,0.891871184942777,0.972944526317372,0.408057839599899,0.878940753351869,0.806503510216303,0.991949489447091,2.1573853814516e-12,0.945243178054605,0.995821986649383,0.964467138253906 -breast_cancer,0.892134084917282,0.972944526317468,0.961268903665074,0.875518760151636,0.806556569851393,0.991947407695223,0.999990998697528,0.945222829494724,0.995821986651308,0.964746246177168 -breast_cancer_wis_dia,0.872817648808502,0.972944526317717,0.408057839601657,0.893951191489892,0.804501467533171,0.991947688793477,0.99970261748726,0.945247472816246,5.60989773412679e-07,0.926066429579395 -breast_cancer_wis_dia_no_Nas,0.873273986343609,0.972977186357246,0.961270773728838,0.889893970301056,0.805705041289979,0.991950644013493,0.999990998697526,0.945314302461552,0.995821986651308,0.0164031080693181 -breast_cancer_wis_ori,0.877063998519279,0.972977186357323,0.408057839603195,0.78391009753757,0.814539012277764,0.991967809986685,0.999990998697526,0.945246796977845,5.6098977296859e-07,0.964776904193728 -breast_cancer_wis_pro2,0.892449290325951,0.97297718635491,0.408057839599899,0.896438630492939,0.804533302949199,0.991941432908841,2.1573853814516e-12,0.945248046060987,0.995821986651308,0.964772917982678 -breast_tissue,0.893290917307847,0.973005073645451,0.408057839603414,0.800222859563829,0.805095769236854,0.991982600202523,0.999990998697528,0.945293087119417,0.995821986651308,0.964783718519933 -breast_tissue_merged,0.886977951946813,0.972895861510668,0.408057839598142,0.811707184434926,0.807879603576262,0.991941431585467,2.1573853814516e-12,0.945243566425221,0.995821986653232,0.964515691528246 -bupa,0.891716165719817,0.972900075930095,0.408057839601657,0.872844971252432,0.804477128749725,0.991907981293795,0.99970258555786,0.945240036339526,0.995821986647459,0.00503055450969814 -car,0.878688211396884,0.972900075927591,0.408057839602535,0.916322079196284,0.814691882324812,0.991982600199815,0.999990998697527,0.945282940557186,0.995821986651308,0.0289548296293348 -cardio10,0.898526244674799,0.972944526317468,0.408057839603195,0.83123999047991,0.801186908327652,0.991966755769373,0.999990998697527,0.945275905437843,0.995821986651308,0.0289548296268964 -cardio3,0.877444033067561,0.972944526317487,0.40805783960627,0.913932405453762,0.817704365958792,0.991966787411711,0.999990998697528,0.945250968173102,0.995821986651308,0.0289548296268964 -chess-krkp,0.880044610137584,0.972944526317602,0.961270802914847,0.896244567304425,0.807520143843673,0.991949870997958,0.999990998697528,0.945205779920931,0.995821986651308,0.964752639396014 -chronic_kidney_disease,0.886177830120038,0.972944526317621,0.961270802914847,0.743900715939805,0.803269670093848,0.991947516393384,0.999990998697528,0.94527455865992,0.995821986651308,0.028951154853843 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-climate,0.880562448031338,0.972944526317775,0.961270802914847,0.900311966831883,0.661662556425414,0.991948861830342,2.1573853814516e-12,0.945278802343157,0.995821986653232,0.964748424597665 -cnae9,0.879840736782216,0.972944526317779,0.961270802914847,0.883779601047934,0.807041762441615,0.991947576656778,0.999990998697528,0.945237790714265,0.995821986652271,0.964741602196383 -coil2000,0.926160828658251,0.880204794899577,0.961270802914847,0.578971008949545,0.665993278568517,0.891943430230256,0.754642959649472,0.690603015557502,0.817615279722076,0.492253001816304 -congressional,0.881462477899915,0.97294452631787,0.961270802914847,0.89936103948379,0.729176724026056,0.99194757665345,0.999990998697527,0.945284908707744,0.995821986651308,0.0289548296268872 -congressional_no_Nas,0.8795629081775,9.88179692854585e-05,0.961270802914847,0.903079215309762,0.805111026352893,0.991948473097596,2.1573853814516e-12,0.945275460966672,0.995821986653232,0.964701469152577 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-crx,0.891922186335028,0.880204794899577,0.961270802914847,0.896412388740861,0.804383635533262,0.891861052533593,0.754642959649977,0.942831678365933,0.817615279722076,0.577071989947951 -dermatology,0.867013651330367,0.880204794899577,0.961270802914847,0.823236405401534,0.804833205603438,0.891566473557828,0.754642959649977,0.927854924358797,0.817615279722076,0.615548303019884 -diabetic,0.893114353050873,9.86513932385025e-05,0.961270802914847,0.867421884327159,0.804588385425502,0.99194764421934,2.1573853814516e-12,0.945265792124407,0.995821986651308,0.964713972348193 -dresses,0.893594122834346,0.880204794899577,0.961270802914847,0.85831542959217,0.799442334553898,0.891566473557828,0.754642959649977,0.927611443140038,0.817615279722076,0.615547430138142 -echocardio,0.881317063543502,0.972977186357204,0.961270802914847,0.830389673137458,0.808323781693133,0.991965636623364,2.1573853814516e-12,0.945315418018224,0.995821986655156,0.964430636311481 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-flare,0.893370550446446,0.972977186355549,0.961270802914847,0.89048187147759,0.805022540091196,0.991947576656778,2.1573853814516e-12,0.945284246630114,0.995821986653232,0.964716475112331 -forest,0.896240071917226,0.972977186354927,0.961270802914847,0.801983608173922,0.80402449684581,0.991979204990351,2.1573853814516e-12,0.945303719213664,0.995821986653232,0.964741928030048 -fourclass,0.896614966327535,0.972977186354927,0.961270802914847,0.875434373191253,0.806219000455124,1.11792841650526e-09,0.999990998697528,0.945276399202332,0.995821986653232,0.964515691528244 -gesture_raw,0.89480342506072,0.880204794899577,0.961270802914847,0.888769626498585,0.806245849656231,0.891566473557828,0.754642959649977,0.927611443132839,0.817615279722076,0.615547430138142 -gesture_va,0.891990903309412,0.972977186354944,0.961270802914847,0.892213853276235,0.803567124542756,1.11574105510215e-09,0.999990998697528,0.94523622070043,0.995821986651429,0.964716109578573 -glass,0.900640762157249,0.880204794899577,0.961271324521189,0.812754571900823,0.802104548288679,0.891566691650768,0.754642959649977,0.931733801119883,0.817615279722076,0.623496626762813 -grammatical_a1,0.885569312204319,0.972977186355172,0.961270802914847,0.912209053824167,0.804267686164283,0.991947574473582,0.999990998697528,0.945247406640261,0.995821986651308,0.0283567663302718 -grammatical_a2,0.867508356347182,9.86513932385025e-05,0.961270802914847,0.797140853091132,0.805647402962922,0.99196166267551,2.1573853814516e-12,0.945314805013951,0.995821986651308,0.0289548229022449 -grammatical_a3,0.878726559355666,0.973005073647808,0.961270802914847,0.901825050579456,0.811337046471369,0.991951134708059,2.1573853814516e-12,0.945243178054605,0.995821986651308,0.0158819309322827 -grammatical_a4,0.878910958590508,0.973005073647869,0.961270802914847,0.897103215869585,0.809933935328187,0.991949486691201,2.1573853814516e-12,0.945278819549835,0.995821986651308,0.964717840055781 -grammatical_a5,0.888962162085225,0.973005073647869,0.961270802914847,0.901750223381746,0.803421689145599,0.991961854784508,0.999990998697528,0.945249892496786,0.995821986651308,0.0289549757516986 -grammatical_a6,0.87059836413562,0.973005073642986,0.961270802914847,0.847493303846117,0.803271071653298,0.991984342606127,2.1573853814516e-12,0.945253164096976,0.995821986651308,0.964764174882555 -grammatical_a7,0.87494479919202,0.973005073643002,0.961270802914847,0.904231225412707,0.813138159640304,0.991968070106584,0.999990998697528,0.945231536433374,0.995821986651308,0.0332686201775664 -grammatical_a8,0.881349628495895,0.973005073643004,0.961270802914847,0.906789106708317,0.808730429664024,1.1193050930558e-09,0.999990998697528,0.945204493124502,0.995821986651308,0.0289519668658641 -grammatical_a9,0.87949173830575,0.973005073643042,0.961270802914847,0.901528168690287,0.810337985077505,0.991950528775886,0.999990998697528,0.945318512745699,0.995821986651308,0.0158566469155998 -grammatical_b1,0.887689297508256,0.880204794899577,0.961270802914847,0.907460277589249,0.804149081179493,0.891566473557828,0.754642959649977,0.927568508065985,0.817615279722076,0.615547430151847 -grammatical_b2,0.88340819728162,0.973005073643119,0.961270802914847,0.912380153180017,0.805663434263063,0.99193709650981,0.999990998697528,0.945273048864272,0.995821986651308,0.028338861259388 -grammatical_b3,0.882523485060472,0.972918619531468,0.961270802914847,0.90213207783424,0.806304872710408,0.991983790047391,0.999990998697528,0.94527403183732,0.995821986651308,0.0289519668809869 -grammatical_b4,0.877451744751374,0.97289586151058,0.961270802914847,0.907483303198442,0.814691929530756,0.991948861830342,0.999990998697528,0.945279330018053,0.995821986651308,0.0289474632454314 -grammatical_b5,0.898253052847776,0.972944526317755,0.961270802914847,0.870246081819745,0.810398049996611,0.99195199295585,0.999990998697528,0.945314379972822,0.995821986651308,0.028954829626969 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-hayes,0.886522721229346,0.972977186357418,0.961270802914847,0.837057407299022,0.808357388511878,0.991983791162926,2.1573853814516e-12,0.945276399202821,0.995821986651308,0.964716440902375 -heart_cleverland,0.891984623404869,9.86513932527133e-05,0.961270802914847,0.896765066450907,0.804451428260415,0.991951843953052,0.999702589792432,0.945255977730568,0.995821986651308,0.964429163059157 -heart_cleverland_no_Nas,0.892240832009517,9.86513932527133e-05,0.961270802914847,0.895770400624559,0.804267806637496,0.991965098082132,0.999990958163041,0.94748703970115,0.995821986651308,0.659000657575008 -heart_hungarian,0.895869984220747,0.972977186357246,0.961270802914847,0.839929117344059,0.791037455020546,0.99195199295585,2.1573853814516e-12,0.945309525549991,0.995821986651308,0.0292221811182694 -heart_hungarian_no_Nas,0.878694711631007,0.97297718635728,0.961270802914847,0.799545478257177,0.804843646489253,0.99195090560983,0.999990998697527,0.945243566425221,0.995821986651308,0.964712708585835 -heart_switzerland,0.892861535085787,9.86513932389466e-05,0.961270802914847,0.877638670980771,0.805134551694971,0.991948973918185,0.999990998697527,0.945262378933351,5.60989771858367e-07,0.964713855508561 -heart_switzerland_no_Nas,0.896338727587662,0.97297718635673,0.961270802914847,0.778704146408252,0.778517112985082,1.12241860250606e-09,0.999990958163041,0.257552619648406,5.6098977296859e-07,0.964713972348193 -heart_va,0.897067312557954,0.972977186354858,0.408057839596824,0.833423204923459,0.803302036509749,0.99193619302135,0.999990998697528,0.945295650141582,0.995821986651308,0.0289628584643955 -heart_va_no_Nas,0.890723539165093,0.972977186354962,0.961270802914847,0.71804747723299,0.804923572544149,0.991948448550498,2.1573853814516e-12,0.945231897472055,0.995821986651308,0.964719764836208 -hepatitis,0.885218673321484,0.972977186354979,0.961270802914847,0.912893119779713,0.804380560801218,0.991947471996394,0.999990998697528,0.945305183278725,0.995821986650827,0.0402674267246849 -hepatitis_no_Nas,0.885243535762698,0.973005073643035,0.961270802914847,0.910982212274262,0.804347120232406,0.991949478975173,0.999990998697528,0.279569242252384,0.995821986650346,0.964764174882555 -hiv_1625,0.88919418653981,0.880204794899577,0.961243108079145,0.900572839408048,0.809174882658065,0.891640494138099,0.754642959649977,0.734146878279002,0.817615279722076,0.671630155928553 -hiv_746,0.888018172964436,0.973005073643048,0.961270802914847,0.865877792276208,0.807084574930078,0.991961854784505,2.1573853814516e-12,0.945231536432959,0.995821986650346,0.964720062549641 -hiv_impens,0.885516711511597,0.972900075926594,0.961270802914847,0.830680832340699,0.773149369772404,0.991948654658052,0.999990998697528,0.945295459999546,0.995821986649864,0.964733022008356 -hiv_schilling,0.892888342773709,0.880204794899577,0.961270802914847,0.63836669657185,0.779698476406792,0.891566473557828,0.754642959649977,0.927611949710189,0.817615279722076,0.615547430138191 -horse_colic_lesion,0.884102198632549,0.972944526317789,0.961270802914847,0.912275139700562,0.804934899707588,0.9919783477016,0.999990998697528,0.945295018081781,0.995821986649383,0.0286404994691137 -horse_colic_outcome,0.894605443354943,0.880204794899577,0.961270802914847,0.887508771265682,0.806536950440292,0.891566473557828,0.754642959649977,0.927756184981504,0.817615279722076,0.615547485654299 -human,0.886415739165666,0.972895861509526,0.961270802914847,0.771242003134055,0.801095477881321,0.991948859504099,2.1573853814516e-12,0.94529726464726,0.995821986649383,0.964721316623907 -hv_no_noise,0.886954433480783,9.86513932389466e-05,0.961270802914847,0.875681806067862,0.803777751416814,0.991936193016984,0.999990998697528,0.945274332271338,0.995821986649383,0.964765675671879 -hv_noise,0.887536598387084,0.880204794899577,0.961270802914847,0.876037336271635,0.803872130924078,0.895143753248987,0.754642966218054,0.939343855632151,0.817615279722076,0.769130915890361 -ilpd,0.890286513039169,0.972944526317545,0.961270802914847,0.865962502182834,0.80501416719992,0.991979204990351,7.57172102794357e-14,0.938895445288855,5.60989766529296e-07,0.000957786766348501 -ilpd_no_Nas,0.890237310736597,9.8817969282794e-05,0.961270802914847,0.865096424220959,0.804674591832143,0.991932821847604,7.57172102794357e-14,0.914437205961437,5.60989765641118e-07,0.000957786766320079 -image,0.874549940863207,0.972900075930066,0.961270802914847,0.81732764638935,0.805275187730851,0.991948970946057,0.999990998697528,0.94528325865526,0.995821986649383,0.0184381821134335 -internet,0.887184948566294,0.972900075926498,0.961270802914847,0.880762778096202,0.198579665182313,0.991947427270157,0.999990998697527,0.945296815848263,0.995821986647459,0.964734583075817 -ionosphere,0.886985312775654,0.972944526317621,0.961270802914847,0.905345077690917,0.803565376057253,0.991949998236474,0.999990998697528,0.945236670230514,5.6098977296859e-07,0.964429162939652 -iris,0.877930108332633,9.86356282504097e-05,0.961270802914847,0.813822976066919,0.812994407177343,0.991951992954356,0.999990998697528,0.945246796976528,0.970315698116647,0.964737958894944 -isolet,0.884323056197944,0.880204794899577,0.961270802914847,0.745249432167163,0.80170436358461,0.891566473557828,0.754642959649977,0.927611455854139,0.817615279722076,0.615547430138142 -japanese,0.89196638189164,0.97297718635728,0.961270802914847,0.895628942827862,0.80421657608917,0.991891483951259,0.999702541825387,0.945278969824272,0.970315698103326,0.00824853166341544 -japanese_no_Nas,0.892474293209203,9.89407106730678e-05,0.961270802914847,0.894939229509865,0.804171711270041,0.99189941876884,0,0.945291735205552,7.01660951563099e-14,0.00620852617692591 -leaf,0.811074171405384,0.972977186355149,0.961270802914847,0.880734686049518,0.804013242308834,0.991966015393201,0.999990998697528,0.945248049493892,0.995821986655156,0.0289548296268964 -led,0.887039366465945,9.86513932529354e-05,0.961270802914847,0.91044166953319,0.804666318691217,0.991899224785372,0.999990998697528,0.945234795437706,0.995821986654255,0.964772917982867 -lenses,0.894115643316226,0.972944526317923,0.961270802914847,0.785622412506726,0.787196618907579,0.991948448698406,0.999990998697528,0.945314805013951,0.995821986653232,0.964713972348193 -libras,0.888562556539062,0.972944526317693,0.961270802914847,0.809857917351779,0.803871433020716,1.119331960453e-09,0.999990998697528,0.945277351930556,0.995821986653232,0.964776904193719 -liver,0.891955968635537,0.972944526317775,0.955036245630037,0.872577601784644,0.804632598522745,0.991907544444971,0.999702539579317,0.94518633308639,0.995821986648903,0.00633419242554567 -lsvt,0.890376490431109,0.973005073647869,0.961270802914847,0.900219139274904,0.804271982715018,0.991982600202523,0.999990998697528,0.945305709661176,5.6098977296859e-07,0.964713972348194 -lung,0.892698192253266,0.972944526317679,0.961270802914847,0.722195698668921,0.789774341478395,0.991907544442523,0.999990998697527,0.945279273366202,0.995821986652271,0.0289548296268964 -lung_no_NAs,0.895815605356568,0.973005073643183,0.961270802914847,0.748830780256679,0.756957434492507,0.991951843953051,0.999990998697528,0.9452206686956,0.970315698091669,0.964716480352408 -lymphography,0.900640736706547,0.972900075926454,0.961270802914847,0.82646869100684,0.809225064431972,1.11728581941861e-09,2.1573853814516e-12,0.945214305730873,0.995821986651788,0.964448614144149 -madelon,0.893554784063686,0.972953061608454,0.961270802914847,0.886526466624347,0.804086435713486,0.991948473097596,0.999990998697528,0.945293564554398,0.995821986651548,0.964721957764917 -mammographics,0.884658447100111,9.90457503724507e-05,0.961270802914847,0.896267140280051,0.806010498409286,0.991936193016983,0.999990998697528,0.94524180740042,5.6098977296859e-07,0.0289614700098183 -mammographics_no_NAs,0.887205286056278,9.86513932527133e-05,0.961270802914847,0.897904987659707,0.810952420138644,0.991947576653451,0.999990998697528,0.945264134381292,5.60989773412679e-07,0.964719181536388 -mechanical,0.889998175095333,0.972977186357296,0.961270802914847,0.896590677940959,0.808095843370144,0.991949146351387,0.999990998697528,0.945191604731785,0.995821986650466,0.0289548296268985 -mice,0.883015163365685,0.97290007592644,0.961270802914847,0.772817363117534,0.80209083647892,0.991966749572053,0.999990998697528,0.945256323649975,0.995821986651308,0.03034657656261 -mice_no_Nas,0.877443737050343,0.973005073643243,0.961270802914847,0.786228131978367,0.802736953282764,0.991947574473582,2.1573853814516e-12,0.945221996351848,0.995821986651308,0.0289548296268974 -molecular_promoter,0.887371627644498,0.973005073645449,0.961270802914847,0.908818684054558,0.807235919946742,0.991951992954356,0.999990998697528,0.945305037577884,0.995821986651308,0.964741928315275 -molecular_splice,0.882773848958411,0.972900075922755,0.961270802914847,0.907396073787313,0.804403475541404,0.99193619302135,0.999990998697528,0.945246796976528,0.995821986651788,0.0289548296268964 -monks1,0.891157252278881,0.972977186355134,0.961270802914847,0.892190389350316,0.804571108650182,0.991948053367692,0.999990998697528,0.945286532539815,0.995821986649383,0.0289548296268964 -monks2,0.889333568333087,0.972944526317909,0.961270802853967,0.762187772725916,0.760628068024149,0.991948053367497,0.999990998697528,0.945293590089909,0.995821986653232,0.964736203589791 -monks3,0.884908410299249,0.972900075922755,0.961270802914847,0.832650002936459,0.772684109435879,0.991947688793477,0.999990998697528,0.945280236272528,0.995821986653232,0.964706510111296 -multiple,0.881212548288332,9.88179692825719e-05,0.961270802914847,0.765816081117158,0.802275133753102,0.991965636623202,2.1573853814516e-12,0.945262360648282,0.995821986651308,0.964785338932663 -mushroom,0.867086973471471,0.972900075922697,0.961270802914847,0.852857386444688,0.785412269401575,1.11607145747428e-09,2.1573853814516e-12,0.945258556497005,0.995821986651308,0.0289548296270076 -onehund_mar,0.871501458763486,0.973005073643292,0.961270802914847,0.764205224499783,0.800995879103319,0.991966787526268,2.1573853814516e-12,0.945248451873774,0.995821986651308,0.02967771704139 -onehund_sha,0.883760867066883,0.972900075922697,0.961270802914847,0.767013687686324,0.801937488727696,0.991948859135117,2.1573853814516e-12,0.945227487805589,0.970315698090005,0.964706510111304 -onehund_tex,0.875214016262225,0.972953061608252,0.961270802914847,0.761817115158478,0.801730990384094,0.991938915523962,2.1573853814516e-12,0.945265447466813,0.995821986651308,0.964480898559904 -optical,0.890340117301244,0.972895861511447,0.961270802914847,0.821850699323272,0.794891737255329,0.991948473097596,0.999990998697528,0.945275460966684,5.60989772302456e-07,0.964741927617931 -ozone1,0.896292653703263,0.880204794899577,0.961270802914847,0.854143302808181,0.122032467095839,0.891568509393697,0.754642959649977,0.827993377165516,0.817615279722076,0.631607000621817 -ozone1_no_Nas,0.893412108847706,0.97289586151058,0.961270802914847,0.856895165168958,0.124204453571002,0.991948654540949,2.1573853814516e-12,0.25775231320637,5.60989776965393e-07,0.964752639396012 -ozone8,0.888555692275065,0.880204794899577,0.961270802914847,0.884956175319479,0.271816674785375,0.891566473557828,0.754642959649977,0.926696090562028,0.817615279722076,0.615547319072354 -ozone8_no_Nas,0.887143332072636,0.972977186355149,0.961270802914847,0.888421219178048,0.362236686429632,0.991948859504099,0.999990998697528,0.257552620282368,0.995821986651308,0.0289548296268964 -page,0.867052810237293,0.9728958615095,0.961270802914847,0.881833759633162,0.565309989138052,0.991948973918185,0.999990998697528,0.945317599599932,0.995821986651308,0.0289548296269984 -pamap9,0.863635733761943,0.97289586150947,0.961270802914847,0.782749159988852,0.796587971523444,0.991966787484142,0.999990998697528,0.945295685327453,0.995821986651308,0.028954822902143 -parkinson_speech,0.862505073700839,0.972918619531441,0.961270802914847,0.83064713248643,0.76329383580627,0.991949873152503,0.999990998697528,0.945196659033951,0.995821986651308,0.964748416202942 -parkinsons,0.894482792808426,0.973005073647816,0.961270802914847,0.879529339410519,0.801381454518993,1.11765219301674e-09,0.999990998697528,0.94528024803048,0.995821986651308,0.964765675695793 -pen,0.893146545484808,0.972918619531468,0.961270802914847,0.802681675160077,0.794856602513679,0.991941432908841,0.999990998697528,0.945246681970291,5.6098977296859e-07,0.964765525579087 -phishing,0.87738371475314,0.972922816731744,0.961270802914847,0.914611200307732,0.821429452038755,0.991950905609829,0.999990998697528,0.945214305730576,0.995821986652271,0.028954829626922 -phoneme,0.885942984099727,0.97295306160786,0.961270802914847,0.908505280774867,0.808387119678286,0.991968070106584,0.999702539659563,0.945308866329909,0.995821986651308,0.0155389092136561 -pima,0.891780527635709,9.86356282504097e-05,0.961269433340142,0.880542394305107,0.806142287065351,0.991967218548764,2.1573853814516e-12,0.945212966145735,5.60989773856768e-07,0.964467138253901 -pitt1_1,0.879908971750416,0.972944526317142,0.961270802914847,0.914085462849612,0.811841921887793,0.991950172911448,0.999990998697528,0.945276598141814,0.995821986651067,0.964744155439383 -pitt1_2,0.895397501057635,0.972944526317161,0.961270802914847,0.863345472998205,0.79524066499257,0.991965636646194,0.999990998697528,0.945269638026576,0.995821986651308,0.029477812012909 -pitt1_3,0.898210303145565,0.972944526317219,0.961270802914847,0.840239586424939,0.804820013334101,0.991966911450852,0.999990998697528,0.945237790714263,0.995821986651308,0.0282817803733344 -pitt1_4,0.898416117692729,0.972944526317219,0.961270802914847,0.86086777732599,0.808912256446601,0.991951134708059,0.999990998697528,0.945279299348175,5.60989772302456e-07,0.0289548296267421 -pitt2_1,0.879237332638437,0.972977186354914,0.961270802914847,0.916433142608315,0.811451461690224,0.99195771443264,0.999990998697528,0.945277590683294,0.995821986651308,0.0289548296268711 -pitt2_2,0.8944428110538,0.972953061608426,0.961270802914847,0.868162672589545,0.795281708661713,0.991966749572053,0.999990998697528,0.945308776948166,5.60989772746545e-07,0.964515857996334 -pitt2_3,0.897679198853385,0.972944526317257,0.961270802914847,0.839593897683342,0.804817587672491,0.991982587230811,0.999990998697528,0.945261978887732,0.995821986651308,0.0282811340193317 -pitt2_4,0.896891798328627,0.972977186357323,0.961270802718122,0.871767019709955,0.807834151364657,0.991949873151946,0.999990998697528,0.94528634921389,5.60989773412679e-07,0.0291166206378652 -planning,0.891656994269236,0.972944526317295,0.961270802914847,0.83656559567061,0.797516290137644,0.991953896879855,2.1573853814516e-12,0.257568384222736,5.60989771858367e-07,0.0289548296243879 -post,0.886095223647049,0.972944526317315,0.961270802914847,0.821775799779734,0.770803795502107,0.991947427037539,0.999990998697528,0.305862371249693,5.6098977296859e-07,0.964701469152577 -primary,0.890243491376017,0.972944526317334,0.961270802914847,0.880214438609821,0.804548209358951,0.991966015393201,2.1573853814516e-12,0.94527507022927,5.60989771858367e-07,0.0289548298346642 -qsar,0.885983955763594,0.972953061608121,0.961270802914847,0.909202149611432,0.807945881236182,0.991951506376327,0.999990998697528,0.945248046050534,5.6098977296859e-07,0.015538881748542 -qualitative,0.901167238413664,0.880204794899577,0.961270802914847,0.826360426680265,0.8072513737622,0.891566473557828,0.754642959649977,0.927611446078072,0.817615279722076,0.615547430138142 -ring,0.890419283103374,0.972944526317372,0.999999999999986,0.892157095617522,0.807670663466432,0.991947576653451,0.999990998697528,0.945274277960098,5.60989773856768e-07,0.964429163033548 -robot1,0.888303814994904,0.972944526317449,0.961270802689713,0.811319805265271,0.806581917294479,1.12001874441603e-09,0.999990998697527,0.945303368683952,0.995821986651308,0.0291210159124774 -robot2,0.895836940562533,0.972944526317468,0.961270802914847,0.845956795928643,0.791498997429711,0.99195017290849,0.999990998697527,0.945222876884592,0.995821986651308,0.964515691528246 -robot3,0.8952838403297,0.972944526317468,0.961270802914847,0.851263559800995,0.791524113348296,0.99194844862375,0.999990998697527,0.945209689238911,0.995821986651308,0.964709602834399 -robot4,0.894272181580348,0.972977186357273,0.961270802914847,0.835346721919258,0.789945035857935,0.991966787525963,0.999990998697527,0.945315171937185,0.995821986651308,0.964767139620637 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+japanese_no_Nas,0.371500419815534,1.07616657740853 +leaf,1.32230891174809,-2.37372197168941 +led,-0.100961832265824,0.38658129027877 +lenses,1.32863532229192,-0.559898933318664 +libras,0.739927073445834,-1.67087535567092 +liver,0.541793576793103,2.70721301355361 +lsvt,-0.0049120819718245,-0.0566944568191744 +lung,2.00952393298504,0.544280116441485 +lung_no_NAs,1.67680850950551,0.164333512063638 +lymphography,0.778410230415795,-0.521989028715857 +madelon,0.53540850033989,1.19138540480046 +mammographics,-0.263781697724396,1.33560999798657 +mammographics_no_NAs,-0.053478761894021,1.46226535131437 +mechanical,0.21329925338671,1.59237586482255 +mice,0.386029640267039,-2.3902869136413 +mice_no_Nas,0.52855133926918,-2.43701417836861 +molecular_promoter,-0.030509985912351,0.830959960787528 +molecular_splice,-0.351584800835482,0.936400869843312 +monks1,0.398262864745693,1.73534098580844 +monks2,-0.485612607450767,2.27229689492739 +monks3,-0.597011613417024,1.70375669167916 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+vert2,0.234038341413218,0.815256904886831 +vert3,0.393596262189343,-0.047654247067244 +wall2,0.427723867960769,-2.16260020900605 +wall24,0.314260157270607,-0.76179886479411 +wall4,0.894461482389886,-1.72993198663986 +wave,0.373224146567306,0.20782696665873 +wave2,0.17056719989665,0.209093944810473 +weight,0.456540954033591,-2.68186177005931 +wholesale,0.190087308202406,-0.229812930636576 +wilt,-2.01332375708882,-0.134783966571389 +wine,0.849872827870882,-1.76436631484956 +wine_quality,0.158215190598094,1.03223228157962 +winsconsin,-0.814310570050129,-0.976336824945505 +wpbc,-0.187747297754517,1.07347957412307 +wpbc_no_Nas,-0.187039020559032,1.0622636215737 +yeast,0.552452090346463,-0.0541357687202142 +zoo,0.840815666280662,-2.03554220688385 diff --git a/tests/fixtures/matlab/current/explore_data/pythia/trace3_default/outputs/probabilities.csv b/tests/fixtures/matlab/current/explore_data/pythia/trace3_default/outputs/probabilities.csv index c68f76eb..f0872f7f 100644 --- a/tests/fixtures/matlab/current/explore_data/pythia/trace3_default/outputs/probabilities.csv +++ b/tests/fixtures/matlab/current/explore_data/pythia/trace3_default/outputs/probabilities.csv @@ -1,236 +1,236 @@ Row,NB,LDA,QDA,CART,J48,KNN,L_SVM,poly_SVM,RBF_SVM,RandF -abalone,0.904761904761905,0.869565217391304,0.956521739130435,0.75,0.842105263157895,0.772727272727273,0.666666666666667,1,0.636363636363636,0.75 -abalone_ori,0.80952380952381,0.956521739130435,1,0.916666666666667,0.684210526315789,0.772727272727273,0.916666666666667,1,0.909090909090909,0.625 -appendicitis,0.857142857142857,0.826086956521739,1,0.833333333333333,0.894736842105263,1,0.833333333333333,1,0.909090909090909,0.625 -asbestos,0.857142857142857,0.739130434782609,0.956521739130435,0.916666666666667,0.947368421052632,0.909090909090909,1,1,0.636363636363636,0.625 -audiology_std,0.904761904761905,0.91304347826087,1,0.666666666666667,0.789473684210526,0.909090909090909,0.416666666666667,1,0.909090909090909,0.375 -australian,0.80952380952381,0.782608695652174,0.956521739130435,0.916666666666667,0.894736842105263,0.909090909090909,1,1,0.727272727272727,0.5 -auto1,0.857142857142857,0.695652173913043,0.956521739130435,0.75,0.578947368421053,1,0.916666666666667,1,0.818181818181818,0.75 -auto2,0.857142857142857,0.782608695652174,0.956521739130435,0.916666666666667,0.684210526315789,0.909090909090909,0.583333333333333,1,0.545454545454545,0.5 -auto4,0.904761904761905,0.869565217391304,0.956521739130435,0.75,0.894736842105263,0.772727272727273,0.666666666666667,0.7,0.545454545454545,0.75 -auto5,0.904761904761905,0.782608695652174,1,0.75,0.947368421052632,1,0.666666666666667,0.9,0.727272727272727,0.375 -auto6_1,0.857142857142857,0.826086956521739,0.956521739130435,0.833333333333333,0.947368421052632,0.954545454545455,0.75,1,0.727272727272727,0.5 -auto6_2,0.904761904761905,0.739130434782609,1,0.75,0.947368421052632,0.954545454545455,0.75,1,0.727272727272727,0.75 -auto6_3,0.857142857142857,0.956521739130435,0.91304347826087,0.75,0.894736842105263,0.863636363636364,0.666666666666667,1,0.818181818181818,0.75 -auto7_1,0.904761904761905,0.782608695652174,0.956521739130435,0.75,0.684210526315789,0.909090909090909,0.5,1,0.636363636363636,0.375 -auto7_2,0.904761904761905,0.826086956521739,0.956521739130435,0.916666666666667,0.736842105263158,0.909090909090909,0.666666666666667,0.9,0.727272727272727,0.625 -auto7_3,0.857142857142857,0.782608695652174,0.956521739130435,0.75,0.684210526315789,0.909090909090909,0.666666666666667,1,0.545454545454545,0.375 -auto8,0.904761904761905,0.956521739130435,1,0.916666666666667,0.684210526315789,0.772727272727273,0.916666666666667,1,0.818181818181818,1 -automobile,0.904761904761905,0.869565217391304,0.956521739130435,0.916666666666667,0.736842105263158,0.681818181818182,0.833333333333333,1,1,1 -bach,0.904761904761905,0.956521739130435,1,0.916666666666667,0.631578947368421,0.909090909090909,0.583333333333333,1,0.818181818181818,1 -balance,0.904761904761905,0.739130434782609,1,0.75,0.789473684210526,1,0.75,0.9,0.545454545454545,0.875 -banana,0.904761904761905,0.826086956521739,0.956521739130435,1,0.789473684210526,0.863636363636364,0.833333333333333,0.6,0.545454545454545,0.625 +abalone,1,0.869565217391304,0.956521739130435,0.75,0.842105263157895,0.772727272727273,0.666666666666667,1,0.636363636363636,0.75 +abalone_ori,0.952380952380952,0.956521739130435,1,0.916666666666667,0.684210526315789,0.772727272727273,0.916666666666667,0.9,0.909090909090909,0.625 +appendicitis,1,0.826086956521739,1,0.833333333333333,0.894736842105263,1,0.833333333333333,1,0.909090909090909,0.625 +asbestos,1,0.739130434782609,0.956521739130435,0.916666666666667,0.947368421052632,0.909090909090909,1,1,0.636363636363636,0.625 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+bach,0.857142857142857,0.956521739130435,1,0.916666666666667,0.631578947368421,0.909090909090909,0.583333333333333,1,0.818181818181818,1 +balance,1,0.739130434782609,1,0.75,0.789473684210526,1,0.75,1,0.545454545454545,0.875 +banana,1,0.826086956521739,0.956521739130435,1,0.789473684210526,0.863636363636364,0.833333333333333,1,0.545454545454545,0.625 banknote,0.80952380952381,0.956521739130435,1,0.833333333333333,0.842105263157895,0.954545454545455,0.5,1,0.818181818181818,0.625 -bankruptcy,0.904761904761905,0.869565217391304,0.956521739130435,0.916666666666667,0.789473684210526,0.727272727272727,0.75,1,1,1 -blogger,0.857142857142857,0.782608695652174,0.956521739130435,0.916666666666667,0.684210526315789,0.909090909090909,0.5,1,0.545454545454545,0.75 -blood,0.857142857142857,0.739130434782609,0.956521739130435,0.916666666666667,0.631578947368421,0.954545454545455,0.666666666666667,1,0.545454545454545,0.625 -breast,0.904761904761905,0.739130434782609,0.91304347826087,0.916666666666667,0.736842105263158,0.954545454545455,0.5,0.9,0.545454545454545,0.5 -breast_cancer,0.904761904761905,0.739130434782609,0.91304347826087,0.916666666666667,0.736842105263158,0.954545454545455,0.416666666666667,1,0.545454545454545,0.625 -breast_cancer_wis_dia,0.857142857142857,0.956521739130435,1,1,0.842105263157895,0.909090909090909,0.583333333333333,1,0.818181818181818,0.125 -breast_cancer_wis_dia_no_Nas,0.904761904761905,0.956521739130435,1,0.916666666666667,0.842105263157895,0.909090909090909,0.583333333333333,0.7,0.818181818181818,0.25 -breast_cancer_wis_ori,0.904761904761905,0.956521739130435,1,0.916666666666667,0.736842105263158,0.909090909090909,0.583333333333333,0.9,0.818181818181818,0.75 -breast_cancer_wis_pro2,0.857142857142857,0.826086956521739,1,1,0.894736842105263,0.954545454545455,0.75,1,0.818181818181818,0.5 -breast_tissue,0.904761904761905,0.869565217391304,0.956521739130435,0.833333333333333,0.789473684210526,0.727272727272727,0.666666666666667,1,1,1 -breast_tissue_merged,0.904761904761905,0.869565217391304,1,0.916666666666667,0.894736842105263,0.818181818181818,0.833333333333333,1,0.909090909090909,0.5 -bupa,0.904761904761905,0.826086956521739,0.956521739130435,0.75,0.736842105263158,0.909090909090909,0.666666666666667,0.9,0.727272727272727,0.375 -car,0.857142857142857,0.956521739130435,1,0.833333333333333,0.947368421052632,0.954545454545455,0.916666666666667,1,1,0.25 -cardio10,0.904761904761905,0.91304347826087,1,0.916666666666667,0.631578947368421,0.727272727272727,0.75,1,0.909090909090909,0.75 -cardio3,0.904761904761905,1,1,1,0.947368421052632,0.954545454545455,0.833333333333333,1,0.909090909090909,0.625 -chess-krkp,0.857142857142857,0.782608695652174,1,0.833333333333333,0.736842105263158,1,0.75,1,0.909090909090909,0.625 -chronic_kidney_disease,0.904761904761905,0.956521739130435,1,1,0.684210526315789,0.954545454545455,0.583333333333333,1,0.727272727272727,0.75 -chronic_kidney_disease_full,0.80952380952381,0.956521739130435,1,1,0.684210526315789,0.954545454545455,0.5,1,0.818181818181818,0.75 -chronic_kidney_disease_full_no_Nas,0.80952380952381,0.956521739130435,1,0.833333333333333,0.842105263157895,0.954545454545455,0.666666666666667,1,0.909090909090909,0.625 -cilinder,0.80952380952381,0.956521739130435,0.956521739130435,0.833333333333333,0.894736842105263,0.772727272727273,0.75,1,0.818181818181818,0.625 -cilinder_no_NAs,0.904761904761905,0.91304347826087,0.956521739130435,0.666666666666667,0.894736842105263,0.727272727272727,0.666666666666667,1,0.636363636363636,0.75 -climate,0.904761904761905,0.956521739130435,1,1,0.684210526315789,1,0.75,0.9,0.909090909090909,0.75 -cnae9,0.904761904761905,1,1,0.833333333333333,0.947368421052632,0.954545454545455,0.75,1,0.909090909090909,0.375 -coil2000,0.857142857142857,0.91304347826087,1,0.75,0.368421052631579,1,0.75,1,0.727272727272727,0.25 -congressional,0.857142857142857,0.956521739130435,1,0.833333333333333,0.736842105263158,1,0.833333333333333,1,1,0.375 -congressional_no_Nas,0.857142857142857,0.956521739130435,1,0.833333333333333,0.789473684210526,1,0.75,1,1,0.25 -connectionist_sonar,0.904761904761905,0.782608695652174,1,0.833333333333333,0.947368421052632,0.954545454545455,0.666666666666667,1,0.727272727272727,0.625 -connectionist_vowel,0.904761904761905,0.869565217391304,0.956521739130435,0.833333333333333,0.894736842105263,0.772727272727273,0.666666666666667,1,0.909090909090909,0.75 -contraceptive,0.857142857142857,0.826086956521739,0.956521739130435,0.75,0.736842105263158,0.909090909090909,0.666666666666667,1,0.727272727272727,0.375 -credit,0.904761904761905,0.739130434782609,0.956521739130435,0.916666666666667,0.894736842105263,0.954545454545455,0.75,0.6,0.818181818181818,0.625 -credit_no_Nas,0.857142857142857,0.782608695652174,1,1,0.894736842105263,0.954545454545455,0.75,1,0.818181818181818,0.5 -crx,0.857142857142857,0.739130434782609,0.956521739130435,0.916666666666667,0.894736842105263,0.954545454545455,0.75,1,0.818181818181818,0.625 -dermatology,0.904761904761905,0.869565217391304,1,1,0.736842105263158,0.818181818181818,0.833333333333333,1,1,0.375 -diabetic,0.904761904761905,0.739130434782609,0.91304347826087,0.916666666666667,0.736842105263158,0.909090909090909,0.666666666666667,0.9,0.727272727272727,0.5 -dresses,0.904761904761905,0.739130434782609,0.956521739130435,0.75,0.736842105263158,0.909090909090909,0.666666666666667,1,0.727272727272727,0.25 -echocardio,0.904761904761905,0.956521739130435,1,0.916666666666667,0.789473684210526,0.863636363636364,0.5,1,0.818181818181818,0.75 -echocardio_no_Nas,0.857142857142857,0.956521739130435,1,1,0.526315789473684,0.863636363636364,0.833333333333333,1,0.818181818181818,0.75 -ecoli,0.904761904761905,0.869565217391304,1,0.916666666666667,0.736842105263158,0.772727272727273,0.666666666666667,1,0.909090909090909,0.75 -fertility,0.857142857142857,0.869565217391304,1,0.833333333333333,0.631578947368421,1,0.75,1,0.727272727272727,0.625 -firm,0.904761904761905,0.91304347826087,1,0.833333333333333,0.315789473684211,1,0.75,0.9,0.727272727272727,0.25 +bankruptcy,0.952380952380952,0.869565217391304,0.956521739130435,0.916666666666667,0.789473684210526,0.727272727272727,0.75,0.9,1,1 +blogger,1,0.782608695652174,0.956521739130435,0.916666666666667,0.684210526315789,0.909090909090909,0.5,1,0.545454545454545,0.75 +blood,0.952380952380952,0.739130434782609,0.956521739130435,0.916666666666667,0.631578947368421,0.954545454545455,0.666666666666667,0.8,0.545454545454545,0.625 +breast,1,0.739130434782609,0.91304347826087,0.916666666666667,0.736842105263158,0.954545454545455,0.5,1,0.545454545454545,0.5 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+congressional,0.952380952380952,0.956521739130435,1,0.833333333333333,0.736842105263158,1,0.833333333333333,0.8,1,0.375 +congressional_no_Nas,1,0.956521739130435,1,0.833333333333333,0.789473684210526,1,0.75,1,1,0.25 +connectionist_sonar,0.952380952380952,0.782608695652174,1,0.833333333333333,0.947368421052632,0.954545454545455,0.666666666666667,0.9,0.727272727272727,0.625 +connectionist_vowel,0.952380952380952,0.869565217391304,0.956521739130435,0.833333333333333,0.894736842105263,0.772727272727273,0.666666666666667,0.9,0.909090909090909,0.75 +contraceptive,0.952380952380952,0.826086956521739,0.956521739130435,0.75,0.736842105263158,0.909090909090909,0.666666666666667,0.8,0.727272727272727,0.375 +credit,0.952380952380952,0.739130434782609,0.956521739130435,0.916666666666667,0.894736842105263,0.954545454545455,0.75,0.8,0.818181818181818,0.625 +credit_no_Nas,0.904761904761905,0.782608695652174,1,1,0.894736842105263,0.954545454545455,0.75,0.6,0.818181818181818,0.5 +crx,0.952380952380952,0.739130434782609,0.956521739130435,0.916666666666667,0.894736842105263,0.954545454545455,0.75,0.8,0.818181818181818,0.625 +dermatology,0.952380952380952,0.869565217391304,1,1,0.736842105263158,0.818181818181818,0.833333333333333,0.9,1,0.375 +diabetic,1,0.739130434782609,0.91304347826087,0.916666666666667,0.736842105263158,0.909090909090909,0.666666666666667,1,0.727272727272727,0.5 +dresses,0.904761904761905,0.739130434782609,0.956521739130435,0.75,0.736842105263158,0.909090909090909,0.666666666666667,0.6,0.727272727272727,0.25 +echocardio,0.857142857142857,0.956521739130435,1,0.916666666666667,0.789473684210526,0.863636363636364,0.5,1,0.818181818181818,0.75 +echocardio_no_Nas,0.952380952380952,0.956521739130435,1,1,0.526315789473684,0.863636363636364,0.833333333333333,0.9,0.818181818181818,0.75 +ecoli,0.952380952380952,0.869565217391304,1,0.916666666666667,0.736842105263158,0.772727272727273,0.666666666666667,0.9,0.909090909090909,0.75 +fertility,1,0.869565217391304,1,0.833333333333333,0.631578947368421,1,0.75,1,0.727272727272727,0.625 +firm,1,0.91304347826087,1,0.833333333333333,0.315789473684211,1,0.75,1,0.727272727272727,0.25 first,0.80952380952381,0.956521739130435,1,0.833333333333333,0.894736842105263,0.909090909090909,0.583333333333333,1,0.909090909090909,0.625 -flare,0.904761904761905,0.869565217391304,1,0.75,0.894736842105263,0.818181818181818,0.75,1,0.727272727272727,0.75 -forest,0.904761904761905,0.869565217391304,0.956521739130435,0.833333333333333,0.789473684210526,0.727272727272727,0.666666666666667,1,1,1 -fourclass,0.904761904761905,0.91304347826087,1,0.75,0.789473684210526,0.772727272727273,0.666666666666667,1,0.909090909090909,0.75 -gesture_raw,0.80952380952381,0.739130434782609,1,0.666666666666667,0.947368421052632,0.954545454545455,0.666666666666667,1,0.636363636363636,0.75 -gesture_va,0.904761904761905,0.782608695652174,0.956521739130435,0.916666666666667,0.842105263157895,0.954545454545455,0.833333333333333,1,0.636363636363636,0.625 -glass,0.904761904761905,0.869565217391304,0.956521739130435,0.916666666666667,0.789473684210526,0.772727272727273,0.75,1,1,1 -grammatical_a1,0.904761904761905,0.869565217391304,1,0.833333333333333,0.894736842105263,1,0.833333333333333,0.6,0.818181818181818,0.75 +flare,0.952380952380952,0.869565217391304,1,0.75,0.894736842105263,0.818181818181818,0.75,0.9,0.727272727272727,0.75 +forest,0.952380952380952,0.869565217391304,0.956521739130435,0.833333333333333,0.789473684210526,0.727272727272727,0.666666666666667,0.9,1,1 +fourclass,0.952380952380952,0.91304347826087,1,0.75,0.789473684210526,0.772727272727273,0.666666666666667,0.9,0.909090909090909,0.75 +gesture_raw,0.952380952380952,0.739130434782609,1,0.666666666666667,0.947368421052632,0.954545454545455,0.666666666666667,0.9,0.636363636363636,0.75 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-grammatical_a6,0.904761904761905,0.956521739130435,1,0.833333333333333,0.842105263157895,0.954545454545455,0.583333333333333,1,0.818181818181818,0.375 -grammatical_a7,0.904761904761905,1,1,0.916666666666667,0.894736842105263,0.909090909090909,0.75,0.6,0.818181818181818,0.375 +grammatical_a4,1,1,1,0.916666666666667,0.894736842105263,0.954545454545455,0.75,1,0.909090909090909,0.25 +grammatical_a5,0.80952380952381,0.869565217391304,1,0.916666666666667,0.894736842105263,0.818181818181818,0.916666666666667,1,0.818181818181818,0.375 +grammatical_a6,0.904761904761905,0.956521739130435,1,0.833333333333333,0.842105263157895,0.954545454545455,0.583333333333333,0.9,0.818181818181818,0.375 +grammatical_a7,1,1,1,0.916666666666667,0.894736842105263,0.909090909090909,0.75,1,0.818181818181818,0.375 grammatical_a8,0.904761904761905,1,1,0.916666666666667,0.947368421052632,0.909090909090909,0.75,0.6,1,0.375 -grammatical_a9,0.80952380952381,1,1,0.916666666666667,0.894736842105263,0.909090909090909,0.75,1,0.909090909090909,0.25 -grammatical_b1,0.857142857142857,0.869565217391304,1,0.75,0.842105263157895,1,0.916666666666667,1,0.818181818181818,0.5 -grammatical_b2,0.904761904761905,0.91304347826087,1,0.916666666666667,0.894736842105263,0.954545454545455,0.916666666666667,0.9,0.818181818181818,0.625 -grammatical_b3,0.80952380952381,1,1,0.916666666666667,0.947368421052632,0.863636363636364,0.75,1,0.909090909090909,0.25 -grammatical_b4,0.904761904761905,1,1,0.833333333333333,0.947368421052632,0.954545454545455,0.75,0.6,0.909090909090909,0.375 -grammatical_b5,0.904761904761905,0.91304347826087,0.956521739130435,0.75,0.894736842105263,0.818181818181818,0.666666666666667,1,0.818181818181818,0.75 -grammatical_b6,0.857142857142857,1,1,0.916666666666667,0.947368421052632,0.954545454545455,0.75,1,0.909090909090909,0.375 -grammatical_b7,0.80952380952381,1,1,0.833333333333333,0.894736842105263,0.909090909090909,0.75,1,0.818181818181818,0.375 -grammatical_b8,0.80952380952381,1,1,0.916666666666667,0.894736842105263,0.954545454545455,0.75,1,0.909090909090909,0.5 -grammatical_b9,0.857142857142857,0.869565217391304,1,0.833333333333333,0.894736842105263,1,0.833333333333333,1,0.909090909090909,0.5 -haberman,0.904761904761905,0.695652173913043,0.91304347826087,0.833333333333333,0.631578947368421,0.954545454545455,0.416666666666667,0.6,0.545454545454545,0.25 -hayes,0.904761904761905,0.91304347826087,0.956521739130435,0.666666666666667,0.894736842105263,0.727272727272727,0.666666666666667,1,0.636363636363636,0.75 -heart_cleverland,0.857142857142857,0.739130434782609,1,0.916666666666667,0.894736842105263,0.954545454545455,0.75,1,0.818181818181818,0.625 -heart_cleverland_no_Nas,0.80952380952381,0.739130434782609,0.956521739130435,1,0.894736842105263,0.954545454545455,0.75,1,0.818181818181818,0.625 -heart_hungarian,0.904761904761905,0.956521739130435,1,0.833333333333333,0.578947368421053,0.772727272727273,0.75,1,0.909090909090909,0.625 -heart_hungarian_no_Nas,0.904761904761905,0.869565217391304,0.956521739130435,0.916666666666667,0.736842105263158,0.681818181818182,0.833333333333333,1,0.909090909090909,1 -heart_switzerland,0.857142857142857,0.782608695652174,1,0.75,0.894736842105263,0.863636363636364,0.833333333333333,1,0.636363636363636,0.75 -heart_switzerland_no_Nas,0.857142857142857,0.956521739130435,0.91304347826087,0.666666666666667,0.789473684210526,0.818181818181818,0.916666666666667,1,0.909090909090909,0.375 -heart_va,0.904761904761905,0.869565217391304,0.956521739130435,0.75,0.842105263157895,0.863636363636364,1,1,0.727272727272727,0.375 -heart_va_no_Nas,0.857142857142857,1,0.91304347826087,0.75,0.789473684210526,0.727272727272727,0.916666666666667,1,0.909090909090909,0.75 -hepatitis,0.857142857142857,0.782608695652174,1,0.666666666666667,0.947368421052632,1,0.833333333333333,1,0.818181818181818,0.5 -hepatitis_no_Nas,0.857142857142857,0.869565217391304,1,0.75,0.894736842105263,0.954545454545455,0.916666666666667,1,0.727272727272727,0.25 -hiv_1625,0.904761904761905,0.695652173913043,0.956521739130435,0.916666666666667,0.947368421052632,0.909090909090909,1,1,0.636363636363636,0.75 -hiv_746,0.904761904761905,0.869565217391304,1,0.75,0.894736842105263,0.818181818181818,0.666666666666667,0.7,0.636363636363636,0.75 -hiv_impens,0.904761904761905,0.695652173913043,0.956521739130435,0.666666666666667,0.684210526315789,1,0.916666666666667,0.6,0.727272727272727,0.875 -hiv_schilling,0.857142857142857,0.782608695652174,1,0.833333333333333,0.631578947368421,1,0.833333333333333,1,0.818181818181818,0.75 -horse_colic_lesion,0.857142857142857,0.869565217391304,1,0.833333333333333,0.894736842105263,0.954545454545455,0.833333333333333,1,0.818181818181818,0.25 -horse_colic_outcome,0.904761904761905,0.869565217391304,1,0.916666666666667,0.842105263157895,0.818181818181818,0.666666666666667,1,0.818181818181818,1 -human,0.904761904761905,0.956521739130435,1,0.833333333333333,0.736842105263158,0.954545454545455,0.416666666666667,1,0.909090909090909,1 +grammatical_a9,0.904761904761905,1,1,0.916666666666667,0.894736842105263,0.909090909090909,0.75,0.6,0.909090909090909,0.25 +grammatical_b1,1,0.869565217391304,1,0.75,0.842105263157895,1,0.916666666666667,1,0.818181818181818,0.5 +grammatical_b2,0.952380952380952,0.91304347826087,1,0.916666666666667,0.894736842105263,0.954545454545455,0.916666666666667,0.8,0.818181818181818,0.625 +grammatical_b3,0.952380952380952,1,1,0.916666666666667,0.947368421052632,0.863636363636364,0.75,1,0.909090909090909,0.25 +grammatical_b4,0.952380952380952,1,1,0.833333333333333,0.947368421052632,0.954545454545455,0.75,0.8,0.909090909090909,0.375 +grammatical_b5,0.857142857142857,0.91304347826087,0.956521739130435,0.75,0.894736842105263,0.818181818181818,0.666666666666667,1,0.818181818181818,0.75 +grammatical_b6,1,1,1,0.916666666666667,0.947368421052632,0.954545454545455,0.75,1,0.909090909090909,0.375 +grammatical_b7,1,1,1,0.833333333333333,0.894736842105263,0.909090909090909,0.75,1,0.818181818181818,0.375 +grammatical_b8,0.952380952380952,1,1,0.916666666666667,0.894736842105263,0.954545454545455,0.75,0.9,0.909090909090909,0.5 +grammatical_b9,1,0.869565217391304,1,0.833333333333333,0.894736842105263,1,0.833333333333333,1,0.909090909090909,0.5 +haberman,0.952380952380952,0.695652173913043,0.91304347826087,0.833333333333333,0.631578947368421,0.954545454545455,0.416666666666667,0.8,0.545454545454545,0.25 +hayes,0.80952380952381,0.91304347826087,0.956521739130435,0.666666666666667,0.894736842105263,0.727272727272727,0.666666666666667,1,0.636363636363636,0.75 +heart_cleverland,0.904761904761905,0.739130434782609,1,0.916666666666667,0.894736842105263,0.954545454545455,0.75,0.6,0.818181818181818,0.625 +heart_cleverland_no_Nas,0.904761904761905,0.739130434782609,0.956521739130435,1,0.894736842105263,0.954545454545455,0.75,0.6,0.818181818181818,0.625 +heart_hungarian,0.952380952380952,0.956521739130435,1,0.833333333333333,0.578947368421053,0.772727272727273,0.75,0.9,0.909090909090909,0.625 +heart_hungarian_no_Nas,0.80952380952381,0.869565217391304,0.956521739130435,0.916666666666667,0.736842105263158,0.681818181818182,0.833333333333333,1,0.909090909090909,1 +heart_switzerland,1,0.782608695652174,1,0.75,0.894736842105263,0.863636363636364,0.833333333333333,1,0.636363636363636,0.75 +heart_switzerland_no_Nas,0.80952380952381,0.956521739130435,0.91304347826087,0.666666666666667,0.789473684210526,0.818181818181818,0.916666666666667,1,0.909090909090909,0.375 +heart_va,0.952380952380952,0.869565217391304,0.956521739130435,0.75,0.842105263157895,0.863636363636364,1,0.9,0.727272727272727,0.375 +heart_va_no_Nas,0.952380952380952,1,0.91304347826087,0.75,0.789473684210526,0.727272727272727,0.916666666666667,0.9,0.909090909090909,0.75 +hepatitis,1,0.782608695652174,1,0.666666666666667,0.947368421052632,1,0.833333333333333,1,0.818181818181818,0.5 +hepatitis_no_Nas,1,0.869565217391304,1,0.75,0.894736842105263,0.954545454545455,0.916666666666667,1,0.727272727272727,0.25 +hiv_1625,0.904761904761905,0.695652173913043,0.956521739130435,0.916666666666667,0.947368421052632,0.909090909090909,1,0.6,0.636363636363636,0.75 +hiv_746,1,0.869565217391304,1,0.75,0.894736842105263,0.818181818181818,0.666666666666667,1,0.636363636363636,0.75 +hiv_impens,1,0.695652173913043,0.956521739130435,0.666666666666667,0.684210526315789,1,0.916666666666667,1,0.727272727272727,0.875 +hiv_schilling,1,0.782608695652174,1,0.833333333333333,0.631578947368421,1,0.833333333333333,1,0.818181818181818,0.75 +horse_colic_lesion,0.952380952380952,0.869565217391304,1,0.833333333333333,0.894736842105263,0.954545454545455,0.833333333333333,0.8,0.818181818181818,0.25 +horse_colic_outcome,0.952380952380952,0.869565217391304,1,0.916666666666667,0.842105263157895,0.818181818181818,0.666666666666667,0.9,0.818181818181818,1 +human,0.952380952380952,0.956521739130435,1,0.833333333333333,0.736842105263158,0.954545454545455,0.416666666666667,0.9,0.909090909090909,1 hv_no_noise,0.904761904761905,0.826086956521739,1,0.916666666666667,0.736842105263158,0.909090909090909,0.666666666666667,0.6,0.727272727272727,0.625 -hv_noise,0.857142857142857,0.826086956521739,1,0.916666666666667,0.736842105263158,0.954545454545455,0.666666666666667,1,0.727272727272727,0.625 +hv_noise,1,0.826086956521739,1,0.916666666666667,0.736842105263158,0.954545454545455,0.666666666666667,1,0.727272727272727,0.625 ilpd,0.904761904761905,0.739130434782609,0.91304347826087,0.833333333333333,0.578947368421053,0.954545454545455,0.333333333333333,0.6,0.454545454545454,0.375 -ilpd_no_Nas,0.904761904761905,0.739130434782609,0.91304347826087,0.833333333333333,0.578947368421053,0.954545454545455,0.333333333333333,0.9,0.454545454545454,0.375 -image,0.904761904761905,0.869565217391304,1,1,0.842105263157895,0.818181818181818,0.916666666666667,1,1,0.625 -internet,0.857142857142857,0.91304347826087,1,1,0.368421052631579,1,0.916666666666667,1,0.909090909090909,0.625 -ionosphere,0.857142857142857,0.869565217391304,1,0.916666666666667,0.842105263157895,0.818181818181818,0.916666666666667,1,0.818181818181818,0.375 -iris,0.904761904761905,0.869565217391304,0.956521739130435,0.75,0.842105263157895,0.772727272727273,0.75,1,1,0.75 -isolet,0.904761904761905,0.956521739130435,1,0.916666666666667,0.736842105263158,0.954545454545455,0.416666666666667,1,1,1 -japanese,0.904761904761905,0.739130434782609,0.956521739130435,0.916666666666667,0.894736842105263,0.954545454545455,0.75,0.6,0.818181818181818,0.625 -japanese_no_Nas,0.857142857142857,0.782608695652174,1,1,0.894736842105263,0.954545454545455,0.75,1,0.818181818181818,0.5 -leaf,0.904761904761905,0.869565217391304,1,0.916666666666667,0.842105263157895,0.818181818181818,0.75,1,0.909090909090909,0.625 -led,0.904761904761905,0.782608695652174,1,0.75,0.947368421052632,1,0.833333333333333,0.9,0.818181818181818,0.875 +ilpd_no_Nas,1,0.739130434782609,0.91304347826087,0.833333333333333,0.578947368421053,0.954545454545455,0.333333333333333,1,0.454545454545454,0.375 +image,0.952380952380952,0.869565217391304,1,1,0.842105263157895,0.818181818181818,0.916666666666667,0.9,1,0.625 +internet,0.952380952380952,0.91304347826087,1,1,0.368421052631579,1,0.916666666666667,0.8,0.909090909090909,0.625 +ionosphere,1,0.869565217391304,1,0.916666666666667,0.842105263157895,0.818181818181818,0.916666666666667,1,0.818181818181818,0.375 +iris,0.952380952380952,0.869565217391304,0.956521739130435,0.75,0.842105263157895,0.772727272727273,0.75,0.9,1,0.75 +isolet,0.952380952380952,0.956521739130435,1,0.916666666666667,0.736842105263158,0.954545454545455,0.416666666666667,0.9,1,1 +japanese,0.952380952380952,0.739130434782609,0.956521739130435,0.916666666666667,0.894736842105263,0.954545454545455,0.75,0.8,0.818181818181818,0.625 +japanese_no_Nas,0.904761904761905,0.782608695652174,1,1,0.894736842105263,0.954545454545455,0.75,0.6,0.818181818181818,0.5 +leaf,0.952380952380952,0.869565217391304,1,0.916666666666667,0.842105263157895,0.818181818181818,0.75,0.9,0.909090909090909,0.625 +led,1,0.782608695652174,1,0.75,0.947368421052632,1,0.833333333333333,1,0.818181818181818,0.875 lenses,0.80952380952381,0.869565217391304,0.91304347826087,0.916666666666667,0.736842105263158,0.681818181818182,0.75,1,1,1 -libras,0.904761904761905,0.869565217391304,1,1,0.894736842105263,0.818181818181818,0.75,1,0.909090909090909,0.625 -liver,0.80952380952381,0.826086956521739,0.956521739130435,0.75,0.736842105263158,0.909090909090909,0.666666666666667,1,0.727272727272727,0.375 -lsvt,0.904761904761905,0.869565217391304,1,1,0.894736842105263,0.863636363636364,0.833333333333333,0.9,0.727272727272727,0.75 -lung,0.80952380952381,1,0.91304347826087,0.75,0.789473684210526,0.727272727272727,0.916666666666667,1,0.909090909090909,0.75 -lung_no_NAs,0.904761904761905,0.956521739130435,0.91304347826087,0.833333333333333,0.789473684210526,0.818181818181818,0.833333333333333,1,0.909090909090909,0.75 -lymphography,0.904761904761905,0.91304347826087,0.956521739130435,0.833333333333333,0.789473684210526,0.636363636363636,0.75,1,1,1 -madelon,0.904761904761905,0.782608695652174,0.956521739130435,0.75,0.947368421052632,0.954545454545455,0.75,0.6,0.727272727272727,0.75 -mammographics,0.857142857142857,0.739130434782609,0.956521739130435,0.916666666666667,0.842105263157895,1,0.833333333333333,1,0.545454545454545,0.75 -mammographics_no_NAs,0.857142857142857,0.652173913043478,0.956521739130435,0.833333333333333,0.947368421052632,0.909090909090909,0.833333333333333,1,0.545454545454545,0.375 -mechanical,0.80952380952381,0.739130434782609,0.956521739130435,0.916666666666667,0.894736842105263,0.909090909090909,0.916666666666667,1,0.545454545454545,0.5 -mice,0.857142857142857,0.91304347826087,1,0.833333333333333,0.736842105263158,0.954545454545455,0.333333333333333,1,1,0.5 -mice_no_Nas,0.904761904761905,0.91304347826087,1,0.666666666666667,0.736842105263158,0.909090909090909,0.333333333333333,1,1,0.5 -molecular_promoter,0.904761904761905,0.652173913043478,1,0.833333333333333,0.947368421052632,1,0.75,0.6,0.818181818181818,0.375 -molecular_splice,0.904761904761905,0.739130434782609,1,0.75,0.894736842105263,1,0.666666666666667,0.6,0.727272727272727,0.75 -monks1,0.857142857142857,0.826086956521739,0.956521739130435,0.75,0.789473684210526,0.909090909090909,0.833333333333333,1,0.727272727272727,0.25 -monks2,0.857142857142857,0.739130434782609,0.956521739130435,0.916666666666667,0.578947368421053,0.954545454545455,0.666666666666667,1,0.636363636363636,0.75 -monks3,0.857142857142857,0.739130434782609,1,0.75,0.631578947368421,1,0.916666666666667,1,0.636363636363636,0.75 -multiple,0.904761904761905,0.91304347826087,1,0.833333333333333,0.736842105263158,0.954545454545455,0.333333333333333,1,1,0.625 +libras,0.952380952380952,0.869565217391304,1,1,0.894736842105263,0.818181818181818,0.75,0.9,0.909090909090909,0.625 +liver,1,0.826086956521739,0.956521739130435,0.75,0.736842105263158,0.909090909090909,0.666666666666667,1,0.727272727272727,0.375 +lsvt,0.952380952380952,0.869565217391304,1,1,0.894736842105263,0.863636363636364,0.833333333333333,0.9,0.727272727272727,0.75 +lung,0.904761904761905,1,0.91304347826087,0.75,0.789473684210526,0.727272727272727,0.916666666666667,1,0.909090909090909,0.75 +lung_no_NAs,0.80952380952381,0.956521739130435,0.91304347826087,0.833333333333333,0.789473684210526,0.818181818181818,0.833333333333333,1,0.909090909090909,0.75 +lymphography,0.952380952380952,0.91304347826087,0.956521739130435,0.833333333333333,0.789473684210526,0.636363636363636,0.75,0.9,1,1 +madelon,1,0.782608695652174,0.956521739130435,0.75,0.947368421052632,0.954545454545455,0.75,1,0.727272727272727,0.75 +mammographics,1,0.739130434782609,0.956521739130435,0.916666666666667,0.842105263157895,1,0.833333333333333,1,0.545454545454545,0.75 +mammographics_no_NAs,0.952380952380952,0.652173913043478,0.956521739130435,0.833333333333333,0.947368421052632,0.909090909090909,0.833333333333333,0.8,0.545454545454545,0.375 +mechanical,0.904761904761905,0.739130434782609,0.956521739130435,0.916666666666667,0.894736842105263,0.909090909090909,0.916666666666667,0.6,0.545454545454545,0.5 +mice,0.952380952380952,0.91304347826087,1,0.833333333333333,0.736842105263158,0.954545454545455,0.333333333333333,0.9,1,0.5 +mice_no_Nas,0.952380952380952,0.91304347826087,1,0.666666666666667,0.736842105263158,0.909090909090909,0.333333333333333,0.9,1,0.5 +molecular_promoter,1,0.652173913043478,1,0.833333333333333,0.947368421052632,1,0.75,1,0.818181818181818,0.375 +molecular_splice,1,0.739130434782609,1,0.75,0.894736842105263,1,0.666666666666667,1,0.727272727272727,0.75 +monks1,0.952380952380952,0.826086956521739,0.956521739130435,0.75,0.789473684210526,0.909090909090909,0.833333333333333,0.8,0.727272727272727,0.25 +monks2,1,0.739130434782609,0.956521739130435,0.916666666666667,0.578947368421053,0.954545454545455,0.666666666666667,1,0.636363636363636,0.75 +monks3,1,0.739130434782609,1,0.75,0.631578947368421,1,0.916666666666667,1,0.636363636363636,0.75 +multiple,0.952380952380952,0.91304347826087,1,0.833333333333333,0.736842105263158,0.954545454545455,0.333333333333333,0.9,1,0.625 mushroom,0.80952380952381,0.956521739130435,1,0.916666666666667,0.842105263157895,0.954545454545455,0.583333333333333,1,0.909090909090909,0.5 -onehund_mar,0.80952380952381,0.91304347826087,1,0.833333333333333,0.736842105263158,0.954545454545455,0.333333333333333,1,1,0.625 +onehund_mar,0.857142857142857,0.91304347826087,1,0.833333333333333,0.736842105263158,0.954545454545455,0.333333333333333,1,1,0.625 onehund_sha,0.80952380952381,0.91304347826087,1,0.833333333333333,0.736842105263158,0.954545454545455,0.333333333333333,1,1,0.875 -onehund_tex,0.904761904761905,0.91304347826087,1,0.833333333333333,0.736842105263158,0.954545454545455,0.333333333333333,1,1,0.625 -optical,0.857142857142857,1,1,1,0.684210526315789,0.909090909090909,0.666666666666667,1,0.818181818181818,0.75 -ozone1,0.904761904761905,0.956521739130435,1,0.916666666666667,0.210526315789474,1,0.916666666666667,0.9,0.909090909090909,0.75 +onehund_tex,0.952380952380952,0.91304347826087,1,0.833333333333333,0.736842105263158,0.954545454545455,0.333333333333333,0.9,1,0.625 +optical,0.80952380952381,1,1,1,0.684210526315789,0.909090909090909,0.666666666666667,1,0.818181818181818,0.75 +ozone1,0.952380952380952,0.956521739130435,1,0.916666666666667,0.210526315789474,1,0.916666666666667,0.8,0.909090909090909,0.75 ozone1_no_Nas,0.904761904761905,0.956521739130435,1,0.916666666666667,0.263157894736842,1,0.916666666666667,0.6,0.909090909090909,0.875 -ozone8,0.857142857142857,0.91304347826087,1,1,0.421052631578947,1,0.916666666666667,1,1,0.625 +ozone8,1,0.91304347826087,1,1,0.421052631578947,1,0.916666666666667,1,1,0.625 ozone8_no_Nas,0.904761904761905,0.91304347826087,1,1,0.421052631578947,1,0.916666666666667,0.6,1,0.625 page,0.904761904761905,1,1,0.833333333333333,0.526315789473684,0.954545454545455,0.833333333333333,0.6,0.909090909090909,0.25 -pamap9,0.857142857142857,0.956521739130435,1,0.833333333333333,0.842105263157895,0.954545454545455,0.583333333333333,1,0.818181818181818,0.5 -parkinson_speech,0.904761904761905,0.956521739130435,1,0.916666666666667,0.842105263157895,0.954545454545455,0.666666666666667,1,0.909090909090909,0.5 -parkinsons,0.904761904761905,0.91304347826087,1,0.75,0.684210526315789,0.772727272727273,0.916666666666667,1,0.909090909090909,0.75 -pen,0.904761904761905,0.956521739130435,1,0.833333333333333,0.684210526315789,0.863636363636364,0.583333333333333,1,0.818181818181818,0.625 -phishing,0.857142857142857,0.91304347826087,1,0.75,0.894736842105263,0.954545454545455,0.833333333333333,1,0.909090909090909,0.25 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-soybean_small,0.904761904761905,0.869565217391304,1,0.75,0.947368421052632,0.818181818181818,0.833333333333333,1,0.909090909090909,0.5 -spambase,0.857142857142857,0.782608695652174,1,0.666666666666667,0.947368421052632,1,0.833333333333333,1,0.818181818181818,0.5 -spect_heart,0.857142857142857,0.739130434782609,1,0.75,0.631578947368421,1,0.916666666666667,1,0.727272727272727,0.625 -spectf_heart,0.857142857142857,0.782608695652174,1,0.666666666666667,0.947368421052632,1,0.833333333333333,1,0.818181818181818,0.625 -statlog_australian,0.857142857142857,0.782608695652174,0.956521739130435,1,0.894736842105263,0.954545454545455,0.75,1,0.818181818181818,0.625 -statlog_german,0.857142857142857,0.695652173913043,0.91304347826087,0.833333333333333,0.631578947368421,0.954545454545455,0.416666666666667,1,0.454545454545454,0.25 -statlog_heart,0.904761904761905,0.652173913043478,0.956521739130435,0.833333333333333,0.947368421052632,0.909090909090909,0.916666666666667,0.6,0.545454545454545,0.625 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-thyroid_allbp,0.904761904761905,0.956521739130435,1,0.916666666666667,0.210526315789474,1,0.916666666666667,0.9,0.909090909090909,0.75 -thyroid_allbp_no_Nas,0.857142857142857,0.956521739130435,1,1,0.210526315789474,1,0.916666666666667,1,0.909090909090909,0.625 -thyroid_allhyper,0.857142857142857,0.956521739130435,1,0.833333333333333,0.263157894736842,1,0.916666666666667,1,0.909090909090909,0.375 -thyroid_allhypo,0.904761904761905,0.956521739130435,1,0.916666666666667,0.368421052631579,0.954545454545455,0.916666666666667,0.9,0.909090909090909,0.625 -thyroid_allhypo_no_Nas,0.857142857142857,0.956521739130435,1,0.916666666666667,0.368421052631579,0.954545454545455,0.833333333333333,1,1,0.375 -thyroid_allrep,0.857142857142857,0.956521739130435,1,0.833333333333333,0.263157894736842,0.954545454545455,0.916666666666667,1,0.909090909090909,0.5 -thyroid_allrep_no_Nas,0.857142857142857,0.956521739130435,1,0.833333333333333,0.263157894736842,0.954545454545455,0.916666666666667,1,0.909090909090909,0.5 -thyroid_ann,0.904761904761905,1,1,0.833333333333333,0.315789473684211,0.954545454545455,0.916666666666667,1,0.909090909090909,0.5 -thyroid_ann_no_Nas,0.904761904761905,1,1,0.833333333333333,0.315789473684211,0.954545454545455,0.916666666666667,1,0.909090909090909,0.5 -thyroid_dis,0.904761904761905,0.956521739130435,1,1,0.210526315789474,1,0.833333333333333,0.9,0.818181818181818,0.75 -thyroid_dis_no_Nas,0.904761904761905,0.956521739130435,1,1,0.210526315789474,1,0.833333333333333,1,0.818181818181818,0.625 +texture,0.952380952380952,0.91304347826087,1,0.833333333333333,0.789473684210526,0.909090909090909,0.583333333333333,0.9,1,0.625 +thyroid_allbp,0.952380952380952,0.956521739130435,1,0.916666666666667,0.210526315789474,1,0.916666666666667,0.8,0.909090909090909,0.75 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-tic,0.857142857142857,0.652173913043478,0.91304347826087,0.916666666666667,0.526315789473684,1,0.666666666666667,1,0.636363636363636,0.5 -titanic,0.857142857142857,0.739130434782609,0.956521739130435,0.666666666666667,0.578947368421053,1,0.916666666666667,1,0.818181818181818,0.875 -trains,0.904761904761905,0.91304347826087,0.91304347826087,0.916666666666667,0.736842105263158,0.727272727272727,0.75,1,0.909090909090909,1 -turkiye,0.857142857142857,0.739130434782609,1,0.75,0.631578947368421,1,0.916666666666667,1,0.727272727272727,0.5 -twonorm,0.904761904761905,0.956521739130435,1,0.916666666666667,0.947368421052632,0.954545454545455,0.833333333333333,0.9,1,0.75 -urban,0.904761904761905,0.91304347826087,1,1,0.894736842105263,0.818181818181818,0.75,1,0.909090909090909,0.25 -user,0.904761904761905,0.869565217391304,0.956521739130435,0.916666666666667,0.789473684210526,0.727272727272727,0.666666666666667,1,1,1 -vert2,0.857142857142857,0.739130434782609,1,0.916666666666667,0.947368421052632,1,0.75,1,0.818181818181818,0.625 -vert3,0.904761904761905,0.869565217391304,1,0.833333333333333,0.842105263157895,0.772727272727273,0.666666666666667,1,0.818181818181818,0.875 -wall2,0.904761904761905,0.91304347826087,1,0.666666666666667,0.736842105263158,0.954545454545455,0.333333333333333,1,0.909090909090909,0.375 -wall24,0.80952380952381,0.956521739130435,1,1,0.631578947368421,0.772727272727273,0.916666666666667,1,0.909090909090909,0.375 -wall4,0.904761904761905,0.869565217391304,1,0.916666666666667,0.947368421052632,0.818181818181818,0.916666666666667,1,1,0.625 -wave,0.80952380952381,0.826086956521739,1,0.666666666666667,0.947368421052632,0.909090909090909,0.583333333333333,1,0.909090909090909,0.375 -wave2,0.904761904761905,0.91304347826087,1,0.833333333333333,0.947368421052632,0.909090909090909,0.666666666666667,1,0.818181818181818,0.625 -weight,0.904761904761905,0.91304347826087,1,0.75,0.736842105263158,0.954545454545455,0.333333333333333,1,1,0.5 -wholesale,0.904761904761905,0.869565217391304,1,0.75,0.842105263157895,0.818181818181818,0.75,1,0.727272727272727,0.75 -wilt,0.904761904761905,0.91304347826087,1,0.833333333333333,0.315789473684211,1,0.75,0.6,0.818181818181818,0.375 -wine,0.80952380952381,0.869565217391304,1,0.916666666666667,0.947368421052632,0.818181818181818,0.916666666666667,1,1,0.75 -wine_quality,0.904761904761905,0.652173913043478,1,0.916666666666667,0.947368421052632,1,0.75,1,0.727272727272727,0.5 +thyroid_new_thyroid,0.952380952380952,0.869565217391304,1,1,0.684210526315789,0.772727272727273,0.666666666666667,0.9,0.909090909090909,0.375 +thyroid_new_thyroid_no_Nas,0.952380952380952,0.869565217391304,1,1,0.684210526315789,0.772727272727273,0.666666666666667,0.9,0.909090909090909,0.375 +thyroid_sick,1,0.91304347826087,1,1,0.315789473684211,1,0.75,1,0.909090909090909,0.625 +thyroid_sick_no_Nas,0.952380952380952,0.91304347826087,1,0.916666666666667,0.421052631578947,1,0.75,0.8,0.909090909090909,0.5 +tic,1,0.652173913043478,0.91304347826087,0.916666666666667,0.526315789473684,1,0.666666666666667,1,0.636363636363636,0.5 +titanic,1,0.739130434782609,0.956521739130435,0.666666666666667,0.578947368421053,1,0.916666666666667,1,0.818181818181818,0.875 +trains,0.857142857142857,0.91304347826087,0.91304347826087,0.916666666666667,0.736842105263158,0.727272727272727,0.75,1,0.909090909090909,1 +turkiye,1,0.739130434782609,1,0.75,0.631578947368421,1,0.916666666666667,1,0.727272727272727,0.5 +twonorm,0.952380952380952,0.956521739130435,1,0.916666666666667,0.947368421052632,0.954545454545455,0.833333333333333,0.8,1,0.75 +urban,0.952380952380952,0.91304347826087,1,1,0.894736842105263,0.818181818181818,0.75,0.9,0.909090909090909,0.25 +user,0.952380952380952,0.869565217391304,0.956521739130435,0.916666666666667,0.789473684210526,0.727272727272727,0.666666666666667,0.9,1,1 +vert2,1,0.739130434782609,1,0.916666666666667,0.947368421052632,1,0.75,1,0.818181818181818,0.625 +vert3,0.857142857142857,0.869565217391304,1,0.833333333333333,0.842105263157895,0.772727272727273,0.666666666666667,1,0.818181818181818,0.875 +wall2,0.857142857142857,0.91304347826087,1,0.666666666666667,0.736842105263158,0.954545454545455,0.333333333333333,1,0.909090909090909,0.375 +wall24,0.952380952380952,0.956521739130435,1,1,0.631578947368421,0.772727272727273,0.916666666666667,0.9,0.909090909090909,0.375 +wall4,0.952380952380952,0.869565217391304,1,0.916666666666667,0.947368421052632,0.818181818181818,0.916666666666667,0.9,1,0.625 +wave,0.952380952380952,0.826086956521739,1,0.666666666666667,0.947368421052632,0.909090909090909,0.583333333333333,0.9,0.909090909090909,0.375 +wave2,0.80952380952381,0.91304347826087,1,0.833333333333333,0.947368421052632,0.909090909090909,0.666666666666667,1,0.818181818181818,0.625 +weight,0.952380952380952,0.91304347826087,1,0.75,0.736842105263158,0.954545454545455,0.333333333333333,0.9,1,0.5 +wholesale,0.952380952380952,0.869565217391304,1,0.75,0.842105263157895,0.818181818181818,0.75,0.9,0.727272727272727,0.75 +wilt,1,0.91304347826087,1,0.833333333333333,0.315789473684211,1,0.75,1,0.818181818181818,0.375 +wine,0.952380952380952,0.869565217391304,1,0.916666666666667,0.947368421052632,0.818181818181818,0.916666666666667,0.9,1,0.75 +wine_quality,0.952380952380952,0.652173913043478,1,0.916666666666667,0.947368421052632,1,0.75,0.8,0.727272727272727,0.5 winsconsin,0.904761904761905,0.956521739130435,1,1,0.842105263157895,0.909090909090909,0.583333333333333,0.6,0.818181818181818,0.25 -wpbc,0.857142857142857,0.695652173913043,1,0.916666666666667,0.947368421052632,1,0.75,1,0.636363636363636,0.5 -wpbc_no_Nas,0.857142857142857,0.695652173913043,1,0.916666666666667,0.947368421052632,1,0.75,1,0.636363636363636,0.5 -yeast,0.904761904761905,0.91304347826087,0.956521739130435,0.833333333333333,0.894736842105263,0.818181818181818,0.583333333333333,1,0.909090909090909,0.875 -zoo,0.904761904761905,0.869565217391304,1,1,0.789473684210526,0.818181818181818,0.833333333333333,1,1,0.375 +wpbc,0.904761904761905,0.695652173913043,1,0.916666666666667,0.947368421052632,1,0.75,0.6,0.636363636363636,0.5 +wpbc_no_Nas,1,0.695652173913043,1,0.916666666666667,0.947368421052632,1,0.75,1,0.636363636363636,0.5 +yeast,0.952380952380952,0.91304347826087,0.956521739130435,0.833333333333333,0.894736842105263,0.818181818181818,0.583333333333333,0.9,0.909090909090909,0.875 +zoo,0.952380952380952,0.869565217391304,1,1,0.789473684210526,0.818181818181818,0.833333333333333,0.9,1,0.375 diff --git a/tests/fixtures/matlab/current/explore_data/pythia/trace3_pythia_skip/inputs/z.csv b/tests/fixtures/matlab/current/explore_data/pythia/trace3_pythia_skip/inputs/z.csv index a1ace971..e0554d62 100644 --- a/tests/fixtures/matlab/current/explore_data/pythia/trace3_pythia_skip/inputs/z.csv +++ b/tests/fixtures/matlab/current/explore_data/pythia/trace3_pythia_skip/inputs/z.csv @@ -1,236 +1,236 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 -auto7_1,0.451677868058983,2.18640397744611 -auto7_2,0.762200931564188,2.77633253707082 -auto7_3,0.438180681846751,2.06716639724676 -auto8,0.0549178911063845,-0.592529750775906 -automobile,1.98003823327326,-0.790014411784594 -bach,0.193780774472242,-1.87839717773557 -balance,-0.311653762818236,1.24090570511703 -banana,0.587846376046454,1.74741828968761 -banknote,-0.531844274570696,-1.6371624455196 -bankruptcy,1.11198248715256,-0.44693382125112 -blogger,0.21812807614184,1.98749807406267 -blood,-0.435024625546103,2.3345343285864 -breast,0.31800612878741,2.30054861294497 -breast_cancer,0.287696099702127,2.35559613881812 -breast_cancer_wis_dia,-0.823016661578931,-0.945078907610218 -breast_cancer_wis_dia_no_Nas,-0.787242070672725,-1.00927109869214 -breast_cancer_wis_ori,-0.530067004647039,-1.96228184159449 -breast_cancer_wis_pro2,0.326126843433741,0.931905893145732 -breast_tissue,1.1326450617369,-0.880171116056983 -breast_tissue_merged,0.905721516482098,-1.51189836810601 -bupa,0.564413885064664,2.72201867197295 -car,-0.596753486946262,-0.0253133497488153 -cardio10,0.508515192502015,-1.04537406296711 -cardio3,-0.660350135004222,-0.285387130036206 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+hiv_schilling,-1.1908441529631,1.66450420613941 +horse_colic_lesion,-0.291208630277004,0.0193453733685934 +horse_colic_outcome,0.207990416887611,-0.071737727745411 +human,0.303306405458426,-2.29204331363726 +hv_no_noise,0.833529604920468,2.64323785190851 +hv_noise,0.805232995368699,2.65419887974589 +ilpd,-0.0223685730909841,2.14995674290196 +ilpd_no_Nas,-0.0319798160141966,2.14973571391286 +image,0.871886841794019,-2.00455039181558 +internet,-1.79481739734039,-0.789543265126117 +ionosphere,-0.177647073311765,-0.165290952494936 +iris,1.23156937041369,-1.36382901996234 +isolet,0.187624447262609,-2.49382724119808 +japanese,0.365180249506079,1.20829726977389 +japanese_no_Nas,0.371500419815534,1.07616657740853 +leaf,1.32230891174809,-2.37372197168941 +led,-0.100961832265824,0.38658129027877 +lenses,1.32863532229192,-0.559898933318664 +libras,0.739927073445834,-1.67087535567092 +liver,0.541793576793103,2.70721301355361 +lsvt,-0.0049120819718245,-0.0566944568191744 +lung,2.00952393298504,0.544280116441485 +lung_no_NAs,1.67680850950551,0.164333512063638 +lymphography,0.778410230415795,-0.521989028715857 +madelon,0.53540850033989,1.19138540480046 +mammographics,-0.263781697724396,1.33560999798657 +mammographics_no_NAs,-0.053478761894021,1.46226535131437 +mechanical,0.21329925338671,1.59237586482255 +mice,0.386029640267039,-2.3902869136413 +mice_no_Nas,0.52855133926918,-2.43701417836861 +molecular_promoter,-0.030509985912351,0.830959960787528 +molecular_splice,-0.351584800835482,0.936400869843312 +monks1,0.398262864745693,1.73534098580844 +monks2,-0.485612607450767,2.27229689492739 +monks3,-0.597011613417024,1.70375669167916 +multiple,0.369296627898891,-2.49220329144937 +mushroom,-0.930431209297337,-1.48084464948692 +onehund_mar,0.441718197432308,-2.76710523569498 +onehund_sha,0.33615127300162,-2.40668903857677 +onehund_tex,0.407953164749145,-2.68571703795443 +optical,-0.0889446382101594,-1.61610992832874 +ozone1,-2.13850855527675,-1.1349658941671 +ozone1_no_Nas,-2.0902228208747,-1.13215136184363 +ozone8,-1.72204056592619,-0.580000261528624 +ozone8_no_Nas,-1.64559981172257,-0.478195324918901 +page,-1.37280199938268,-1.13265796383706 +pamap9,-0.904227028509746,-1.95693265167528 +parkinson_speech,-1.03962136913829,-1.66338160732836 +parkinsons,0.129493415319402,-0.485187206461715 +pen,0.27618477630066,-1.79104464722038 +phishing,-0.787274328888464,0.150594183079944 +phoneme,-0.11597204233328,0.969071687539935 +pima,0.364767041435497,2.29570528270309 +pitt1_1,-0.517275208110861,-0.173943980754647 +pitt1_2,0.14540309573052,-0.839641699053549 +pitt1_3,0.950119067186822,0.766541923053274 +pitt1_4,0.709442293318156,0.545300301562716 +pitt2_1,-0.574599596221373,0.215587395728887 +pitt2_2,0.0934546325183494,-0.805699016456121 +pitt2_3,0.974056050496361,0.847459907309691 +pitt2_4,0.634512345191249,0.714652919232607 +planning,-0.0941222655647768,2.38754800117573 +post,-0.531131583955223,1.87143518561742 +primary,0.731687414730021,2.00366228316095 +qsar,-0.114189678606145,0.915595212005495 +qualitative,0.841045742832755,-0.269584624653862 +ring,0.245271733846576,1.81004876215082 +robot1,0.845634294411942,-1.53694655481606 +robot2,0.179846644561891,-1.13368137568291 +robot3,0.137409927760028,-1.0804922948448 +robot4,0.101006481082865,-1.36666259926294 +robot5,0.850626155525495,-0.799554189119011 +saheart,0.214342293132639,2.42818987368397 +satimage,0.495683976790664,-1.29691513667242 +secom,-1.60624150870083,-1.48257073071655 +seeds,0.934128055847328,-1.44486715150273 +seismic,-2.02298447339059,0.816856764907255 +soybean_large,0.783739410144447,-2.26544466014274 +soybean_large_no_Nas,0.965268007782287,-2.05976845906602 +soybean_small,1.51170326492643,-2.20576111753304 +spambase,-0.216364801819884,0.419575158581964 +spect_heart,-1.0538121680784,1.64365869126691 +spectf_heart,-0.132543109286349,0.311279865687351 +statlog_australian,0.38492875848357,1.17992504075359 +statlog_german,-0.153121852467884,2.20799394455175 +statlog_heart,0.0313477630140027,1.46473564094049 +statlog_is,0.796431285558972,-2.02122998916127 +statlog_ls,0.495753151337289,-1.29967123450024 +statlog_vehicle,1.06781948269159,0.814859547552379 +tae,1.12712519536374,2.37596443597192 +tao,0.204087436820621,-0.465550004537238 +teaching,1.88836023302105,2.00423859755121 +texture,0.661223919701195,-2.3599409221145 +thyroid_allbp,-2.1076051507136,-0.976869304989122 +thyroid_allbp_no_Nas,-2.05913200374757,-0.930782153919335 +thyroid_allhyper,-2.17548481054058,-1.90092415140555 +thyroid_allhypo,-1.75570728145994,-1.12583125440608 +thyroid_allhypo_no_Nas,-1.60701726274613,-1.50203894829768 +thyroid_allrep,-2.15271870185947,-1.54943832752642 +thyroid_allrep_no_Nas,-2.2220210891304,-1.57481685204833 +thyroid_ann,-1.80193503431016,-1.40356567578941 +thyroid_ann_no_Nas,-1.80193503431016,-1.40356567578941 +thyroid_dis,-2.54030227813457,-0.569894367397103 +thyroid_dis_no_Nas,-2.54153522225611,-0.478073525882045 +thyroid_hypothyroid,-2.04276263955268,-0.726161943752424 +thyroid_new_thyroid,0.549172299515084,-1.3284313549185 +thyroid_new_thyroid_no_Nas,0.549172299515084,-1.3284313549185 +thyroid_sick,-1.87173706097548,-0.363362262026644 +thyroid_sick_no_Nas,-1.67790943875475,-0.196792153043187 +tic,-0.410946209402111,2.65831323944847 +titanic,-0.845025219756751,2.61853965013428 +trains,1.41655926468592,-0.271696199615678 +turkiye,-0.863310878116628,1.49474245067013 +twonorm,-0.507757205768425,-0.31629447243402 +urban,0.656135486939626,-1.67591693789522 +user,0.976020916780541,-0.435475068739299 +vert2,0.234038341413218,0.815256904886831 +vert3,0.393596262189343,-0.047654247067244 +wall2,0.427723867960769,-2.16260020900605 +wall24,0.314260157270607,-0.76179886479411 +wall4,0.894461482389886,-1.72993198663986 +wave,0.373224146567306,0.20782696665873 +wave2,0.17056719989665,0.209093944810473 +weight,0.456540954033591,-2.68186177005931 +wholesale,0.190087308202406,-0.229812930636576 +wilt,-2.01332375708882,-0.134783966571389 +wine,0.849872827870882,-1.76436631484956 +wine_quality,0.158215190598094,1.03223228157962 +winsconsin,-0.814310570050129,-0.976336824945505 +wpbc,-0.187747297754517,1.07347957412307 +wpbc_no_Nas,-0.187039020559032,1.0622636215737 +yeast,0.552452090346463,-0.0541357687202142 +zoo,0.840815666280662,-2.03554220688385 diff --git a/tests/fixtures/matlab/current/explore_data/pythia/trace3_pythia_skip/outputs/eval_summary.csv b/tests/fixtures/matlab/current/explore_data/pythia/trace3_pythia_skip/outputs/eval_summary.csv index de62311a..7a7e4a3e 100644 --- a/tests/fixtures/matlab/current/explore_data/pythia/trace3_pythia_skip/outputs/eval_summary.csv +++ b/tests/fixtures/matlab/current/explore_data/pythia/trace3_pythia_skip/outputs/eval_summary.csv @@ -1,13 +1,13 @@ Row,Avg_Perf_all_instances,Std_Perf_all_instances,Probability_of_good,Avg_Perf_selected_instances,Std_Perf_selected_instances,CV_model_accuracy,CV_model_precision,CV_model_recall -NB,0.173,0.13,0.119,,,0,, -LDA,0.205,0.206,0.128,,,0,, -QDA,0.379,0.279,0.021,,,0,, -CART,0.136,0.118,0.149,,,0,, -J48,0.127,0.118,0.238,,,0,, -KNN,0.131,0.118,0.098,,,0,, -L_SVM,0.134,0.127,0.264,,,0,, -poly_SVM,0.195,0.145,0.077,,,0,, -RBF_SVM,0.133,0.127,0.196,,,0,, -RandF,0.154,0.196,0.434,,,0,, +NB,0.173,0.13,0.119,,,,, +LDA,0.205,0.206,0.128,,,,, +QDA,0.379,0.279,0.021,,,,, +CART,0.136,0.118,0.149,,,,, +J48,0.127,0.118,0.238,,,,, +KNN,0.131,0.118,0.098,,,,, +L_SVM,0.134,0.127,0.264,,,,, +poly_SVM,0.195,0.145,0.077,,,,, +RBF_SVM,0.133,0.127,0.196,,,,, +RandF,0.154,0.196,0.434,,,,, Oracle,0.093,0.098,1,,,,, Selector,0.154,0.196,0.434,,,,,0 diff --git a/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/inputs/z.csv b/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/inputs/z.csv index a1ace971..e0554d62 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/inputs/z.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/inputs/z.csv @@ -1,236 +1,236 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 -auto7_1,0.451677868058983,2.18640397744611 -auto7_2,0.762200931564188,2.77633253707082 -auto7_3,0.438180681846751,2.06716639724676 -auto8,0.0549178911063845,-0.592529750775906 -automobile,1.98003823327326,-0.790014411784594 -bach,0.193780774472242,-1.87839717773557 -balance,-0.311653762818236,1.24090570511703 -banana,0.587846376046454,1.74741828968761 -banknote,-0.531844274570696,-1.6371624455196 -bankruptcy,1.11198248715256,-0.44693382125112 -blogger,0.21812807614184,1.98749807406267 -blood,-0.435024625546103,2.3345343285864 -breast,0.31800612878741,2.30054861294497 -breast_cancer,0.287696099702127,2.35559613881812 -breast_cancer_wis_dia,-0.823016661578931,-0.945078907610218 -breast_cancer_wis_dia_no_Nas,-0.787242070672725,-1.00927109869214 -breast_cancer_wis_ori,-0.530067004647039,-1.96228184159449 -breast_cancer_wis_pro2,0.326126843433741,0.931905893145732 -breast_tissue,1.1326450617369,-0.880171116056983 -breast_tissue_merged,0.905721516482098,-1.51189836810601 -bupa,0.564413885064664,2.72201867197295 -car,-0.596753486946262,-0.0253133497488153 -cardio10,0.508515192502015,-1.04537406296711 -cardio3,-0.660350135004222,-0.285387130036206 -chess-krkp,-0.773958579985793,0.777260531444112 -chronic_kidney_disease,-0.074199151441569,-2.30939661168132 -chronic_kidney_disease_full,0.00501797730248017,-2.28733873207169 -chronic_kidney_disease_full_no_Nas,-0.85686964503046,-2.41257485405757 -cilinder,1.14276469902693,1.46834636884392 -cilinder_no_NAs,1.18684786002281,1.684674254019 -climate,-1.38035074209701,-0.291731942570162 -cnae9,-0.521085304407174,-1.0172071974573 -coil2000,-1.98699253621674,0.819537699639365 -congressional,-1.32515773079675,-0.103682922412665 -congressional_no_Nas,-1.15175401502551,0.0953183941252153 -connectionist_sonar,0.492294777873472,0.597816487903251 -connectionist_vowel,0.998739718239173,-1.28031809816135 -contraceptive,0.575722716113584,2.78562201690104 -credit,0.365180538449099,1.2082976481959 -credit_no_Nas,0.371500719428591,1.07616688281721 -crx,0.345299204293914,1.15415102051945 -dermatology,0.900896634640462,-2.16298691186991 -diabetic,0.44596624796141,2.73104438838155 -dresses,0.548412340624649,3.07433106327618 -echocardio,-0.440307214434806,-1.61269265708152 -echocardio_no_Nas,-0.0603173625812102,-1.18320960808681 -ecoli,0.627202828583545,-1.31278664279991 -fertility,-1.32916626683131,1.35346323228039 -firm,-2.25820900870504,-0.00395459819827943 -first,-0.456238287098818,-1.33604762617904 -flare,0.125295846603146,-0.156769460639333 -forest,1.07137679911367,-0.762404728803738 -fourclass,0.280506754975173,-0.304591364808754 -gesture_raw,0.383534006386141,0.55911358330345 -gesture_va,0.447837528886255,1.43666638901503 -glass,0.963803760450393,-0.35449858906851 -grammatical_a1,-0.190892178310217,0.274016813311056 -grammatical_a2,-0.814971051517312,-1.87869593241928 -grammatical_a3,-0.572979560958495,-0.68211572239763 -grammatical_a4,-0.562658988461956,-0.788236512975715 -grammatical_a5,-0.0867568396352447,-0.156812736113697 -grammatical_a6,-0.795667336692842,-1.51662297420632 -grammatical_a7,-0.757760580408363,-0.698415636004654 -grammatical_a8,-0.453702233576861,-0.45179606046591 -grammatical_a9,-0.539606507985586,-0.670261175138717 -grammatical_b1,-0.111735289325941,0.0780453101976103 -grammatical_b2,-0.331003189093071,-0.0452070025222372 -grammatical_b3,-0.407557239476021,-0.557712801289233 -grammatical_b4,-0.638772519900252,-0.554464290635219 -grammatical_b5,0.490139202313322,0.0946744458228579 -grammatical_b6,-0.562988260149679,-0.527496070139818 -grammatical_b7,-0.741691591629429,-0.634222778737224 -grammatical_b8,-0.497303511724291,-0.87452786989926 -grammatical_b9,-0.255717911787533,0.21602147361255 -haberman,-0.178292474747701,2.53243468110353 -hayes,1.2295453581568,1.79089091828677 -heart_cleverland,0.334443992310745,1.09558341218081 -heart_cleverland_no_Nas,0.355733043842242,1.09200360495806 -heart_hungarian,0.19638853425579,-1.22435754685054 -heart_hungarian_no_Nas,1.52319487106908,-0.954315824120645 -heart_switzerland,0.713602719256904,1.48097698602524 -heart_switzerland_no_Nas,1.43682494872315,0.814412496083584 -heart_va,1.04405903510993,0.928219466053912 -heart_va_no_Nas,2.2538109687856,0.588085501204762 -hepatitis,-0.199308024594669,0.36720381119418 -hepatitis_no_Nas,-0.233634341550365,0.0402138363952876 -hiv_1625,0.134386031973868,1.38637422301637 -hiv_746,0.969809281620707,1.98855727227227 -hiv_impens,-0.543521865372681,1.7916196219072 -hiv_schilling,-1.19084589580719,1.66450531429331 -horse_colic_lesion,-0.291209002859471,0.0193455631164124 -horse_colic_outcome,0.207989510498677,-0.0717384689915894 -human,0.303305736768769,-2.29204474748551 -hv_no_noise,0.833531480034024,2.64323914936467 -hv_noise,0.805234782479827,2.65420022256706 -ilpd,-0.0223688132683306,2.14995774136863 -ilpd_no_Nas,-0.0319800763789811,2.14973671663705 -image,0.871887331142957,-2.0045516298368 -internet,-1.79481806473678,-0.789543127562106 -ionosphere,-0.177647736848488,-0.165290858037577 -iris,1.23157082508049,-1.36383001796336 -isolet,0.187624195238846,-2.49382809106309 -japanese,0.365180538449099,1.2082976481959 -japanese_no_Nas,0.371500719428591,1.07616688281721 -leaf,1.3223088170016,-2.37372308553891 -led,-0.10096126021836,0.386582836173171 -lenses,1.32863700045847,-0.559899229636371 -libras,0.739927255279999,-1.67087576456543 -liver,0.541794560585371,2.7072143992344 -lsvt,-0.00491277839526108,-0.0566946192850959 -lung,2.00952570428057,0.54428015362137 -lung_no_NAs,1.67680967583955,0.164333407429364 -lymphography,0.778410723227211,-0.521990136793678 -madelon,0.535409795281422,1.19138603943037 -mammographics,-0.263782703267055,1.33561089971637 -mammographics_no_NAs,-0.0534795729316388,1.4622662123374 -mechanical,0.213299472575552,1.59237669641278 -mice,0.386029914469042,-2.39028807151916 -mice_no_Nas,0.528551665171427,-2.43701540168743 -molecular_promoter,-0.0305104257524355,0.83096014859682 -molecular_splice,-0.351584718510555,0.936401207656521 -monks1,0.39826450317297,1.73534131212444 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+thyroid_dis_no_Nas,-2.54153522225611,-0.478073525882045 +thyroid_hypothyroid,-2.04276263955268,-0.726161943752424 +thyroid_new_thyroid,0.549172299515084,-1.3284313549185 +thyroid_new_thyroid_no_Nas,0.549172299515084,-1.3284313549185 +thyroid_sick,-1.87173706097548,-0.363362262026644 +thyroid_sick_no_Nas,-1.67790943875475,-0.196792153043187 +tic,-0.410946209402111,2.65831323944847 +titanic,-0.845025219756751,2.61853965013428 +trains,1.41655926468592,-0.271696199615678 +turkiye,-0.863310878116628,1.49474245067013 +twonorm,-0.507757205768425,-0.31629447243402 +urban,0.656135486939626,-1.67591693789522 +user,0.976020916780541,-0.435475068739299 +vert2,0.234038341413218,0.815256904886831 +vert3,0.393596262189343,-0.047654247067244 +wall2,0.427723867960769,-2.16260020900605 +wall24,0.314260157270607,-0.76179886479411 +wall4,0.894461482389886,-1.72993198663986 +wave,0.373224146567306,0.20782696665873 +wave2,0.17056719989665,0.209093944810473 +weight,0.456540954033591,-2.68186177005931 +wholesale,0.190087308202406,-0.229812930636576 +wilt,-2.01332375708882,-0.134783966571389 +wine,0.849872827870882,-1.76436631484956 +wine_quality,0.158215190598094,1.03223228157962 +winsconsin,-0.814310570050129,-0.976336824945505 +wpbc,-0.187747297754517,1.07347957412307 +wpbc_no_Nas,-0.187039020559032,1.0622636215737 +yeast,0.552452090346463,-0.0541357687202142 +zoo,0.840815666280662,-2.03554220688385 diff --git a/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/outputs/eval_summary.csv b/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/outputs/eval_summary.csv index 63c99eca..f83b499e 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/outputs/eval_summary.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/outputs/eval_summary.csv @@ -3,9 +3,9 @@ NB,0.721,0.05,26.353,1.845,0.737,0.329,0.023,18.234,1.277,0.833 LDA,0.723,0.05,31.824,2.228,0.696,0.181,0.013,27.624,1.934,0.8 QDA,0,0,0,0,0,0,0,0,0,0 CART,1.014,0.07,24.666,1.727,0.8,0.626,0.043,19.159,1.341,0.5 -J48,1.496,0.104,25.409,1.779,0.763,1.841,0.128,19.549,1.369,0.694 -KNN,1.02,0.071,16.665,1.167,0.765,0.115,0.008,52.139,3.651,0.667 +J48,1.496,0.104,25.409,1.779,0.763,1.647,0.114,19.425,1.36,0.75 +KNN,1.02,0.071,17.645,1.235,0.778,0.116,0.008,51.582,3.612,0.667 L_SVM,1.32,0.092,37.126,2.599,0.755,0.633,0.044,34.755,2.433,0.773 poly_SVM,0.693,0.048,20.21,1.415,0.571,0,0,0,0,0 RBF_SVM,1.468,0.102,29.969,2.098,0.523,0.065,0.004,77.041,5.394,0.6 -RandF,5.322,0.369,22.547,1.579,0.675,1.847,0.128,27.07,1.895,0.7 +RandF,5.322,0.369,22.547,1.579,0.675,1.496,0.104,28.747,2.013,0.814 diff --git a/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/outputs/membership.csv b/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/outputs/membership.csv index 00cb61a1..60aceab5 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/outputs/membership.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/legacy_svm/outputs/membership.csv @@ -1,13 +1,13 @@ Row,in_good_NB,in_good_LDA,in_good_QDA,in_good_CART,in_good_J48,in_good_KNN,in_good_L_SVM,in_good_poly_SVM,in_good_RBF_SVM,in_good_RandF,in_best_NB,in_best_LDA,in_best_QDA,in_best_CART,in_best_J48,in_best_KNN,in_best_L_SVM,in_best_poly_SVM,in_best_RBF_SVM,in_best_RandF abalone,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0 abalone_ori,1,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0 -appendicitis,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1 +appendicitis,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0 asbestos,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0 audiology_std,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0 australian,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1 auto1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 auto2,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0 -auto4,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0 +auto4,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 auto5,0,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0 auto6_1,0,0,0,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0 auto6_2,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 @@ -22,25 +22,25 @@ balance,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0 banana,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 banknote,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0 bankruptcy,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0 -blogger,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0 +blogger,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0 blood,0,0,0,0,1,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0 breast,0,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0 breast_cancer,0,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0 breast_cancer_wis_dia,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 -breast_cancer_wis_dia_no_Nas,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 +breast_cancer_wis_dia_no_Nas,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 breast_cancer_wis_ori,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 breast_cancer_wis_pro2,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0 breast_tissue,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0 breast_tissue_merged,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0 bupa,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 -car,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 -cardio10,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 -cardio3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 +car,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 +cardio10,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 +cardio3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 chess-krkp,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 chronic_kidney_disease,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 chronic_kidney_disease_full,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 chronic_kidney_disease_full_no_Nas,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -cilinder,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +cilinder,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0 cilinder_no_NAs,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 climate,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0 cnae9,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 @@ -71,7 +71,7 @@ glass,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0 grammatical_a1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1 grammatical_a2,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0 grammatical_a3,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,1 -grammatical_a4,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1 +grammatical_a4,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0 grammatical_a5,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1 grammatical_a6,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0 grammatical_a7,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 @@ -83,7 +83,7 @@ grammatical_b3,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 grammatical_b4,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 grammatical_b5,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 grammatical_b6,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 -grammatical_b7,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,1 +grammatical_b7,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0 grammatical_b8,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 grammatical_b9,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 haberman,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 @@ -120,7 +120,7 @@ leaf,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 led,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 lenses,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0 libras,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0 -liver,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0 +liver,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1 lsvt,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0 lung,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 lung_no_NAs,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0 @@ -131,11 +131,11 @@ mammographics_no_NAs,0,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0 mechanical,0,0,0,0,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1 mice,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0 mice_no_Nas,0,0,0,1,0,0,1,0,0,1,0,0,0,1,0,0,1,0,0,0 -molecular_promoter,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 +molecular_promoter,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 molecular_splice,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 monks1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 monks2,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0 -monks3,1,0,0,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0 +monks3,1,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0 multiple,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0 mushroom,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1 onehund_mar,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0 @@ -154,8 +154,8 @@ pen,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0 phishing,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 phoneme,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1 pima,0,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0 -pitt1_1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1 -pitt1_2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +pitt1_1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0 +pitt1_2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1 pitt1_3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 pitt1_4,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0 pitt2_1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 @@ -164,10 +164,10 @@ pitt2_3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 pitt2_4,0,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0 planning,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0 post,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0 -primary,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0 -qsar,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1 +primary,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1 +qsar,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0 qualitative,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0 -ring,1,0,0,0,0,0,0,1,1,1,1,0,0,0,1,0,0,0,0,0 +ring,1,0,0,0,0,0,0,1,1,1,1,0,0,0,0,0,0,0,0,0 robot1,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0 robot2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 robot3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 @@ -181,7 +181,7 @@ seismic,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 soybean_large,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 soybean_large_no_Nas,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 soybean_small,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 -spambase,0,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,1 +spambase,0,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0 spect_heart,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 spectf_heart,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,1 statlog_australian,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 @@ -214,13 +214,13 @@ tic,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 titanic,0,0,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0 trains,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0 turkiye,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0 -twonorm,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 +twonorm,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 urban,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0 user,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0 vert2,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 vert3,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0 wall2,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,0 -wall24,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 +wall24,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 wall4,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0 wave,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0 wave2,0,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,1,0,0,0 @@ -229,7 +229,7 @@ wholesale,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 wilt,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 wine,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0 wine_quality,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,1 -winsconsin,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 +winsconsin,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 wpbc,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 wpbc_no_Nas,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0 yeast,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 diff --git a/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/inputs/z.csv b/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/inputs/z.csv index d52f9fd6..33d54536 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/inputs/z.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/inputs/z.csv @@ -1,236 +1,236 @@ Row,z_1,z_2,z_3 -abalone,-2.4696780390938726,0.44571643308229875,1.2691508045031177 -abalone_ori,0.73754510243297655,-1.2721445989779234,0.63647873910230546 -appendicitis,-0.98443994133022261,-0.81246573414744649,-0.4445747036183097 -asbestos,-2.3375542478966045,-0.98086511679956945,0.4053253834299041 -audiology_std,2.9054222990851319,-0.54483875205025545,0.13447486250235624 -australian,-1.5047738100714483,1.4638451588266563,0.22334902648672136 -auto1,-3.8566452618351241,0.20175745726242195,-1.3915978451034294 -auto2,-2.5283346881809377,1.5832299270448453,0.23052565373618247 -auto4,-1.8235563031207196,2.1109180619612538,0.76910770084214175 -auto5,-0.26022186685977666,0.5818361201276171,0.44084825114243076 -auto6_1,-0.78225604404047266,0.05142338101570449,0.75200520700373297 -auto6_2,-1.1589038302005719,0.020205672684830027,0.50526282109866893 -auto6_3,-0.010797176011468899,-0.1743371013216802,0.95686229217856666 -auto7_1,-2.9570330491220336,0.6687247099322049,0.68091617062283161 -auto7_2,-3.5248433718732914,1.4227019463173178,0.90615835388405119 -auto7_3,-2.7800531974085469,0.65624713362855414,0.58838591535450513 -auto8,0.46269730304747492,-1.4798923105214783,-0.053912353050522249 -automobile,1.9664159691440279,0.60692287938082801,2.7817977906826616 -bach,2.3241352561435589,-1.8526352861662498,0.38948614231441214 -balance,-1.8985399912623613,0.15649557702220115,-0.49080580998046625 -banana,-1.4353431790881794,3.2643453812365189,0.82913338133643566 -banknote,2.3953219780800326,0.23739461656321689,-0.66278285194805941 -bankruptcy,1.2381290169016683,0.69269991863845271,1.1749695179106947 -blogger,-2.5174056285735489,1.3340135452604263,0.40533497670475893 -blood,-3.5091369095219753,0.53349515267525638,-0.36860138320218949 -breast,-3.0292304595209449,1.1799056997066988,0.63142261549794099 -breast_cancer,-3.0759069514197073,1.3198728324613944,0.59336429731341422 -breast_cancer_wis_dia,0.77264086772025775,-1.3487806956446906,-0.81002764937381866 -breast_cancer_wis_dia_no_Nas,0.88215612238101315,-1.345790253644267,-0.77208268950601355 -breast_cancer_wis_ori,2.3954617356496151,-1.3017893504521734,-0.65503789585495742 -breast_cancer_wis_pro2,-1.147113153511931,0.62195830656327789,0.54213071683774416 -breast_tissue,1.2522572914022054,-1.3657333811937582,1.4438677499012496 -breast_tissue_merged,2.226452597822977,-1.0971138736056196,1.0939119601861278 -bupa,-3.470485467470696,1.5428732140252848,0.76377048686106752 -car,-0.10433569729053951,0.082840578247700122,-1.1462309830827584 -cardio10,1.502734746377707,-0.76072175226467065,0.73428898894377281 -cardio3,0.32243282532816359,0.29682968870340781,-0.8161832125224795 -chess-krkp,-1.2183879950159902,0.55820090274878298,-1.4991957239239413 -chronic_kidney_disease,3.5002264022640674,0.079173124155068109,-0.28322373218593233 -chronic_kidney_disease_full,3.5439293245723826,0.24658304881408005,-0.20120446691530475 -chronic_kidney_disease_full_no_Nas,2.7358925470741005,-2.080985940756706,-1.0582784920937605 -cilinder,-1.2724439305692625,2.0051007650163064,1.695898846157526 -cilinder_no_NAs,-1.5165627487479405,2.2198870624553937,1.7711931324407739 -climate,-0.032216142484645861,-0.14247549529040124,-1.7888975217691607 -cnae9,1.3299705665278347,-0.29353654204630103,-1.004750427289999 -coil2000,-1.8225650854102036,0.12823249584991947,-2.2261993680936722 -congressional,-0.7354892166561311,-1.6819815241780163,-1.6572087988714455 -congressional_no_Nas,-1.0205471819454677,-1.7988243944562832,-1.4624495559874962 -connectionist_sonar,-0.32915633086911766,1.3344209596828096,0.47186853674215706 -connectionist_vowel,2.2258944031823824,-0.027670990344169796,1.5321810741946422 -contraceptive,-3.621957860503513,1.3463362233801248,0.77706847310061455 -credit,-1.2802766501978309,1.4014362056310883,0.60833679023264486 -credit_no_Nas,-1.0820841706886344,1.3878978038008816,0.62225337721570362 -crx,-1.2149623356537413,1.3682382924793617,0.58412918971428407 -dermatology,3.4867700522399891,-0.23132423560601631,1.0134447521063912 -diabetic,-3.4675167095458086,1.7175420314428056,0.57415341374503526 -dresses,-4.0212890335331704,1.4989435332853649,0.72754956653847347 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-grammatical_b6,0.59469449912604722,-0.082215739587299247,-0.5992715374113271 -grammatical_b7,0.36106220889024154,-1.1358664079812166,-0.8109167957387744 -grammatical_b8,0.86684166743884394,-0.94909127817753913,-0.56645667677058642 -grammatical_b9,-0.52856649346097406,-0.35378367404165101,-0.12859110445053368 -haberman,-3.7775746034548217,0.36960275461891434,-0.14289187428524872 -hayes,-1.9370395354450856,1.2064702430997321,1.3973190561291131 -heart_cleverland,-1.5725715918578829,-0.071160483133340627,0.49141729796810607 -heart_cleverland_no_Nas,-1.5570633272639465,-0.059332570444871738,0.5182964779933249 -heart_hungarian,1.922283589935762,0.032743260341621228,0.024880518005895122 -heart_hungarian_no_Nas,1.9993384199301183,0.31357914757550781,1.9923026961176777 -heart_switzerland,-1.974246371784709,0.13819573215162548,0.77209786593807317 -heart_switzerland_no_Nas,-0.63939228203474352,0.47747248018850008,1.5216179495221556 -heart_va,-0.90546397917528865,0.53379467762100363,1.2070126887762727 -heart_va_no_Nas,-0.10190784678844621,0.37102215976713693,2.8549533126013928 -hepatitis,-0.60601885612891859,0.041870923168961176,-0.30766695680463413 -hepatitis_no_Nas,-0.23553508666001383,-0.29052164052268581,-0.42910613228688149 -hiv_1625,-1.7877020490582891,0.92032178131461195,0.59580065696984608 -hiv_746,-2.4446001876748933,0.93466804414477889,1.7576671790677239 -hiv_impens,-2.8729023684530199,0.10359906608232876,-0.23623665214779441 -hiv_schilling,-2.9259891058892711,-0.087290332051766506,-1.1865091984555338 -horse_colic_lesion,-0.11859066696317155,-0.050841971696426957,-0.22963805008628349 -horse_colic_outcome,0.041550003990529487,-0.332728829080433,0.058227617814308241 -human,3.215608608359009,-1.1098290540213893,0.41064942726052489 -hv_no_noise,-2.9380424968676411,2.6120574022344565,1.0220655474702922 -hv_noise,-3.0114953536228808,2.4637740566834645,0.99167953644004503 -ilpd,-3.0868501819375136,0.59680158022011009,0.02447347932410613 -ilpd_no_Nas,-3.0928968248110644,0.58703377880544838,0.017492913156358193 -image,3.151799854184492,-0.48907262379722555,1.1361022722462963 -internet,0.68362473613089147,0.084365706861068313,-2.3772307977414409 -ionosphere,-0.0067490973050280236,-0.6107437750959066,-0.1128619873062259 -iris,2.5453940775393802,0.31003267819826985,1.5459647647689567 -isolet,3.194791720202828,-2.0634478542782078,0.30710839353875713 -japanese,-1.2802766501978309,1.4014362056310883,0.60833679023264486 -japanese_no_Nas,-1.0820841706886344,1.3878978038008816,0.62225337721570362 -leaf,3.4243661366473437,-1.760146555268997,2.121184648976441 -led,-1.0005313766821764,-1.3744353290750424,0.020213120285014666 -lenses,1.2817310515864162,0.092951334117789358,1.6714478713884824 -libras,2.2153850286487367,-1.7258044106805499,1.1078923706811792 -liver,-3.4713645940291395,1.4905445445471999,0.73948172603961049 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+mechanical,-2.1190105812537063,0.73325939875631907,0.30564097115689332 +mice,3.4730726696207812,-0.87455124117598748,0.44316859250516688 +mice_no_Nas,3.5512033119076785,-0.98818343832474076,0.6219213790973358 +molecular_promoter,-1.3172544405210442,-0.21012900933982431,-0.26524359836815231 +molecular_splice,-1.4669046713173701,0.088325818487876767,-0.88890937677334347 +monks1,-1.7939391708835952,2.2113996540090306,0.0065170425569031415 +monks2,-2.986526906385937,1.8416797880808768,-0.82819812246978719 +monks3,-2.8791747845172893,-0.46283878858269512,-0.86480010368350957 +multiple,3.5026195734132557,-1.2538204780222286,0.43616577012473223 +mushroom,2.0073085129969113,0.095553190671482741,-1.3848614504861214 +onehund_mar,3.4367020452037038,-2.8591922181918514,0.68775757209204558 +onehund_sha,2.8188316525147905,-2.9633083972140155,0.62499176760180064 +onehund_tex,3.3084299812208893,-2.8382293035218078,0.65745138817247295 +optical,2.1607614840586136,-0.91797677203751282,-0.09916285996286768 +ozone1,0.90863409738628353,-0.43015400816744381,-2.7273893612064635 +ozone1_no_Nas,0.90297431788738614,-0.47210911562145907,-2.6835139567763564 +ozone8,0.25615466518086405,-0.25600370382474469,-2.1776894449686588 +ozone8_no_Nas,0.11356479782987129,-0.28030658789054719,-2.0624656140235418 +page,1.1943569183076503,-0.30022333666509576,-1.6873925403094752 +pamap9,2.5326602485999121,-0.45988546623739268,-1.1400504406234502 +parkinson_speech,1.8700745057661243,-1.0143633610185925,-1.5151804582166726 +parkinsons,1.0012086265080689,0.73527542117382216,0.084877984057319986 +pen,2.4919860545782262,-1.009465305407343,0.51008182918010037 +phishing,0.089606878289300973,1.6693518878200733,-1.4642434138328415 +phoneme,-1.111197498408075,1.2548334821039246,-0.027982675761762693 +pima,-2.9050792500375144,1.4660466605729476,0.56881524200756772 +pitt1_1,0.0026116132201786284,-0.29752122054238156,-0.89744177766452049 +pitt1_2,1.1281375322329672,-0.5923528447822608,0.0074075914912464349 +pitt1_3,-0.89057962272872337,-0.058600375679002996,1.0732740264804164 +pitt1_4,-0.59090640228424018,0.0624903684611035,0.70174212733446806 +pitt2_1,-0.62002510346714979,-0.35409734048839842,-0.87784518299327652 +pitt2_2,1.0429061027747342,-0.65350451455360059,-0.039450594325942806 +pitt2_3,-1.0075297460639638,-0.072527345355644937,1.1275048116386639 +pitt2_4,-0.94773255497613451,-0.19368421328585145,0.66494222871924746 +planning,-3.554490616403537,0.32147881271298395,-0.1411989339896309 +post,-3.094695991182923,-0.34333767696231166,-0.91616883069837562 +primary,-2.2315779438693717,1.9112388367819786,1.2704647036267536 +qsar,-1.1416469620321283,0.88675473797402471,-0.11310327629365866 +qualitative,1.4113573319413797,2.2668466336280582,0.70685771902404604 +ring,-2.3944021802930155,0.89673600216786886,0.39954568418904124 +robot1,2.721492510290922,0.41831386218206729,1.1077799951871221 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+spectf_heart,-0.57830989595147531,-0.16893014666232911,-0.3000422193398089 +statlog_australian,-1.2256186513060396,1.4186127598921536,0.63307601567122496 +statlog_german,-3.0205789143690533,1.1742532711151366,-0.17362864583262611 +statlog_heart,-2.0795085827675908,0.38565717362112667,0.11726342781764454 +statlog_is,3.1042959808981681,-0.64613424419429977,1.058400166360925 +statlog_ls,1.9171924791617527,-0.66468566674579188,0.773293238023539 +statlog_vehicle,-0.64807430177453862,0.82034978909147616,1.4441431158047879 +tae,-2.6876248817397035,1.7849916252517948,1.3990728945367872 +tao,1.1647188435269689,1.2623244235894886,0.23718594752488506 +teaching,-1.9569026515013821,1.6654094120228244,2.8513568316534084 +texture,3.4311682357140803,-1.1209946650005418,0.91810407862410148 +thyroid_allbp,0.83743472495517046,0.047361535053305537,-2.7437346708812895 +thyroid_allbp_no_Nas,0.77619164374349958,0.026289746651868503,-2.6951878089881793 +thyroid_allhyper,2.1209937793343445,-0.22641456184417932,-2.9813494278954082 +thyroid_allhypo,1.0901517428572278,-0.16842283711262196,-2.3857124541676469 +thyroid_allhypo_no_Nas,1.6806434864343005,-0.24888955738550964,-2.2873798120372717 +thyroid_allrep,1.5995636736282821,-0.21345867878493047,-2.9028213941964096 +thyroid_allrep_no_Nas,1.604332620621739,-0.25237430020823887,-2.9989312589669659 +thyroid_ann,1.3490507977399844,-0.62541997543092354,-2.4569780116731685 +thyroid_ann_no_Nas,1.3490507977399844,-0.62541997543092354,-2.4569780116731685 +thyroid_dis,0.07429072180269651,-0.0024363687955216481,-3.1139697124785228 +thyroid_dis_no_Nas,-0.061517440348930634,0.0064432407036857106,-3.1298138258056092 +thyroid_hypothyroid,0.48371924136172734,0.03806622799457033,-2.565981036172297 +thyroid_new_thyroid,2.2233775371967979,0.12068461189382887,0.6146295208259529 +thyroid_new_thyroid_no_Nas,2.2233775371967979,0.12068461189382887,0.6146295208259529 +thyroid_sick,0.10040155448642951,0.39824463669210353,-2.3344756137737215 +thyroid_sick_no_Nas,-0.060503405935894122,0.4976386262543131,-2.1200931824217868 +tic,-3.8540505270590213,0.87796352878276251,-0.74910168378557906 +titanic,-4.2024797420347486,0.02428997635558338,-1.1555889219708024 +trains,0.27786313840966298,-1.7129504573362067,2.0620172301551634 +turkiye,-2.6978814025664914,-0.64846706103811025,-1.1418629195072514 +twonorm,0.64454149426594598,0.96099421722328515,-0.61233242346912919 +urban,2.2832840181822545,-1.4601190958882275,0.84409409185540796 +user,0.97942299709457692,0.062430680294334476,1.1905617061928824 +vert2,-1.0329545170370447,0.4350514225798966,0.23204210861425884 +vert3,-0.17730347650730457,-1.1630137660214417,0.58146722635553549 +wall2,3.3122472286012896,-0.29435150737453764,0.59226079120923925 +wall24,1.1797115875974118,-0.18963518017915598,0.50583835274554989 +wall4,3.1605601727389061,0.86741963061887262,1.0538628760811806 +wave,-0.089522461903346645,0.33480712375051846,0.5194114322932265 +wave2,-0.16117646217124695,0.31318723611603944,0.15557334809747408 +weight,3.9842315019728822,-0.69304799100272474,0.48187982778924526 +wholesale,0.46955112557445805,0.21178882906165652,0.21738628691890688 +wilt,-0.41795606409421937,0.0081480386606983431,-2.4739351881692802 +wine,2.8750380365214401,-0.1980919478049043,0.89889058957046186 +wine_quality,-1.0386125527350929,1.5169214236867952,0.19648763615804915 +winsconsin,0.81203054528320862,-1.3814571206290926,-0.79597396908858253 +wpbc,-1.6615286014783026,0.10869721854177108,-0.33200450459503072 +wpbc_no_Nas,-1.6447375510959454,0.10884478829637349,-0.32936939976117846 +yeast,0.33162116624156218,0.24834365804311864,0.69223452115818662 +zoo,3.041503517304522,-0.99030737986440021,0.93998454060758097 diff --git a/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/outputs/eval_summary.csv b/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/outputs/eval_summary.csv index d5c2f329..490f9c70 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/outputs/eval_summary.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/outputs/eval_summary.csv @@ -1,11 +1,11 @@ Row,Volume_Good,Volume_Good_Normalized,Density_Good,Density_Good_Normalized,Purity_Good,Volume_Best,Volume_Best_Normalized,Density_Best,Density_Best_Normalized,Purity_Best -NB,4.471,0.043,4.026,1.977,0.389,1.785,0.017,6.163,3.027,0.455 -LDA,5.26,0.051,5.323,2.614,0.5,1.626,0.016,6.151,3.021,0.4 +NB,4.471,0.043,7.156,3.515,0.656,1.785,0.017,11.205,5.503,0.7 +LDA,5.26,0.051,7.794,3.828,0.659,1.626,0.016,9.226,4.531,0.6 QDA,0,0,0,0,0,0,0,0,0,0 -CART,4.977,0.048,6.43,3.158,0.313,1.989,0.019,7.541,3.703,0.2 -J48,12.72,0.122,4.796,2.355,0.361,7.559,0.073,4.63,2.274,0.314 -KNN,7.414,0.071,3.372,1.656,0.36,2.835,0.027,3.527,1.732,0.8 -L_SVM,13.785,0.132,4.715,2.316,0.385,3.983,0.038,7.03,3.453,0.357 -poly_SVM,2.88,0.028,4.167,2.047,0.25,0,0,0,0,0 -RBF_SVM,7.601,0.073,6.052,2.972,0.413,2.68,0.026,7.088,3.481,0.263 -RandF,15.851,0.152,5.173,2.541,0.561,15.727,0.151,4.387,2.155,0.536 +CART,4.977,0.048,10.449,5.132,0.577,1.989,0.019,13.071,6.419,0.462 +J48,12.72,0.122,7.312,3.591,0.581,7.559,0.073,7.541,3.703,0.561 +KNN,7.414,0.071,4.99,2.451,0.568,2.835,0.027,5.643,2.771,0.875 +L_SVM,13.785,0.132,6.674,3.278,0.565,3.983,0.038,11.298,5.549,0.556 +poly_SVM,2.88,0.028,8.335,4.093,0.625,0,0,0,0,0 +RBF_SVM,7.601,0.073,8.157,4.006,0.565,2.68,0.026,10.446,5.13,0.5 +RandF,15.851,0.152,8.012,3.935,0.717,15.727,0.151,6.231,3.06,0.663 diff --git a/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/outputs/membership.csv b/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/outputs/membership.csv index 15c1a00b..93f799fd 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/outputs/membership.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/pilot_standard_analytic_3d/outputs/membership.csv @@ -1,236 +1,236 @@ Row,in_good_NB,in_good_LDA,in_good_QDA,in_good_CART,in_good_J48,in_good_KNN,in_good_L_SVM,in_good_poly_SVM,in_good_RBF_SVM,in_good_RandF,in_best_NB,in_best_LDA,in_best_QDA,in_best_CART,in_best_J48,in_best_KNN,in_best_L_SVM,in_best_poly_SVM,in_best_RBF_SVM,in_best_RandF -abalone,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0 +abalone,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0 abalone_ori,1,1,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0 -appendicitis,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +appendicitis,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0 asbestos,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0 -audiology_std,0,0,0,1,0,0,1,0,0,1,0,0,0,1,0,0,0,0,0,1 +audiology_std,1,0,0,1,0,0,1,0,0,1,1,0,0,1,0,0,0,0,0,1 australian,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1 -auto1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -auto2,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0 +auto1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +auto2,0,0,0,1,1,0,1,1,1,1,0,0,0,0,1,0,0,0,0,1 auto4,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,1,0 -auto5,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1 -auto6_1,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1 -auto6_2,0,0,0,0,1,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0 +auto5,0,0,0,1,0,0,1,0,0,1,0,0,0,1,0,0,0,0,0,1 +auto6_1,0,0,0,1,0,0,0,1,1,1,0,0,0,1,0,0,0,0,0,1 +auto6_2,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,1,0 auto6_3,0,0,0,1,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0 -auto7_1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0 -auto7_2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +auto7_1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1 +auto7_2,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0 auto7_3,0,0,0,1,1,0,1,0,1,1,0,0,0,1,1,0,0,0,0,0 -auto8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -automobile,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -bach,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 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thyroid_allrep,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -thyroid_allrep_no_Nas,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -thyroid_ann,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -thyroid_ann_no_Nas,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -thyroid_dis,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -thyroid_dis_no_Nas,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -thyroid_hypothyroid,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0 -thyroid_new_thyroid,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0 -thyroid_new_thyroid_no_Nas,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0 -thyroid_sick,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -thyroid_sick_no_Nas,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -tic,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -titanic,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -trains,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +thyroid_allrep_no_Nas,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0 +thyroid_ann,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0 +thyroid_ann_no_Nas,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0 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wall2,0,0,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1 wall24,1,0,0,0,1,1,1,0,0,0,1,0,0,0,1,0,0,0,0,1 -wall4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -wave,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1 +wall4,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +wave,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,1 wave2,0,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,1,0,1,1 weight,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -wholesale,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1 -wilt,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -wine,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 -wine_quality,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -winsconsin,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0 -wpbc,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0 +wholesale,0,0,0,1,0,0,1,0,0,1,0,0,0,1,0,0,0,0,0,1 +wilt,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 +wine,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0 +wine_quality,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 +winsconsin,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,1 +wpbc,0,1,0,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,0,0 wpbc_no_Nas,0,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,0,0 yeast,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0 zoo,1,0,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,0,0,1 diff --git a/tests/fixtures/matlab/current/explore_data/trace/trace3_default/inputs/z.csv b/tests/fixtures/matlab/current/explore_data/trace/trace3_default/inputs/z.csv index a1ace971..e0554d62 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/trace3_default/inputs/z.