Reposition README: lead with cross-platform, soften claims, add Myriad + research links

README.md

@@ -8,6 +8,8 @@ tags:
 - time-series
 - polymarket
 - manifold
+- myriad
+- cross-platform
 - ohlcv
 - event-contracts
 pretty_name: ImpliedData Prediction Markets Sample
@@ -20,9 +22,9 @@ task_categories:
 
 # Prediction Markets Dataset (Sample)
 
-Market metadata and 1-hour OHLCV candles from two prediction-market platforms — **Polymarket** and **Manifold Markets** — collected and maintained by [ImpliedData](https://implieddata.com).
+**ImpliedData** is the cross-platform data layer for prediction markets: it matches the *same real-world event* across **Polymarket**, **Manifold** & **Myriad** — polarity-aligned so YES means the same thing on every venue — on top of the Polymarket on-chain tick history (404M fills, 2023–present).
 
-Prices are **implied probabilities** (0–1): a close of `0.73` means the market priced the event at 73% probability at that hour.
+This is a **free sample**: market metadata and 1-hour OHLCV candles from Polymarket and Manifold. Prices are **implied probabilities** (0–1): a close of `0.73` means the market priced the event at 73% probability at that hour. The cross-platform event links, intraday candles, and full history are in the complete dataset at [implieddata.com](https://implieddata.com).
 
 ## Files
 
@@ -80,6 +82,10 @@ from datasets import load_dataset
 ds = load_dataset("ImpliedData/prediction-markets", data_files="polymarket_ohlcv_1h_sample.parquet")
 ```
 
+## Why ImpliedData
+
+Single-platform prediction-market data is a commodity. The hard part is knowing that a market on Polymarket and a differently-worded one on Manifold are the **same event**, and aligning them so YES means the same thing on both — ~1,800 links across ~1,360 events, matched by embeddings + LLM review and polarity-aligned. Read the research: [real money vs. play money](https://implieddata.com/blog/real-money-vs-play-money) · [how the event links work](https://implieddata.com/blog/cross-platform-event-links-clusters).
+
 ## Notes & limitations (read before using)
 
 - This is a **sample**: 130 top-volume markets, 1h resolution only, limited windows (Polymarket: 2 weeks; Manifold: ~6 months). Low-volume markets are not included.
@@ -89,7 +95,7 @@ ds = load_dataset("ImpliedData/prediction-markets", data_files="polymarket_ohlcv
 
 ## What the full dataset adds
 
-The live [ImpliedData](https://implieddata.com) dataset: **250k+ markets, 19M+ trade records, complete histories (Polymarket since Oct 2020), intraday candles (1m / 5m / 15m / 1h / 1d), resolved-outcome labels, daily updates** — exportable as Parquet or CSV per platform, category, or individual market.
+The live [ImpliedData](https://implieddata.com) dataset: markets across Polymarket, Manifold & Myriad, the Polymarket on-chain tick history (404M fills, 2023–present; metadata back to 2020), ~1,800 cross-platform event links, intraday candles (1m / 5m / 15m / 1h / 1d), resolved-outcome labels, and daily updates — exportable as Parquet or CSV per platform, category, or individual market.
 
 → **[implieddata.com](https://implieddata.com)** — browse the catalog and download free samples of any market.
 
@@ -101,7 +107,7 @@ The live [ImpliedData](https://implieddata.com) dataset: **250k+ markets, 19M+ t
   author    = {ImpliedData},
   year      = {2026},
   url       = {https://huggingface.co/datasets/ImpliedData/prediction-markets},
-  note      = {Historical market data from Polymarket and Manifold Markets}
+  note      = {Cross-platform historical prediction-market data (Polymarket, Manifold, Myriad)}
 }
 ```