tp_id stringlengths 16 16 | as_of timestamp[s]date 2026-07-01 12:45:00 2026-08-19 20:00:00 | split stringclasses 1
value | n_news int64 17 33 | n_cands int64 50 50 | news listlengths 17 33 | candidates listlengths 50 50 | labels unknown | messages listlengths 3 3 |
|---|---|---|---|---|---|---|---|---|
tp_20260701_0845 | 2026-07-01T12:45:00 | train | 23 | 50 | [
{
"time": "06-30 17:55",
"symbols": [
"SEDG"
],
"blocks": [],
"title": "Why Ameresco (AMRC) Stock Is Trading Up Today",
"source": "finnhub",
"kind": "analyst",
"why": "Shares of energy and renewable energy projects company Ameresco (NYSE:AMRC) jumped 2.7% in the afternoon sessi... | [
{
"symbol": "AVAV",
"blocks": [],
"price": 166.1,
"ret1h": -0.0053892216,
"ret4h": 0.0066666667,
"ret16h": 0.0003011141,
"ret24h": -0.0694677871,
"gap": 0,
"vol16": 0.0037704486,
"night_ret": 0.0006024096,
"night_turn": 0.0078724976,
"dv20": 430434375.73894596,
"n... | {
"AVAV": {
"r24": 0.08825000000000001,
"r24_abn": 0.08478000000000001,
"spanh": 24,
"direction": "up",
"big_up24": true,
"big_dn24": false,
"cs": false,
"n24h": 26
},
"GIS": {
"r24": 0.044430000000000004,
"r24_abn": 0.04095,
"spanh": 24,
"direction": "up",
"big... | [
{
"role": "system",
"content": "You are a buy-side equities strategist. At each decision time you are given (1) the full news flow of the past 24 hours and (2) the visible trading state of every candidate name. You judge the next-24h (wall-clock 24h, across the overnight session) direction of EVERY candidat... |
tp_20260701_1000 | 2026-07-01T14:00:00 | train | 24 | 50 | [
{
"time": "06-30 11:24",
"symbols": [
"DOW"
],
"blocks": [],
"title": "Why Dow Stock Is on an Epic Losing Streak",
"source": "finnhub",
"kind": "analyst",
"why": "Shares of commodity chemical producer Dow have had a rough time lately.…"
},
{
"time": "06-30 21:10",
"... | [
{
"symbol": "AVAV",
"blocks": [],
"price": 177,
"ret1h": 0.0678733032,
"ret4h": 0.0711043873,
"ret16h": 0.0662650602,
"ret24h": 0.0337577386,
"gap": 0.000861277,
"vol16": 0.0088185136,
"night_ret": 0.0662650602,
"night_turn": 0.1432256311,
"dv20": 430434375.73894596,
... | {
"AVAV": {
"r24": 0.10302000000000001,
"r24_abn": 0.10299000000000001,
"spanh": 24,
"direction": "up",
"big_up24": true,
"big_dn24": false,
"cs": false,
"n24h": 20
},
"GIS": {
"r24": -0.019620000000000002,
"r24_abn": -0.01965,
"spanh": 24,
"direction": "down",
... | [
{
"role": "system",
"content": "You are a buy-side equities strategist. At each decision time you are given (1) the full news flow of the past 24 hours and (2) the visible trading state of every candidate name. You judge the next-24h (wall-clock 24h, across the overnight session) direction of EVERY candidat... |
tp_20260701_1130 | 2026-07-01T15:30:00 | train | 26 | 50 | [
{
"time": "06-30 20:00",
"symbols": [
"TSM"
],
"blocks": [
"semis_logic",
"us_tech"
],
"title": "Analyst rating distribution for TSM on 2026-07-01",
"source": "fmp",
"kind": "broker",
"why": "Strong buy None, buy None, hold None, sell None, strong sell None, acr... | [
{
"symbol": "GIS",
"blocks": [],
"price": 37.275,
"ret1h": -0.015321622,
"ret4h": 0.0190412401,
"ret16h": null,
"ret24h": 0.0516292848,
"gap": 0,
"vol16": 0.0122423512,
"night_ret": 0.0677456316,
"night_turn": 0.6283371056,
"dv20": 360607486.3346582,
"n24h": 21,
... | {
"GIS": {
"r24": -0.010730000000000002,
"r24_abn": -0.0026000000000000003,
"spanh": 24,
"direction": "down",
"big_up24": false,
"big_dn24": false,
"cs": false,
"n24h": 21
},
"AVAV": {
"r24": 0.11584000000000001,
"r24_abn": 0.12397000000000001,
"spanh": 24,
"directi... | [
{
"role": "system",
"content": "You are a buy-side equities strategist. At each decision time you are given (1) the full news flow of the past 24 hours and (2) the visible trading state of every candidate name. You judge the next-24h (wall-clock 24h, across the overnight session) direction of EVERY candidat... |
tp_20260701_1300 | 2026-07-01T17:00:00 | train | 24 | 50 | [{"time":"07-01 00:55","symbols":["LION"],"blocks":[],"title":"B. Riley Securities Initiates Coverag(...TRUNCATED) | [{"symbol":"GIS","blocks":[],"price":37.665,"ret1h":0.0073549077,"ret4h":0.0257352941,"ret16h":0.082(...TRUNCATED) | {"GIS":{"r24":-0.0085,"r24_abn":0.00239,"spanh":24.0,"direction":"up","big_up24":false,"big_dn24":fa(...TRUNCATED) | [{"role":"system","content":"You are a buy-side equities strategist. At each decision time you are g(...TRUNCATED) |
