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Product database handbook — confidential, internal use

CHANGELOG — df-product-db

Append-only dated pass log. Historical "Active work" (was AGENTS.md) and "Recent Work" (was README.md) consolidated here 2026-08-20. Counts below are historical snapshots — current counts are DERIVED (see AGENTS.md / README.md).

2026-09-10 (Rachel/Viktor working session — open-questions 1–17 + DF Mermaid 20–22 rulings)

45-minute working session (Viktor + Rachel; a third male voice, believed Brandon, joins at the end). Rulings recorded verbatim in MASTER-TRANSCRIPT-2026-09-10.md; this entry makes them authoritative. Decisions quoted; caveats flagged inline.

No data changed. This pass records rulings; the WSO re-scrape, the manual regrade, and the per-row sheet adjudication follow.

2026-09-10 (competitor-price sweep — A/B/C below-target + A/B price sheet)

Second price sweep, focused on A-C natural grades. Two deliverables: an A/B price sheet and a live below-target re-scrape. No catalog data changed.

2026-09-09 (add ad-competitor price sources: cardinalfilters.com + grainger.com)

Registered two advertising competitors as scrape sources for PRICE capture.

2026-09-09 (A-C pricing disparity analysis — read-only)

Competitor-pricing scan of A–C natural-grade primary SKUs (Viktor: flag large ours-vs-competitor gaps; focus high-orders + high margin). No data changed. Results: generated/ac-pricing-disparity-2026-09-09.csv (713 SKUs).

2026-09-09 (notes for re-homes + scrape-queue recheck column)

Invariants 0 FAIL / 1 warn; tests 134 pass; ruff clean.

2026-09-09 (variant-grade backfill = lowercased natural letter)

Viktor 2026-09-09: the variant-level house grade (col 93) is the LOWERcased natural-grade letter, not the product-level house grade — in-stock is the only path to a, so a not-in-stock natural-A variant gets b (grade-pricing §5/§6; dA/fA -> a in stock / b not). Backfilled 44 non-primary variant rows whose Variant custom_label_0 was blank (b 2 / c 12 / d 26 / f 4): the 42 unclassed parked-product phantom variants (_DAMN2-NF / _DAMN3-SB) + 2 classed 325325-009 twins (cls-1696/cls-1697). Closes the HH-09 #2 grade-product-twin fragility. Script: src/tools/backfill_variant_grade_20260909.py.

Invariants 0 FAIL / 1 warn; tests 134 pass; ruff clean.

2026-09-09 (tolerance-aware reclass + merge)

Two-in-one pass (docs/HANDOFF-2026-09-09-tolerance-reclass.md): reclassify the complete dcf-default primaries within the A2 tolerance window, then merge the within-tolerance duplicate classes. Script: src/tools/tolerance_reclass_merge_20260909.py.

Note vs the handoff: its "172 complete" was 166 (5 unsane + 1 blank-bolt parked), and its "duplicate-class" examples cls-0038 vs cls-1295 and cls-0005 vs cls-0478 are actually a flange-split and a media-split (correctly NOT merged).

Invariants 0 FAIL / 1 warn (duplicate_primary_sku); tests 134 pass; ruff clean.

2026-09-09 (oval label fix + placeholder flags)

Invariants 0 FAIL / 2 warn; tests 134 pass; ruff clean.

2026-09-09 (scrape queue + DFI cross-reference class check)

2026-09-09 (DFI dims backfill — local before scrape)

Viktor's local-DB-first flow: backfill blank dims from DFI (authoritative) before burning Firecrawl. 39 bdf.* cells (OD/ID/Length) backfilled onto 20 product primaries whose dims were blank but DFI carries full dims (dfi-review verdict 'unvalidated'). Logged to class-overrides.csv.

Invariants 0 FAIL / 2 warn (duplicate_primary_sku + the new signature-collision surface).

2026-09-09 (media-derivation fix — Option1 Value is authoritative, never SKU suffix)

Implements the 2026-09-07 media decision that was decided-but-not-coded: src/media.py canonical_media() now reads standard NF/SB Option1 labels on a BARE suffix, and maps "Nanofiber on Spunbond Polyester" to nf-on-sb exotic (DECISION #3, Viktor 2026-09-09) instead of wide-pleat-nf.

