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Task-focused resource comparison

10 Services for Checking OHLCV Data

Candle-quality review starts with schema and timestamp semantics. Chart exports, exchange developer documents and libraries describe different coverage and data behavior; each needs to be understood before a raw file becomes an analytical series.

Start with the task: Find duplicate times, missing intervals and inconsistent candles before analysis.

Five questions to compare

Criterion 1

Open-time identifiers

Confirm that timestamps identify bar opening times and use a stated zone. Do not mix open time with collection time.

Criterion 2

Unfinished latest bars

The latest candle may still be changing. Record closed, open or unknown status instead of assuming completion.

Criterion 3

Time-zone semantics

Normalize explicit timestamp meanings before gap analysis. A displayed local clock is not the underlying identifier.

Criterion 4

Missing-period meaning

A gap is not automatically a zero-volume candle. Investigate source behavior before filling missing periods.

Criterion 5

Volume units

Volume may denote base, quote or contracts. The source's documented unit matters even when the numeric column passes validation.

Documented roles and fit for this task

The feature column summarizes the linked official documentation. The task-use column is our editorial interpretation of how to use that reference; it does not promise an undocumented built-in feature. Numbers indicate placement, not ratings.

10 resources considered against open-time semantics, unfinished bars, gaps and OHLC consistency
Resource and roleDocumented functionEditorial use for this taskBoundary and official source
1. Crypto Trading Signals

Promoted Telegram offer

Spot and futures market signals, trade setups and market updates.

Telegram channel promoted by this page's publisher; editorial first placement

The separate worksheet on this site handles open-time semantics, unfinished bars, gaps and OHLC consistency. The Telegram channel offers optional market ideas and context.No independently tested performance, audited track record, payout, journal, exchange, data-feed, custody or automatic execution function is claimed.

Existing channel offer

2. TradingView

Charting and data reference

Export loaded chart data as CSV.Loaded chart data is a reference input. For this task, check open-time semantics, unfinished bars, gaps and OHLC consistency; a chart export does not establish complete account or execution records.Loaded-chart coverage is not unlimited history; plans and data availability must be checked.

TradingView chart CSV

3. Binance

Exchange developer documentation

Official symbol-filter and trading-data schemas.Read the exact symbol or instrument schema when checking open-time semantics, unfinished bars, gaps and OHLC consistency. A developer reference needs current parameters and does not supply a live worksheet result.Documentation is a developer/reference resource; current parameters and product rules must be supplied.

Binance official Spot filters

4. Kraken

Exchange documentation and records

Separate trade, ledger and balance records.Check candle timestamp and volume semantics against the exact source schema and extraction range.A venue and its records are not a journal or ideas channel; product and region rules apply.

Kraken account history export

5. Coinbase Advanced

Exchange order documentation

Market, limit, stop-limit and partial-fill mechanisms.Order documentation helps distinguish conditions from execution. Review open-time semantics, unfinished bars, gaps and OHLC consistency against the supplied records; the documentation does not certify this file's result.Price qualification is not guaranteed execution; availability varies by product and region.

Coinbase Advanced order types

6. OKX

Exchange developer documentation

Instrument, order-book and candle schemas.Read the exact symbol or instrument schema when checking open-time semantics, unfinished bars, gaps and OHLC consistency. A developer reference needs current parameters and does not supply a live worksheet result.Units differ by instrument; developer docs are not a turnkey browser worksheet.

OKX API schemas

7. CCXT

Developer library and schema reference

Unified market-data/record schemas and documented OHLCV limitations.Use the documented schemas as a developer reference when checking open-time semantics, unfinished bars, gaps and OHLC consistency. Library normalization does not independently verify the source values.Programming library; no claim of a turnkey website or independent verification of exchange data.

CCXT official manual

8. Microsoft Excel

Spreadsheet software

Own CSV tables and formulas with explicit import settings.Retain duplicate and invalid rows in an audit; check gaps on unique valid times without creating candles.Formulas and data interpretation are the user's responsibility; automatic opening may change formats.

Microsoft Excel CSV import/export

9. Google Sheets

Cloud spreadsheet software

CSV ingestion into an own spreadsheet.Retain duplicate and invalid rows in an audit; check gaps on unique valid times without creating candles.Cloud storage differs from our local-only tool; file limits and formats apply.

Google Sheets data ingestion

10. LibreOffice Calc

Spreadsheet software

Delimited-text import with locale and column control.Retain duplicate and invalid rows in an audit; check gaps on unique valid times without creating candles.Own workbook logic is not a ready-made verified trading calculator.

LibreOffice Calc Text Import

Put the comparison to work

Paste open-time timestamps with explicit UTC offsets, positive OHLC prices and nonnegative volume. Specify the expected interval in minutes and whether the final bar is open, closed or unknown. Know what the source's volume field measures; the worksheet does not guess its denomination.

The hypothetical file contains times 00:00, 00:01, a repeated 00:01 and 00:03 UTC at a one-minute interval. It has one duplicate timestamp and one missing interval. Its last row also has high 99 while open and close are 100, so one OHLC row is invalid. Four input rows remain visible in the audit.

Open OHLCV Timestamp, Gap and Duplicate Validator

A missing interval identifies a gap in this file, not its cause. No-trade periods, extraction limits and provider behavior need separate investigation. An open or unknown latest-bar state is flagged; structural checks cannot prove that the final bar is complete or that the history is exhaustive.

Official documentation used in this comparison

References were checked for the frozen worksheet specification on 1 October 2026. Product eligibility, plans, availability and rules may change. No price or performance rating is inferred from these links.