tp_20260701_1430 | 2026-07-01T18:30:00 | train | 24 | 50 | [{"time":"07-01 03:02","symbols":["ABT","LION"],"blocks":[],"title":"This Abbott Analyst Begins Cove(...TRUNCATED) | [{"symbol":"GIS","blocks":[],"price":37.465,"ret1h":-0.0005335468,"ret4h":-0.01030247,"ret16h":null,(...TRUNCATED) | {"GIS":{"r24":0.005200000000000001,"r24_abn":0.01298,"spanh":24.0,"direction":"up","big_up24":false,(...TRUNCATED) | [{"role":"system","content":"You are a buy-side equities strategist. At each decision time you are g(...TRUNCATED) |
tp_20260701_1600 | 2026-07-01T20:00:00 | train | 24 | 50 | [{"time":"07-01 00:55","symbols":["LION"],"blocks":[],"title":"B. Riley Securities Initiates Coverag(...TRUNCATED) | [{"symbol":"GIS","blocks":[],"price":37.27,"ret1h":-0.0052048579,"ret4h":-0.0032094143,"ret16h":0.07(...TRUNCATED) | {"GIS":{"r24":0.008,"r24_abn":0.0109,"spanh":24.0,"direction":"up","big_up24":false,"big_dn24":false(...TRUNCATED) | [{"role":"system","content":"You are a buy-side equities strategist. At each decision time you are g(...TRUNCATED) |
tp_20260706_0845 | 2026-07-06T12:45:00 | train | 30 | 50 | [{"time":"07-05 09:54","symbols":["IRDM"],"blocks":[],"title":"Why AST SpaceMobile Stock Skyrocketed(...TRUNCATED) | [{"symbol":"UNM","blocks":[],"price":92.34,"ret1h":-0.0066695353,"ret4h":0.0099529695,"ret16h":null,(...TRUNCATED) | {"UNM":{"r24":-0.030760000000000003,"r24_abn":-0.02525,"spanh":24.0,"direction":"down","big_up24":fa(...TRUNCATED) | [{"role":"system","content":"You are a buy-side equities strategist. At each decision time you are g(...TRUNCATED) |
tp_20260706_1000 | 2026-07-06T14:00:00 | train | 30 | 50 | [{"time":"07-05 13:51","symbols":["LULU","USB"],"blocks":[],"title":"Top Three Likely Outperformers (...TRUNCATED) | [{"symbol":"SOLS","blocks":[],"price":70.885,"ret1h":-0.0642244224,"ret4h":-0.1218409316,"ret16h":nu(...TRUNCATED) | {"SOLS":{"r24":-0.10983000000000001,"r24_abn":-0.10086,"spanh":24.0,"direction":"down","big_up24":fa(...TRUNCATED) | [{"role":"system","content":"You are a buy-side equities strategist. At each decision time you are g(...TRUNCATED) |
tp_20260706_1130 | 2026-07-06T15:30:00 | train | 32 | 50 | [{"time":"07-05 13:51","symbols":["COF","LULU","USB"],"blocks":[],"title":"Top Three Likely Outperfo(...TRUNCATED) | [{"symbol":"SOLS","blocks":[],"price":69.07,"ret1h":-0.016797153,"ret4h":-0.1472839506,"ret16h":null(...TRUNCATED) | {"SOLS":{"r24":-0.12437000000000001,"r24_abn":-0.11374000000000001,"spanh":24.0,"direction":"down","(...TRUNCATED) | [{"role":"system","content":"You are a buy-side equities strategist. At each decision time you are g(...TRUNCATED) |
tp_20260706_1300 | 2026-07-06T17:00:00 | train | 30 | 50 | [{"time":"07-05 13:51","symbols":["COF","LULU"],"blocks":[],"title":"Top Three Likely Outperformers (...TRUNCATED) | [{"symbol":"ALAB","blocks":[],"price":438.96,"ret1h":-0.0150338823,"ret4h":0.0374607076,"ret16h":0.0(...TRUNCATED) | {"ALAB":{"r24":-0.10801000000000001,"r24_abn":-0.09754,"spanh":24.0,"direction":"down","big_up24":fa(...TRUNCATED) | [{"role":"system","content":"You are a buy-side equities strategist. At each decision time you are g(...TRUNCATED) |
End of preview. Expand in Data Studio
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
Omni 2-Stage News Trading Dataset
Two-stage training data for a pre-open equity direction model.
Stage 1 — Pure-news impact (PPO)
stage1_impact/news_reward_map.jsonl (68880 rows). One news item (title + licensed summary)
that may move many names. Label fields per row:
dir64/r64_abn: realised ~2.6-day abnormal direction & magnitude of the focal name,block_<id>_dir: realised direction of every affected sector block,big_up64/big_dn64: excursion flags (magnitude head),cs_realized: surface-read vs realised-move mismatch (trap / counter-signal).
Reward = realised move (outcome) + critic consistency against the licensed "why" summary.
Stage 2 — Full-flow decision (GRPO)
stage2_decide/{train,val}.jsonl (168/54 decision timepoints). Each row carries the
ENTIRE past-24h news flow (incl. pre-market mover lists), the visible trading state of every
candidate, and the realised next-24h per-name label (labels.<sym>.direction / r24_abn / big_*).
GRPO has no critic; reward is the realised move only.
All inputs are strictly point-in-time; nothing forward-looking enters a prompt. License: research use.
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