Datasets:
countrycode stringclasses 185
values | country stringclasses 185
values | currency_unit stringclasses 137
values | year int32 1.95k 2.02k | rgdpe float64 22.7 30.6M ⌀ | rgdpo float64 27.5 30.9M ⌀ | pop float64 0 1.44k ⌀ | emp float64 0 774 ⌀ | avh float64 1.31k 3.04k ⌀ | hc float64 1.01 3.99 ⌀ | ccon float64 17.8 20.6M ⌀ | cda float64 23.8 29.8M ⌀ | cgdpe float64 22.2 30.5M ⌀ | cgdpo float64 4.98 30.9M ⌀ | cn float64 16.3 172M ⌀ | ck float64 0 1.55 ⌀ | ctfp float64 0.05 3.3 ⌀ | cwtfp float64 0.03 2.6 ⌀ | rgdpna float64 16.2 31M ⌀ | rconna float64 22.7 20.6M ⌀ | rdana float64 28.5 29.9M ⌀ | rnna float64 19.7 171M ⌀ | rkna float64 0 1.82 ⌀ | rtfpna float64 0.17 10.7 ⌀ | rwtfpna float64 0.11 8.98 ⌀ | labsh float64 0.08 0.91 ⌀ | irr float64 0.01 1.15 ⌀ | delta float64 0.01 0.11 ⌀ | xr float64 0 356k ⌀ | pl_con float64 0.02 56.7 ⌀ | pl_da float64 0.01 55.2 ⌀ | pl_gdpo float64 0.01 698 ⌀ | i_cig stringclasses 5
values | i_xm stringclasses 3
values | i_xr stringclasses 2
values | i_outlier stringclasses 2
values | i_irr stringclasses 4
values | cor_exp float64 -0.23 1 ⌀ | csh_c float64 0.03 324 ⌀ | csh_i float64 -0.1 96.7 ⌀ | csh_g float64 0.01 80 ⌀ | csh_x float64 0 82.8 ⌀ | csh_m float64 -1,167.04 -0 ⌀ | csh_r float64 -2.12 584 ⌀ | pl_c float64 0.01 65.5 ⌀ | pl_i float64 0.01 72.3 ⌀ | pl_g float64 0.01 23.2 ⌀ | pl_x float64 0.01 1.9 ⌀ | pl_m float64 0.01 4.62 ⌀ | pl_n float64 0.01 32 ⌀ | pl_k float64 0.07 36.2 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ABW | Aruba | Aruban Guilder | 1,950 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,951 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,952 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,953 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,954 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,955 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,956 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,957 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,958 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,959 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,960 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,961 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,962 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,963 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,964 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,965 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,966 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,967 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,968 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,969 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ABW | Aruba | Aruban Guilder | 1,970 | 444.191925 | 530.968811 | 0.05895 | null | null | null | 247.150024 | 426.289429 | 441.812958 | 415.295471 | 1,279.957275 | null | null | null | 368.250916 | 281.187469 | 387.380005 | 776.961548 | null | null | null | null | null | 0.040318 | 1.79 | 0.534553 | 0.447302 | 0.475864 | Extrapolated | Extrapolated | Market-based | Outlier | null | null | 0.437216 | 0.431354 | 0.157903 | 0.519569 | -0.509902 | -0.036139 | 0.584857 | 0.326926 | 0.395268 | 0.852028 | 0.801663 | 0.338106 | null |
ABW | Aruba | Aruban Guilder | 1,971 | 484.616943 | 578.383789 | 0.058781 | null | null | null | 269.302643 | 466.526154 | 483.514984 | 471.642822 | 1,404.89978 | null | null | null | 401.71933 | 306.743103 | 422.586945 | 857.151245 | null | null | null | null | null | 0.03965 | 1.79 | 0.516733 | 0.430512 | 0.441349 | Extrapolated | Extrapolated | Market-based | Outlier | null | null | 0.417043 | 0.418163 | 0.153945 | 0.528388 | -0.4814 | -0.036139 | 0.568675 | 0.312779 | 0.376022 | 0.777041 | 0.78754 | 0.32812 | null |
ABW | Aruba | Aruban Guilder | 1,972 | 528.695313 | 630.832947 | 0.058895 | null | null | null | 293.092804 | 509.865051 | 528.432007 | 517.157898 | 1,542.16394 | null | null | null | 438.229523 | 334.621399 | 460.993652 | 944.586182 | null | null | null | null | null | 0.039095 | 1.79 | 0.500101 | 0.414917 | 0.423962 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.411434 | 0.419161 | 0.155303 | 0.519943 | -0.469702 | -0.036139 | 0.55372 | 0.299742 | 0.358051 | 0.758554 | 0.775357 | 0.318074 | null |
ABW | Aruba | Aruban Guilder | 1,973 | 576.773071 | 686.853821 | 0.059435 | null | null | null | 317.236633 | 556.958191 | 577.23999 | 594.739746 | 1,690.861084 | null | null | null | 478.057892 | 365.033417 | 502.890991 | 1,039.993408 | null | null | null | null | null | 0.038641 | 1.79 | 0.48667 | 0.400082 | 0.38831 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.386249 | 0.40307 | 0.147155 | 0.563712 | -0.464046 | -0.036139 | 0.540225 | 0.285496 | 0.3461 | 0.640821 | 0.718811 | 0.308347 | null |
ABW | Aruba | Aruban Guilder | 1,974 | 629.518372 | 747.611938 | 0.060122 | null | null | null | 346.964844 | 616.57074 | 639.023804 | 689.993408 | 1,855.596191 | null | null | null | 521.506104 | 398.209412 | 548.596069 | 1,143.999634 | null | null | null | null | null | 0.038273 | 1.79 | 0.468692 | 0.380666 | 0.352546 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.363409 | 0.390737 | 0.139443 | 0.663761 | -0.521212 | -0.036139 | 0.521295 | 0.267383 | 0.331602 | 0.494105 | 0.58103 | 0.298418 | null |
