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    Q1 1970    
 
 
    Q4 2022
Billions of Chained 2012 Dollars
Line Name Q4 2022 Q3 2022 Q4 2021
1
Private fixed investment in intellectual property products
1,283.109 1,266.742 1,188.764
2
Software
674.276 653.510 589.663
3 Prepackaged
4 Custom
5 Own account
6
Research and development
539.410 540.253 527.268
7 Business
8 Manufacturing
9 Pharmaceutical and medicine manufacturing
10 Chemical manufacturing excluding pharmaceutical and medicine
11 Semiconductor and other electronic component manufacturing
12 Other computer and electronic product manufacturing
13 Motor vehicles bodies and trailers and parts manufacturing
14 Aerospace products and parts manufacturing
15 Other manufacturing
16 Nonmanufacturing
17 Scientific research and development services
18 All other nonmanufacturing
19 Software publishers
20 Financial and real estate services
21 Computer systems design and related services
22 Other nonmanufacturing
23 Nonprofit institutions serving households
24 Universities and colleges
25 Other nonprofit institutions
26
Entertainment literary and artistic originals
95.593 94.839 84.925
27 Theatrical movies
28 Long-lived television programs
29 Books
30 Music
31 Other
32 Residual
   

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