No bdf.* change, no class-overrides entry. Invariants 0 FAIL / 1 warn (the two duplicate primary SKUs, non-cartridge).

2026-09-09 (wrap de-type completion + P25.70E flag)

Supervised hygiene fix on the tail of the 09-01 wrap-accessory de-type:

No bdf.* change, no class-overrides entry. Invariants 0 FAIL; 1 warn remains (the two duplicate primary SKUs, both non-cartridge, unowned Shopify cleanup).

2026-09-09 (dims write-back + reclass + endcap correction)

Second pass of the day: closed the competitor-scrape loop by writing recovered OD/ID/Length to edit_db.csv bdf.* and re-keying the newly-complete dcf-default primaries into classes. All under Viktor's adjudication (approved the candidate list low/med/high confidence).

2026-09-09 (first live competitor-scrape run — price gaps, dims, D-grade)

First live Firecrawl scrape run on the free-search → scrape-only path. The pilot exposed and fixed three code bugs + one data gap, then the full run filled A/B/C price gaps, force-retried the leftovers, and extended to D-grade by pageviews. 2,255 credits, 1,314 SKUs, 860 competitor prices. No edit_db.csv mutation (scrapes land in data/scrape_cache.db only).

2026-09-08 (scrape infrastructure — free search, cache hardening, identity, queue)

Rebuilt the competitor-scrape tooling so a scrape run spends Firecrawl credits only on final page fetches — never on search — and so the stored data is verifiable. Zero Firecrawl credits spent this session; everything offline-tested. No edit_db.csv mutation.

Tests: 124 pass. No Firecrawl search is ever the default again.

2026-09-08 (Claude-review follow-up — Viktor's rulings applied)

Claude's deep review of the 09-07/09-08 commit range flagged four concerns. Verified all four against the live repo, then applied Viktor's rulings.

Invariants 0 FAIL / 2 warn (unchanged pre-existing warns).

2026-09-08 (§1.7 exotic/wide-pleat primary demotion — downgrade ladder restored)

Order #17882 (P199413) exposed that the 09-04 Matrixify import relabeled wide-pleat/exotic media onto STANDARD-ladder primaries — the OEM-spec exotic "took over" the 80/20/NF/SB primary slot, and the standard NF got orphaned as a blank-SKU variant. Blast radius: 36 B/C products (0 A) with an exotic/wide-pleat label on a standard-media SKU; 21 restorable + 15 single-variant exotics (pristine export shows they never had a ladder — out of scope).

Invariants: 46 checks, 0 FAIL (2 pre-existing warns: duplicate primary SKUs, 8PP mixed-type).

Follow-up (same day):

2026-09-08 (§1.6 media-ladder cleanup + presumed-exotic promotion)

Finished the §1.6 residual left after the 09-06 passes. Census: 92 exotic-primary + 55 spunbond-primary products; the correct (exotic/SB) variant is primary on all of them. This pass removed the remaining standard 80/20/NF/SB ladder variants and promoted two presumed-exotics.

Script src/tools/fix_media_ladder_cleanup_20260908.py (dry-run default). Invariants 0 FAIL / 3 warn, 100 tests OK.

2026-09-08 (§1.3 10005085 ID + §1.8 P148646 broken primary swap)

The two holdovers, resolved per Viktor's rulings.

bdf writes logged to class-overrides.csv. Script src/tools/fix_holdovers_20260908.py (dry-run default). Invariants 0 FAIL / 2 warn (OD==ID resolved), 100 tests OK.

2026-09-07 (open-questions rulings — Viktor)

Viktor answered the 12 human-review open questions (§1.1–§1.12). Decisions recorded inline in docs/open-questions.md; execution is the next set of data passes (each separately, with invariants 0-FAIL + tests green). Docs-only pass — no data change in this commit.

2026-09-07 (OD==ID correction pass — §1.3)

Applied Viktor's §1.3 ruling: confirmed the 11 OD==ID cartridges against DFI / Clark / Donaldson / competitor sources, determined which of OD / ID was off, and corrected it. 10 of 11 corrected + re-keyed; 1 flagged (not corrected).

Matching = exact categorical signature (shape/endcap/media/flange/build) + dims within the tolerance window (not exact round(,2)) so 8.375 vs 8.38 vs 8.37 land in the same class. None of the 11 were in-stock pre-pass. Script src/tools/fix_od_equals_id_20260907.py (dry-run default); bdf writes logged to class-overrides.csv; 6 classes minted; invariants 0 FAIL / 3 warn (OD==ID warn 11 -> 1), 100 tests OK.