ABW | Aruba | Aruban Guilder | 1,975 | 686.935852 | 816.013855 | 0.060813 | null | null | null | 377.890656 | 678.33606 | 703.037598 | 741.171692 | 2,033.551758 | null | null | null | 568.903076 | 434.400452 | 598.455139 | 1,257.340332 | null | null | null | null | null | 0.037979 | 1.79 | 0.453276 | 0.36445 | 0.345699 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.36678 | 0.405365 | 0.143076 | 0.644527 | -0.52361 | -0.036139 | 0.506472 | 0.252728 | 0.316907 | 0.498967 | 0.567137 | 0.288993 | null |
ABW | Aruba | Aruban Guilder | 1,976 | 749.218506 | 890.0271 | 0.061271 | null | null | null | 411.844696 | 735.791382 | 762.585449 | 812.304749 | 2,225.218262 | null | null | null | 620.607727 | 473.881226 | 652.845642 | 1,380.861938 | null | null | null | null | null | 0.037748 | 1.79 | 0.438078 | 0.353903 | 0.332241 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.365008 | 0.398799 | 0.142 | 0.644006 | -0.513674 | -0.036139 | 0.489119 | 0.246888 | 0.306877 | 0.47993 | 0.555601 | 0.280055 | null |
ABW | Aruba | Aruban Guilder | 1,977 | 817.264404 | 972.883362 | 0.061511 | null | null | null | 450.549347 | 801.29303 | 830.474426 | 837.912354 | 2,438.018799 | null | null | null | 677.011475 | 516.949402 | 712.179382 | 1,515.75415 | null | null | null | null | null | 0.037568 | 1.79 | 0.42179 | 0.342296 | 0.339257 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.387283 | 0.418592 | 0.150422 | 0.620474 | -0.540631 | -0.036139 | 0.47072 | 0.240181 | 0.295811 | 0.50865 | 0.539042 | 0.270675 | null |
ABW | Aruba | Aruban Guilder | 1,978 | 891.442261 | 1,059.365112 | 0.061719 | null | null | null | 490.875977 | 871.53302 | 903.266663 | 961.501465 | 2,668.084717 | null | null | null | 738.541565 | 563.931763 | 776.905273 | 1,662.742676 | null | null | null | null | null | 0.037432 | 1.79 | 0.40778 | 0.331488 | 0.31141 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.368236 | 0.395899 | 0.142295 | 0.633444 | -0.503735 | -0.036139 | 0.454435 | 0.233105 | 0.287043 | 0.457342 | 0.531046 | 0.261902 | null |
ABW | Aruba | Aruban Guilder | 1,979 | 972.45575 | 1,153.21936 | 0.061896 | null | null | null | 534.648254 | 950.465027 | 985.077759 | 1,111.593506 | 2,922.906738 | null | null | null | 805.663757 | 615.187195 | 847.515198 | 1,823.078247 | null | null | null | null | null | 0.037331 | 1.79 | 0.394351 | 0.320161 | 0.283722 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.347919 | 0.374073 | 0.133056 | 0.67917 | -0.498078 | -0.03614 | 0.438206 | 0.224768 | 0.279676 | 0.388623 | 0.489318 | 0.252937 | null |
ABW | Aruba | Aruban Guilder | 1,980 | 1,061.056152 | 1,257.421143 | 0.062039 | null | null | null | 588.131653 | 1,042.629761 | 1,080.608521 | 1,228.960693 | 3,199.791016 | null | null | null | 878.886292 | 671.094421 | 924.540588 | 1,997.761475 | null | null | null | null | null | 0.037259 | 1.79 | 0.377593 | 0.307415 | 0.270306 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.346521 | 0.369823 | 0.132039 | 0.720735 | -0.532978 | -0.03614 | 0.419164 | 0.216603 | 0.268497 | 0.348891 | 0.435645 | 0.244416 | null |
ABW | Aruba | Aruban Guilder | 1,981 | 1,157.553955 | 1,372.38562 | 0.062266 | null | null | null | 643.870667 | 1,140.377197 | 1,181.877075 | 1,322.473267 | 3,507.774414 | null | null | null | 958.763733 | 732.085815 | 1,008.56543 | 2,188.063477 | null | null | null | null | null | 0.037208 | 1.79 | 0.363309 | 0.296058 | 0.264583 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.351172 | 0.375438 | 0.135697 | 0.713203 | -0.539374 | -0.036136 | 0.40487 | 0.208848 | 0.255753 | 0.345123 | 0.421399 | 0.235744 | null |
ABW | Aruba | Aruban Guilder | 1,982 | 1,262.880981 | 1,497.601563 | 0.062652 | null | null | null | 704.315918 | 1,246.013428 | 1,291.408813 | 1,429.313477 | 3,840.593018 | null | null | null | 1,045.900757 | 798.637207 | 1,100.235352 | 2,395.351318 | null | null | null | null | null | 0.037175 | 1.79 | 0.34982 | 0.285392 | 0.257856 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.355475 | 0.378991 | 0.13729 | 0.688076 | -0.52369 | -0.036143 | 0.389791 | 0.201621 | 0.246328 | 0.348618 | 0.422945 | 0.22759 | null |
ABW | Aruba | Aruban Guilder | 1,983 | 1,377.361938 | 1,633.464111 | 0.063096 | null | null | null | 769.559509 | 1,349.902222 | 1,399.111694 | 1,566.019653 | 4,189.536621 | null | null | null | 1,140.957275 | 871.189697 | 1,200.222046 | 2,621.230713 | null | null | null | null | null | 0.037156 | 1.79 | 0.33721 | 0.277465 | 0.247892 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.355901 | 0.370585 | 0.13551 | 0.682139 | -0.507993 | -0.036142 | 0.374258 | 0.198241 | 0.239908 | 0.338054 | 0.419143 | 0.220418 | null |
