FXView Tick Parquet Consumer

Read FXView tick data from Parquet files produced by the MT5 tick collection system.

Self-Evolving Skill: This skill improves through use. If instructions are wrong, parameters drifted, or a workaround was needed — fix this file immediately, don't defer. Only update for real, reproducible issues.

When to Use This Skill

Use this skill when:

• Reading or querying FXView tick Parquet files
• Building adapters or pipelines for FXView tick data
• Writing DuckDB queries against tick data
• Integrating tick data into Python or Rust pipelines
• Checking tick data schema or file layout

Authoritative Source

https://github.com/terrylica/mql5/blob/05f7c82/docs/tick_research/SCHEMA_VERIFIED.md

This skill summarizes the verified schema. For full verification details, flags distributions, and row group internals, see the source document.

Schema

All 6 columns are non-nullable. Schema is identical between EURUSD and XAUUSD files.

Column	Arrow Type	DuckDB Type	Nullable	Notes
time_msc	Int64	BIGINT	NO	Unix epoch milliseconds
bid	Float64	DOUBLE	NO	Bid price
ask	Float64	DOUBLE	NO	Ask price
last	Float64	DOUBLE	NO	Always 0.0 for FXView forex -- IGNORE
volume	Int64	BIGINT	NO	Always 0 for FXView forex -- IGNORE
flags	UInt8	UTINYINT	NO	MqlTick flags bitmask (3 values: 4, 130, 134)

Parquet Footer Metadata

Key-value pairs embedded in every file footer:

Key	Example Value	Purpose
symbol	EURUSD	Bare symbol name (no FXVIEW_ prefix)
digits	5 (EURUSD) / 2 (XAUUSD)	Price decimal digits
broker	FXView	Broker name
created_at	2026-03-24T10:32:35.101090+00:00	File creation timestamp (RFC3339 UTC)

File Layout

Directory pattern:

{base_path}/FXVIEW_{SYMBOL}/{YYYY}/{SYMBOL}_{YYYYMMDD}.parquet

Example:

~/.cache/opendeviationbar/ticks/FXVIEW_EURUSD/2026/EURUSD_20260323.parquet

IMPORTANT asymmetry: The directory uses the

FXVIEW_

prefix (broker-qualified), but the filename and metadata use the bare symbol name. Do not mix these up.

Crash recovery files:

{SYMBOL}_{YYYYMMDD}_1.parquet

,

_2.parquet

, etc. Created when the EA restarts and finds an existing file for today. All segments are valid, complete Parquet files with footers.

XAUUSD Differences

Property	EURUSD	XAUUSD
digits	5	2
Price scale	~1.15	~4400
Ticks/day	~416K	~929K
last/volume	Always 0	Always 0
Flag distribution	53% bid+ask, 24% bid, 23% ask	98% bid+ask, ~1% each bid/ask

XAUUSD has ~2.2x higher tick density than EURUSD.

DuckDB Consumption Examples

Read a single day

SELECT * FROM read_parquet('~/.cache/opendeviationbar/ticks/FXVIEW_EURUSD/2026/EURUSD_20260323.parquet');

Read all files for a symbol (glob)

SELECT * FROM read_parquet('~/.cache/opendeviationbar/ticks/FXVIEW_EURUSD/**/*.parquet');

Convert timestamp to human-readable

SELECT make_timestamp(time_msc * 1000) AS ts, bid, ask, ask - bid AS spread
FROM read_parquet('~/.cache/opendeviationbar/ticks/FXVIEW_EURUSD/2026/EURUSD_20260323.parquet');

Spread statistics

SELECT avg(ask - bid) AS avg_spread, max(ask - bid) AS max_spread
FROM read_parquet('~/.cache/opendeviationbar/ticks/FXVIEW_EURUSD/2026/EURUSD_20260323.parquet');

Flags distribution

SELECT flags, count(*) AS cnt, round(count(*) * 100.0 / sum(count(*)) OVER (), 2) AS pct
FROM read_parquet('...')
GROUP BY flags
ORDER BY cnt DESC;

Anti-Patterns

• Do NOT use

  last

  or

  volume

  columns for FXView forex (always zero)
• Do NOT assume

  FXVIEW_

  prefix in filenames -- it is ONLY in the directory name
• Do NOT use f64 for prices in Rust production code (use i64 fixed-point via digits metadata)
• Do NOT expect time_msc in seconds -- it is MILLIseconds
• Do NOT hardcode machine paths -- use pattern

  {base_path}/FXVIEW_{SYMBOL}/{YYYY}/{SYMBOL}_{YYYYMMDD}.parquet

Parquet Internals

• Compression: ZSTD level 3
• time_msc encoding: DELTA_BINARY_PACKED (optimal for monotonic timestamps, dictionary disabled)
• flags encoding: Dictionary encoding (low cardinality -- 3 distinct values)
• bid, ask, last, volume: Default (PLAIN + ZSTD)
• Row groups: ~65,536 rows each (last group has remainder)
• File size: ~1.35 MB for ~416K EURUSD ticks/day

Flags Bitmask Reference

Value	Meaning
4	Ask price changed (TICK_FLAG_ASK)
130	Bid changed + first tick marker (2+128)
134	Bid+ask changed + first tick marker (2+4+128)

Troubleshooting

Issue	Cause	Solution
No files found	Wrong base path or symbol	Check directory pattern with FXVIEW_ prefix
All last/volume are zero	Normal for FXView forex	Ignore these columns for forex pairs
Timestamp looks wrong	Using seconds not ms	time_msc is milliseconds -- multiply by 1000 for microseconds
Schema mismatch	Different broker or version	Verify against SCHEMA_VERIFIED.md permalink
Multiple files same day	Crash recovery segments	All _N suffixed files are valid, union them

Post-Execution Reflection

After this skill completes, check before closing:

1. Did the command succeed? — If not, fix the instruction or error table that caused the failure.
2. Did parameters or output change? — If the underlying tool's interface drifted, update Usage examples and Parameters table to match.
3. Was a workaround needed? — If you had to improvise (different flags, extra steps), update this SKILL.md so the next invocation doesn't need the same workaround.

Only update if the issue is real and reproducible — not speculative.