01 · tree
bhavcopy
nse/ · bse/.parquetRaw end-of-day OHLCV straight from official SEBI CMTS bhavcopy. Cleaned, deduped, typed.
14 colsdate · hive
01Open · Markets · India
INDIAN
MARKETS,
MACHINE·READABLE.
TejHQ is open financial data infrastructure for India. Five parquet trees - bhavcopy, corporate actions, back-adjusted prices, symbol history, derived metrics - shipped nightly to HuggingFace. Hosted API on top. Free dataset forever.
4.5K+
Symbols
5
Parquet trees
19:00
IST · daily
89%
Yahoo match
EOD
Bhavcopy · CMTS
NSE+BSE
Equity · A · B · T · EQ · BE · BZ
PARQUET
Polars · DuckDB · Pandas
3 surfaces · 1 source- shape
NSE · TAPE
RELIANCE2,941.20+1.18%·TCS3,872.55+0.42%·HDFCBANK1,621.05-0.31%·INFY1,503.40+0.94%·ICICIBANK1,178.25+0.07%·SBIN 812.65-0.62%·ITC 468.90+0.21%·BHARTIARTL1,422.10+1.55%·LT3,610.80-0.18%·AXISBANK1,094.30+0.36%·MARUTI12,450.00+0.88%·ASIANPAINT2,341.05-1.04%·HINDUNILVR2,612.40+0.13%·BAJFINANCE7,094.55-0.47%·
RELIANCE2,941.20+1.18%·TCS3,872.55+0.42%·HDFCBANK1,621.05-0.31%·INFY1,503.40+0.94%·ICICIBANK1,178.25+0.07%·SBIN 812.65-0.62%·ITC 468.90+0.21%·BHARTIARTL1,422.10+1.55%·LT3,610.80-0.18%·AXISBANK1,094.30+0.36%·MARUTI12,450.00+0.88%·ASIANPAINT2,341.05-1.04%·HINDUNILVR2,612.40+0.13%·BAJFINANCE7,094.55-0.47%·
Pipeline · healthy · last cron 20:00 ISTtejhq/indian-markets · public
Trading days
4,517
NSE since 2010 · BSE since 2024-07
Parquet trees
5
bhavcopy → metrics
Rows published
8,110,161
EOD + actions, 16y NSE + 2y BSE
Yahoo reconcile
89%
±1% on 25k closes
02Live · Tape · Same-shape
The shape your DataFrame
already speaks.
Fourteen columns, one row per (symbol, date). Hive-partitioned Parquet, zstd-compressed. Polars, DuckDB, Pandas - pick your poison.
Latency
EOD · ~6:30 PM IST
Coverage
2010-01-04 →
Source
Official Bhavcopy
RELIANCE.NS2,941.20+1.18%
Sample · last session09:1511:3013:3015:30
OHLC · 5min · NSE▼ 15.00%
# python · polars
import polars as pl
from huggingface_hub import hf_hub_download
p = hf_hub_download(
"tejhq/indian-markets",
"nse/year=2025/month=04/date=2025-04-30.parquet",
repo_type="dataset",
)
df = pl.read_parquet(p)
df.filter(pl.col("symbol") == "RELIANCE")tejhq/indian-marketson huggingface →
nse · 2025-04-30 · 6 of 2,341 rowsparquet · zstd
| symbol | series | isin | close | volume | %chg |
|---|---|---|---|---|---|
| RELIANCE | EQ | INE002A01018 | 2941.20 | 12.4M | +1.18% |
| TCS | EQ | INE467B01029 | 3872.55 | 3.1M | +0.42% |
| HDFCBANK | EQ | INE040A01034 | 1621.05 | 9.7M | -0.31% |
| INFY | EQ | INE009A01021 | 1503.40 | 5.2M | +0.94% |
| ITC | EQ | INE154A01025 | 468.90 | 18.3M | +0.21% |
| BHARTIARTL | EQ | INE397D01024 | 1422.10 | 4.8M | +1.55% |
03Datasets · Five trees · One source
Not one dataset.
Five, joined by ISIN.
Bazaar publishes five parquet trees to HuggingFace nightly. Each one composes with the next. Same partitions, same keys, same guarantees.
core
02 · tree
actions
actions/<ex>_<YYYY>.parquetCorporate actions classified - dividend, split, bonus, rights, buyback, demerger, merger.
11 colsyear · annual
03 · tree
prices_adjusted
prices_adjusted/<ex>_<YYYY>.parquetBack-adjusted close. Per-ISIN reverse cumprod over splits, bonuses, dividends. Reconciled vs Yahoo.
16 colsyear · annual
04 · tree
symbol_history
symbol_history/<ex>.parquetISIN to symbol intervals. Resolves rename drift across post-merger or pre-split identifiers.
6 colsexchange · single
05 · tree
metrics
metrics/<ex>_<YYYY>.parquet1d/5d/21d/63d/126d/252d/YTD returns, 52w hi/lo, 20d & 60d avg volume, 20d avg turnover.
13 colsyear · annual
06 · planned
fundamentals
fundamentals/<ex>_<YYYY>.parquetISIN-keyed filings: revenue, EBITDA, EPS, net debt. Joins to every other tree on ISIN.
shipping Q3 · pro tier
join key · isin · stable across renames + mergersbrowse on huggingface →
04Schema · 14 columns · 1 row per (symbol, date)
Fourteen columns.
