Datasets:
SCHEMA — data dictionary
Two layers:
- Event tables (
data/**) — one row per captured message, all sharing a single 56-column envelope schema. The venue's own frame is carried verbatim and unparsed inpayload_raw. - Derived tables (
labels/,metadata/) — small, typed, ready to join.
1. The envelope (every row of every file in data/)
One schema across the whole data/ tree, so pyarrow.dataset.dataset("data") reads it
as one table. Columns not applicable to a given stream are null; null columns cost
essentially nothing in Parquet.
1.1 Always present
| column | type | meaning |
|---|---|---|
schema_version |
int32 | Collector record-format version (1 throughout). |
record_type |
string | feed_event (websocket / internal) or rest_response. |
venue |
string | Origin: polymarket_clob, polymarket_rtds, polymarket_gamma, polymarket_data_api, polymarket_crypto_price, coinbase, binance_spot, binance_futures, host. |
stream |
string | Logical stream. Per-window streams are <sym>/<name> (e.g. btc/poly_a); run-level venue streams are bare (e.g. binance_spot). |
channel |
string | Sub-channel within the stream — see §2. |
sym |
string | btc, eth, or null for run-level venue streams that carry both. |
window_ts |
int64 | Unix seconds of the 5-minute window open; null for run-level streams. Window closes at window_ts + 300. |
stream_seq |
int64 | 1-based monotonic counter per stream file. Contiguity is the drop-detection invariant: verified gap-free and duplicate-free for every stream (see metadata/quality_report.json). |
t_arrival_ns |
int64 | Host CLOCK_REALTIME at message arrival, nanoseconds. Chrony-disciplined (§4). Use for wall-clock alignment. |
t_arrival_mono_ns |
int64 | Host monotonic clock, nanoseconds. The only valid clock for durations — immune to NTP steps. |
n |
int64 | Payload size in bytes as received. |
payload_raw |
string | The venue frame, verbatim. Not parsed, not reformatted, not re-serialised. Empty string for records that carry no payload (e.g. connected). |
1.2 Websocket transport
| column | type | meaning |
|---|---|---|
conn |
string | Connection identity, <stream>#<attempt>. Increments on reconnect, so it partitions the stream into connection epochs. |
conn_msg_seq |
int64 | Message counter within one connection. Resets on reconnect, unlike stream_seq. |
connections |
int64 | Cumulative connection count at that point. |
url |
string | Full endpoint URL including the subscription query string. |
frame |
string | Outbound frame we sent (subscribe payloads), verbatim. |
error |
string | Transport error text on read_error. |
detail |
string | Close-frame detail on server_close. |
frames_this_conn, idle_ms, limit_ms |
int64 | Silence-watchdog state when a watchdog record fires. |
1.3 REST transport
| column | type | meaning |
|---|---|---|
http_status |
int32 | HTTP status. 429 rows are retained deliberately — throttling is part of the observable record, and payload_raw then holds the error body, not JSON. |
role |
string | Why the call was made: strike, close_slow, close_fast, live_poll, final_drain, pre_open. |
limit, offset, page, rows, attempt |
int32/int64 | Pagination and retry state. |
leg |
string | up / down — which binary leg a CLOB book snapshot refers to. |
token_id |
string | ERC-1155 token id of that leg. |
slug |
string | Polymarket market slug, e.g. btc-updown-5m-1785357600. |
secs_from_open |
float64 | Signed seconds from window open (negative = before open). |
secs_from_close |
float64 | Signed seconds from window close. |
stable_reads |
int32 | Consecutive identical strike reads at that point. |
taker_only |
bool | Trades query filter. |
accepted |
bool | Whether the collector accepted this read as authoritative. |
start, end |
int64 | Requested time range (unix seconds). |
granularity_secs |
int32 | Candle granularity for backfill. |
requested_start_ts, requested_end_ts |
int64 | Backfill range. |
row_order |
string | Column order of returned candle arrays, e.g. [time,low,high,open,close,volume]. |
interval |
string | Kline interval, e.g. 1m. |
1.4 Collector control / annotation records
Emitted by the collector itself, not by a venue. They document decisions in-band.