2026-09-07 (wrap variants deleted — §1.5)

Viktor's §1.5 ruling: a wrap is a standalone accessory with no variants at all. The four 8PP-* wraps still carried phantom _DAMN2-NF / _DAMN3-SB ladder variants typed "Cartridge Filters" (two held phantom single-member classes cls-1714 / cls-1715). Marked all 8 phantom variants Variant Command=DELETE + cleared their class — the wrap primary (Type=Accessories) is untouched. The 7 other wraps (3EA-* + p031xxx-016-210) were already single-variant.

src/tools/fix_wrap_variants_20260907.py (class clears logged to class-overrides.csv). Invariants 0 FAIL / 3 warn, 100 tests OK.

2026-09-07 (§2.1–§2.16 rulings + canonical-rule corrections)

Viktor answered the 16 policy questions (§2) and corrected several canonical rules. docs/open-questions.md §2 was restructured (resolved/dismissed items removed, two new questions added), and the canonical docs were corrected:

open-questions.md: §2.1 (media fallback), §2.4 (endcap), §2.6 (second-face), §2.7 (pricing), §2.15 (roster), §2.16 (tooling) kept; §2.17 (DFI join), §2.18 (10005085 + P148646) added; §2.2/2.3/2.5/2.9 resolved, §2.10–2.14 dismissed.

2026-09-07 (§2.16 tooling docs + §1.2 partial backfill)

2026-09-07 (review-fix pass — Codex + Claude re-review of bba3127)

Both reviewers re-measured the three commits (bba3127, 576ce52, 472a11e) and confirmed every other dated claim to the row; they caught four defects, all now fixed:

Also corrected two factual errors in the bba3127 CHANGELOG entry itself: domain-model.md WAS already in the count-guard scan list (the miss was the keyword pattern, not the file), and the bdf.Cross_Ref 62/73 figures were primary-row counts that had not drifted — the 64/74 I "found" was a scope artifact (all-rows vs primary-only).

No data changed. Verified: invariants 0 FAIL, 100 tests OK, ruff clean.

2026-09-07 (project-alignment review — de-hardcode stale counts)

Internal review of the seven unpushed docs-consistency commits against live data. Every dated claim in open-questions.md verified accurate (re-ran natural_grade_triage, media_indicator_audit, dfi_review, override_drift, and direct csv.reader counts). Gates: invariants 0 FAIL (3 standing warn), 99 tests OK, ruff clean, site build clean.

Found three stale hardcoded counts the prior passes missed. Two live in docs OUTSIDE the docs.no_hardcoded_counts scan list (column-map / metafield- definitions); the third (domain-model §7) is IN the scan list but the check's keyword pattern only fires on "N class/SKU/in-stock/dcf-default", never "N rows" — so none were caught:

No data changed. Verified: invariants 0 FAIL, 99 tests OK.

2026-09-07 (doc-consistency review fixes — Codex + Claude re-review)

Reconciled the live docs to the locked rules and code across three commits (daf7f95, 605965d, b371535). No data changed.

Verified: invariants 0 FAIL (3 standing warn), 99 tests OK, site build clean.

2026-09-07 (docs-consistency pass — Claude review)

Applied a full doc-set review. Fixed docs that contradicted the code or data:

No data changed. Verified: invariants 0 FAIL, 99 tests OK.

2026-09-07 (docs: reserved words, media taxonomy, + static handbook site)

2026-09-07 (adopt Ruff — dev-only linter)

2026-09-07 (Fable review follow-up: drift-report re-bucket + Type-uniform invariant)

2026-09-07 (override-drift report + remaining wrap-accessory de-types)

2026-09-06 (Fable-review: reversions + WARN invariants + hygiene)

Claude Fable 5.1 review surfaced six findings; all verified and acted on. Two supervised-correction reversions fixed per Viktor's rulings, two WARN invariants added, apply_overrides.py decommissioned, local-only vendor sources gitignored.

2026-09-06 (Gemini-review fix: body-copy alignment + blank-shape backfills)

Gemini 3.1 Pro review surfaced two invariants WARN findings; both verified against live data and OEM sources, then fixed (fix_body_copy_shape_20260906.py).

