Learning preferences

Make learning more comfortable. Changes apply immediately.

Enlarges page content, including diagrams and their labels. You can also use your browser’s zoom.

Choose the colours that are easiest for you to distinguish. Applies to lesson diagrams and lab plots. Labels, shapes, hatching and line patterns also distinguish meanings. Source photographs and raw image brightness stay unchanged; mask-only views are available for image overlays.

ExampleComparisonSample link

Saved in this browser on this device. Preferences are separate from progress backups.

SCIENCE · INVESTIGATE AND EXPLAIN

Defend an astronomical explanation with actual source provenance

A full astronomical argument must distinguish actual source records, source-derived products, original model assumptions and a learner’s independently retained reasoning. A numerical fit is not enough if the calibration, selection, uncertainty or prior exposure is hidden. The course’s actual NASA rendering/ephemeris and SDSS spectrum have concrete but different evidentiary roles.

Learning outcome: Preserve candidate ties, make unused predictions before reveal and audit the two actual source packets separately. Record source versions, transformations, permissions, uncertainty and prior pipeline/model exposure in the full-course workspace; then obtain substantive human review and a genuinely unfamiliar case.

Starting recap

Retain shared calibration, source identity, independent predictions and full-course evidence boundaries.

All lessons are open directly. Your saved experiments remain when you leave and return.

Try

With follow-up parallax 20 mas and transmission unknown, B and C both remain because both predict 50 pc and the same initial flux. If the transmission is independently 0.25, C remains. With parallax 10 mas and transmission 0.25, none of A/B/C fits both follow-ups, so the correct result is a rejected candidate set rather than a forced winner.

Open the experiment

Predict

What distinguishes a truly new discriminating observation from a relabeled value already used in the model?

Experiment

Preserve candidate ties, make unused predictions before reveal and audit the two actual source packets separately. Record source versions, transformations, permissions, uncertainty and prior pipeline/model exposure in the full-course workspace; then obtain substantive human review and a genuinely unfamiliar case.

Keep flux degeneracy until discriminating evidence arrives

Worked teaching model · synthetic values · Original three-candidate set with F=L t/d²=0.0001 in normalized units: A(d100,L1,t1),B(d50,L0.25,t1),C(d50,L1,t0.25). Follow-up parallax and optional independent gray transmission select exact compatible candidates. No noise likelihood or exhaustive astrophysical explanation set; supplied evidence is not actual source measurement.

Reset keeps your prediction, captures and practice history.

More than one supplied explanation remains; preserve the tie and name discriminating evidence.

Original three-candidate set with F=L t/d²=0.0001 in normalized units: A(d100,L1,t1),B(d50,L0.25,t1),C(d50,L1,t0.25). Follow-up parallax and optional independent gray transmission select exact compatible candidates. No noise likelihood or exhaustive astrophysical explanation set; supplied evidence is not actual source measurement.

Original conditional packet; not an actual source discovery
QuantityValueUnit
Candidate A initial flux0.0001000000normalized flux
Candidate B initial flux0.0001000000normalized flux
Candidate C initial flux0.0001000000normalized flux
Compatible candidates2candidates
Follow-up geometric distance50pc
  • Candidate A: Distance 100 pc; luminosity 1; transmission 1; predicted parallax 10 mas; incompatible with supplied follow-up.
  • Candidate B: Distance 50 pc; luminosity 0.25; transmission 1; predicted parallax 20 mas; compatible with supplied follow-up.
  • Candidate C: Distance 50 pc; luminosity 1; transmission 0.25; predicted parallax 20 mas; compatible with supplied follow-up.

The authentic NASA and SDSS source packets have separate provenance and exposed source-model or pipeline labels. This fictional ledger neither replaces those audits nor establishes actual practical competence.

More than one supplied explanation remains; preserve the tie and name discriminating evidence.

Original three-candidate set with F=L t/d²=0.0001 in normalized units: A(d100,L1,t1),B(d50,L0.25,t1),C(d50,L1,t0.25). Follow-up parallax and optional independent gray transmission select exact compatible candidates. No noise likelihood or exhaustive astrophysical explanation set; supplied evidence is not actual source measurement.

Captures preserve recipes and replay their calculated results. They are synthetic model evidence, not physical measurements.

Understand

1. Define the integrated evidence

A full astronomical argument must distinguish actual source records, source-derived products, original model assumptions and a learner’s independently retained reasoning. A numerical fit is not enough if the calibration, selection, uncertainty or prior exposure is hidden. The course’s actual NASA rendering/ephemeris and SDSS spectrum have concrete but different evidentiary roles.