| column | type | meaning |
|---|---|---|
value |
float64 | Confirmed strike on a strike_confirmed record. |
polls, http_429 |
int32 | Poll and 429 counts behind that confirmation. |
confirmations |
int32 | Repeat reads agreeing on a close price. |
next_window_open_ts |
int64 | The next boundary, recorded when a close is confirmed. |
got_close_slow, got_close_fast |
bool | Which close paths succeeded. |
t_request_ns, t_response_ns, rtt_ns |
int64 | Clock-probe timings against venue /time endpoints. |
chrony_present |
bool | Whether chrony was running on the capture host. |
extra_fields_json |
string | Escape hatch for envelope keys outside this schema. Null in every row of this release — verified, see conversion.no_unknown_envelope_keys. |
2. Streams and their channels
2.1 data/clob_ws/{sym}/{window_ts}/poly_{a,b}.parquet
Polymarket CLOB market websocket, wss://ws-subscriptions-clob.polymarket.com/ws/market,
subscribed to both legs of one window's market. poly_a and poly_b are two independent
simultaneous connections to the same channel — a redundant pair, so that gaps in one can
be detected against the other rather than assumed absent. Agreement is measured per window
in metadata/quality_report.json → dual_capture_report.
Channels: market (the order-book stream), pong, connected, subscribe,
read_error, task_exit.
payload_raw for market is a JSON array of CLOB events, each with an event_type:
book (full snapshot: bids/asks as {price,size} arrays, hash, timestamp),
price_change, tick_size_change, last_trade_price. The timestamp inside the payload
is the venue's millisecond clock; t_arrival_ns is ours. Their difference is the
observable transport latency.
Directory names mirror the sym and window_ts columns. They are plain directories, not
hive key=value partitions, deliberately: hive keys of those names would collide with the
identically-named data columns and break schema merging.
2.2 data/clob_rest/book_rest.parquet
clob/book REST snapshots, both legs, taken around window open. Use these to anchor the
websocket stream to a known-good book state.
2.3 data/trades/
| file | role |
|---|---|
trades_live.parquet |
data-api/trades polled during the window (role=live_poll). |
trades_final.parquet |
Post-close paginated drain (role=final_drain), the authoritative trade set. page/offset/rows describe pagination; secs_from_close how late the read was. |
trades_final is the one to use for realised trade flow; trades_live shows what was
observable during the window, which is what a live system would have had.
2.4 data/reference/
| file | contents |
|---|---|
discovery.parquet |
gamma/markets responses that resolved slug → condition id → token ids. |
strike.parquet |
Every crypto-price/open poll, including all 429s. This is the raw evidence behind each strike, and the record of the throttling that forced the backfill. |
resolution.parquet |
crypto-price/close_slow and close_fast polls plus close_poll_done control records. Two independent close paths per window. |
holders.parquet |
data-api/holders snapshots, pre-open. |
2.5 data/venue/ — run-level, continuous across all 96 windows
| file | source | contents |
|---|---|---|
rtds.parquet |
wss://ws-live-data.polymarket.com |
Channel crypto_prices_chainlink. The settlement oracle. payload_raw = {"payload":{"data":[{"timestamp":<ms>,"value":<price>},…]}}, a batched ~1 Hz Chainlink series. |
coinbase_tape.parquet |
wss://advanced-trade-ws.coinbase.com |
Channel trades+ticker+candles+hb. |
binance_spot.parquet |
wss://stream.binance.com:9443 |
btcusdt+ethusdt × aggTrade, trade, bookTicker, kline_1m. Channel spot_combined. |
binance_fut_market.parquet |
wss://fstream.binance.com |
btcusdt × aggTrade, markPrice@1s, forceOrder. Channel fut_market_combined. |
binance_depth_snap.parquet |
Binance REST | depth snapshots at limit=5000. |
backfill.parquet |
Coinbase / Binance REST | Historical candles fetched at run start to pre-warm history. row_order gives array column order. |
clock.parquet |
host + venue /time |
Clock-offset probes against CLOB, Binance and Coinbase, with rtt_ns. |
3. labels/labels.parquet — 192 rows (96 windows × 2 symbols)
The supervised target, with the full provenance of how each label was obtained.