ABW | Aruba | Aruban Guilder | 1,984 | 1,501.993774 | 1,782.501343 | 0.063469 | null | null | null | 838.184875 | 1,464.805908 | 1,517.959717 | 1,693.905762 | 4,577.123535 | null | null | null | 1,244.652954 | 950.379578 | 1,309.297607 | 2,867.302734 | null | null | null | null | null | 0.037148 | 1.79 | 0.326183 | 0.269374 | 0.241394 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.358871 | 0.369927 | 0.135953 | 0.67716 | -0.505789 | -0.036122 | 0.361497 | 0.193384 | 0.232966 | 0.331669 | 0.410093 | 0.213048 | null |
ABW | Aruba | Aruban Guilder | 1,985 | 1,638.968262 | 1,939.509521 | 0.063661 | null | null | null | 914.883484 | 1,598.297974 | 1,656.725708 | 1,981.075195 | 5,013.706055 | null | null | null | 1,357.772949 | 1,036.84082 | 1,428.335693 | 3,135.445068 | null | null | null | null | null | 0.037147 | 1.79 | 0.314674 | 0.259968 | 0.217405 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.334697 | 0.344972 | 0.127115 | 0.679437 | -0.450056 | -0.036165 | 0.349023 | 0.186734 | 0.224231 | 0.297635 | 0.414826 | 0.205384 | null |
ABW | Aruba | Aruban Guilder | 1,986 | 1,787.73999 | 2,118.059814 | 0.063621 | null | null | null | 1,003.414612 | 1,739.175415 | 1,802.688232 | 2,100.289307 | 5,484.236816 | null | null | null | 1,481.173828 | 1,130.843018 | 1,558.078491 | 3,427.851074 | null | null | null | null | null | 0.037153 | 1.79 | 0.30217 | 0.251655 | 0.215997 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.345371 | 0.350314 | 0.13238 | 0.624719 | -0.416644 | -0.03614 | 0.335984 | 0.182765 | 0.21395 | 0.321601 | 0.44521 | 0.198149 | null |
ABW | Aruba | Aruban Guilder | 1,987 | 2,073.390381 | 2,456.278564 | 0.063408 | null | null | null | 1,165.94873 | 2,015.161743 | 2,087.27832 | 2,507.086426 | 6,042.626465 | null | null | null | 1,719.323364 | 1,312.873413 | 1,808.595825 | 3,775.005127 | null | null | null | null | null | 0.037217 | 1.79 | 0.313082 | 0.261373 | 0.217606 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.335945 | 0.338725 | 0.129117 | 0.619689 | -0.387413 | -0.036062 | 0.348306 | 0.190377 | 0.221435 | 0.326881 | 0.483202 | 0.20501 | null |
ABW | Aruba | Aruban Guilder | 1,988 | 2,463.97876 | 2,913.775879 | 0.063203 | null | null | null | 1,384.667236 | 2,387.242432 | 2,476.438721 | 2,970.970703 | 6,729.98584 | null | null | null | 2,039.953979 | 1,558.165283 | 2,146.161377 | 4,197.513672 | null | null | null | null | null | 0.037386 | 1.79 | 0.321846 | 0.269465 | 0.224611 | Extrapolated | Extrapolated | Market-based | Regular | null | null | 0.336959 | 0.337457 | 0.129107 | 0.619973 | -0.387204 | -0.036292 | 0.357972 | 0.19712 | 0.227561 | 0.336745 | 0.497234 | 0.211236 | null |
ABW | Aruba | Aruban Guilder | 1,989 | 2,759.961914 | 3,039.526611 | 0.06339 | null | null | null | 1,553.913574 | 2,666.394531 | 2,763.469971 | 3,038.936279 | 7,511.79834 | null | null | null | 2,287.396973 | 1,745.305908 | 2,405.832764 | 4,673.33252 | null | null | null | null | null | 0.037511 | 1.79 | 0.334484 | 0.281511 | 0.255993 | Extrapolated | Benchmark | Market-based | Regular | null | null | 0.369786 | 0.366076 | 0.141549 | 0.612931 | -0.454277 | -0.036065 | 0.371704 | 0.207518 | 0.237251 | 0.388458 | 0.484007 | 0.21872 | null |
ABW | Aruba | Aruban Guilder | 1,990 | 2,859.397949 | 3,450.588867 | 0.064433 | null | null | null | 1,622.614136 | 2,742.899658 | 2,835.054932 | 3,323.773193 | 8,254.263672 | null | null | null | 2,378.01001 | 1,816.707397 | 2,501.495117 | 5,152.286621 | null | null | null | null | null | 0.038035 | 1.79 | 0.354101 | 0.301864 | 0.257479 | Extrapolated | Benchmark | Market-based | Regular | null | null | 0.36151 | 0.337052 | 0.126674 | 0.715363 | -0.504772 | -0.035828 | 0.384039 | 0.226204 | 0.268663 | 0.335828 | 0.44108 | 0.231567 | null |
ABW | Aruba | Aruban Guilder | 1,991 | 3,114.924072 | 3,633.883545 | 0.066543 | 0.029219 | null | null | 1,752.298706 | 2,963.493164 | 3,088.324951 | 2,984.605469 | 9,029.816406 | 0.000154 | null | null | 2,567.368164 | 1,962.734619 | 2,702.108398 | 5,663.365723 | 0.239818 | null | null | 0.648357 | 0.115137 | 0.038467 | 1.79 | 0.369751 | 0.315964 | 0.326944 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.433728 | 0.405814 | 0.153385 | 0.611981 | -0.567923 | -0.036983 | 0.403237 | 0.238147 | 0.275064 | 0.494339 | 0.488127 | 0.24762 | 0.939143 |
ABW | Aruba | Aruban Guilder | 1,992 | 3,269.514404 | 3,852.854492 | 0.068874 | 0.030496 | null | null | 1,850.00415 | 3,134.525391 | 3,239.678955 | 4,311.642578 | 9,898.692383 | 0.000165 | null | null | 2,718.389893 | 2,067.506348 | 2,856.80957 | 6,204.381348 | 0.26145 | null | null | 0.648357 | 0.112164 | 0.037995 | 1.79 | 0.387787 | 0.331016 | 0.248718 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.316752 | 0.297919 | 0.11232 | 0.797285 | -0.488893 | -0.035383 | 0.421385 | 0.249251 | 0.293039 | 0.290722 | 0.439594 | 0.254454 | 0.920253 |
ABW | Aruba | Aruban Guilder | 1,993 | 3,475.147217 | 4,230.166016 | 0.071072 | 0.031731 | null | null | 2,005.167603 | 3,345.018066 | 3,429.515381 | 4,150.191895 | 10,831.637695 | 0.000176 | null | null | 2,917.04126 | 2,236.741455 | 3,069.86499 | 6,776.344727 | 0.283149 | null | null | 0.648357 | 0.111793 | 0.036843 | 1.79 | 0.411629 | 0.353315 | 0.291963 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.358872 | 0.322841 | 0.124279 | 0.853003 | -0.623875 | -0.035119 | 0.444226 | 0.266045 | 0.317503 | 0.322388 | 0.412824 | 0.26571 | 0.914246 |