Zero surprises.
Same shape across NSE and BSE, every trading day, every symbol. ISIN-keyed, series-tagged, types locked. No guessing what last means in row 47,231.
identity
5 cols
price
6 cols
flow
3 cols
01
date
Trading date
Date
02
symbol
Ticker - RELIANCE, TCS
Utf8
03
series
EQ · BE · BZ · A · B · T
Utf8
04
isin
International Securities ID
Utf8
05
name
Full instrument name
Utf8
06
open
First traded price
Float64
07
high
Day's high
Float64
08
low
Day's low
Float64
09
close
Closing price
Float64
10
last
Last traded price
Float64
11
prev_close
Previous session close
Float64
12
volume
Total shares traded
Int64
13
turnover
Total value (₹)
Float64
14
trades
Number of trades executed
Int64
partitioned by · year · month · datefull schema docs →
05Built for · who ships with TejHQ
Made for the
workflow you already have.
One dataset, four shapes of work. Pick yours - the snippet drops straight in.
01 · persona
Quants
Stop paying for stale tickers.
Build factor models on every NSE+BSE equity, not just NIFTY 50. Cross-sectional research, no licence chatter.
df.group_by("symbol")
.agg(pl.col("close").pct_change())02 · persona
Backtesters
Walk-forward without scraping.
Hive-partitioned by date - point your loop at a date range, get exactly the universe that traded that day.
for d in range(D0, D1):
bar = read(f"date={d}")03 · persona
ML researchers
Same shape your model already eats.
Parquet → DataFrame → tensor. ISIN-keyed joins to fundamentals, news, alt data. No ETL boilerplate.
ds = HF.load("tejhq/indian-markets")
model.fit(ds.to_torch())04 · persona
Dashboards
Ship a chart in an afternoon.
DuckDB-over-HTTP, no server. Streamlit, Observable, Grafana - whatever renders SQL, renders TejHQ.
SELECT date, close
FROM 'hf://.../**/*.parquet'
WHERE symbol = 'RELIANCE'06Pricing · Free open data · Pay for the API
Data stays free.
The API pays for itself.
Bazaar parquet on HuggingFace, MIT, forever. Hosted endpoints, rate limits, screener, and SLAs are how we keep the cron running.
00 · tier
Open
₹0forever
The whole dataset, on HuggingFace.
Researchers · students · hackers
- +All 5 parquet trees on HF
- +Polars · DuckDB · Pandas ready
- +Daily updates · 19:00 IST
- +MIT-licensed pipeline code
- +Community Discord
01 · tier
Indie
₹999per month
Hosted API for a single side-project.
Solo quants · indie devs · students with credit card
- +50,000 API calls / day
- +/ohlcv · /actions · /adjusted
- +Basic screener · 3 filters
- +Symbol-history lookups
- +Email support · 48h
02 · tier
Pro
₹4,999per month
Built for the strategy you actually trade.
Active backtesters · prop traders · small RIAs
- +500,000 API calls / day
- +Full screener · all filters
- +Metrics API · returns + 52w + vol
- +Batch · /universe · /resolve
- +99% uptime SLA · status page
- +Priority support · 12h
03 · tier
Team
₹24,999per month
Multi-seat, multi-key, multi-strategy.
Small funds · fintech teams · research desks
- +5,000,000 API calls / day
- +Up to 10 keys · org dashboard
- +Webhooks · corp action alerts
- +Parquet pull from R2 mirror
- +99.9% SLA · ₹ credits on miss
- +Shared Slack channel
04 · enterprise
Enterprise.
Funds, brokerages, exchanges, fintech infra. Talk to us about volume, white-label, on-prem mirrors, and custom data partnerships.
Talk to founders- +Custom volume · pay-as-you-go credits
- +Dedicated R2 / S3 mirror · region of choice
- +On-prem / VPC parquet sync · airgap option
- +White-label SDKs · branded docs
- +Direct line to data engineering
- +Custom datasets · alt data partnerships
billing · razorpay (₹) · stripe (usd) · invoice on requeststartup credits? apply →
07Ecosystem · Surfaces · One source
One source.
Three ways in.
Bazaar ingests it. CLI fetches it. API serves it. Same schema, same partitions, same guarantees end-to-end.
01● Live
tej-bazaar
/ the pipeline
Bhavcopy + corp actions + back-adjusted close + symbol history + derived metrics. Five parquet trees, one nightly cron, all on HuggingFace.
- +NSE since 2010 · BSE since 2024-07
- +5 parquet trees · ISIN-keyed
- +89% reconciled vs Yahoo
- +MIT · cron 20:00 IST
02● Live
tej-cli
/ the terminal
Single Go binary. Fetch a date, backfill a range, query into a DataFrame, pipe into your shell. Zero auth, zero deps.
- +Go · static binary
- +fetch · backfill · info
- +Linux · macOS · Windows
03● Live
tej-api
/ the network
Hosted REST over the five trees. Screener, batch resolves, corp action webhooks. Python & JS SDKs. Free tier + paid tiers from ₹999/mo.
- +REST · v1 · OpenAPI
- +api.tejhq.dev · free tier
- +DuckDB + R2 edge
- +Razorpay (₹) · Stripe (usd)
same schema · 14 columns · isin-keyedgithub.com/tejhq →