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economics
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| # Data contract and lineage | |
| ## Scope | |
| The normalized layer separates exchange-specific acquisition from research | |
| logic. An adapter may add a new venue, but it must produce the same versioned | |
| event contracts, preserve original bytes, and declare how observation time is | |
| approximated. No normalized table is evidence that an event was available to a | |
| real colocated strategy unless local receipt time was actually captured. | |
| Current schema version: `1.0.0`. | |
| ## Clocks and ordering | |
| All timestamps are signed UTC epoch nanoseconds: | |
| - `event_ts_ns`: timestamp supplied by the market-data source; | |
| - `received_ts_ns`: local wall-clock receipt when captured live, otherwise null; | |
| - `available_ts_ns`: earliest time the pipeline permits the row to enter an | |
| information set; | |
| - `availability_basis`: explicit reason, such as `local_receive_time`, | |
| `exchange_event_time_proxy`, or `synthetic_receipt`; | |
| - `capture_seq`: local arrival ordering when a collector supplies it; | |
| - `continuity_id`: a feed epoch that cannot be crossed by rolling features, | |
| labels, open orders, or markouts. | |
| Within a continuous book epoch, sequence IDs—not exchange timestamps—are the | |
| authoritative reconstruction order. Research ordering is stable on availability | |
| time, sequence/capture order, and event identity. Separate trade and book streams | |
| with equal timestamps have no assumed common ordering, so cross-stream joins are | |
| strictly prior unless a future source proves a shared sequence. | |
| ## Exact numerical representation | |
| Adapters retain integer `price_ticks`/`quantity_lots` and the corresponding | |
| `tick_size`/`lot_size`. Floating `price` and `quantity` columns are convenience | |
| units and must agree with the exact representation. Binance symbol scales come | |
| from public `exchangeInfo` filters for each download; fixed `1e-8` scale defaults | |
| exist only as explicit low-level fallbacks and are not the configured sample | |
| path. | |
| Derived ratios, log returns, volatility, probabilities, and P&L use `Float64` | |
| with their units named or documented. Execution quantities are rounded down to | |
| the observable lot size; slippage-adjusted prices round adversely to the tick. | |
| ## Normalized tables | |
| ### Trades | |
| Identity is `(venue, symbol, trade_id)`. Required economic fields include exact | |
| and floating price/quantity, quote quantity, first/last constituent trade IDs, | |
| buyer-maker flag, normalized aggressor side, timestamps, and source artifact ID. | |
| A `buy` aggressor lifts the ask; a `sell` aggressor hits the bid. | |
| ### Depth deltas | |
| Each event contains `first_update_id`, `last_update_id`, optional previous update | |
| ID, and bid/ask lists of exact `(price_ticks, quantity_lots)` changes. Quantity | |
| zero is a delete instruction; a negative quantity is invalid. | |
| ### Book snapshots | |
| A snapshot carries its request/receipt/availability times, last update ID, | |
| depth limit, exact levels, scale metadata, source artifact ID, and a new | |
| continuity ID. Binance REST snapshots do not provide an exchange event timestamp; | |
| the local receipt time is the anchor availability time. | |
| ### Book observations | |
| Reconstruction emits best bid/ask, L1 quantities, cumulative depth at 1/5/10 | |
| levels, spread, mid, microprice, queue imbalance, sequence range, validity flag, | |
| and full lineage. A crossed/locked or emptied book terminates the epoch rather | |
| than being silently repaired. | |
| ### Sequence gaps | |
| A gap row records expected and observed ranges, the missing inclusive range, | |
| detection time, continuity ID, source artifact, and reason. After a forward gap, | |
| the book is not live again until a new snapshot starts a new epoch. | |
| ## Binance acquisition semantics | |
| The configured historical adapter uses only credential-free public market-data | |
| REST endpoints. It starts aggregate-trade pagination with a fixed UTC interval, | |
| then advances by aggregate trade ID so trades sharing a timestamp are not lost. | |
| HTTP 408/418/429/5xx, connection failures, and recoverable interruptions while | |
| streaming an HTTP 200 body use bounded exponential backoff; `Retry-After` is | |
| honored for rate-limit responses. Response bodies have a byte ceiling. Every | |
| accepted exact body is content-addressed and manifested before normalization; | |
| an interrupted or oversized response preserves a bounded rejected prefix and an | |
| explicit rejection sidecar before retry/failure. | |
| The optional live collector uses the market-data-only WebSocket endpoint and | |
| diff-depth `U/u` updates. A correct local book buffers updates, fetches a public | |
| snapshot, discards stale events, requires the first usable event to cover | |
| `lastUpdateId + 1`, and then validates continuity for every event. Reconnection | |
| starts a new continuity epoch. These rules follow Binance's official | |
| [Spot WebSocket stream guide](https://developers.binance.com/en/docs/catalog/core-trading-spot-trading/api/ws-streams/~). | |
| Public REST behavior and rate-limit headers are described in the official | |
| [Spot REST documentation](https://developers.binance.com/en/docs/products/spot/rest-api). | |
| Live capture persists each WebSocket frame before UTF-8/JSON parsing in a typed | |
| base64 journal containing exact bytes, local receipt time, capture sequence and | |
