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Pharmaceutical Preparation Manufacturing in Texas 33rd District (TX-33)

Place-of-performance TX-33 crossed with Pharmaceutical Preparation Manufacturing (NAICS 325412) yields $8,940,917,969.34 in USAspending.gov obligations on 2,291 awards. Two thousand two hundred ninety-one NAICS 325412 awards equal about sixteen percent of TX-33's district obligation total — a mass-action pharma-manufacturing file beside a missile-parts cell on the same stamp. That pair is Pharmaceutical Preparation Manufacturing and Texas 33rd District (TX-33) — not Texas's entire federal inflow, not Pharmaceutical Preparation Manufacturing nationwide, and not cash already paid. The cell is 16.4% of this district's published obligation total ($54,453,144,624.98). Implied average obligation is about $3,902,626.79 ($8,940,917,969.34 ÷ 2,291). Correlation is not causation.

Key figures

  • Pharma manufacturing in Texas 33rd District (TX-33): $8,940,917,969.34 across 2,291 USAspending awards (NAICS 325412).
  • Implied mean about $3,902,626.79 per record; district share 16.4% of $54,453,144,624.98.
  • NAICS 325412 × TX-33 is an obligation join, not an outlay and not a named-recipient list.
  • Cite USAspending.gov; quote Texas 33rd District and NAICS 325412 if live tables moved.
  • Texas federal spending and All spending ties are parents and an index, not amounts to add into $8,940,917,969.34.

The Texas 33rd District (TX-33) filter on NAICS 325412

NAICS 325412 and congressional district TX-33 meet here. $8,940,917,969.34 is the USAspending.gov obligation sum on awards that carry both tags. It is not Pharmaceutical Preparation Manufacturing's nationwide total, not every federal dollar coded to Texas 33rd District (TX-33), and not an outlay register. The packet does not split finished-dose from API lines, and it does not split contract versus assistance instruments. 2,291 is an action count: modifications and repeat awards add rows. Unique recipients are unpublished. This cell is not a drug-label catalog, a plant census, or a named-vendor file.

Dividing $8,940,917,969.34 by 2,291 yields about $3,902,626.79 per award on average. That ratio is two packet facts. It is not a typical contract, grant, or benefit line. 2,291 awards is a mass-action pharma file. Volume is not unique plants. Texas 3rd District hosts aircraft parts (336413), not 325412. Do not treat TX-33's 325412 cell as a synonym for every pharma manufacturing account nationwide. Open Texas 33rd District for the district table without this industry filter, NAICS 325412 for NAICS 325412 without a TX-33 filter, Texas federal spending for every industry in the Texas extract, and All spending ties for the rest of the join list. Quote those hubs as parents, not as addends to $8,940,917,969.34.

The NAICS 325412 rollup

USAspending labels industry 325412 as Pharmaceutical Preparation Manufacturing. That code produced $8,940,917,969.34 when crossed with Texas 33rd District (TX-33) place of performance. The industry-wide 325412 hub does not require TX-33 geography. The district hub does not require pharma manufacturing. Only this tie applies both filters, which is why it cites 2,291 awards. The packet does not split finished-dose from API lines, and it does not split contract versus assistance instruments.

Correlation is not causation: Texas 33rd District (TX-33) did not cause $8,940,917,969.34 by existing as a large or small place. Population, outcome scores, and named facilities are not packet facts. The join is 325412 × TX-33 only. This cell is not a drug-label catalog, a plant census, or a named-vendor file. Do not invent contractors or award recipients to fill the gap. Campaign donations on FEC tables do not fund this USAspending cell; the datasets are separate. Keep 325412 and TX-33 together. Adding the 336419 TX-33 cell would mix two manufacturing codes.

Reading the TX-33 stamp

Texas 33rd District (TX-33) on this join is a USAspending geography field, not a claim that every dollar was disbursed to residents of that district. Awards can list TX-33 while later work occurs elsewhere. Awards tagged to other Texas districts belong on those ties even when the industry is also 325412. Texas 33rd District (TX-33) also hosts NAICS 336419 on this slice. Finished-dose manufacturing is not guided-missile parts.