2026-09-06 (corrective — Codex review: tolerance fragmentation + re-run safety)

Codex review of the 09-06 passes flagged four findings; all four are fixed.

2026-09-06 (corrective — revert/exemption collision + lost exempt media)

Claude review of the two 2026-09-06 data passes flagged two committed defects, both now corrected.

2026-09-06 (spunbond downgrade exemption)

Applied the downgrade exemption to the 24 downgrade-study products (22 spunbond-primary + 2 exotic-primary). These sell standard-media variants against a premium primary — 213 downgraded-variant orders across the set.

2026-09-06 (Donaldson media mapping — confirmed by Brandon Brigham + data pass)

Closed the Donaldson media-vocabulary choke point and applied the resulting media corrections.

2026-09-06 (OEM PDF ingests — Donaldson catalog + Clark cross-ref)

Ingested two OEM source PDFs into local reference SQLite DBs (gitignored, under data/) to cross-check our specs against authoritative sources. Neither mutated edit_db.csv — both are read-only reference layers.

Source PDFs, DBs, and parsers are not committed (data/ and scratch/ are gitignored; the PDFs are untracked). Full workflow + parser gotchas live in the df-product-db skill (references/donaldson-catalog-ingest.md, references/clark-crossref-provenance.md).

2026-09-05 (Codex handoff — dims-drift research)

Created docs/HANDOFF-2026-09-05-dims-drift-codex.md — a self-contained handoff for an external agent (Codex/ChatGPT) to scrape manufacturer + Tier-2/3 distributor sites and resolve the 134 dims-drift rows (source-vs-current disagreements >0.05" on OD/ID/Length). Embeds the full 134-row list (pn, vendor, our dims, source dims) + the source-priority list + the circular-source blacklist (filterjunkie.com / filterprofessor.com) + the return CSV schema. Data also in generated/dims-drift-handoff-2026-09-05.csv (gitignored).

2026-09-05 (Orrstein source files — provenance join)

Viktor provided the original Jeffrey Orrstein source files (the initial DamnFilters product database). Two readable sources:

2026-09-05 (SKU media indicators — diagnostic, never classification)

Viktor ruled that SKU media indicators (bare / _DAMN2/_DAMN3 / NF-prefix / -NF/-SB/-N101 suffix / -orig) must NEVER assign media — they only FLAG problems or CONFIRM accuracy, resolved via OEM/competitor/DFI lookup. Captured as a locked rule in AGENTS.md + the skill.

2026-09-05 (OEM spec-source research + source-registry model)

Delegated research across all 227 catalog vendors to find who publishes per-PN cartridge specs; rebuilt the source registry around a two-axis model. The conclusion: only a small, fixed set of OEMs publishes per-PN specs — everything else is reseller-consensus, non-cartridge, or defunct.

Next up (not started): canonical_media derivation fix — bare-SKU media falls through to the 80/20 default despite body-copy/Option1 evidence.

2026-09-04 (Firecrawl scrape-cache pipeline + A/B/C competitive re-scrape)

New competitor-data infrastructure, replacing the old flat-CSV tooling:

2026-09-04 (Matrixify import — metafields, vendor cost, pricing)

First Matrixify import built. Three data changes (Viktor 2026-09-04 decisions: mint fresh import; keep sku.in_stock boolean with lowercase values; 3% round to nearest cent; backup old price in sku_prev_price):

Built generated/matrixify-import-<date>.csv: 129 cols re-mapped onto the live store's Matrixify_Full.csv header (the authority on live metafields/types), 15,589 rows. sku.in_stock TRUE/FALSE lower-cased to true/false for the boolean definition.

Post-review refinements (Claude Code review, Viktor rulings 2026-09-04):

Applied one-shot: src/tools/matrixify_import_data_pass.py. Re-runnable: src/tools/build_matrixify_import.py. Verified: invariants 43 checks 0 FAIL (2 warn), 82 tests OK.

2026-09-04 (revert 22111/22211 dims correction — Daniel measured 9.48)

Reverted the 22111/22211 half of the 2026-09-04 competitor-study correction: Daniel physically measured the bin-8 stock item associated with 22111 at 13.84 OD × 9.48 ID × 26 L, O/O — the "correction" to 13.8 × 10.37 was wrong.