| column | type | meaning |
|---|---|---|
window_ts, window_open_ts, window_close_ts |
int64 | Window bounds, unix seconds. |
sym |
string | btc / eth. |
slug, condition_id, token_up, token_down |
string | Market and leg identifiers. |
resolution_source |
string | Chainlink stream URL the market settles on. |
tick_size, min_order_size |
float64 | Market microstructure params. |
neg_risk |
bool | Polymarket neg-risk flag. |
strike |
float64 | The price to beat = the window's openPrice. |
close_slow, close_fast |
float64 | Two independently polled settlement closes. |
close_used |
float64 | The close the label was computed from. |
terminal_logret_bps |
float64 | 1e4·ln(close_used/strike) — signed terminal log-moneyness. |
outcome |
string | Up / Down. |
outcome_rule |
string | Up iff close >= strike (verbatim from the market text). |
label_source |
string | live (captured in-run) or backfill_rest+chain (recovered, two-source verified). |
labels_agree_live |
bool | Whether the live run's two label paths agreed. |
outcome_from_slow, outcome_from_fast |
string | Outcome under each close path. |
close_paths_agree_1usd |
bool | Whether the two closes agree within $1. |
close_slow_secs_after_close, close_fast_secs_after_close |
float64 | Read latency after window close. |
strike_first_value, strike_first_seen_secs, strike_stable_secs |
float64 | Strike settling behaviour. |
strike_polls, strike_http_429 |
int32 | Poll count and throttling behind the strike. |
strike_changed_before_settling |
bool | Whether the reported strike moved before stabilising. |
backfill_chain_prev_close |
float64 | Previous window's close, used as the independent chain check. |
backfill_chain_exact_match |
bool | Whether REST strike matched the chain value. |
window_clean_live_capture |
bool | The live run's cleanliness verdict, preserved unmodified. Note 17 symbol-windows were unclean live and are clean after backfill; this column records the original state, not the current one. |
The boundary-chain invariant
Consecutive 5-minute windows share one Chainlink print, so
strike(window N) == close(window N-1)
for the same symbol. This holds across every consecutive pair in the release and is used
two ways: as the second independent source for backfilled strikes, and as a global
consistency check on all 192 labels (labels.boundary_chain_consistent).
4. Time and clock discipline
t_arrival_nsisCLOCK_REALTIMEon the capture host, chrony-disciplined against the EC2 link-local NTP service. At run start: system time 161 ns fast of NTP, last offset −536 ns, RMS offset 754 ns, root delay 129 µs. Fullchronyc trackingoutput is inmetadata/clock.json.t_arrival_mono_nsisCLOCK_MONOTONIC. Use it for any duration or latency — it cannot step backwards.- Venue-side timestamps live inside
payload_rawand are on venue clocks. Cross-venue latency work must treat the two clocks separately;data/venue/clock.parquetcarries round-trip probes to quantify the offset.
5. metadata/
| path | contents |
|---|---|
run_manifest.json |
The collector's own end-of-run manifest, verbatim: per-window per-symbol detail, stream counters, run totals. |
schedule.json |
The window schedule decided at start, verbatim. |
clock.json |
Host clock state at start, verbatim. |
label_backfill_summary.json |
Every backfill decision with both sources and the accept/reject verdict, verbatim. |
integrity/<window_ts>.json |
Per-window integrity record written at finalisation, verbatim (96 files). |
window_meta.parquet |
Per-symbol-window market metadata, including the raw Gamma and CLOB discovery responses as JSON strings. |
conversion_manifest.json |
Every source NDJSON file with sha256, byte count, line count, parse failures, and the Parquet file it became with its own sha256 and row count. |
quality_report.json |
All verification checks with results and supporting detail. |