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/trace3_default/inputs/z.csv @@ -1,236 +1,236 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 -auto7_1,0.451677868058983,2.18640397744611 -auto7_2,0.762200931564188,2.77633253707082 -auto7_3,0.438180681846751,2.06716639724676 -auto8,0.0549178911063845,-0.592529750775906 -automobile,1.98003823327326,-0.790014411784594 -bach,0.193780774472242,-1.87839717773557 -balance,-0.311653762818236,1.24090570511703 -banana,0.587846376046454,1.74741828968761 -banknote,-0.531844274570696,-1.6371624455196 -bankruptcy,1.11198248715256,-0.44693382125112 -blogger,0.21812807614184,1.98749807406267 -blood,-0.435024625546103,2.3345343285864 -breast,0.31800612878741,2.30054861294497 -breast_cancer,0.287696099702127,2.35559613881812 -breast_cancer_wis_dia,-0.823016661578931,-0.945078907610218 -breast_cancer_wis_dia_no_Nas,-0.787242070672725,-1.00927109869214 -breast_cancer_wis_ori,-0.530067004647039,-1.96228184159449 -breast_cancer_wis_pro2,0.326126843433741,0.931905893145732 -breast_tissue,1.1326450617369,-0.880171116056983 -breast_tissue_merged,0.905721516482098,-1.51189836810601 -bupa,0.564413885064664,2.72201867197295 -car,-0.596753486946262,-0.0253133497488153 -cardio10,0.508515192502015,-1.04537406296711 -cardio3,-0.660350135004222,-0.285387130036206 -chess-krkp,-0.773958579985793,0.777260531444112 -chronic_kidney_disease,-0.074199151441569,-2.30939661168132 -chronic_kidney_disease_full,0.00501797730248017,-2.28733873207169 -chronic_kidney_disease_full_no_Nas,-0.85686964503046,-2.41257485405757 -cilinder,1.14276469902693,1.46834636884392 -cilinder_no_NAs,1.18684786002281,1.684674254019 -climate,-1.38035074209701,-0.291731942570162 -cnae9,-0.521085304407174,-1.0172071974573 -coil2000,-1.98699253621674,0.819537699639365 -congressional,-1.32515773079675,-0.103682922412665 -congressional_no_Nas,-1.15175401502551,0.0953183941252153 -connectionist_sonar,0.492294777873472,0.597816487903251 -connectionist_vowel,0.998739718239173,-1.28031809816135 -contraceptive,0.575722716113584,2.78562201690104 -credit,0.365180538449099,1.2082976481959 -credit_no_Nas,0.371500719428591,1.07616688281721 -crx,0.345299204293914,1.15415102051945 -dermatology,0.900896634640462,-2.16298691186991 -diabetic,0.44596624796141,2.73104438838155 -dresses,0.548412340624649,3.07433106327618 -echocardio,-0.440307214434806,-1.61269265708152 -echocardio_no_Nas,-0.0603173625812102,-1.18320960808681 -ecoli,0.627202828583545,-1.31278664279991 -fertility,-1.32916626683131,1.35346323228039 -firm,-2.25820900870504,-0.00395459819827943 -first,-0.456238287098818,-1.33604762617904 -flare,0.125295846603146,-0.156769460639333 -forest,1.07137679911367,-0.762404728803738 -fourclass,0.280506754975173,-0.304591364808754 -gesture_raw,0.383534006386141,0.55911358330345 -gesture_va,0.447837528886255,1.43666638901503 -glass,0.963803760450393,-0.35449858906851 -grammatical_a1,-0.190892178310217,0.274016813311056 -grammatical_a2,-0.814971051517312,-1.87869593241928 -grammatical_a3,-0.572979560958495,-0.68211572239763 -grammatical_a4,-0.562658988461956,-0.788236512975715 -grammatical_a5,-0.0867568396352447,-0.156812736113697 -grammatical_a6,-0.795667336692842,-1.51662297420632 -grammatical_a7,-0.757760580408363,-0.698415636004654 -grammatical_a8,-0.453702233576861,-0.45179606046591 -grammatical_a9,-0.539606507985586,-0.670261175138717 -grammatical_b1,-0.111735289325941,0.0780453101976103 -grammatical_b2,-0.331003189093071,-0.0452070025222372 -grammatical_b3,-0.407557239476021,-0.557712801289233 -grammatical_b4,-0.638772519900252,-0.554464290635219 -grammatical_b5,0.490139202313322,0.0946744458228579 -grammatical_b6,-0.562988260149679,-0.527496070139818 -grammatical_b7,-0.741691591629429,-0.634222778737224 -grammatical_b8,-0.497303511724291,-0.87452786989926 -grammatical_b9,-0.255717911787533,0.21602147361255 -haberman,-0.178292474747701,2.53243468110353 -hayes,1.2295453581568,1.79089091828677 -heart_cleverland,0.334443992310745,1.09558341218081 -heart_cleverland_no_Nas,0.355733043842242,1.09200360495806 -heart_hungarian,0.19638853425579,-1.22435754685054 -heart_hungarian_no_Nas,1.52319487106908,-0.954315824120645 -heart_switzerland,0.713602719256904,1.48097698602524 -heart_switzerland_no_Nas,1.43682494872315,0.814412496083584 -heart_va,1.04405903510993,0.928219466053912 -heart_va_no_Nas,2.2538109687856,0.588085501204762 -hepatitis,-0.199308024594669,0.36720381119418 -hepatitis_no_Nas,-0.233634341550365,0.0402138363952876 -hiv_1625,0.134386031973868,1.38637422301637 -hiv_746,0.969809281620707,1.98855727227227 -hiv_impens,-0.543521865372681,1.7916196219072 -hiv_schilling,-1.19084589580719,1.66450531429331 -horse_colic_lesion,-0.291209002859471,0.0193455631164124 -horse_colic_outcome,0.207989510498677,-0.0717384689915894 -human,0.303305736768769,-2.29204474748551 -hv_no_noise,0.833531480034024,2.64323914936467 -hv_noise,0.805234782479827,2.65420022256706 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+vert2,0.234038341413218,0.815256904886831 +vert3,0.393596262189343,-0.047654247067244 +wall2,0.427723867960769,-2.16260020900605 +wall24,0.314260157270607,-0.76179886479411 +wall4,0.894461482389886,-1.72993198663986 +wave,0.373224146567306,0.20782696665873 +wave2,0.17056719989665,0.209093944810473 +weight,0.456540954033591,-2.68186177005931 +wholesale,0.190087308202406,-0.229812930636576 +wilt,-2.01332375708882,-0.134783966571389 +wine,0.849872827870882,-1.76436631484956 +wine_quality,0.158215190598094,1.03223228157962 +winsconsin,-0.814310570050129,-0.976336824945505 +wpbc,-0.187747297754517,1.07347957412307 +wpbc_no_Nas,-0.187039020559032,1.0622636215737 +yeast,0.552452090346463,-0.0541357687202142 +zoo,0.840815666280662,-2.03554220688385 diff --git a/tests/fixtures/matlab/current/explore_data/trace/trace3_default/outputs/eval_summary.csv b/tests/fixtures/matlab/current/explore_data/trace/trace3_default/outputs/eval_summary.csv index 948a9a9a..4f1c4f61 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/trace3_default/outputs/eval_summary.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/trace3_default/outputs/eval_summary.csv @@ -8,4 +8,4 @@ KNN,0,0,0,0,0,0,0,0,0,0 L_SVM,0,0,0,0,0,0,0,0,0,0 poly_SVM,0,0,0,0,0,0,0,0,0,0 RBF_SVM,0,0,0,0,0,0,0,0,0,0 -RandF,4.794,0.244,21.902,2.027,0.648,3.28,0.167,24.391,2.257,0.625 +RandF,4.794,0.244,22.111,2.046,0.651,3.28,0.167,24.696,2.286,0.63 diff --git a/tests/fixtures/matlab/current/explore_data/trace/trace3_default/outputs/membership.csv b/tests/fixtures/matlab/current/explore_data/trace/trace3_default/outputs/membership.csv index 40fa0654..48d164fd 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/trace3_default/outputs/membership.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/trace3_default/outputs/membership.csv @@ -233,4 +233,4 @@ winsconsin,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 wpbc,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 wpbc_no_Nas,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 yeast,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 -zoo,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 +zoo,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1 diff --git a/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/inputs/z.csv b/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/inputs/z.csv index a1ace971..e0554d62 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/inputs/z.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/inputs/z.csv @@ -1,236 +1,236 @@ Row,z_1,z_2 -abalone,0.813568268758845,1.88460203918377 -abalone_ori,0.35307699650314,-0.682678018330096 -appendicitis,-0.357866496738498,0.404012176074827 -asbestos,0.174181579044543,1.37669009744718 -audiology_std,0.406136417523335,-1.93705383926284 -australian,0.205776171438085,1.34521998308281 -auto1,-0.935948124629041,2.4130983207295 -auto2,0.279744776702277,2.05956825152014 -auto4,0.76323687877378,1.80628978991641 -auto5,0.543168602088501,0.406929970333132 -auto6_1,0.584254189156492,0.656373358504735 -auto6_2,0.415300065412765,0.867293697829504 -auto6_3,0.81345266761751,0.142728244389449 -auto7_1,0.451677868058983,2.18640397744611 -auto7_2,0.762200931564188,2.77633253707082 -auto7_3,0.438180681846751,2.06716639724676 -auto8,0.0549178911063845,-0.592529750775906 -automobile,1.98003823327326,-0.790014411784594 -bach,0.193780774472242,-1.87839717773557 -balance,-0.311653762818236,1.24090570511703 -banana,0.587846376046454,1.74741828968761 -banknote,-0.531844274570696,-1.6371624455196 -bankruptcy,1.11198248715256,-0.44693382125112 -blogger,0.21812807614184,1.98749807406267 -blood,-0.435024625546103,2.3345343285864 -breast,0.31800612878741,2.30054861294497 -breast_cancer,0.287696099702127,2.35559613881812 -breast_cancer_wis_dia,-0.823016661578931,-0.945078907610218 -breast_cancer_wis_dia_no_Nas,-0.787242070672725,-1.00927109869214 -breast_cancer_wis_ori,-0.530067004647039,-1.96228184159449 -breast_cancer_wis_pro2,0.326126843433741,0.931905893145732 -breast_tissue,1.1326450617369,-0.880171116056983 -breast_tissue_merged,0.905721516482098,-1.51189836810601 -bupa,0.564413885064664,2.72201867197295 -car,-0.596753486946262,-0.0253133497488153 -cardio10,0.508515192502015,-1.04537406296711 -cardio3,-0.660350135004222,-0.285387130036206 -chess-krkp,-0.773958579985793,0.777260531444112 -chronic_kidney_disease,-0.074199151441569,-2.30939661168132 -chronic_kidney_disease_full,0.00501797730248017,-2.28733873207169 -chronic_kidney_disease_full_no_Nas,-0.85686964503046,-2.41257485405757 -cilinder,1.14276469902693,1.46834636884392 -cilinder_no_NAs,1.18684786002281,1.684674254019 -climate,-1.38035074209701,-0.291731942570162 -cnae9,-0.521085304407174,-1.0172071974573 -coil2000,-1.98699253621674,0.819537699639365 -congressional,-1.32515773079675,-0.103682922412665 -congressional_no_Nas,-1.15175401502551,0.0953183941252153 -connectionist_sonar,0.492294777873472,0.597816487903251 -connectionist_vowel,0.998739718239173,-1.28031809816135 -contraceptive,0.575722716113584,2.78562201690104 -credit,0.365180538449099,1.2082976481959 -credit_no_Nas,0.371500719428591,1.07616688281721 -crx,0.345299204293914,1.15415102051945 -dermatology,0.900896634640462,-2.16298691186991 -diabetic,0.44596624796141,2.73104438838155 -dresses,0.548412340624649,3.07433106327618 -echocardio,-0.440307214434806,-1.61269265708152 -echocardio_no_Nas,-0.0603173625812102,-1.18320960808681 -ecoli,0.627202828583545,-1.31278664279991 -fertility,-1.32916626683131,1.35346323228039 -firm,-2.25820900870504,-0.00395459819827943 -first,-0.456238287098818,-1.33604762617904 -flare,0.125295846603146,-0.156769460639333 -forest,1.07137679911367,-0.762404728803738 -fourclass,0.280506754975173,-0.304591364808754 -gesture_raw,0.383534006386141,0.55911358330345 -gesture_va,0.447837528886255,1.43666638901503 -glass,0.963803760450393,-0.35449858906851 -grammatical_a1,-0.190892178310217,0.274016813311056 -grammatical_a2,-0.814971051517312,-1.87869593241928 -grammatical_a3,-0.572979560958495,-0.68211572239763 -grammatical_a4,-0.562658988461956,-0.788236512975715 -grammatical_a5,-0.0867568396352447,-0.156812736113697 -grammatical_a6,-0.795667336692842,-1.51662297420632 -grammatical_a7,-0.757760580408363,-0.698415636004654 -grammatical_a8,-0.453702233576861,-0.45179606046591 -grammatical_a9,-0.539606507985586,-0.670261175138717 -grammatical_b1,-0.111735289325941,0.0780453101976103 -grammatical_b2,-0.331003189093071,-0.0452070025222372 -grammatical_b3,-0.407557239476021,-0.557712801289233 -grammatical_b4,-0.638772519900252,-0.554464290635219 -grammatical_b5,0.490139202313322,0.0946744458228579 -grammatical_b6,-0.562988260149679,-0.527496070139818 -grammatical_b7,-0.741691591629429,-0.634222778737224 -grammatical_b8,-0.497303511724291,-0.87452786989926 -grammatical_b9,-0.255717911787533,0.21602147361255 -haberman,-0.178292474747701,2.53243468110353 -hayes,1.2295453581568,1.79089091828677 -heart_cleverland,0.334443992310745,1.09558341218081 -heart_cleverland_no_Nas,0.355733043842242,1.09200360495806 -heart_hungarian,0.19638853425579,-1.22435754685054 -heart_hungarian_no_Nas,1.52319487106908,-0.954315824120645 -heart_switzerland,0.713602719256904,1.48097698602524 -heart_switzerland_no_Nas,1.43682494872315,0.814412496083584 -heart_va,1.04405903510993,0.928219466053912 -heart_va_no_Nas,2.2538109687856,0.588085501204762 -hepatitis,-0.199308024594669,0.36720381119418 -hepatitis_no_Nas,-0.233634341550365,0.0402138363952876 -hiv_1625,0.134386031973868,1.38637422301637 -hiv_746,0.969809281620707,1.98855727227227 -hiv_impens,-0.543521865372681,1.7916196219072 -hiv_schilling,-1.19084589580719,1.66450531429331 -horse_colic_lesion,-0.291209002859471,0.0193455631164124 -horse_colic_outcome,0.207989510498677,-0.0717384689915894 -human,0.303305736768769,-2.29204474748551 -hv_no_noise,0.833531480034024,2.64323914936467 -hv_noise,0.805234782479827,2.65420022256706 -ilpd,-0.0223688132683306,2.14995774136863 -ilpd_no_Nas,-0.0319800763789811,2.14973671663705 -image,0.871887331142957,-2.0045516298368 -internet,-1.79481806473678,-0.789543127562106 -ionosphere,-0.177647736848488,-0.165290858037577 -iris,1.23157082508049,-1.36383001796336 -isolet,0.187624195238846,-2.49382809106309 -japanese,0.365180538449099,1.2082976481959 -japanese_no_Nas,0.371500719428591,1.07616688281721 -leaf,1.3223088170016,-2.37372308553891 -led,-0.10096126021836,0.386582836173171 -lenses,1.32863700045847,-0.559899229636371 -libras,0.739927255279999,-1.67087576456543 -liver,0.541794560585371,2.7072143992344 -lsvt,-0.00491277839526108,-0.0566946192850959 -lung,2.00952570428057,0.54428015362137 -lung_no_NAs,1.67680967583955,0.164333407429364 -lymphography,0.778410723227211,-0.521990136793678 -madelon,0.535409795281422,1.19138603943037 -mammographics,-0.263782703267055,1.33561089971637 -mammographics_no_NAs,-0.0534795729316388,1.4622662123374 -mechanical,0.213299472575552,1.59237669641278 -mice,0.386029914469042,-2.39028807151916 -mice_no_Nas,0.528551665171427,-2.43701540168743 -molecular_promoter,-0.0305104257524355,0.83096014859682 -molecular_splice,-0.351584718510555,0.936401207656521 -monks1,0.39826450317297,1.73534131212444 -monks2,-0.485611010146264,2.27229854020374 -monks3,-0.597011839319863,1.70375806223914 -multiple,0.369296677371016,-2.49220448367572 -mushroom,-0.930431281661171,-1.4808452288672 -onehund_mar,0.441717851605179,-2.7671061285153 -onehund_sha,0.336150584254992,-2.40668968659528 -onehund_tex,0.407952790017094,-2.68571786301537 -optical,-0.088944329307323,-1.61611022873249 -ozone1,-2.13851070906273,-1.13496651923048 -ozone1_no_Nas,-2.09022505124557,-1.13215207976002 -ozone8,-1.72204228569069,-0.58000060098761 -ozone8_no_Nas,-1.6456015065301,-0.478195564300261 -page,-1.37280362490441,-1.13265879654665 -pamap9,-0.904227808499726,-1.95693372383004 -parkinson_speech,-1.03962250562201,-1.66338270366237 -parkinsons,0.129494419307123,-0.485187483480113 -pen,0.276184619892168,-1.79104539805563 -phishing,-0.787273752484386,0.15059393906598 -phoneme,-0.115971705502065,0.969072047953378 -pima,0.364767824887054,2.29570646808275 -pitt1_1,-0.517275540996028,-0.173944216279521 -pitt1_2,0.14540307694186,-0.839642353538774 -pitt1_3,0.95011992524939,0.766542239171142 -pitt1_4,0.709442916406877,0.545300379723093 -pitt2_1,-0.574599973800078,0.215587607460579 -pitt2_2,0.0934543745211887,-0.805699631079416 -pitt2_3,0.974056916296794,0.847460306934735 -pitt2_4,0.634512807138706,0.714653229087545 -planning,-0.0941224135997981,2.38754934733912 -post,-0.531131860413889,1.87143643202152 -primary,0.731688072080197,2.0036631079932 -qsar,-0.114189339667192,0.91559570090617 -qualitative,0.841048683315302,-0.269585119312733 -ring,0.245271460518858,1.8100494289944 -robot1,0.845635681303778,-1.53694747584423 -robot2,0.179846716029856,-1.13368191137539 -robot3,0.137410137860719,-1.08049289900147 -robot4,0.101006438217445,-1.36666363287942 -robot5,0.850627461074856,-0.799554708828574 -saheart,0.214342780385188,2.42819112665623 -satimage,0.495683800424144,-1.29691587397459 -secom,-1.60624330299319,-1.48257195317225 -seeds,0.934128780340471,-1.44486821837488 -seismic,-2.02298659382326,0.816857456656593 -soybean_large,0.783739815874175,-2.26544572315753 -soybean_large_no_Nas,0.965268725305566,-2.05976949539409 -soybean_small,1.51170356398316,-2.2057626931446 -spambase,-0.216364249618813,0.419575337197557 -spect_heart,-1.05381281215194,1.64365980944838 -spectf_heart,-0.132543418764935,0.311279844682579 -statlog_australian,0.384929066824341,1.17992539311357 -statlog_german,-0.153121462970033,2.20799516185473 -statlog_heart,0.0313476716959607,1.46473651452741 -statlog_is,0.796431677197515,-2.02123117824577 -statlog_ls,0.495752975608288,-1.29967197333353 -statlog_vehicle,1.06782075295719,0.814859983629493 -tae,1.1271271119547,2.37596570616639 -tao,0.204087973443315,-0.465550785822688 -teaching,1.88836165322888,2.00423945055646 -texture,0.661224215324833,-2.35994208386637 -thyroid_allbp,-2.10760701432325,-0.976870075527548 -thyroid_allbp_no_Nas,-2.05913382835978,-0.930782908351081 -thyroid_allhyper,-2.17548697645334,-1.90092574152667 -thyroid_allhypo,-1.75570920181706,-1.12583235455485 -thyroid_allhypo_no_Nas,-1.60701900438546,-1.50204034931663 -thyroid_allrep,-2.15272086627367,-1.54943963937212 -thyroid_allrep_no_Nas,-2.22202331680171,-1.5748181675524 -thyroid_ann,-1.80193720138472,-1.40356694806376 -thyroid_ann_no_Nas,-1.80193720138472,-1.40356694806376 -thyroid_dis,-2.54030443183246,-0.569894454870391 -thyroid_dis_no_Nas,-2.54153738311127,-0.478073599131802 -thyroid_hypothyroid,-2.04276419983272,-0.726162293465674 -thyroid_new_thyroid,0.549173229945372,-1.32843228743067 -thyroid_new_thyroid_no_Nas,0.549173229945372,-1.32843228743067 -thyroid_sick,-1.87173825564625,-0.363362357297615 -thyroid_sick_no_Nas,-1.6779103897887,-0.196792206059783 -tic,-0.41094560301154,2.65831489639015 -titanic,-0.845025994462731,2.61854132680062 -trains,1.41655827776402,-0.271696764169126 -turkiye,-0.863310630151895,1.49474446523493 -twonorm,-0.507757447672645,-0.316294738729268 -urban,0.656135418797165,-1.67591772177662 -user,0.976022190351071,-0.435475409095947 -vert2,0.234038685343813,0.815257027499178 -vert3,0.393596016837201,-0.0476542439541934 -wall2,0.427724344825626,-2.16260160054782 -wall24,0.314260294868725,-0.761799287413436 -wall4,0.894462509667846,-1.729933537107 -wave,0.373224139465977,0.207826813052494 -wave2,0.170567212067884,0.209093771222526 -weight,0.456540278968065,-2.6818638846292 -wholesale,0.190087872891747,-0.229813246895827 -wilt,-2.01332554720857,-0.134783946943873 -wine,0.849873255960377,-1.76436773586157 -wine_quality,0.158215982280831,1.0322327450112 -winsconsin,-0.814312093169809,-0.976337022266773 -wpbc,-0.187747277019209,1.07348028508783 -wpbc_no_Nas,-0.187038999774599,1.06226432523942 -yeast,0.552452643732684,-0.0541358486743131 -zoo,0.840816132658392,-2.03554337777677 +abalone,0.813568376341143,1.88460124405112 +abalone_ori,0.353077783292229,-0.682677751990965 +appendicitis,-0.35786575812998,0.404011868110441 +asbestos,0.174182248742052,1.37668906774605 +audiology_std,0.406135230523954,-1.93705291941824 +australian,0.205775725005108,1.34521952415413 +auto1,-0.935947956448597,2.41309667043514 +auto2,0.279743885845663,2.05956749033678 +auto4,0.7632351326639,1.80628916162212 +auto5,0.543167436351708,0.406929772350389 +auto6_1,0.584252931524159,0.656372420621042 +auto6_2,0.415298898056739,0.8672926208777 +auto6_3,0.813451414759826,0.142727734805109 +auto7_1,0.451677005572316,2.18640239223991 +auto7_2,0.762199822305806,2.77633117678473 +auto7_3,0.438179638281353,2.0671648566918 +auto8,0.0549179769402704,-0.592530092497409 +automobile,1.98003686225946,-0.790013647643192 +bach,0.193781263572613,-1.87839658850135 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+heart_va,1.04405767671962,0.928218999195548 +heart_va_no_Nas,2.25380950539135,0.588085610211024 +hepatitis,-0.199307945753696,0.367203688882193 +hepatitis_no_Nas,-0.233633925218992,0.0402139633054015 +hiv_1625,0.134386376072714,1.3863735844731 +hiv_746,0.969809208264633,1.98855638783127 +hiv_impens,-0.543520316373112,1.79161864137787 +hiv_schilling,-1.1908441529631,1.66450420613941 +horse_colic_lesion,-0.291208630277004,0.0193453733685934 +horse_colic_outcome,0.207990416887611,-0.071737727745411 +human,0.303306405458426,-2.29204331363726 +hv_no_noise,0.833529604920468,2.64323785190851 +hv_noise,0.805232995368699,2.65419887974589 +ilpd,-0.0223685730909841,2.14995674290196 +ilpd_no_Nas,-0.0319798160141966,2.14973571391286 +image,0.871886841794019,-2.00455039181558 +internet,-1.79481739734039,-0.789543265126117 +ionosphere,-0.177647073311765,-0.165290952494936 +iris,1.23156937041369,-1.36382901996234 +isolet,0.187624447262609,-2.49382724119808 +japanese,0.365180249506079,1.20829726977389 +japanese_no_Nas,0.371500419815534,1.07616657740853 +leaf,1.32230891174809,-2.37372197168941 +led,-0.100961832265824,0.38658129027877 +lenses,1.32863532229192,-0.559898933318664 +libras,0.739927073445834,-1.67087535567092 +liver,0.541793576793103,2.70721301355361 +lsvt,-0.0049120819718245,-0.0566944568191744 +lung,2.00952393298504,0.544280116441485 +lung_no_NAs,1.67680850950551,0.164333512063638 +lymphography,0.778410230415795,-0.521989028715857 +madelon,0.53540850033989,1.19138540480046 +mammographics,-0.263781697724396,1.33560999798657 +mammographics_no_NAs,-0.053478761894021,1.46226535131437 +mechanical,0.21329925338671,1.59237586482255 +mice,0.386029640267039,-2.3902869136413 +mice_no_Nas,0.52855133926918,-2.43701417836861 +molecular_promoter,-0.030509985912351,0.830959960787528 +molecular_splice,-0.351584800835482,0.936400869843312 +monks1,0.398262864745693,1.73534098580844 +monks2,-0.485612607450767,2.27229689492739 +monks3,-0.597011613417024,1.70375669167916 +multiple,0.369296627898891,-2.49220329144937 +mushroom,-0.930431209297337,-1.48084464948692 +onehund_mar,0.441718197432308,-2.76710523569498 +onehund_sha,0.33615127300162,-2.40668903857677 +onehund_tex,0.407953164749145,-2.68571703795443 +optical,-0.0889446382101594,-1.61610992832874 +ozone1,-2.13850855527675,-1.1349658941671 +ozone1_no_Nas,-2.0902228208747,-1.13215136184363 +ozone8,-1.72204056592619,-0.580000261528624 +ozone8_no_Nas,-1.64559981172257,-0.478195324918901 +page,-1.37280199938268,-1.13265796383706 +pamap9,-0.904227028509746,-1.95693265167528 +parkinson_speech,-1.03962136913829,-1.66338160732836 +parkinsons,0.129493415319402,-0.485187206461715 +pen,0.27618477630066,-1.79104464722038 +phishing,-0.787274328888464,0.150594183079944 +phoneme,-0.11597204233328,0.969071687539935 +pima,0.364767041435497,2.29570528270309 +pitt1_1,-0.517275208110861,-0.173943980754647 +pitt1_2,0.14540309573052,-0.839641699053549 +pitt1_3,0.950119067186822,0.766541923053274 +pitt1_4,0.709442293318156,0.545300301562716 +pitt2_1,-0.574599596221373,0.215587395728887 +pitt2_2,0.0934546325183494,-0.805699016456121 +pitt2_3,0.974056050496361,0.847459907309691 +pitt2_4,0.634512345191249,0.714652919232607 +planning,-0.0941222655647768,2.38754800117573 +post,-0.531131583955223,1.87143518561742 +primary,0.731687414730021,2.00366228316095 +qsar,-0.114189678606145,0.915595212005495 +qualitative,0.841045742832755,-0.269584624653862 +ring,0.245271733846576,1.81004876215082 +robot1,0.845634294411942,-1.53694655481606 +robot2,0.179846644561891,-1.13368137568291 +robot3,0.137409927760028,-1.0804922948448 +robot4,0.101006481082865,-1.36666259926294 +robot5,0.850626155525495,-0.799554189119011 +saheart,0.214342293132639,2.42818987368397 +satimage,0.495683976790664,-1.29691513667242 +secom,-1.60624150870083,-1.48257073071655 +seeds,0.934128055847328,-1.44486715150273 +seismic,-2.02298447339059,0.816856764907255 +soybean_large,0.783739410144447,-2.26544466014274 +soybean_large_no_Nas,0.965268007782287,-2.05976845906602 +soybean_small,1.51170326492643,-2.20576111753304 +spambase,-0.216364801819884,0.419575158581964 +spect_heart,-1.0538121680784,1.64365869126691 +spectf_heart,-0.132543109286349,0.311279865687351 +statlog_australian,0.38492875848357,1.17992504075359 +statlog_german,-0.153121852467884,2.20799394455175 +statlog_heart,0.0313477630140027,1.46473564094049 +statlog_is,0.796431285558972,-2.02122998916127 +statlog_ls,0.495753151337289,-1.29967123450024 +statlog_vehicle,1.06781948269159,0.814859547552379 +tae,1.12712519536374,2.37596443597192 +tao,0.204087436820621,-0.465550004537238 +teaching,1.88836023302105,2.00423859755121 +texture,0.661223919701195,-2.3599409221145 +thyroid_allbp,-2.1076051507136,-0.976869304989122 +thyroid_allbp_no_Nas,-2.05913200374757,-0.930782153919335 +thyroid_allhyper,-2.17548481054058,-1.90092415140555 +thyroid_allhypo,-1.75570728145994,-1.12583125440608 +thyroid_allhypo_no_Nas,-1.60701726274613,-1.50203894829768 +thyroid_allrep,-2.15271870185947,-1.54943832752642 +thyroid_allrep_no_Nas,-2.2220210891304,-1.57481685204833 +thyroid_ann,-1.80193503431016,-1.40356567578941 +thyroid_ann_no_Nas,-1.80193503431016,-1.40356567578941 +thyroid_dis,-2.54030227813457,-0.569894367397103 +thyroid_dis_no_Nas,-2.54153522225611,-0.478073525882045 +thyroid_hypothyroid,-2.04276263955268,-0.726161943752424 +thyroid_new_thyroid,0.549172299515084,-1.3284313549185 +thyroid_new_thyroid_no_Nas,0.549172299515084,-1.3284313549185 +thyroid_sick,-1.87173706097548,-0.363362262026644 +thyroid_sick_no_Nas,-1.67790943875475,-0.196792153043187 +tic,-0.410946209402111,2.65831323944847 +titanic,-0.845025219756751,2.61853965013428 +trains,1.41655926468592,-0.271696199615678 +turkiye,-0.863310878116628,1.49474245067013 +twonorm,-0.507757205768425,-0.31629447243402 +urban,0.656135486939626,-1.67591693789522 +user,0.976020916780541,-0.435475068739299 +vert2,0.234038341413218,0.815256904886831 +vert3,0.393596262189343,-0.047654247067244 +wall2,0.427723867960769,-2.16260020900605 +wall24,0.314260157270607,-0.76179886479411 +wall4,0.894461482389886,-1.72993198663986 +wave,0.373224146567306,0.20782696665873 +wave2,0.17056719989665,0.209093944810473 +weight,0.456540954033591,-2.68186177005931 +wholesale,0.190087308202406,-0.229812930636576 +wilt,-2.01332375708882,-0.134783966571389 +wine,0.849872827870882,-1.76436631484956 +wine_quality,0.158215190598094,1.03223228157962 +winsconsin,-0.814310570050129,-0.976336824945505 +wpbc,-0.187747297754517,1.07347957412307 +wpbc_no_Nas,-0.187039020559032,1.0622636215737 +yeast,0.552452090346463,-0.0541357687202142 +zoo,0.840815666280662,-2.03554220688385 diff --git a/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/outputs/eval_summary.csv b/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/outputs/eval_summary.csv index 4114d573..5afacd44 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/outputs/eval_summary.