ABW | Aruba | Aruban Guilder | 1,994 | 3,933.493164 | 4,781.436523 | 0.073458 | 0.033067 | null | null | 2,170.967041 | 3,600.403076 | 3,847.264404 | 4,667.526855 | 11,853.318359 | 0.00018 | null | null | 3,156.352295 | 2,417.505615 | 3,326.96167 | 7,411.859863 | 0.30644 | null | null | 0.648357 | 0.10633 | 0.035253 | 1.79 | 0.412063 | 0.362305 | 0.298635 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.341949 | 0.306251 | 0.123172 | 0.784305 | -0.51523 | -0.040448 | 0.455997 | 0.286736 | 0.290096 | 0.343493 | 0.462244 | 0.293356 | 0.954396 |
ABW | Aruba | Aruban Guilder | 1,995 | 3,787.156738 | 4,785.42627 | 0.075918 | 0.034454 | null | null | 2,173.473145 | 3,640.549805 | 3,672.020752 | 4,533.415527 | 12,915.638672 | 0.000195 | null | null | 3,235.474365 | 2,422.050781 | 3,384.744141 | 8,072.634277 | 0.336332 | null | null | 0.648357 | 0.105162 | 0.035029 | 1.79 | 0.435521 | 0.376886 | 0.305274 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.358437 | 0.323614 | 0.120997 | 0.787471 | -0.559937 | -0.030582 | 0.461428 | 0.290018 | 0.358775 | 0.36897 | 0.497558 | 0.267455 | 0.833238 |
ABW | Aruba | Aruban Guilder | 1,996 | 3,798.842041 | 4,534.354004 | 0.078482 | 0.035907 | null | null | 2,299.23291 | 3,642.823975 | 3,647.123779 | 4,247.031738 | 13,857.271484 | 0.000203 | null | null | 3,275.758789 | 2,571.169189 | 3,463.356201 | 8,645.657227 | 0.361053 | null | null | 0.637259 | 0.101243 | 0.035783 | 1.79 | 0.451403 | 0.396473 | 0.34047 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.413596 | 0.31636 | 0.127778 | 0.864507 | -0.687915 | -0.034326 | 0.472653 | 0.302474 | 0.382621 | 0.382719 | 0.463393 | 0.275761 | 0.815916 |
ABW | Aruba | Aruban Guilder | 1,997 | 4,154.884766 | 4,915.42334 | 0.081106 | 0.037406 | null | null | 2,445.023193 | 3,998.435303 | 3,989.698486 | 4,499.207031 | 14,993.09082 | 0.00021 | null | null | 3,531.740967 | 2,704.450195 | 3,748.000732 | 9,336.132813 | 0.389627 | null | null | 0.634907 | 0.102071 | 0.035945 | 1.79 | 0.46172 | 0.402342 | 0.356779 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.388372 | 0.345264 | 0.155062 | 0.865768 | -0.736959 | -0.017507 | 0.491684 | 0.308881 | 0.386673 | 0.381476 | 0.440737 | 0.28325 | 0.832205 |
ABW | Aruba | Aruban Guilder | 1,998 | 4,434.96582 | 5,318.72168 | 0.083777 | 0.038947 | null | null | 2,537.441162 | 4,286.348633 | 4,244.981445 | 5,135.902344 | 16,366.959961 | 0.000218 | null | null | 3,767.188477 | 2,827.968262 | 4,014.339355 | 10,134.475586 | 0.42319 | null | null | 0.638232 | 0.104848 | 0.03593 | 1.79 | 0.479161 | 0.411106 | 0.339792 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.362373 | 0.340526 | 0.131686 | 0.882023 | -0.696331 | -0.020278 | 0.506547 | 0.312367 | 0.403799 | 0.344116 | 0.430742 | 0.273943 | 0.849213 |
ABW | Aruba | Aruban Guilder | 1,999 | 4,469.288574 | 5,537.800781 | 0.086472 | 0.040518 | null | null | 2,621.318604 | 4,373.377441 | 4,294.34375 | 5,604.949707 | 17,673.707031 | 0.000224 | null | null | 3,810.679932 | 2,916.562744 | 4,099.495117 | 10,909.001953 | 0.452862 | null | null | 0.655211 | 0.087118 | 0.035447 | 1.79 | 0.491386 | 0.420396 | 0.322095 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.345943 | 0.312591 | 0.121736 | 0.890647 | -0.649174 | -0.021744 | 0.51938 | 0.314184 | 0.411836 | 0.324298 | 0.44327 | 0.288274 | 0.770251 |
ABW | Aruba | Aruban Guilder | 2,000 | 4,361.388184 | 4,541.435059 | 0.088761 | 0.041918 | null | null | 2,633.842773 | 4,071.712158 | 4,228.115723 | 4,649.953613 | 18,541.320313 | 0.000222 | null | null | 3,982.696289 | 2,922.98877 | 3,858.443848 | 11,437.366211 | 0.475561 | null | null | 0.645106 | 0.085381 | 0.034938 | 1.79 | 0.503648 | 0.443094 | 0.402897 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.40246 | 0.309222 | 0.163963 | 0.778874 | -0.65452 | 0 | 0.494408 | 0.332172 | 0.52633 | 0.384785 | 0.435121 | 0.297826 | 0.805302 |
ABW | Aruba | Aruban Guilder | 2,001 | 4,382.217285 | 5,058.980957 | 0.090305 | 0.042579 | null | null | 2,719.325684 | 4,207.032715 | 4,275.546875 | 5,003.958008 | 19,442.369141 | 0.000224 | null | null | 3,918.971436 | 3,010.556152 | 3,966.717041 | 11,965.09375 | 0.498276 | null | null | 0.645106 | 0.089992 | 0.034852 | 1.79 | 0.518854 | 0.443559 | 0.378991 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.376536 | 0.297306 | 0.166899 | 0.781799 | -0.62254 | -0.000001 | 0.498795 | 0.30593 | 0.564107 | 0.34417 | 0.422461 | 0.276679 | 0.79028 |
ABW | Aruba | Aruban Guilder | 2,002 | 4,455.169922 | 3,985.23584 | 0.091379 | 0.043016 | null | null | 2,854.730225 | 4,559.431152 | 4,379.76709 | 4,129.01416 | 20,575.248047 | 0.000236 | null | null | 3,923.781006 | 3,147.262939 | 4,226.842773 | 12,594.469727 | 0.52648 | null | null | 0.645106 | 0.085539 | 0.03491 | 1.79 | 0.532409 | 0.447933 | 0.475136 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.483319 | 0.412859 | 0.208064 | 0.672055 | -0.776295 | -0.000001 | 0.516917 | 0.306469 | 0.568395 | 0.456464 | 0.420277 | 0.279879 | 0.729106 |