Texas federal spending shows how NAICS 325412 sits beside other industries in the same state extract. $8,940,917,969.34 is one district-industry column, not the state table. This packet does not split Texas 33rd District (TX-33) by county, city, or census tract. Awards that carry a different NAICS stay on those other ties even if the work sounds related to Pharmaceutical Preparation Manufacturing. The district-wide obligation total published here is $54,453,144,624.98; $8,940,917,969.34 is the pharma manufacturing slice of that denominator. Sibling pages on this harvest include TX-33 336419 and TX-03 336413 ties — separate joins, not addends.

USAspending obligations on this pair

USAspending.gov records an obligation when the federal government commits funds on an award. $8,940,917,969.34 is that kind of sum for Pharmaceutical Preparation Manufacturing inside TX-33 coding. Later deobligations, recoveries, or payment schedules can change what leaves the Treasury without this join rewriting itself into a cash register. Assistance and contract awards can share the same industry rollup; this packet does not split them. Net obligations can include downward adjustments. This page reports $8,940,917,969.34 as given.

Texas's own budget is a separate ledger. Mixing it with the 2,291-row pharma manufacturing cell leaves USAspending.gov. Treat 2,291 as award records in the aggregate, not unique vendors. Do not annualize without a year field in the packet. Do not per-capita or per-recipient the dollar total; those denominators are unpublished. The implied mean ($3,902,626.79) is a concentration statistic, not a typical TX-33 pharma manufacturing payment. The packet omits NDA numbers, plants, or contractor names.

Citing $8,940,917,969.34 without dropping a join side

Cite USAspending.gov: Pharmaceutical Preparation Manufacturing (NAICS 325412) obligated $8,940,917,969.34 on 2,291 awards coded to Texas 33rd District (TX-33). Name Pharmaceutical Preparation Manufacturing and Texas 33rd District (TX-33) together. Keep the obligation word. If Texas 33rd District or NAICS 325412 has refreshed, prefer the live hub over this snapshot for current rows. The pair is not a drug-label catalog, a plant census, or a named-vendor file. 16.4% of $54,453,144,624.98 is the district share on this packet, not a performance score.

Row count versus dollar concentration

A thick row count makes a product split tempting; the packet still does not supply one. A small row count makes a named-facility story tempting; the packet still does not name facilities or contractors. The implied mean (about $3,902,626.79) and the district share (16.4% of $54,453,144,624.98) are ratios of packet facts. Prefer Texas 33rd District and NAICS 325412 if the live tables moved. 2,291 awards is a mass-action pharma file. Volume is not unique plants. Texas 3rd District hosts aircraft parts (336413), not 325412.

Questions

How much pharma manufacturing spending is coded to Texas 33rd District (TX-33)?
USAspending.gov lists $8,940,917,969.34 in Pharmaceutical Preparation Manufacturing obligations across 2,291 awards with place of performance in Texas 33rd District (TX-33). NAICS 325412 × TX-33 is an obligation join, not an outlay and not Texas's complete federal ledger. The cell is 16.4% of the district's published total ($54,453,144,624.98). Unique recipients are unpublished.
Does $8,940,917,969.34 include every pharma manufacturing product line in TX-33?
The packet publishes one NAICS rollup. The packet does not split finished-dose from API lines, and it does not split contract versus assistance instruments. $8,940,917,969.34 is the combined obligation sum for industry 325412 inside TX-33 coding. This page will not invent a product pie or name contractors. Open NAICS 325412 and Texas 33rd District to inspect parent tables. 2,291 remains an action count, not a product count.
Is $8,940,917,969.34 cash already paid in Texas 33rd District (TX-33)?
No. Obligations are commitments recorded on USAspending.gov awards. Outlays — money that actually left the Treasury — are a different concept and are not this packet's headline. Treating $8,940,917,969.34 as checks already cleared in Texas 33rd District (TX-33) confuses those terms. Later ingests can revise 2,291 awards. Prefer the live district and industry hubs if the tables moved.
Why is the implied average $3,902,626.79 not a typical award?
The average is $8,940,917,969.34 divided by 2,291 awards, about $3,902,626.79. Thick files pull the mean down; thin files pull it up. Neither case publishes a typical instrument. Modifications add rows. Recipients are unpublished. Use the ratio only as a concentration statistic.

USAspending.gov congressional district place-of-performance joined to NAICS industry. Obligations are not outlays.