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/outputs/eval_summary.csv @@ -1,11 +1,11 @@ Row,Area_Good,Area_Good_Normalized,Density_Good,Density_Good_Normalized,Purity_Good,Area_Best,Area_Best_Normalized,Density_Best,Density_Best_Normalized,Purity_Best NB,0.258,0.013,46.425,4.297,0.667,0.421,0.021,33.268,3.079,0.643 -LDA,0.784,0.04,42.086,3.895,0.636,0.473,0.024,29.607,2.74,0.643 +LDA,0.784,0.04,43.362,4.013,0.647,0.473,0.024,29.607,2.74,0.643 QDA,0,0,0,0,0,0,0,0,0,0 CART,0.803,0.041,29.896,2.767,0.667,0.749,0.038,22.704,2.101,0.529 J48,4.077,0.208,19.375,1.793,0.608,1.856,0.095,24.244,2.244,0.644 KNN,1.483,0.076,19.552,1.809,0.655,0.755,0.038,22.528,2.085,0.647 -L_SVM,3.426,0.175,23.936,2.215,0.598,1.431,0.073,25.163,2.329,0.556 +L_SVM,3.426,0.175,24.227,2.242,0.602,1.431,0.073,25.862,2.393,0.568 poly_SVM,1.153,0.059,16.477,1.525,0.579,0.38,0.019,23.679,2.192,0.222 RBF_SVM,0.875,0.045,44.596,4.127,0.59,0,0,0,0,0 RandF,6.847,0.349,22.93,2.122,0.605,3.474,0.177,26.192,2.424,0.604 diff --git a/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/outputs/membership.csv b/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/outputs/membership.csv index 4f2f09a9..934ef4f8 100644 --- a/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/outputs/membership.csv +++ b/tests/fixtures/matlab/current/explore_data/trace/trace3_pythia_skip/outputs/membership.csv @@ -231,6 +231,6 @@ wine,0,1,0,0,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0 wine_quality,0,0,0,0,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,1 winsconsin,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1 wpbc,0,1,0,0,0,0,1,0,0,1,1,1,0,0,0,0,0,0,0,0 -wpbc_no_Nas,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0 +wpbc_no_Nas,0,1,0,0,0,0,1,0,0,1,1,0,0,0,0,0,1,0,0,0 yeast,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 zoo,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0 diff --git a/tests/fixtures/matlab/current/manifest.json b/tests/fixtures/matlab/current/manifest.json index dc6310e0..1c013767 100644 --- a/tests/fixtures/matlab/current/manifest.json +++ b/tests/fixtures/matlab/current/manifest.json @@ -3,7 +3,7 @@ "profile": "pyinstancespace.reference-export/v2", "bundle_id": "reference-current", "trust": "matlab-verified", - "generated_at": "2026-09-04T00:00:25.910Z", + "generated_at": "2026-09-26T08:18:07.186Z", "dataset": { "name": "InstanceSpace reference study", "seed": 42, @@ -56,12 +56,12 @@ ] }, "matlab": { - "repo_commit": "98a01ac0513c0dd0f8a9bd91ed2926c871334d7b", + "repo_commit": "fdad7a43a12a403c4b20e4e98bbf8a6e56538e2b", "repo_dirty": false, "toolkit_version": "Version 0.9.1 (R2025a) 20-Aug-2026", "release": "R2026a", - "version": "26.1.0.3312084 (R2026a) Update 4", - "platform": "MACA64", + "version": "26.1.0.3346908 (R2026a) Update 5", + "platform": "GLNXA64", "installed_toolboxes": [ "Financial Toolbox", "Global Optimization Toolbox", @@ -79,7 +79,7 @@ ] }, "generator": { - "repo_commit": "4816b8cf23ad9392e7a7f5aa85bfbc32080dfe84", + "repo_commit": "66e65bec30bfad30ef8e8bcf805330dfbda04a83", "repo_dirty": false, "script": "tests/matlab_export/pyis_export_reference_data.m", "script_sha256": "d11293556b12beb63e3320094a2340ba3f7f8b7a58677ff404f20c0ba3b7350c" @@ -87,8 +87,8 @@ "files": [ { "path": "build_data/cloister/default/inputs/projection_a.csv", - "sha256": "b56f797fddfff2e3941ac306a4351badbb467466abc3c268450a62f8a4daeede", - "size_bytes": 389, + "sha256": "d6f3c4e547476a13c5d75843cb667ee068988527331972caa9b3747d908788c5", + "size_bytes": 388, "media_type": "text/csv", "role": "build_data/cloister/default/inputs/projection_a.csv", "phase": "build", @@ -113,8 +113,8 @@ }, { "path": "build_data/cloister/default/outputs/z_ecorr.csv", - "sha256": "c9bd5efbc296ebfc2300f8a288ff79e1003f3fb4105b56e8f52d6ff68317c176", - "size_bytes": 537, + "sha256": "d59c572d5f64c7f92129f16a4a1a33cbdf37c41e2a750a474a8dbdb84095c98b", + "size_bytes": 535, "media_type": "text/csv", "role": "build_data/cloister/default/outputs/z_ecorr.csv", "phase": "build", @@ -126,8 +126,8 @@ }, { "path": "build_data/cloister/default/outputs/z_edge.csv", - "sha256": "836608725c75bd538ab4d24a73bc9b034fee7080ed91a548263ef77c1bd475c1", - "size_bytes": 677, + "sha256": "554a787340bd7d48c25e52b51a948a9a097fcb205c7105fe8aa7d9107b59695b", + "size_bytes": 676, "media_type": "text/csv", "role": "build_data/cloister/default/outputs/z_edge.csv", "phase": "build", @@ -178,8 +178,8 @@ }, { "path": "build_data/pilot/default/outputs/pilot_a_raw.csv", - "sha256": "b56f797fddfff2e3941ac306a4351badbb467466abc3c268450a62f8a4daeede", - "size_bytes": 389, + "sha256": "d6f3c4e547476a13c5d75843cb667ee068988527331972caa9b3747d908788c5", + "size_bytes": 388, "media_type": "text/csv", "role": "build_data/pilot/default/outputs/pilot_a_raw.csv", "phase": "build", @@ -191,8 +191,8 @@ }, { "path": "build_data/pilot/default/outputs/pilot_alpha.csv", - "sha256": "dcd687e8d698da5e4768999ed1ee08811e1f34b72796893711ab8b80e0929255", - "size_bytes": 10481, + "sha256": "600cd02ba070bc65818372dacd73b7516c39811eb607ba36d4ea1506e610b688", + "size_bytes": 10491, "media_type": "text/csv", "role": "build_data/pilot/default/outputs/pilot_alpha.csv", "phase": "build", @@ -204,8 +204,8 @@ }, { "path": "build_data/pilot/default/outputs/pilot_b.csv", - "sha256": "2ee156ecefd832c83880cbb0aab7f681803ec5c861e6cc80d381badd47e70f24", - "size_bytes": 342, + "sha256": "1f4469c5d2516af790aa3ebe61a976eed692611fed372825b5f3fb909512692e", + "size_bytes": 343, "media_type": "text/csv", "role": "build_data/pilot/default/outputs/pilot_b.csv", "phase": "build", @@ -217,8 +217,8 @@ }, { "path": "build_data/pilot/default/outputs/pilot_c.csv", - "sha256": "4d6e1d36a20cccb0dbc8e6ab45a912820257e3312c5c6375f94dcf21c2e68ce0", - "size_bytes": 435, + "sha256": "c22bd22388d768ab46654a8310918e99fd90aa8d3f8cd69a42cc67e334d005fa", + "size_bytes": 436, "media_type": "text/csv", "role": "build_data/pilot/default/outputs/pilot_c.csv", "phase": "build", @@ -230,8 +230,8 @@ }, { "path": "build_data/pilot/default/outputs/pilot_eoptim.csv", - "sha256": "3730268f16a2a46a6bb43ba112a1993e6f5a07b8a6357d3fb106cae816439b69", - "size_bytes": 185, + "sha256": "8ecb473e10f87bef1ece22c22aac460d03bcfd2054cb45369749707b95cdc0c9", + "size_bytes": 186, "media_type": "text/csv", "role": "build_data/pilot/default/outputs/pilot_eoptim.csv", "phase": "build", @@ -243,7 +243,7 @@ }, { "path": "build_data/pilot/default/outputs/pilot_error.csv", - "sha256": "b0334c7193be6fe0e4907f17c5a5b843b69f3a0688ba36ea22b8fd65a49d74c1", + "sha256": "803e9d5c5710602ccaac4d0b6be3bb695f88e8d7719745f20f8d3504afbce0de", "size_bytes": 23, "media_type": "text/csv", "role": "build_data/pilot/default/outputs/pilot_error.csv", @@ -256,7 +256,7 @@ }, { "path": "build_data/pilot/default/outputs/pilot_matrix.csv", - "sha256": "08d80d6e01a00ef41a1dc89da24818f8076037f74debc1e668258ccf9100c9c3", + "sha256": "0b5c1a7aff4b74087d5c7e9173fe7a6061aa0419077fa16c4de26cf37fcbcd8e", "size_bytes": 453, "media_type": "text/csv", "role": "build_data/pilot/default/outputs/pilot_matrix.csv", @@ -269,8 +269,8 @@ }, { "path": "build_data/pilot/default/outputs/pilot_perf.csv", - "sha256": "cbd0c88bca6b703eaf1997041188f59b5f51e87abf5906ac76dff32ed3cf76d9", - "size_bytes": 185, + "sha256": "ca2c5752f22ecd0509557c7b2e706aa0315404183237075e1a4e80d2598865cf", + "size_bytes": 184, "media_type": "text/csv", "role": "build_data/pilot/default/outputs/pilot_perf.csv", "phase": "build", @@ -282,7 +282,7 @@ }, { "path": "build_data/pilot/default/outputs/pilot_r2.csv", - "sha256": "e2723c25e8c4e5afbe1e1b37e2f31830d75fe70e6a4e545cedc618ed2ae1191e", + "sha256": "fffbe8c73ae146a07d17da6f0b3679126fe15df73372a922bbe75b25e2b1a73c", "size_bytes": 351, "media_type": "text/csv", "role": "build_data/pilot/default/outputs/pilot_r2.csv", @@ -308,8 +308,8 @@ }, { "path": "build_data/pilot/default/outputs/pilot_z.csv", - "sha256": "6f082d033bb3444810820b96521e8d86fa6e679b8e4e51be9502cea953049995", - "size_bytes": 7652, + "sha256": "dd7d58a9452960be39e5f867b44dbd36b12ba2ea4c1204062e18bf0816b73fe9", + "size_bytes": 7660, "media_type": "text/csv", "role": "build_data/pilot/default/outputs/pilot_z.csv", "phase": "build", @@ -373,8 +373,8 @@ }, { "path": "build_data/pilot/pilot_pls_2d/outputs/pilot_a_raw.csv", - "sha256": "1c4d2688764606d88030486c3c1c35f383403c70a8a177914f87ceb0a273a427", - "size_bytes": 414, + "sha256": "871ac2d13b9d43ec11e867ca324e1263188858478e9a17ff74fd2a8b5003868e", + "size_bytes": 416, "media_type": "text/csv", "role": "build_data/pilot/pilot_pls_2d/outputs/pilot_a_raw.csv", "phase": "build", @@ -386,7 +386,7 @@ }, { "path": "build_data/pilot/pilot_pls_2d/outputs/pilot_b.csv", - "sha256": "29990a4a72ad82af2120439c9bdd7596bf857bbcc1d5e277ae08e2a30382b2c0", + "sha256": "ae237215d552ff70c48b353de5f7ff7c7a68b317644540d55e6b63d9ae53611f", "size_bytes": 331, "media_type": "text/csv", "role": "build_data/pilot/pilot_pls_2d/outputs/pilot_b.csv", @@ -399,8 +399,8 @@ }, { "path": "build_data/pilot/pilot_pls_2d/outputs/pilot_c.csv", - "sha256": "3afc5b8bb6dc02b678f7d6180ea9c1113569cb4adfb9c03d9522f9c92825409d", - "size_bytes": 420, + "sha256": "4f70b73a36b5adcddd51a1c710aac2e3b19dacdc5169af95c5143dfa34a68a0b", + "size_bytes": 421, "media_type": "text/csv", "role": "build_data/pilot/pilot_pls_2d/outputs/pilot_c.csv", "phase": "build", @@ -438,7 +438,7 @@ }, { "path": "build_data/pilot/pilot_pls_2d/outputs/pilot_r2.csv", - "sha256": "bb55abc78c5bc32482cb9520cf2afcbb85f5db9854e054eb1db67f58103ba0f8", + "sha256": "bfd9772c3655ba2534d02789955478544bd1275addb5287009f4780aaebd1a61", "size_bytes": 348, "media_type": "text/csv", "role": "build_data/pilot/pilot_pls_2d/outputs/pilot_r2.csv", @@ -451,8 +451,8 @@ }, { "path": "build_data/pilot/pilot_pls_2d/outputs/pilot_z.csv", - "sha256": "7e89daed3e36ed9489018707c9a7a8d342611698438fc464f03c2c9cff1769b1", - "size_bytes": 8222, + "sha256": "ac7d9386138cdd7aada07e2f2862e298ad3782f7233283c8b3a270bcf2506fa0", + "size_bytes": 8227, "media_type": "text/csv", "role": "build_data/pilot/pilot_pls_2d/outputs/pilot_z.csv", "phase": "build", @@ -516,8 +516,8 @@ }, { "path": "build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_a_raw.csv", - "sha256": "663f28959693f906c61628d94aeeb47446f00c295080742ad079efdd2a87af40", - "size_bytes": 592, + "sha256": "7fc9bb0331c4a58fc65601a764312acf00d5c9f71f2a5464537a74deb11c4400", + "size_bytes": 595, "media_type": "text/csv", "role": "build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_a_raw.csv", "phase": "build", @@ -529,8 +529,8 @@ }, { "path": "build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_b.csv", - "sha256": "c3d803cac52434ada4cc017393735f5a3211d44d41fc41468be5f7f1c52b06ea", - 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"build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_r2.csv", "phase": "build", @@ -594,7 +594,7 @@ }, { "path": "build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_z.csv", - "sha256": "31549b492d3fbefe6020d26952fc2d2ee177c4dce98effb6068ca65c7eabad81", + "sha256": "dcd3381f49f53973305c9a38a4916e151ea5ad2f87e76da91ac6f19878cf5292", "size_bytes": 12330, "media_type": "text/csv", "role": "build_data/pilot/pilot_pls_3d_grouped/outputs/pilot_z.csv", @@ -607,8 +607,8 @@ }, { "path": "build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_a.csv", - "sha256": "8e86648918216e06c4ae62dffd89002a72a1e60849eecba3e8dc4b48a9b928b2", - "size_bytes": 269, + "sha256": "fb32d2f886c6df0dbda14bb466e8e962cc2b1fa7e1d0914896ea28ac2d8ddfad", + "size_bytes": 270, "media_type": "text/csv", "role": "build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_a.csv", "phase": "build", @@ -620,8 +620,8 @@ }, { "path": "build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_angles.csv", - "sha256": "f85fe60d30eaf51d72ff0feea9c891ddc54219125a2120fa9039f83e17aee0fe", - "size_bytes": 101, + "sha256": "1a192bcd29dac65cbf910b6986167ba7bee25fbfc64e62e08a86a3ed73a24a36", + "size_bytes": 102, "media_type": "text/csv", "role": "build_data/pilot/pilot_pls_3d_grouped/outputs/viewpoint_angles.csv", "phase": "build", @@ -698,8 +698,8 @@ }, { "path": "build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_a_raw.csv", - "sha256": "d8d0e706ffea9ffc1d4860f8a79349b2f6ab4499dd34608618d2ed2c405589ed", - "size_bytes": 556, + "sha256": "f96d4a864c8d3134c83bd9ec9d421b0e46bcb84c801237315c409ec83c337147", + "size_bytes": 558, "media_type": "text/csv", "role": "build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_a_raw.csv", "phase": "build", @@ -711,7 +711,7 @@ }, { "path": "build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_b.csv", - "sha256": "52e92dd6281e401baf362bdb4df3eb77a3aed347f47e56821e5b704aae94fdf9", + "sha256": "905441bf381ea6d3487e5e1c959add0fcb535a7553d5d466eb2c5fd46fb9615a", "size_bytes": 518, "media_type": "text/csv", "role": "build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_b.csv", @@ -724,8 +724,8 @@ }, { "path": "build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_c.csv", - "sha256": "d98d1a115f29fce10901c7246904c218d6eb54bb8b975af2152ab26e8789a0b7", - "size_bytes": 614, + "sha256": "e4719ba8c0cf552a55652e48b42be6e7b55ceb25420bd60c83b9c2d1886f3957", + "size_bytes": 617, "media_type": "text/csv", "role": "build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_c.csv", "phase": "build", @@ -763,8 +763,8 @@ }, { "path": "build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_r2.csv", - "sha256": "b473d545f95f902b845734955f48112490faa81bea9613544344311647c6d0b2", - "size_bytes": 347, + "sha256": "03f5c5f3150da83f21ba3ee8d7e8a184b27dca9f2303684d0be37536e8b5636e", + "size_bytes": 348, "media_type": "text/csv", "role": "build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_r2.csv", "phase": "build", @@ -776,8 +776,8 @@ }, { "path": "build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_z.csv", - "sha256": "d3e99ff59f327c7a35e9b268ac483e6d08104d9ec1e6c0320346a5cf16f1690c", - "size_bytes": 11471, + "sha256": "ee8c97a3ab99f5a6370058ce5eecfba63228646b6487e4524cb9a1b22152e72b", + "size_bytes": 11457, "media_type": "text/csv", "role": "build_data/pilot/pilot_standard_analytic_3d/outputs/pilot_z.csv", "phase": "build", @@ -789,8 +789,8 @@ }, { "path": "build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_a.csv", - "sha256": "2c7ee13429f071ff57ed2120ae6e8ef014397e076f7f0a4228950f8f5402cdf3", - "size_bytes": 150, + "sha256": "9f1142e7e6e1be4a2204ad4da2a12e6333e06ae28e80c0c188382cba50507a53", + "size_bytes": 152, "media_type": "text/csv", "role": "build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_a.csv", "phase": "build", @@ -802,8 +802,8 @@ }, { "path": "build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_angles.csv", - "sha256": "d0968ddb4cbe87aac0bff4338f0b9d3f1693f1d6c997513ea8929efe4e559b7f", - "size_bytes": 61, + "sha256": "81f843afc37fb0b5c70eb6865bc951e17988f3b79f0a2579ec4e6addd51f1574", + "size_bytes": 60, "media_type": "text/csv", "role": "build_data/pilot/pilot_standard_analytic_3d/outputs/viewpoint_angles.csv", "phase": "build", @@ -841,8 +841,8 @@ }, { "path": "build_data/pilot/pilot_standard_numerical_3d_precalc/inputs/precalc_alpha.csv", - "sha256": "382ab07bd451751066c7fd8d84d1272e7af3866b64e2b390098cfc441d3d3f05", - "size_bytes": 1594, + "sha256": "d44d8670c6a83820518a323f780aefa5a7ba490b062f2ba3cf0981026fa56c93", + "size_bytes": 1593, "media_type": "text/csv", "role": "build_data/pilot/pilot_standard_numerical_3d_precalc/inputs/precalc_alpha.csv", "phase": "build", @@ -893,8 +893,8 @@ }, { "path": "build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_a_raw.csv", - "sha256": "70c0bf4e86ddb690d65092ea4ce6bd16f19e48f53d0a2e724de064fee921c28f", - "size_bytes": 562, + "sha256": 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"text/csv", "role": "build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_b.csv", "phase": "build", @@ -932,7 +932,7 @@ }, { "path": "build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_c.csv", - "sha256": "1630c942cae698f275b2597359cd90694c25195a968c7d6e69e812c26329b8d6", + "sha256": "ad2fb1fde8f26dd7ca1f8ae634a761a582503dc0025235ebd6e70a238c1412b4", "size_bytes": 631, "media_type": "text/csv", "role": "build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_c.csv", @@ -945,7 +945,7 @@ }, { "path": "build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_error.csv", - "sha256": "191a6e07fec799bacf45490f4a06e091bf309ba01897686282e2922a6990e51c", + "sha256": "afae0d016ecc47eabe5ffad585c38edc31c1b317e1c277df44daaf9e1237f25d", "size_bytes": 23, "media_type": "text/csv", "role": "build_data/pilot/pilot_standard_numerical_3d_precalc/outputs/pilot_error.csv", @@ -971,8 +971,8 @@ }, { "path": 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@@ -1972,8 +1972,8 @@ }, { "path": "build_data/pythia/trace3_pythia_skip/outputs/normalization_mu.csv", - "sha256": "db1675be98e75d8f0cf4dcfb1d2f21e9dd993aceae033e5995418c444133d38e", - "size_bytes": 54, + "sha256": "8f72f6dbd3cee31bd19f53f0ca917aad43784a077cb182819b9f0f6c6f424323", + "size_bytes": 36, "media_type": "text/csv", "role": "build_data/pythia/trace3_pythia_skip/outputs/normalization_mu.csv", "phase": "build", @@ -1985,7 +1985,7 @@ }, { "path": "build_data/pythia/trace3_pythia_skip/outputs/normalization_sigma.csv", - "sha256": "31b6593278389847c006b4b2bedd2c4506974198a35699d4b92f6b4eb5f95b10", + "sha256": "4c8d304102f4b7501af66d05295b45f29936c3e0609a0ac44f348a6682297064", "size_bytes": 46, "media_type": "text/csv", "role": "build_data/pythia/trace3_pythia_skip/outputs/normalization_sigma.csv", @@ -2154,8 +2154,8 @@ }, { "path": "build_data/sifted/default/outputs/correlation_pval.csv", - "sha256": "75e10f479c699651ac56b3c6ad35e506acfa446b31445f90db9474503b666d96", - 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+2388,15 @@ }, { "path": "build_data/trace/legacy_svm/outputs/best_RandF.csv", - "sha256": "1b41fec9e7a43a6cf18c8b96cb23a85e08e333a72b8736725c9ff389a2fbce8d", - "size_bytes": 1696, + "sha256": "ce95779a104f47549ac7e3c099fb79c2327a3edc19d94830794ed5481456e179", + "size_bytes": 1937, "media_type": "text/csv", "role": "build_data/trace/legacy_svm/outputs/best_RandF.csv", "phase": "build", "stage": "trace", "variant": "legacy_svm", "empty": false, - "rows": 32, + "rows": 37, "columns": 6 }, { @@ -2414,8 +2414,8 @@ }, { "path": "build_data/trace/legacy_svm/outputs/good_CART.csv", - "sha256": "199b8771797291d90dd88510f0bbb31ba79f246ab48fba07d5813c5efb80352a", - "size_bytes": 1098, + "sha256": "0c3939e4e56933d506740a865cb8775a240efdbdf09f0b5b7355f8c9c5cbc2cf", + "size_bytes": 1094, "media_type": "text/csv", "role": "build_data/trace/legacy_svm/outputs/good_CART.csv", "phase": "build", @@ -2427,8 +2427,8 @@ }, { "path": "build_data/trace/legacy_svm/outputs/good_J48.csv", - "sha256": 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"media_type": "text/csv", "role": "build_data/trace/legacy_svm/outputs/good_poly_SVM.csv", "phase": "build", @@ -2544,8 +2544,8 @@ }, { "path": "build_data/trace/legacy_svm/outputs/hard.csv", - "sha256": "0d27ba7838a724abaf458953684c70ba122c3c3d58960da1c5cd8bcc863bd040", - "size_bytes": 1670, + "sha256": "26777beb13623de71e48a1353642395b1b3d5e75d02e421cd02658e17fa4ae8b", + "size_bytes": 1676, "media_type": "text/csv", "role": "build_data/trace/legacy_svm/outputs/hard.csv", "phase": "build", @@ -2557,8 +2557,8 @@ }, { "path": "build_data/trace/legacy_svm/outputs/raw_metrics.csv", - "sha256": "849862a5def9ee37e698966a542dd3ed9550a07b9c8604bd521116d00acf1afa", - "size_bytes": 1919, + "sha256": "666f54d6beef2307c103bf3c9a57a12d31f7c18e652cf77ca983fc2697dbe9bc", + "size_bytes": 1904, "media_type": "text/csv", "role": "build_data/trace/legacy_svm/outputs/raw_metrics.csv", "phase": "build", @@ -2570,8 +2570,8 @@ }, { "path": "build_data/trace/legacy_svm/outputs/summary.csv", - "sha256": 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"media_type": "text/csv", "role": "build_data/trace/pilot_standard_analytic_3d/outputs/best_J48_alpha_spectrum.csv", "phase": "build", @@ -2752,8 +2752,8 @@ }, { "path": "build_data/trace/pilot_standard_analytic_3d/outputs/best_J48_vertices.csv", - "sha256": "7460b89555cdcfb5edd97701c792dd41535f12547e73555173940f2ddc044aa4", - "size_bytes": 2161, + "sha256": "077a2331142b3d60e41140f962ad6527dcbf9c70b7f655d99941917d7cb49801", + "size_bytes": 2157, "media_type": "text/csv", "role": "build_data/trace/pilot_standard_analytic_3d/outputs/best_J48_vertices.csv", "phase": "build", @@ -2765,7 +2765,7 @@ }, { "path": "build_data/trace/pilot_standard_analytic_3d/outputs/best_KNN_alpha_spectrum.csv", - "sha256": "ed525941aa20da895fc3635d6abf27a3181620f904c438d9570fb9cfcc34b491", + "sha256": "40423151cf59d2e7bb14baed9446a8c432c5af2f237a5b305453ac4ceed7028c", "size_bytes": 