ABW | Aruba | Aruban Guilder | 2,003 | 4,586.003418 | 4,149.689941 | 0.09231 | 0.043385 | null | null | 2,975.47998 | 4,848.98584 | 4,517.750488 | 4,287.443848 | 21,982.357422 | 0.000249 | null | null | 3,944.353027 | 3,251.797852 | 4,449.241211 | 13,318.708008 | 0.558042 | null | null | 0.645106 | 0.083777 | 0.035016 | 1.79 | 0.538941 | 0.452462 | 0.476767 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.478536 | 0.436975 | 0.215462 | 0.61611 | -0.747084 | 0 | 0.538058 | 0.315117 | 0.540902 | 0.485435 | 0.447122 | 0.27704 | 0.671534 |
ABW | Aruba | Aruban Guilder | 2,004 | 4,955.591309 | 4,710.419922 | 0.093213 | 0.043739 | null | null | 3,045.143799 | 5,039.286133 | 4,887.774414 | 4,783.851563 | 23,548.9375 | 0.000263 | null | null | 4,243.611328 | 3,312.244629 | 4,592.110352 | 14,101.02832 | 0.592254 | null | null | 0.645106 | 0.086063 | 0.035016 | 1.79 | 0.552747 | 0.461321 | 0.471342 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.440708 | 0.416849 | 0.195839 | 0.647158 | -0.700553 | -0.000001 | 0.553598 | 0.321708 | 0.550834 | 0.470977 | 0.455935 | 0.280002 | 0.649214 |
ABW | Aruba | Aruban Guilder | 2,005 | 5,130.106445 | 5,102.289063 | 0.09423 | 0.044145 | null | null | 3,230.864746 | 5,600.800293 | 5,143.083008 | 4,858.906738 | 25,524.708984 | 0.000286 | null | null | 4,295.78418 | 3,415.234619 | 4,939.413086 | 15,099.097656 | 0.63424 | null | null | 0.645106 | 0.078379 | 0.035017 | 1.79 | 0.553244 | 0.458872 | 0.485709 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.455719 | 0.487751 | 0.209218 | 0.629596 | -0.782286 | 0.000002 | 0.563847 | 0.330217 | 0.530149 | 0.525174 | 0.477927 | 0.288833 | 0.569168 |
ABW | Aruba | Aruban Guilder | 2,006 | 5,206.849609 | 5,411.140625 | 0.095392 | 0.044618 | null | null | 3,320.04248 | 5,779.45752 | 5,166.949219 | 5,025.197266 | 27,580.519531 | 0.000303 | null | null | 4,338.791504 | 3,503.6875 | 5,125.208984 | 16,162.56543 | 0.679128 | null | null | 0.645106 | 0.073292 | 0.034974 | 1.79 | 0.575297 | 0.477996 | 0.49148 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.460509 | 0.489417 | 0.20017 | 0.633997 | -0.784093 | 0 | 0.587119 | 0.346646 | 0.5481 | 0.500739 | 0.479189 | 0.293233 | 0.530857 |
ABW | Aruba | Aruban Guilder | 2,007 | 5,369.441895 | 5,366.370605 | 0.096587 | 0.045104 | null | null | 3,491.084473 | 5,815.884277 | 5,294.395996 | 4,929.461426 | 29,504.238281 | 0.000317 | null | null | 4,483.805176 | 3,672.204346 | 5,239.26709 | 17,136.667969 | 0.718583 | null | null | 0.645106 | 0.073376 | 0.034696 | 1.79 | 0.599047 | 0.50575 | 0.543192 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.497588 | 0.471613 | 0.21062 | 0.613706 | -0.793527 | 0 | 0.618843 | 0.365649 | 0.55228 | 0.575857 | 0.512787 | 0.298056 | 0.521313 |
ABW | Aruba | Aruban Guilder | 2,008 | 5,348.526367 | 5,565.629395 | 0.097805 | 0.045599 | null | null | 3,358.7229 | 5,733.744629 | 5,306.485352 | 5,069.103027 | 31,460.490234 | 0.000335 | null | null | 4,429.084473 | 3,498.634277 | 5,092.384277 | 18,116.800781 | 0.760119 | null | null | 0.645106 | 0.068689 | 0.034371 | 1.79 | 0.642874 | 0.535764 | 0.560853 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.457156 | 0.468529 | 0.205431 | 0.589009 | -0.720126 | 0 | 0.671079 | 0.38429 | 0.580106 | 0.623968 | 0.573068 | 0.310918 | 0.511044 |
ABW | Aruba | Aruban Guilder | 2,009 | 4,791.535156 | 4,773.9375 | 0.099025 | 0.046093 | null | null | 3,339.102539 | 5,268.810547 | 4,716.108887 | 4,488.5 | 32,883.515625 | 0.000372 | null | null | 3,997.399902 | 3,450.914063 | 4,791.866211 | 18,813.519531 | 0.794639 | null | null | 0.645106 | 0.057136 | 0.034198 | 1.79 | 0.627739 | 0.541504 | 0.568964 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.493975 | 0.429923 | 0.249949 | 0.629552 | -0.803399 | 0 | 0.659343 | 0.392287 | 0.565278 | 0.568633 | 0.528583 | 0.300823 | 0.410238 |
ABW | Aruba | Aruban Guilder | 2,010 | 4,436.711426 | 4,445.569824 | 0.100114 | 0.046524 | null | null | 3,334.310791 | 5,017.871582 | 4,362.294434 | 4,113.962891 | 33,989.496094 | 0.000391 | null | null | 3,883.822021 | 3,404.979004 | 4,611.920898 | 19,346.103516 | 0.820181 | null | null | 0.645106 | 0.048691 | 0.034029 | 1.79 | 0.638326 | 0.562456 | 0.596407 | Extrapolated | Benchmark | Market-based | Regular | Regular | null | 0.536542 | 0.409231 | 0.273944 | 0.616339 | -0.836055 | -0.000001 | 0.670057 | 0.412195 | 0.576176 | 0.582709 | 0.536777 | 0.308778 | 0.356775 |
ABW | Aruba | Aruban Guilder | 2,011 | 4,545.425781 | 4,534.991699 | 0.100981 | 0.045494 | null | null | 3,476.449951 | 5,147.893555 | 4,478.930664 | 4,124.262695 | 34,865.964844 | 0.0004 | null | null | 3,928.125977 | 3,528.108643 | 4,744.812012 | 19,866.064453 | 0.845141 | null | null | 0.645106 | 0.049614 | 0.033878 | 1.79 | 0.664078 | 0.588949 | 0.639596 | Benchmark | Benchmark | Market-based | Regular | Regular | 0.422974 | 0.573873 | 0.405271 | 0.269053 | 0.743149 | -0.991346 | -0.000001 | 0.695583 | 0.432687 | 0.59688 | 0.600316 | 0.546381 | 0.320074 | 0.366295 |
