PAKDATAHUB
Docs · API reference

For AI agents: this page is available as raw Markdown at /docs/api-transforms.md · every page in one file at /llms-full.txt · index at /docs/llms.txt

Transforms

Add ?transform= to /v1/series/{id} and the API computes the transform for you. Your numbers then match everyone else's, and you don't have to fetch extra history to do it yourself.

transform Meaning Allowed frequencies Output unit
yoy Year-over-year % change: value vs the same date one year earlier daily, weekly, monthly, quarterly percent
mom Month-over-month % change monthly only percent
pct_change % change vs the previous observation any percent
3ma Trailing 3-period moving average any source unit
index Rebased to 100 at the first observation in your window any index
curl -H "X-API-Key: pk_live_xxx" \
  "https://api.pakdatahub.com/v1/series/inflation.cpi.national?transform=yoy&limit=2"
{ "success": true, "series": "inflation.cpi.national",
  "meta": { "name": "CPI National", "unit": "percent", "frequency": "monthly",
            "source": "PBS", "last_updated": "2026-06-30", "transform": "yoy" },
  "data": [ { "date": "2026-06-30", "value": 11.090083270249806, "dims": {} },
            { "date": "2026-05-31", "value": 11.64643399089529, "dims": {} } ],
  "pagination": { "next_cursor": null, "count": 2 } }

Rules

  • Partners are fetched for you. yoy, mom, pct_change and 3ma look back before your from date and outside your limit, so every returned point has its partner. A point is null only where no earlier observation exists at all (e.g. the first year of a series).
  • Per dimension. Transforms run separately for each dims group (KIBOR bid and offer, each SPI city).
  • index uses your window. It rebases to 100 at the first point you get back, so pick from deliberately:
# Rupee depreciation since 2018, as an index
curl -H "X-API-Key: pk_live_xxx" \
  "https://api.pakdatahub.com/v1/series/fx.rate.avg.usd?from=2018-01-01&transform=index&sort=asc"
  • Mismatches fail loudly. mom on a quarterly series, or yoy on an annual one, returns 422 invalid_params with a message suggesting pct_change.
  • Transforms combine with vintage, dims, format=csv and sort.

Recipes

Question Call
Headline inflation from the index /v1/series/inflation.cpi.national?transform=yoy
Monthly change in FX reserves /v1/series/reserves.total_sbp_reserves?transform=mom
Remittance growth vs a year ago /v1/series/remittances.total?transform=yoy
Smoothed LSM /v1/series/industry.lsm.qim?transform=3ma
Compare currencies on one axis fx.rate.avg.usd, fx.rate.avg.eur with transform=index&from=2015-01-01
Raast quarter-on-quarter growth /v1/series/payments.raast.total.value?transform=pct_change
View as Markdown (.md)