The 10.37 came from a filterprofessor.com scrape the study report itself flagged "may mirror DF" (circular), plus a false "ACT 2-series family uniformly 13.8×10.375" claim (the family is heterogeneous: 22111/22211/22611 = 9.48 O/O, 22411 = 10.50 flanged). 22111's body HTML carried the smoking gun — a "Dimensions: 10.37 x 13.80 x 26" summary line contradicting its labeled "Inside Diameter: 9.48 / Outside Diameter: 13.84"; 22211's body already read 9.48, so the correction made 22211's bdf contradict its own body copy.

Restored: bdf OD 13.84 / ID 9.48; classes 80/20→cls-0005 (bin 8), NF→cls-0478 (bin 9), SB→cls-0479 (no bin); in-stock TRUE for 80/20 + NF; grades a (primary), a (in-stock NF), x (SB); sku_prev_grade c (primary) / x (variants); cleared the competitor-study class-note suffix + grade-note. Fixed 22111's body-copy summary line 10.37 x 13.80 → 9.48 x 13.84. Removed the 4 stale 22111/22211 class-overrides.csv lines (apply_overrides would otherwise re-apply them) and appended a revert note. 33-0230's O/O correction untouched (order-history-based).

Applied one-shot: src/tools/revert_22111_22211_20260904.py. Verified: invariants 43 checks 0 FAIL (2 warn), 82 tests OK.

2026-09-04 (competitor-study corrections — Rachel adjudicated)

Adjudicated corrections from the natural-B + class-sibling competitive studies (surveyed competitor sites for dims/media/endcap on sampled SKUs; Rachel ruled the site data wrong on three):

2026-09-03 (anchor SKU designation — Viktor's April sales/ad-spend review)

Viktor identified ~40 "anchor" SKUs from a review of sales + ad-spend figures (two-year period, April-start). Anchors = competitive loss-leader entry-point products (searched by OEM part number), watched closely in advertising as a predictable profit center.

2026-09-02 (A4 blank-endcap recheck)

Viktor: revisit the A4 decision (blank bottom endcap → Closed/No) — many likely should be bolt-hole. New tool src/tools/a4_endcap_recheck.py scrapes the 129 "no bolt hole" A4 primaries against competitors (Firecrawl, 244 credits).

2026-09-02 (media-primary swaps — P191544 NF, two spunbond primaries)

Viktor rulings on the sibling-probe media findings. New tool src/tools/swap_primary_to_media.py (promote a variant to primary, keep the ladder, move product-level fields, swap Top Row/Variant Position/variant-grade).

2026-09-02 (class-sibling misclassification probe)

Random sample (seed 42) of 100 A/B/C-graded primary SKUs from the 9 large classes containing a natural-A sibling (cls-0038/0005/0478/1300/0029/0467/NR015/0067/0482), scraped vs competitors (Firecrawl, 197 credits). New tool src/tools/class_sibling_sample.py; results generated/class-sibling-results-*.csv, report generated/class-sibling-report-2026-09-02.md.

2026-09-02 (natural-A competitive study)

Study of the 66 natural-grade-A SKUs (34 cartridges + 32 non-cartridge). Scraped the 34 cartridges against competitor sites (Firecrawl search + scrape, 68 credits); wrote durable TEMP competitor-spec columns + a full comparison report.

2026-09-02 (search backend — Firecrawl for search AND scrape)

Viktor: drop Tavily and SearXNG entirely — use Firecrawl for both search and scrape.

2026-09-02 (web-gap re-run + competitor pricing + class backfill)

Viktor wired DF's NEW Firecrawl account (5000/mo; key viktor_hermes in bws) and re-ran the competitor dim-lookup with source-trust tiers + price capture.

2026-09-02 (Claude review of ca48790 — grade fixes)

2026-09-02 (media taxonomy + cls-0038 split — wide-pleat, carbon/teflon, primary swap)

Viktor: media conforms to 3 standard types (80/20 / NF / SB); exotics and wide-pleat nanofiber are isolated to their own classes. 80/20 FR and 100% Cellulose collapse to 80/20 (FR language stays in body HTML).