ABW | Aruba | Aruban Guilder | 2,012 | 4,355.211426 | 4,400.855469 | 0.101763 | 0.045846 | null | null | 3,431.371826 | 4,747.881836 | 4,299.134277 | 3,977.030273 | 31,570.458984 | 0.00036 | null | null | 3,863.9021 | 3,451.621338 | 4,483.007813 | 20,179.433594 | 0.859639 | null | null | 0.645106 | 0.047736 | 0.033765 | 1.79 | 0.662424 | 0.60831 | 0.657578 | ICP PPP timeseries: benchmark or interpolated | Benchmark | Market-based | Regular | Regular | 0.49128 | 0.574242 | 0.331028 | 0.288555 | 0.815813 | -1.009639 | 0 | 0.69552 | 0.467267 | 0.596561 | 0.589244 | 0.544107 | 0.359212 | 0.387776 |
ABW | Aruba | Aruban Guilder | 2,013 | 4,487.368164 | 5,360.732422 | 0.102558 | 0.046204 | null | null | 3,507.415527 | 4,784.522949 | 4,397.755371 | 4,834.450684 | 29,895.335938 | 0.000338 | null | null | 4,123.192871 | 3,595.062988 | 4,684.981934 | 20,544.458984 | 0.878644 | null | null | 0.645106 | 0.04968 | 0.033725 | 1.79 | 0.660835 | 0.620282 | 0.564252 | ICP PPP timeseries: benchmark or interpolated | Benchmark | Market-based | Regular | Regular | 0.590078 | 0.474034 | 0.264168 | 0.251471 | 0.825623 | -0.815296 | 0 | 0.699617 | 0.50891 | 0.587727 | 0.523151 | 0.590644 | 0.386552 | 0.411419 |
ABW | Aruba | Aruban Guilder | 2,014 | 4,418.780762 | 4,684.142578 | 0.103373 | 0.046571 | null | null | 3,442.319336 | 4,611.372559 | 4,336.803223 | 4,237.621582 | 27,070.685547 | 0.000305 | null | null | 4,057.776123 | 3,567.495117 | 4,615.679688 | 20,856.523438 | 0.895766 | null | null | 0.645106 | 0.047761 | 0.03381 | 1.79 | 0.674701 | 0.643527 | 0.658589 | ICP PPP timeseries: benchmark or interpolated | Benchmark | Market-based | Regular | Regular | 0.641259 | 0.538895 | 0.275875 | 0.273429 | 0.949125 | -1.037321 | -0.000002 | 0.713662 | 0.551733 | 0.597913 | 0.543147 | 0.537162 | 0.446858 | 0.448418 |
ABW | Aruba | Aruban Guilder | 2,015 | 4,505.901855 | 4,536.233398 | 0.104184 | 0.046937 | null | null | 3,350.365234 | 4,413.416016 | 4,407.772949 | 4,417.958984 | 24,339.126953 | 0.000272 | null | null | 4,032.470703 | 3,542.02832 | 4,549.641602 | 21,116.464844 | 0.910749 | null | null | 0.645106 | 0.049299 | 0.033945 | 1.79 | 0.695005 | 0.6722 | 0.67065 | ICP PPP timeseries: benchmark or interpolated | Benchmark | Market-based | Regular | Regular | 0.649197 | 0.505834 | 0.24062 | 0.252518 | 0.914357 | -0.913327 | -0.000002 | 0.733627 | 0.600328 | 0.617638 | 0.534352 | 0.535893 | 0.517387 | 0.516113 |
ABW | Aruba | Aruban Guilder | 2,016 | 4,455.655273 | 3,830.821289 | 0.104977 | 0.047294 | null | null | 3,334.701172 | 4,295.231934 | 4,356.268555 | 3,770.416016 | 21,043.992188 | 0.000235 | null | null | 4,101.813965 | 3,525.961914 | 4,540.415527 | 21,373.148438 | 0.926567 | null | null | 0.645106 | 0.052998 | 0.034145 | 1.79 | 0.698098 | 0.684907 | 0.791328 | ICP PPP timeseries: benchmark or interpolated | Benchmark | Market-based | Regular | Regular | 0.661915 | 0.586609 | 0.254755 | 0.29783 | 1.037416 | -1.176609 | 0 | 0.735689 | 0.639108 | 0.624059 | 0.547837 | 0.473605 | 0.5759 | 0.583402 |
ABW | Aruba | Aruban Guilder | 2,017 | 4,491.76416 | 3,515.309814 | 0.105731 | 0.047634 | null | null | 3,402.721191 | 4,367.563477 | 4,424.78125 | 3,404.408203 | 18,997.287109 | 0.000211 | null | null | 4,390.931641 | 3,615.125977 | 4,677.45752 | 21,666.679688 | 0.945811 | null | null | 0.645106 | 0.055784 | 0.034465 | 1.79 | 0.710288 | 0.698889 | 0.908361 | Benchmark | Benchmark | Market-based | Regular | Regular | 0.680353 | 0.669561 | 0.28341 | 0.329944 | 1.108422 | -1.391336 | 0 | 0.747977 | 0.658689 | 0.633803 | 0.594543 | 0.465206 | 0.638782 | 0.64759 |
ABW | Aruba | Aruban Guilder | 2,018 | 4,620.67627 | 4,100.768066 | 0.106432 | 0.04795 | null | null | 3,532.083984 | 4,606.350098 | 4,573.966797 | 4,011.483887 | 21,126.402344 | 0.000229 | null | null | 4,496.186035 | 3,577.886719 | 4,657.479004 | 21,968.636719 | 0.965921 | null | null | 0.645106 | 0.04791 | 0.034878 | 1.79 | 0.72633 | 0.716268 | 0.816701 | ICP PPP timeseries: benchmark or interpolated | Benchmark | Market-based | Regular | Regular | 0.671702 | 0.574887 | 0.267798 | 0.305607 | 0.984186 | -1.132477 | -0 | 0.784689 | 0.683184 | 0.616549 | 0.599571 | 0.526167 | 0.665032 | 0.599175 |
ABW | Aruba | Aruban Guilder | 2,019 | 4,528.70166 | 3,887.474121 | 0.107076 | 0.04824 | null | null | 3,446.536865 | 4,420.90918 | 4,471.237793 | 3,765.761963 | 20,307.863281 | 0.000215 | null | null | 4,395.811523 | 3,512.503662 | 4,607.169922 | 22,266.496094 | 0.98534 | null | null | 0.645106 | 0.047445 | 0.035302 | 1.79 | 0.753106 | 0.759476 | 0.901756 | ICP PPP timeseries: benchmark or interpolated | Extrapolated | Market-based | Regular | Regular | 0.128339 | 0.600251 | 0.258745 | 0.314979 | 1.051204 | -1.225179 | 0 | 0.8103 | 0.782007 | 0.644114 | 0.62823 | 0.530737 | 0.718024 | 0.636346 |