| continuity epoch. Each reconnect snapshot's raw body and sidecar are journaled as | |
| an anchor. A frame above 1 MiB fails only after its evidence is preserved; | |
| normalized Arrow spools flush before an estimated 16 MiB batch ceiling. A | |
| capture-ID-scoped normalized root produces one streaming Parquet descriptor per | |
| nonempty table, and a capture-ID completion summary is atomically published | |
| last. The fixed summary name is only a latest-pointer, never the sole completion | |
| record. Historical REST output retains the date-partition layout described | |
| below. | |
| Every historical download requires a finite per-symbol event cap, but that cap | |
| is not treated as a RAM budget. The default path lazily yields at most one REST | |
| page per Arrow batch, updates exact disk-backed quality state, and feeds the | |
| Parquet writer once. Eager compatibility materialization has a separate hard | |
| row guard. A `ConfiguredDataAdapter` protocol/registry is the normalized | |
| extension boundary for later venues or institutional sources; its mode must | |
| match the resolved configuration before dispatch. | |
| ### Daily-archive acquisition boundary | |
| A daily-archive acquisition object authenticates raw transport evidence; it is | |
| not a normalized-data object. Acquisition may hash exact bodies, authenticate | |
| the official `CHECKSUM`, and inspect bounded ZIP | |
| end-of-central-directory/central-directory metadata for member name, count, and | |
| declared compressed/expanded sizes. It must not open or extract the CSV member, | |
| read decompressed member bytes, parse a header or row, expose economic fields, | |
| or compute row/ID/timestamp coverage. The first decompressed member byte is the | |
| economic-data-open boundary, and the archive API must expose a fail-closed guard | |
| immediately before that byte can be read. | |
| For the prospective M8 study, all declared ZIP, `CHECKSUM`, and exchange-metadata | |
| responses are acquired and placed in an immutable raw acquisition manifest | |
| before any member is opened. Only train and validation members are then | |
| stream-normalized and quality-checked. Their immutable development normalized | |
| manifest is an input to selection. One per-symbol analysis lock and an aggregate | |
| lock committing both child-lock hashes are closed and `fsync`ed, along with | |
| their digest files and containing directories. Each child lock binds the | |
| selected specification, development-frame identity, feature order, imputer and | |
| scaler parameters, selected-estimator state, independent historical-prior state, | |
| calibration state, fit cutoffs, and the canonical numeric fitted-state SHA-256. | |
| Those states are fit on development data and durably closed before held-out | |
| member access. The aggregate lock binds the | |
| protocol/config, raw acquisition manifest, development normalized manifest, and | |
| clean real Git revision. Every primary/replication member-open guard must | |
| re-read and re-hash that exact durable lock before allowing decompression. Test | |
| normalization may construct held-out features, but prediction restores the | |
| locked numeric state; evaluation cannot reselect, fit, refit, recalibrate, or | |
| update it. | |
| Declared-object 404/410 responses, invalid exchange-metadata semantics, official | |
| `CHECKSUM` or ZIP structural violations, frozen per-response size violations, | |
| and retained-evidence budget exhaustion are typed deterministic insufficiency | |
| and publish an immutable raw-only `INSUFFICIENT_DATA` authority. Retry exhaustion, | |
| connection interruption, permission/local-I/O errors, collisions, and program | |
| faults remain nonterminal system failures so they cannot masquerade as a market | |
| or data result. | |
| The M8 byte limits have distinct meanings. The compressed ceiling applies to | |
| each archive response while streaming. The expanded ceiling applies to both the | |
| declared and actually streamed bytes of each CSV member. The total-download | |
| ceiling is the hard sum of immutable raw-response evidence retained for the | |
| study: ZIP bodies, official `CHECKSUM` bodies, every response sidecar, | |
| `exchangeInfo` bodies and sidecars, and all retained rejected-response prefixes | |
| and rejection sidecars. Retried attempts still consume the total. A physically | |
| retained content-addressed file is counted once even if referenced more than | |
| once; separate retained copies are counted separately. Normalized Parquet, | |
| quality outputs, and derived aggregate indexes are outside this raw-evidence | |
| sum. Type-specific bounded `CHECKSUM`, metadata, and rejection responses remain | |
| subject to the same total. Accounting is enforced while bytes are retained, not | |
| after all downloads finish, and the raw acquisition manifest records every | |
| accepted/rejected artifact and the final exact total. | |
| If held-out normalization, continuity/completeness validation, or quality fails | |
| after lock durability, the run publishes an atomic, checksum-protected, | |
| immutable `INSUFFICIENT_DATA` terminal artifact under the same run identity. It | |
| binds the raw and development manifests, per-symbol and aggregate locks, clean | |
| Git identity, typed failure, partial-evidence hashes, and unopened remainder; | |
| it contains no endpoint result. That identity may subsequently verify/reuse the | |
| failure but may not overwrite it, return to selection, substitute inputs, or | |