2. Retain mechanisms and source boundaries

The original three-candidate comparison has the same normalized flux F=L t/d²=0.0001 for A(distance 100 pc,luminosity 1,transmission 1), B(50 pc,0.25,1) and C(50 pc,1,0.25). An independent parallax of 20 mas retains B and C. A separately established gray transmission 0.25 then selects C within this listed set. Unknown transmission is not the same as unity, and an incompatible follow-up rejects the set rather than forcing a preferred explanation.

The NASA SVS 5587 packet contains actual published 2026 scientific renderings and ephemeris-derived records, not direct photographs. The five weekly frames and raw 8760-record archive permit a reproducible image/coordinate/phase comparison. Their common ephemeris means agreement is not independent validation of the orbital model. Retain credits, exact frame/time/version, selected fields and NASA educational/editorial media conditions; do not imply NASA authored or endorsed this AI-assisted course.

The actual archived SDSS DR 17 plate 358/MJD 51818/fiber 270 spectrum is an observation with prior pipeline processing and labels. Retain its unchanged FITS, hash, full 3819-row CSV, selected 64-row windows and provenance. Derive wavelength from each COADD LOGLAM, not the primary header’s untrimmed COEFF0. Preserve inverse variances, AND/OR masks, vacuum/heliocentric convention and empty screened estimates. Pipeline QSO/redshift exposure is prior information, not a learner’s new independent classification.

The full-course evidence workspace retains a versioned first plan, first report, public-feedback exposure, human critique, justified revision and an unfamiliar reviewer-assigned response. Link all six capability groups: sky/observation, orbital inference, light/calibration, planetary alternatives, stellar stages and cosmic distances. A title or a completed public example does not establish the underlying capability. Actual supervised observing or other practical competence remains unmet unless independently documented; the accessible supplied-image/source route does not fabricate fieldwork.

Reproduce the actual source audits

NASA media guidelines and the SDSS public-data policy provide different reuse bases. Preserve their actual scope, credits and source identity rather than assuming every scientific webpage or third-party image is freely reusable.

3. Work the cumulative case

With follow-up parallax 20 mas and transmission unknown, B and C both remain because both predict 50 pc and the same initial flux. If the transmission is independently 0.25, C remains. With parallax 10 mas and transmission 0.25, none of A/B/C fits both follow-ups, so the correct result is a rejected candidate set rather than a forced winner.

4. Predict, investigate and defend

What distinguishes a truly new discriminating observation from a relabeled value already used in the model?

Preserve candidate ties, make unused predictions before reveal and audit the two actual source packets separately. Record source versions, transformations, permissions, uncertainty and prior pipeline/model exposure in the full-course workspace; then obtain substantive human review and a genuinely unfamiliar case.

Apply the evidence to a changed case

For parallax 20 mas, replace unknown transmission by independently established unity. Which candidate remains, and what does that result not prove?

Retain the evidence frame, calculations and assumptions before opening public feedback.

Compare a worked response

B remains within this exact three-candidate set. It does not prove the set is exhaustive, the source measurements error-free or the source astrophysically validated. Source uncertainty, additional explanations and independent observation evidence still matter.

Retain original plans, written tasks and the full six-stage project in the Astronomy evidence workspace. Human critique, unfamiliar first reasoning and any claimed practical competence must be real evidence, not auto-generated completion.

Primary context. Checked31 October2026. Original cumulative packets remain separate from the explicitly identified actual published NASA/SDSS products.

Apply

What should be reported when no listed candidate matches both exact follow-up constraints?

Public practice checks a specific claim. It does not establish independent mastery.

For parallax 20 mas, replace unknown transmission by independently established unity. Which candidate remains, and what does that result not prove?

Continue

Completion requires a saved prediction, at least one capture and a reflection. Presence checks do not grade your reasoning.

Skipping retains experiments and awards no mastery.

Save a science backup or import one

Science work is stored locally in this browser, separately from mathematics and AI. It does not sync automatically. Use this science-only backup; this checkout's older all-subject export does not include science.

A legacy file is available only when the complete snapshot fits the 36 MB limit. For larger snapshots, prepare a complete file set below; never discard notebooks to make a smaller file.

Matching imported notebook drafts replace their current drafts. Omitted lessons and known first attempts remain. Export your current work first if you want to retain both drafts.

Complete file sets and course backups

A file set can hold more work than one science file. Keep its manifest and every part together. Each file is limited to 36 MB. This format needs this version of LearnAI or a compatible newer version; older versions can use only the legacy single-file backup above.

The set includes every saved science course and global continuation at this moment. Later edits need a new export. A conflicting tab exports its own visible work, which may differ from saved work in another tab.

0 file(s) selected. File order and filenames do not determine identity. Missing, changed or conflicting parts block the entire restore; no good part is applied by itself.

Science storage: loading. No account or remote computation is required.