2026-09-01 (regrade/reprice kickoff — grade model doc + house-grade misgrade correction)

Viktor introduced the regrade/reprice pass: three parameters — house grade (a–f), natural grade (A–F), and anchor (*) — whose combination drives bid priority and price. Captured canonically in docs/grade-pricing.md (combo table

2026-09-01 (09-01 Matrixify export review + merge applied on branch merge-0901)

Field-by-field diff of imports/Matrixify_Full_09-01-2026.csv vs pristine Matrixify_Full.csv (csv.reader). Read-only; the merge runs on a separate feature branch after this.

Merge decisions locked (Viktor 2026-09-01)

Applied 2026-09-01 (branch merge-0901, via src/tools/merge_matrixify_export.py)

edit_db.csv merged: 15,589 rows (53 new products + 100 new variant rows on existing products = 153 new rows added, 10 store-deleted variants dropped), project columns overlaid by Variant ID (not SKU — the 6 renames kept their Variant ID), 3 Falcon IX dcf-default cleared, 38 D1 Variant Command=DELETE markers re-applied, duplicate P281426-016-002 (prod 7147161976893) marked product Command=DELETE. Matrixify_Full.csv refreshed to the 09-01 export (129 cols). Verified: invariants 0 FAIL, 82 tests OK, classification unchanged (1,573 classes / 2,342 in-stock / 11,908 classified), project columns byte-identical for all 15,436 shared variants except the 3 intentional dcf-default clears.

Claude review fixes (2026-09-01, same branch): (1) new rows now carry Variant Command=MERGE (was blank — the 38 D1 DELETE markers are re-applied after the store-copy); (2) the Google Shopping pass-through columns (ad-group 64/69, class 65/68, anchor 92, cleared 70) are preserved from edit_db, not store-copied — the earlier pass had wiped ~12k cls-* cells from 65/68 and the 7 anchors from 92; (3) SKU copy is normalized (float-equal / boolean-equal are treated as identical), which reverts Jason's 16 number-formatting corruptions (102903102903.00) and preserves the project's P199612 rename; only the 6 MERV/size renames are adopted; (4) gmc_id and V_Rank values are adopted via explicit header-name aliases (they were silently frozen by name drift).

Claude re-review fix (2026-09-01): Variant Cost (col 49) added to the project-owned set — it holds the PO-cost backfill with blank = unmatched (build_po_backfill.py), and the first pass was refilling 1,172 unmatched blanks from the store. Preserved (4,980 nonblank, −2 from dropped variants). Boolean columns (Top Row, Gift Card, Published, Variant Taxable, Variant Requires Shipping) normalized to uppercase TRUE/FALSE on write (694 cells) — the store emits lowercase true.

2026-09-01 (class-structure review — Viktor answers Claude's A1–A8)

Claude's classification review raised 8 structural questions. Viktor's answers are locked policy below; the data mutations they authorize are supervised corrections (logged to imports/class-overrides.csv + a curated human-review list), not applied blind.

Applied 2026-09-01 (passes A5 + A4)

Applied 2026-09-01 (A2 tolerance window + merge sweep)

Applied 2026-09-01 (spun-bond reclass + review list)

Applied 2026-09-01 (spun-bond reclass CORRECTION — Claude review)

The spun-bond pass initially promoted all 66 and DELETEd 132 rows, but that removed 26 in-stock SKUs (13 products lost in-stock entirely) and 19 higher-selling listings — the body-copy signal is weaker than Option1 + order history. Reverted the DELETE half and re-ran with two guards:

  1. never delete an in-stock variant (its bin defines the listing);
  2. never delete a variant whose natural grade is A/B, or that outranks the SB row it would replace.

Result: 38 promoted + 76 DELETEd; 28 conflict (13 in-stock + 15 grade) and 13 no-SB-variant → review list. In-stock preserved at 2,342; DELETE rows 38 → 114. src/tools/reclass_spunbond.py.

2026-08-31 (background review fixes — dfi_review / class_self_test / import / metafield renderer)

2026-08-31 (background review round 2 — transpose A/B, #14, #16, #12)

2026-08-31 (fix_body_copy_transpose hardening — Claude review)

2026-08-31 (metafield definitions created on Shopify)

2026-08-31 (final-phase kickoff)

2026-08-31

2026-08-30

2026-08-28

2026-08-27

2026-08-20

2026-08-19

2026-08-18

2026-08-17

2026-08-16

2026-08-14

2026-08-13