868, "media_type": "text/csv", "role": "build_data/trace/pilot_standard_analytic_3d/outputs/best_KNN_alpha_spectrum.csv", @@ -2804,8 +2804,8 @@ }, { "path": "build_data/trace/pilot_standard_analytic_3d/outputs/best_KNN_vertices.csv", - "sha256": "f7c037f9b9792c1a21a4cffc79edfe02315ac9137254455b8d82c1bc79963dc0", - "size_bytes": 868, + "sha256": "94d6f482d5d26c1832c34ab6ee2e6e5a97ba217e86ba9ba1ba50f25a27643308", + "size_bytes": 866, "media_type": "text/csv", "role": "build_data/trace/pilot_standard_analytic_3d/outputs/best_KNN_vertices.csv", "phase": "build", @@ -2817,8 +2817,8 @@ }, { "path": "build_data/trace/pilot_standard_analytic_3d/outputs/best_LDA_alpha_spectrum.csv", - "sha256": "8e4b744c0346a5bba78828936d85e740e7f626fc9d8015f7aed98aea4a580c8b", - "size_bytes": 606, + "sha256": "9d902aa9538aee1f4b3e4455fff996b70ad89021faa7f10c0623d2d35a49e688", + "size_bytes": 601, "media_type": "text/csv", "role": "build_data/trace/pilot_standard_analytic_3d/outputs/best_LDA_alpha_spectrum.csv", "phase": "build", @@ -2856,7 +2856,7 @@ }, { "path": 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1028, "media_type": "text/csv", "role": "build_data/trace/pilot_standard_analytic_3d/outputs/best_RBF_SVM_vertices.csv", "phase": "build", @@ -3077,8 +3077,8 @@ }, { "path": "build_data/trace/pilot_standard_analytic_3d/outputs/best_RandF_alpha_spectrum.csv", - "sha256": "0f306fb549214b3f118784628fb972c7e855ba5181acd8050f4a374557ea58fd", - "size_bytes": 6756, + "sha256": "241ad3a1484304a97466da72ae840ef68d4a7b1087e349e068c86ffc157bf0f8", + "size_bytes": 6761, "media_type": "text/csv", "role": "build_data/trace/pilot_standard_analytic_3d/outputs/best_RandF_alpha_spectrum.csv", "phase": "build", @@ -3116,8 +3116,8 @@ }, { "path": "build_data/trace/pilot_standard_analytic_3d/outputs/best_RandF_vertices.csv", - "sha256": "39b65c9eb34eed6b874d4e51010894bc74ccc56819b590254fa86fc7ebd0819b", - "size_bytes": 3871, + "sha256": "a3865a5d21e5dc94bd20df42bd298c27a8f6c59f3df668728739eb910ab9f890", + "size_bytes": 3876, "media_type": "text/csv", "role": 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}, { "path": "build_data/trace/trace3_default/outputs/raw_metrics.csv", - "sha256": "ebeacbfc431f18717b700ed7b85ddf1fd836a6ea3f364fe7ac6cf451103ef2e5", - "size_bytes": 1412, + "sha256": "ab1d410e8d0796da7390001240b52cc6d8adfb52e576ad55f52414974a3b29ed", + "size_bytes": 1408, "media_type": "text/csv", "role": "build_data/trace/trace3_default/outputs/raw_metrics.csv", "phase": "build", @@ -4221,8 +4221,8 @@ }, { "path": "build_data/trace/trace3_pythia_skip/inputs/z.csv", - "sha256": "63d4e6a855ece92202b3b2d6489085a1184cae0a550345121e5fc6fbd6d23dd7", - "size_bytes": 9994, + "sha256": "8b173166164d206006c4c5f6f421e4994bbbb6d4168a6e1fddc981e36c23f0e7", + "size_bytes": 10002, "media_type": "text/csv", "role": "build_data/trace/trace3_pythia_skip/inputs/z.csv", "phase": "build", @@ -4234,8 +4234,8 @@ }, { "path": "build_data/trace/trace3_pythia_skip/outputs/best_CART.csv", - "sha256": "562b796e04b0cd08aecd0ae2983127bae53a36dcd3fba9a26747e7fcc1523b38", - "size_bytes": 589, + "sha256": 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"explore_data/trace/pilot_standard_analytic_3d/outputs/membership.csv", @@ -5313,8 +5313,8 @@ }, { "path": "explore_data/trace/trace3_default/inputs/z.csv", - "sha256": "3642cd1e918f8ae8bcce1591ad55f2d1492b36fad366c211ea04a99fa88ad640", - "size_bytes": 11109, + "sha256": "e5a68497f7b10efe7606384f1f1042ff41eedaee56a6631467f5bb85ead20e4c", + "size_bytes": 11115, "media_type": "text/csv", "role": "explore_data/trace/trace3_default/inputs/z.csv", "phase": "explore", @@ -5326,8 +5326,8 @@ }, { "path": "explore_data/trace/trace3_default/outputs/eval_summary.csv", - "sha256": "3df56ce32f8ee37830890ca00741dfa571d72b3153998901bd07a586849647bb", - "size_bytes": 499, + "sha256": "c4f3014b58066cab27cbccaab5d2774d406fc17166f02721e8bf4034e98e5157", + "size_bytes": 498, "media_type": "text/csv", "role": "explore_data/trace/trace3_default/outputs/eval_summary.csv", "phase": "explore", @@ -5339,7 +5339,7 @@ }, { "path": "explore_data/trace/trace3_default/outputs/membership.csv", - "sha256": "0f7e2d490d111f4cd789e73f1359b087ce7a5b9e7e334b3a6bb17d9335a2c0e0", + "sha256": "f6ba5492baf35f96bfb66963ba75acf6801fb1401e0a780784aaf16e79586ea9", "size_bytes": 12294, "media_type": "text/csv", "role": "explore_data/trace/trace3_default/outputs/membership.csv", @@ -5417,8 +5417,8 @@ }, { "path": "explore_data/trace/trace3_pythia_skip/inputs/z.csv", - "sha256": "3642cd1e918f8ae8bcce1591ad55f2d1492b36fad366c211ea04a99fa88ad640", - "size_bytes": 11109, + "sha256": "e5a68497f7b10efe7606384f1f1042ff41eedaee56a6631467f5bb85ead20e4c", + "size_bytes": 11115, "media_type": "text/csv", "role": "explore_data/trace/trace3_pythia_skip/inputs/z.csv", "phase": "explore", @@ -5430,7 +5430,7 @@ }, { "path": "explore_data/trace/trace3_pythia_skip/outputs/eval_summary.csv", - "sha256": "8664f7060c31eb427198cd0e36e221479e7b2b0d6a276257f8eb31b452912905", + "sha256": "f5c540591859fb39f991b3dad637020426fbef3b7189fc3ae3fb7c515700ee8e", "size_bytes": 769, "media_type": "text/csv", "role": "explore_data/trace/trace3_pythia_skip/outputs/eval_summary.csv", @@ -5443,7 +5443,7 @@ }, { "path": "explore_data/trace/trace3_pythia_skip/outputs/membership.csv", - "sha256": "9cdee1d0d2fb538b47b0f30225e2dfbf8033d356ca58469bfc6104a6e3dd8cd7", + "sha256": "c33a2e0ed46392c50978407e421f45bd153ac9c40b935c2e5d833fe22f5440a5", "size_bytes": 12294, "media_type": "text/csv", "role": "explore_data/trace/trace3_pythia_skip/outputs/membership.csv", @@ -5508,8 +5508,8 @@ }, { "path": "resolved_options/pilot_standard_numerical_3d_precalc.json", - "sha256": "dec5811b43c8171b30060ea9f15a548002816abb486c28e52d31bf019883d56f", - "size_bytes": 4418, + "sha256": "de8fccbcd7a2e6270e9d24c7237d77e00ef53e989ba00ebc9e0b335c551f3329", + "size_bytes": 4407, "media_type": "application/json", "role": "resolved_options/pilot_standard_numerical_3d_precalc.json", "phase": "shared", diff --git a/tests/fixtures/matlab/current/resolved_options/pilot_standard_numerical_3d_precalc.json b/tests/fixtures/matlab/current/resolved_options/pilot_standard_numerical_3d_precalc.json index 86a530a2..46e02eb8 100644 --- a/tests/fixtures/matlab/current/resolved_options/pilot_standard_numerical_3d_precalc.json +++ b/tests/fixtures/matlab/current/resolved_options/pilot_standard_numerical_3d_precalc.json @@ -63,90 +63,90 @@ "verbose": false, "seed": 42, "precalcAlpha": [ - -0.51392603533752923, - -0.15821528872577617, - -0.19022253098817163, - 0.17017842187360052, - 0.18877860814075612, - -0.356620316760628, - 0.16351220759776308, - 0.025063150501674056, - -0.1740423246927591, - -0.16175396265398415, - 0.12414112153514817, - -0.29455334118447668, - 0.041858613887078816, - -0.22369621704448564, - -0.01011252044966046, - -0.039059199669655355, - -0.21598195327131633, - -0.04288973857859503, - -0.31281695575359153, - 0.14237349491023413, - -0.29745826571935413, - 0.21925553681840512, - 0.57036183223894055, - -0.019242828394538666, - -0.12461024738777214, - 0.15941585402842792, - 0.0684165487151954, - -1.2238444073175099, - 0.71801782172068718, - 0.49137146059914777, - -0.030883968328092967, - 0.17983079974499577, - 0.063552745610911079, - -0.45582019578796085, - -0.2339273075495755, - -0.53529554521101175, - -0.29082171664092804, - -0.27037586610911635, - -0.040519469010956717, - -0.22854466883530075, - -0.056855512469116132, - 0.24430529215788971, - -0.19008052150818519, - -0.16370653450549716, - -0.12367944365396406, - -0.069112675503783957, - -0.49500795179751267, - -0.12515795924828568, - -0.55281502420546169, - 0.48160340361395743, - -0.76254980957983809, - -0.715492696935994, - 0.51049242233743652, - 0.7380599457935717, - 0.50494258986323026, - -0.26166619064241148, - -0.37270075984935863, - -0.39269828917046873, - -0.25933481032323991, - -0.09802828166751501, - -0.10257039207896612, - -0.14737274445013215, - -0.39579230342160365, - -0.31330437368255881, - -0.075071738176645558, - -0.46948768906462213, - -1.1919076603282617, - -0.93562180412574047, - -0.579820567067316, - -0.54051229714524429, - -0.4541055942254979, - -0.31197585157323687, - -0.024381018894294084, - 0.51852514855298726, - -0.014653713396542162, - -0.21677976188837447, - -0.21069233622789391, - -0.21539879151740865, - -0.43136747819193416, - 0.11363821464166238, - -0.10376799746049796, - -0.32055370222694468, - -0.26644670787970676, - -0.18889823832640174 + -0.513926483862771, + -0.1582155006063154, + -0.19022270332229663, + 0.17017830774869119, + 0.1887786161435224, + -0.35662060233340076, + 0.16351248411266589, + 0.02506319662455498, + -0.17404232211397269, + -0.16175476537022868, + 0.12414069712173655, + -0.29455344737449463, + 0.041858592405807707, + -0.2236960331868405, + -0.010112317350251905, + -0.039059284045584189, + -0.21598198337434618, + -0.042890011406017038, + -0.31281669427165987, + 0.14237376766447493, + -0.29745846494095524, + 0.21925568633184922, + 0.57036214845140254, + -0.019242868509024437, + -0.12461061118665723, + 0.15941614475187926, + 0.06841649898935917, + -1.2238437189866447, + 0.71801714399733374, + 0.49137221319700924, + -0.030884837562120668, + 0.1798311425054675, + 0.063552750852459872, + -0.45581895116171145, + -0.23392712224957107, + -0.53529558181497994, + -0.2908211937183055, + -0.27037604728211651, + -0.040519478554590163, + -0.22854446410614515, + -0.0568553171903822, + 0.24430505019765195, + -0.19008011447007264, + -0.16370635231132163, + -0.12367902035739166, + -0.069112601135139881, + -0.49500806136390157, + -0.12515822274130711, + -0.552814651356317, + 0.48160296307948341, + -0.76254959559052626, + -0.71549277473730866, + 0.51049261736830553, + 0.73805969402047378, + 0.50494221935373529, + -0.261666213937395, + -0.37270087127667606, + -0.39269824819507015, + -0.25933474065653228, + -0.09802820644285, + -0.10257029426430174, + -0.14737291983717676, + -0.39579237695612263, + -0.31330423066205909, + -0.075071619994887512, + -0.469486984653106, + -1.1919075472946881, + -0.93562123341891934, + -0.57982056641689106, + -0.540512229429894, + -0.45410544100584005, + -0.3119757759569613, + -0.024381220293836745, + 0.51852448633127846, + -0.014653504210950619, + -0.21677937045411441, + -0.21069217362250153, + -0.21539850164543356, + -0.43136717058048979, + 0.1136382525186736, + -0.10376785291005415, + -0.32055332796208591, + -0.2664466004618693, + -0.18889823486767174 ] }, "cloister": { diff --git a/tests/matlab_export/README.md b/tests/matlab_export/README.md index a839e6ee..cdaf9285 100644 --- a/tests/matlab_export/README.md +++ b/tests/matlab_export/README.md @@ -132,13 +132,21 @@ python -m tools.fixture_provenance install \ The canonical oracle at `tests/fixtures/matlab/current/` is a reviewed, installed `reference-export/v2` bundle with 423 files and `matlab-verified` trust. It was generated -under MATLAB R2026a Update 4 from clean MATLAB -`98a01ac0513c0dd0f8a9bd91ed2926c871334d7b` (InstanceSpace v0.9.1) and clean -Python generator `4816b8cf23ad9392e7a7f5aa85bfbc32080dfe84`. The exporter identity is pinned to +under MATLAB R2026a, on Linux (GLNXA64), from clean MATLAB +`fdad7a43a12a403c4b20e4e98bbf8a6e56538e2b` (InstanceSpace master) and clean +Python generator `66e65bec30bfad30ef8e8bcf805330dfbda04a83`. The exporter identity is pinned to `d11293556b12beb63e3320094a2340ba3f7f8b7a58677ff404f20c0ba3b7350c`. Collection contains 86 provenance tests and 41 current-gold scientific readers. The -local CI-equivalent gate passed all 1,046 collected tests with 92.08% branch coverage +local CI-equivalent gate passed all 1,049 collected tests with 92.05% branch coverage and no uncaught warnings under `-W error`. Frozen v1 bundles remain verifiable, but they are not the installed current oracle. Diagnostic and `legacy-unknown` snapshots remain non-oracles. + +Generated via `matlab-fixture-publish.yml` (`.github/workflows/`), a CI tool that runs +this exporter under real MATLAB and pushes the raw result directly to a branch by git, +rather than through an `actions/upload-artifact` download. A control run at the +previous gold commit, on the same CI runner, showed most of the prior bundle's apparent +drift was macOS-vs-Linux floating-point noise (SIFTED's GA and PILOT's iterative solver +are both sensitive to it), not real MATLAB code changes -- generating on Linux going +forward removes that noise category from future re-verifications. diff --git a/tests/test_current_matlab_stages.py b/tests/test_current_matlab_stages.py index 316db7eb..1587273c 100644 --- a/tests/test_current_matlab_stages.py +++ b/tests/test_current_matlab_stages.py @@ -402,11 +402,11 @@ def test_current_bundle_is_verified_r2026a_source() -> None: assert manifest["schema_version"] == "pyinstancespace.matlab-fixtures/v1" assert manifest["trust"] == "matlab-verified" - assert matlab["repo_commit"] == "98a01ac0513c0dd0f8a9bd91ed2926c871334d7b" + assert matlab["repo_commit"] == "fdad7a43a12a403c4b20e4e98bbf8a6e56538e2b" assert matlab["repo_dirty"] is False assert matlab["release"] == "R2026a" - assert matlab["platform"] == "MACA64" - assert generator["repo_commit"] == "4816b8cf23ad9392e7a7f5aa85bfbc32080dfe84" + assert matlab["platform"] == "GLNXA64" + assert generator["repo_commit"] == "66e65bec30bfad30ef8e8bcf805330dfbda04a83" assert generator["repo_dirty"] is False assert _RESOLVED_DOCUMENT["schema_version"] == ( "pyinstancespace.resolved-options/v1" @@ -943,6 +943,7 @@ def test_current_matlab_pythia_skip_oracle() -> None: PythiaEvaluateInput( _matrix(explore_inputs / "y_bin.csv").astype(np.bool_), predicted.y_hat, + np.ones((predicted.y_hat.shape[0], len(labels)), dtype=np.bool_), ), fitted, ) diff --git a/tests/test_current_matlab_trace_parity.py b/tests/test_current_matlab_trace_parity.py index 570b4ce4..b1107857 100644 --- a/tests/test_current_matlab_trace_parity.py +++ b/tests/test_current_matlab_trace_parity.py @@ -35,41 +35,20 @@ _TRACE3_VARIANTS = ("trace3_default", "trace3_pythia_skip") _SCALAR_TOLERANCE = 1e-11 _GEOMETRY_TOLERANCE = 1e-10 -_BOUNDARY_AMBIGUITIES = { - "trace3_default": frozenset( - { - ("zoo", "in_good_RandF"), - ("zoo", "in_best_RandF"), - }, - ), - "trace3_pythia_skip": frozenset( - { - ("wpbc_no_Nas", "in_good_LDA"), - ("wpbc_no_Nas", "in_good_L_SVM"), - ("wpbc_no_Nas", "in_best_L_SVM"), - }, - ), +_BOUNDARY_AMBIGUITIES: dict[str, frozenset[tuple[str, str]]] = { + # Both variants had exactly one point exactly on a footprint boundary + # under the old MATLAB oracle (98a01ac...). The refreshed oracle + # (fdad7a43..., #344/#345) has none: real-world floating-point + # projection/footprint geometry shifted enough that no explore-set + # point now lands exactly on a boundary for either variant. + "trace3_default": frozenset(), + "trace3_pythia_skip": frozenset(), } -_BOUNDARY_SUMMARY_VALUES = { - "trace3_default": { - ("RandF", "Density_Good"): 22.111, - ("RandF", "Density_Good_Normalized"): 2.046, - ("RandF", "Purity_Good"): 0.651, - ("RandF", "Density_Best"): 24.696, - ("RandF", "Density_Best_Normalized"): 2.286, - ("RandF", "Purity_Best"): 0.630, - }, - "trace3_pythia_skip": { - ("LDA", "Density_Good"): 43.362, - ("LDA", "Density_Good_Normalized"): 4.013, - ("LDA", "Purity_Good"): 0.647, - ("L_SVM", "Density_Good"): 24.227, - ("L_SVM", "Density_Good_Normalized"): 2.242, - ("L_SVM", "Purity_Good"): 0.602, - ("L_SVM", "Density_Best"): 25.862, - ("L_SVM", "Density_Best_Normalized"): 2.393, - ("L_SVM", "Purity_Best"): 0.568, - }, +_BOUNDARY_SUMMARY_VALUES: dict[str, dict[tuple[str, str], float]] = { + # See _BOUNDARY_AMBIGUITIES: no boundary ambiguity means no summary cell + # differs between the rescored and exported summaries either. + "trace3_default": {}, + "trace3_pythia_skip": {}, } pytestmark = pytest.mark.usefixtures("verified_current_matlab_bundle") diff --git a/tests/test_explore_evaluate.py b/tests/test_explore_evaluate.py index dee04874..16c36f7e 100644 --- a/tests/test_explore_evaluate.py +++ b/tests/test_explore_evaluate.py @@ -71,15 +71,22 @@ def _evaluate_pythia( y_true: NDArray[np.bool_], y_pred: NDArray[np.bool_], slots: list[object | None] | None = None, + observed: NDArray[np.bool_] | None = None, ) -> PythiaEvaluateOutput: """Call the stage-owned MATLAB confusion-count formulas.""" fitted = _fitted_with_slots( [Mock() for _ in range(y_pred.shape[1])] if slots is None else slots, ) + n_trained = len(slots) if slots is not None else y_pred.shape[1] return PythiaStage.evaluate( PythiaEvaluateInput( y_true=y_true, y_pred=y_pred, + observed=( + np.ones((y_true.shape[0], n_trained), dtype=np.bool_) + if observed is None + else observed + ), ), fitted, ) @@ -124,7 +131,8 @@ def test_build_test_algo_matrix_nans_algorithm_absent_from_test_set() -> None: np.testing.assert_allclose(y_raw[:, 0], [10.0, 30.0]) assert np.all(np.isnan(y_raw[:, 1])) - assert has_gt.tolist() == [True, False] + assert np.all(has_gt[:, 0]) + assert not np.any(has_gt[:, 1]) def test_build_test_algo_matrix_excludes_new_algorithm_when_not_requested() -> None: @@ -145,7 +153,8 @@ def test_build_test_algo_matrix_excludes_new_algorithm_when_not_requested() -> N assert y_raw.shape == (2, 1) np.testing.assert_allclose(y_raw[:, 0], [10.0, 30.0]) - assert has_gt.tolist() == [True] + assert has_gt.shape == (2, 1) + assert np.all(has_gt) def test_build_test_algo_matrix_appends_new_algorithm_columns() -> None: @@ -170,7 +179,8 @@ def test_build_test_algo_matrix_appends_new_algorithm_columns() -> None: assert y_raw.shape == (2, 2) np.testing.assert_allclose(y_raw[:, 0], [10.0, 30.0]) np.testing.assert_allclose(y_raw[:, 1], [99.0, 88.0]) - assert has_gt.tolist() == [True] # only covers the *trained* column + assert has_gt.shape == (2, 1) # only covers the *trained* column + assert np.all(has_gt) def test_find_new_algorithms_case_insensitive_and_deduplicated() -> None: @@ -208,8 +218,63 @@ def test_pythia_evaluate_computes_metrics_against_ground_truth() -> None: np.testing.assert_allclose(result.cvcmat, [[1, 0, 0, 1], [1, 0, 0, 1]]) -def test_pythia_evaluate_scores_trained_algorithm_without_test_truth() -> None: - """MATLAB scores a fitted slot against its reconciled all-false truth column.""" +def test_pythia_evaluate_skips_trained_algorithm_without_test_truth() -> None: + """A trained algorithm the test set has no data for is not scored. + + Its reconciled all-false truth column is a data-reconciliation artifact, + not real ground truth. Matches MATLAB's fix for `andremun/InstanceSpace#58 + `_: rates stay + ``NaN`` and the confusion row stays zero, the same treatment a test-only + algorithm with no trained-model slot already gets. + """ + y_true = np.array([[True, False], [False, False]]) + y_hat = np.array([[True, True], [False, True]]) + + result = _evaluate_pythia( + y_true, + y_hat, + observed=np.array([[True, False], [True, False]]), + ) + + assert not np.isnan(result.accuracy[0]) + assert np.isnan(result.accuracy[1]) + assert np.isnan(result.precision[1]) + assert np.isnan(result.recall[1]) + np.testing.assert_array_equal(result.cvcmat[1], [0, 0, 0, 0]) + + +def test_pythia_evaluate_masks_per_instance_missing_observations() -> None: + """Only observed instances count; accuracy's denominator is the observed + count, not the total instance count. + + MATLAB masks per instance (``observed = ~isnan(Y(:,ii))``), not per whole + algorithm column: a trained algorithm can have ground truth for some test + instances and not others. Instance 2's prediction is deliberately wrong + (``True``) against an unobserved ``False`` truth, so a masking regression + that scores it anyway changes both the confusion counts and the accuracy + value, not just the denominator silently. + """ + y_true = np.array([[True], [False], [False]]) + y_pred = np.array([[True], [False], [True]]) + observed = np.array([[True], [True], [False]]) + + result = _evaluate_pythia(y_true, y_pred, observed=observed) + + np.testing.assert_array_equal(result.cvcmat[0], [1, 0, 0, 1]) + assert result.accuracy[0] == 1.0 + assert result.precision[0] == 1.0 + assert result.recall[0] == 1.0 + + +def test_pythia_evaluate_scores_a_genuinely_all_bad_algorithm() -> None: + """An algorithm observed to be bad on every test instance is still scored. + + Distinguishes "no test data" (skipped, see the test above) from + "observed and bad everywhere" (a real measurement): both produce an + all-false truth column, but only the former should be treated as + missing data. ``observed`` is what tells them apart, not the + column's content. + """ y_true = np.array([[True, False], [False, False]]) y_hat = np.array([[True, True], [False, True]]) @@ -252,14 +317,20 @@ def test_pythia_evaluate_uses_matlab_column_major_confusion_order() -> None: def test_pythia_evaluate_empty_trained_slot_matches_matlab_skip() -> None: - """An empty model slot keeps zero counts, zero accuracy, and undefined rates.""" + """An empty model slot is not scored: zero counts, NaN accuracy and rates. + + Matches MATLAB's `andremun/InstanceSpace#58 + `_ fix: an untrained + slot (``clf`` empty) is skipped the same way as a trained algorithm with + no test-set ground truth, not scored as a fabricated zero. + """ y_true = np.array([[True], [False]]) y_pred = np.zeros((2, 1), dtype=np.bool_) result = _evaluate_pythia(y_true, y_pred, slots=[None]) np.testing.assert_array_equal(result.cvcmat[0], [0, 0, 0, 0]) - assert result.accuracy[0] == 0.0 + assert np.isnan(result.accuracy[0]) assert np.isnan(result.precision[0]) assert np.isnan(result.recall[0]) @@ -310,6 +381,31 @@ def test_instance_space_evaluate_wrapper_remains_compatible() -> None: np.testing.assert_array_equal(wrapped.cvcmat_actual, stage.cvcmat) +def test_explore_evaluate_trained_algorithm_missing_from_test_set() -> None: + """A trained algorithm absent from the test set's metadata is not scored. + + End-to-end through ``_explore_evaluate``/``_build_test_algo_matrix``, not + ``PythiaStage.evaluate`` directly -- this is what actually plumbs the + ``observed`` mask from the test metadata through to scoring. A future + regression that drops the mask (e.g. passing an all-``True`` array + instead) would still pass every ``PythiaStage.evaluate``-level test above + while silently fabricating scores again here. + """ + space = _make_space(["Alg1", "Alg2"]) + # Alg2 is trained but the test set's metadata only records Alg1. + test_metadata = _make_metadata(["Alg1"], np.array([[0.1], [5.0]])) + y_hat = np.array([[True, False], [False, True]]) + + result = space._explore_evaluate(test_metadata, y_hat, []) + + assert result.algo_labels == ["Alg1", "Alg2"] + assert not np.isnan(result.accuracy_actual[0]) # Alg1: real ground truth + assert np.isnan(result.accuracy_actual[1]) # Alg2: no test-set coverage + assert np.isnan(result.precision_actual[1]) + assert np.isnan(result.recall_actual[1]) + np.testing.assert_array_equal(result.cvcmat_actual[1], [0, 0, 0, 0]) + + @pytest.mark.parametrize( ("y_true", "y_pred", "slots"), [ diff --git a/tools/fixture_provenance.py b/tools/fixture_provenance.py index 1f9e1e41..f3c56323 100644 --- a/tools/fixture_provenance.py +++ b/tools/fixture_provenance.py @@ -141,7 +141,7 @@ "Global Optimization Toolbox", "Financial Toolbox", } -_GOLD_MATLAB_COMMIT: Final = "98a01ac0513c0dd0f8a9bd91ed2926c871334d7b" +_GOLD_MATLAB_COMMIT: Final = "fdad7a43a12a403c4b20e4e98bbf8a6e56538e2b" _CANONICAL_DATASET_SHA256: Final = { "shared_inputs/reference/metadata.csv": ( "961c65397b619a6e8e40df0ea6f90fbda448b8deb8a56e5a319e1be8f442bf0c" @@ -155,7 +155,7 @@ "d11293556b12beb63e3320094a2340ba3f7f8b7a58677ff404f20c0ba3b7350c" ) _VERIFIED_V2_CONTENT_ROOT_SHA256: Final = ( - "f44107a6716c4f204affc006cba6219a2aedeff221a0bccb1d7bd4893de6162f" + "abd975cc2e1fbafdb4665af9ae320e7bf83462b641e1269fef7a4fabe593c2a7" ) _BASE_STAGE_VARIANTS: Final = { ("build", "prelim", "default"),