| publish a partial successful bundle. A source change creates a new clean Git | |
| identity rather than rewriting prior evidence. | |
| ## Storage and manifests | |
| Normalized Parquet is content-addressed and partitioned beneath: | |
| ```text | |
| <root>/<dataset>/schema-<version>/venue-<venue>/symbol-<symbol>/date-YYYY-MM-DD/ | |
| ``` | |
| Writers reject oversized input batches before row conversion and consume | |
| bounded Arrow record batches; they do not require all event rows in memory. | |
| Each part has an immutable sidecar with source URI, download/creation | |
| time, requested and observed ranges, row/byte counts, schema version, | |
| transformations, input checksum, write ordinal, and Parquet checksum. A dataset | |
| manifest lists all parts, sidecars, hashes, row counts, observed bounds and write | |
| order. Validation checks those bytes before scanning rows. Run bundles snapshot | |
| these manifest hashes and protect every included file with `checksums.sha256`. | |
| Each config-driven ingestion also writes a content-named immutable ingestion | |
| manifest linking only the exact raw responses used by that invocation to the | |
| normalized dataset manifests. It records the row cap and each symbol's | |
| `complete_range` state, so capped coverage cannot survive merely as terminal | |
| output or be mistaken for the entire requested interval. Quality reports and | |
| full findings JSONL are atomically published under per-run names and their | |
| SHA-256/byte counts are bound into the same ingestion manifest. | |
| The public research reader verifies metadata, URI/symbol semantics, exact raw | |
| record membership, inverse raw-to-normalized coverage, scales, parts and | |
| sidecars before exposing rows. Its batch API performs physical-order incremental | |
| quality checks while a single upstream Arrow stream is staged through a | |
| memory-limited, spill-capable DuckDB canonical sort. The legacy eager reader has | |
| an independent finite materialization guard checked before any Parquet row read. | |
| For M8 specifically, the raw acquisition manifest and normalized manifests are | |
| different immutable stages and must not be collapsed into one post hoc record. | |
| A self-contained run preserves the acquisition authority as an exact raw-only | |
| copy below `data/input`; normalization, Parquet, and DQ evidence live separately | |
| below `data/normalized_input`. The final all-date manifest is rooted at `data` | |
| so it may bind both trees without making derived artifacts members of the raw | |
| authority. A failed run inventories every pre-terminal regular file, binds any | |
| completed and failed normalization evidence, and applies the same verifier both | |
| before and after atomic publication. | |
| A successful final bundle binds the raw acquisition manifest, final normalized | |
| manifest for all eight declared symbol/dates, official `CHECKSUM` and metadata | |
| bodies plus their sidecars, per-symbol and aggregate lock hashes, and the clean | |
| real Git revision. Verification rejects a dirty, unborn, synthetic, or changed | |
| source identity and rechecks all bound artifact bytes before reuse. | |
| External raw and normalized data are ignored by Git. Small deterministic test | |
| fixtures may be committed only under tests and must state whether they are | |
| synthetic or sampled public observations. | |
| ### Frozen dual-symbol live-L2 session authority | |
| Each prospective L2 date uses one absolute UTC start/end barrier and one | |
| cross-symbol authority for BTCUSDT and ETHUSDT. The two single-symbol producers | |
| run concurrently and preserve raw frames before parsing. Coverage is computed | |
| only from intervals backed by consecutive `OBSERVED` reconstructed book states; | |
| raw socket first/last span, stale updates, excluded messages, gaps, and silent | |
| holes do not create coverage. The session gate uses the exact union/intersection | |
| of those intervals, requires one sufficiently long valid continuity epoch, | |
| reconciles raw/normalized/reconstructed/excluded rows and snapshot anchors, and | |
| enforces the frozen gap, error, warning, frame-byte, and Arrow-batch limits. | |
| All per-symbol raw journals, snapshots, normalized data, manifests, quality | |
| reports, and capture summaries must form an exhaustive regular-file inventory. | |
| A passing dual-symbol session is published atomically with checksums and exact | |
| `_SUCCESS` bytes; a typed capture/gate failure publishes an immutable | |
| `INSUFFICIENT_DATA` authority. Permission, local-I/O, source/config/protocol | |
| drift, or program faults retain nonterminal raw evidence but may not publish a | |
| research terminal. Neither terminal authorizes live trading. | |
| ## Quality policy | |
| Validators never sort, deduplicate, clip, interpolate, or rewrite observations. | |
| They emit typed findings for duplicate trades, timestamp/order reversals, | |
| availability/receipt contradictions, sequence gaps or stale updates, crossed | |
| books, invalid price/quantity, scale mismatches, abnormal spread, nonmonotone | |
| depth, long silence, and receipt-clock reversal. A downstream research view may | |
| exclude a row, but it must preserve the normalized source and report the | |
| exclusion count/reason. | |
| Incremental validators retain only a bounded in-memory finding preview; exact | |
| duplicate/clock/sequence state spills to SQLite and complete findings stream to | |
| JSONL. A failed validation closes and removes only its temporary sink, leaving | |
| any previously published evidence untouched. | |