ABW | Aruba | Aruban Guilder | 2,020 | 3,427.249268 | 2,995.245117 | 0.1074 | 0.048386 | null | null | 3,182.595459 | 4,013.060791 | 3,396.521973 | 2,899.124023 | 21,618.939453 | 0.000222 | null | null | 3,243.589111 | 3,090.126709 | 3,958.878906 | 22,325.037109 | 0.99136 | null | null | 0.645106 | 0.021926 | 0.035575 | 1.79 | 0.732824 | 0.730705 | 0.856071 | ICP PPP timeseries: benchmark or interpolated | Extrapolated | Market-based | Regular | Regular | 0.673091 | 0.708795 | 0.286454 | 0.388984 | 0.809531 | -1.193763 | -0 | 0.790154 | 0.722586 | 0.628358 | 0.560392 | 0.510193 | 0.713444 | 0.470744 |
ABW | Aruba | Aruban Guilder | 2,021 | 3,981.672852 | 4,026.352539 | 0.107558 | 0.048457 | null | null | 3,276.24707 | 4,202.078125 | 3,981.672852 | 4,026.352539 | 22,440.207031 | 0.000222 | null | null | 4,026.352539 | 3,276.24707 | 4,202.078125 | 22,440.207031 | 1 | null | null | 0.645106 | 0.032185 | 0.035697 | 1.79 | 0.748824 | 0.735733 | 0.727568 | Benchmark | Extrapolated | Market-based | Regular | Regular | 0.659994 | 0.539376 | 0.229943 | 0.274325 | 1.028894 | -1.072538 | 0 | 0.821695 | 0.689406 | 0.605546 | 0.500228 | 0.517424 | 0.688118 | 0.486503 |
ABW | Aruba | Aruban Guilder | 2,022 | 4,463.610352 | 4,576.177246 | 0.107782 | 0.048558 | null | null | 3,341.390381 | 4,382.352051 | 4,483.517578 | 4,612.15332 | 22,781.564453 | 0.000224 | null | null | 4,369.313965 | 3,338.099121 | 4,356.613281 | 22,645.175781 | 1.013122 | null | null | 0.645106 | 0.041648 | 0.035843 | 1.79 | 0.753995 | 0.731422 | 0.711022 | Extrapolated | Extrapolated | Market-based | Regular | Regular | null | 0.480757 | 0.2257 | 0.243718 | 1.281508 | -1.231683 | 0 | 0.822575 | 0.658965 | 0.618714 | 0.485868 | 0.492497 | 0.663951 | 0.47238 |
ABW | Aruba | Aruban Guilder | 2,023 | 4,693.765137 | 4,892.405273 | 0.107939 | 0.048628 | null | null | 3,569.92041 | 4,361.097168 | 4,683.776367 | 4,823.155273 | 22,741.716797 | 0.000222 | null | null | 4,555.609375 | 3,576.689941 | 4,342.823242 | 22,632.261719 | 1.013957 | null | null | 0.645106 | 0.023685 | 0.035912 | 1.79 | 0.732283 | 0.778981 | 0.75647 | Extrapolated | Extrapolated | Market-based | Regular | Regular | null | 0.491501 | 0.164037 | 0.248661 | 1.230015 | -1.134215 | 0 | 0.801675 | 0.989691 | 0.595123 | 0.543322 | 0.543265 | 0.972557 | 0.487849 |
AGO | Angola | Kwanza | 1,950 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,951 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,952 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,953 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,954 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,955 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,956 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,957 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,958 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,959 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,960 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,961 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,962 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,963 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,964 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,965 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,966 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,967 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,968 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,969 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
AGO | Angola | Kwanza | 1,970 | 31,898.46875 | 32,243.955078 | 5.852788 | 3.197069 | null | 1.015686 | 20,420.828125 | 31,929.589844 | 31,929.589844 | 31,417.376953 | 84,761.945313 | null | null | null | 54,250.375 | 47,814.371094 | 68,176.523438 | 94,229.164063 | null | null | null | 0.284878 | 0.329869 | 0.040494 | 0 | 0.140279 | 0.119258 | 0.121202 | Extrapolated | Extrapolated | Market-based | Regular | Regular | null | 0.429309 | 0.366318 | 0.220676 | 0.048006 | -0.049891 | -0.014419 | 0.132094 | 0.081957 | 0.156203 | 0.280669 | 0.235039 | 0.073247 | null |
AGO | Angola | Kwanza | 1,971 | 33,790.570313 | 34,408.660156 | 5.991102 | 3.257524 | null | 1.018196 | 21,645.007813 | 33,946.25 | 33,946.25 | 33,775.183594 | 93,722.460938 | null | null | null | 57,505.394531 | 50,652.234375 | 72,218.453125 | 104,715.09375 | null | null | null | 0.284878 | 0.311735 | 0.040381 | 0 | 0.139299 | 0.118079 | 0.118678 | Extrapolated | Extrapolated | Market-based | Regular | Regular | null | 0.420489 | 0.364209 | 0.220367 | 0.049024 | -0.054032 | -0.000056 | 0.132377 | 0.080741 | 0.152508 | 0.259207 | 0.235055 | 0.073285 | null |
AGO | Angola | Kwanza | 1,972 | 33,909.226563 | 34,054.386719 | 6.174262 | 3.341565 | null | 1.020712 | 21,681.347656 | 34,144.285156 | 34,144.285156 | 33,518.5625 | 102,340.234375 | null | null | null | 57,620.410156 | 50,774.242188 | 72,448.109375 | 114,854.078125 | null | null | null | 0.284878 | 0.289164 | 0.040307 | 0 | 0.143212 | 0.120169 | 0.122412 | Extrapolated | Extrapolated | Market-based | Regular | Regular | null | 0.420864 | 0.371822 | 0.225982 | 0.057969 | -0.047738 | -0.028899 | 0.136258 | 0.080081 | 0.156163 | 0.265352 | 0.248118 | 0.073457 | null |
AGO | Angola | Kwanza | 1,973 | 37,004.238281 | 36,747.878906 | 6.388528 | 3.441436 | null | 1.023234 | 23,304.09375 | 36,976.320313 | 37,279.40625 | 36,457.265625 | 111,563.929688 | null | null | null | 62,287.65625 | 54,969.574219 | 78,426.125 | 125,801.609375 | null | null | null | 0.284878 | 0.283455 | 0.039972 | 0 | 0.161039 | 0.134589 | 0.137625 | Extrapolated | Extrapolated | Market-based | Regular | Regular | null | 0.414131 | 0.375021 | 0.225085 | 0.080307 | -0.055356 | -0.039188 | 0.154002 | 0.089507 | 0.173985 | 0.266219 | 0.268571 | 0.08394 | null |
AGO | Angola | Kwanza | 1,974 | 38,114.195313 | 36,926.511719 | 6.613367 | 3.545886 | null | 1.025762 | 24,115.214844 | 38,637.175781 | 38,909.269531 | 37,682.578125 | 121,023.648438 | 0.004185 | 0.628161 | 0.644051 | 64,218.578125 | 56,724.445313 | 80,897.492188 | 136,841.015625 | 0.174547 | 1.765007 | 2.81812 | 0.284878 | 0.264313 | 0.039534 | 0 | 0.174634 | 0.14465 | 0.149359 | Extrapolated | Extrapolated | Market-based | Regular | Regular | null | 0.411688 | 0.385376 | 0.228269 | 0.1421 | -0.066932 | -0.1005 | 0.167445 | 0.094859 | 0.1876 | 0.229579 | 0.247534 | 0.092403 | 1.733604 |
AGO | Angola | Kwanza | 1,975 | 36,047.582031 | 34,506.765625 | 6.842947 | 3.651743 | null | 1.028297 | 22,807.189453 | 36,736.5 | 37,086.371094 | 35,285.9375 | 129,294.671875 | 0.004363 | 0.572972 | 0.601992 | 61,007.652344 | 53,624.574219 | 76,348.546875 | 146,502.09375 | 0.186833 | 1.590343 | 2.522585 | 0.284878 | 0.229325 | 0.039241 | 0 | 0.135559 | 0.111857 | 0.117565 | Extrapolated | Extrapolated | Market-based | Regular | Regular | null | 0.417763 | 0.394755 | 0.228591 | 0.144201 | -0.050282 | -0.135028 | 0.130088 | 0.073049 | 0.145557 | 0.184021 | 0.189977 | 0.072099 | 1.07778 |
pwt
The Penn World Table (PWT), releases 8.0 to 11.0, as the Groningen Growth and Development Centre (GGDC) of the University of Groningen published them. PWT gives relative levels of income, output, inputs and productivity by country and year: real GDP at chained PPPs, population, employment, hours worked, human capital, capital stock, TFP, exchange rates, price levels and expenditure shares. PWT 11.0 covers 185 countries from 1950 to 2023.
Each release is kept whole. Its main table is the subset named by the
release ('11.0'), and its other tables are subsets named
'<release>.<table>' ('11.0.na_data'). Beside the Parquet are all the
files the release pages link, byte for byte, under raw/<release>/.
CC BY 4.0. Cite Feenstra, Inklaar and Timmer (2015) whenever the data are used (see Licence).
Releases
PWT revises the whole history in every release, and the base year of its
prices moves, so a value from one release does not continue a series from
another: Japan's 2019 rgdpe is 5,028,348 (million 2017 US$) in 10.0 and
5,515,624 (million 2021 US$) in 11.0. State the release you use.
| release | released | DOI | main table rows | countries | years | price base |
|---|---|---|---|---|---|---|
11.0 |
October 7, 2025 | 10.34894/FABVLR | 13,690 | 185 | 1950 to 2023 | 2021 US$ |
10.01 |
January 23, 2023 | 10.34894/QT5BCC | 12,810 | 183 | 1950 to 2019 | 2017 US$ |
10.0 |
not stated on its page | 10.15141/S5Q94M | 12,810 | 183 | 1950 to 2019 | 2017 US$ |
9.1 |
not stated on its page | 10.15141/S50T0R | 12,376 | 182 | 1950 to 2017 | 2011 US$ |
9.0 |
not stated on its page | 10.15141/S5J01T | 11,830 | 182 | 1950 to 2014 | 2011 US$ |
8.1 |
April 13, 2015 | 10.15141/S5NP4S | 10,354 | 167 | 1950 to 2011 | 2005 US$ |
8.0 |
July 2, 2013 | 10.15141/S5159X | 10,354 | 167 | 1950 to 2011 | 2005 US$ |
The release dates are those the release pages state. The price base is the
one the main table's variable labels name (for rgdpe, "in mil. 2021US$"
in 11.0). Releases 7.1 and earlier are not here: their pages state no
licence.
The main table has one row for every country and year in its range, with or
without values: in 11.0, 11,201 of the 13,690 rows have rgdpe.
Subsets
| subset | rows | columns | years | countries | made from |
|---|---|---|---|---|---|
11.0 |
13,690 | 51 | 1950 to 2023 | 185 | raw/11.0/pwt110.dta |
11.0.na_data |
13,114 | 21 | 1950 to 2025 | 217 | raw/11.0/pwt110_na_data.dta |
11.0.capital_detail |
13,320 | 34 | 1950 to 2023 | 180 | raw/11.0/pwt110_capital_detail.dta |
11.0.labor_detail |
13,114 | 24 | 1950 to 2025 | 217 | raw/11.0/pwt110_labor_detail.dta |
11.0.trade_detail |
13,690 | 30 | 1950 to 2023 | 185 | raw/11.0/pwt110_trade_detail.dta |
11.0.esh_bilateral_cor |
393,970 | 4 | 1970 to 2021 | 187 | raw/11.0/pwt110_sh_bilateral_cor_data.dta |
10.01 |
12,810 | 52 | 1950 to 2019 | 183 | raw/10.01/pwt1001.dta |
10.01.na_data |
12,588 | 21 | 1950 to 2019 | 217 | raw/10.01/pwt1001_na_data.dta |
10.01.capital_detail |
12,600 | 34 | 1950 to 2019 | 180 | raw/10.01/pwt1001_capital_detail.dta |
10.01.labor_detail |
12,588 | 20 | 1950 to 2019 | 217 | raw/10.01/pwt1001-labor-detail.dta |
10.01.trade_detail |
12,810 | 30 | 1950 to 2019 | 183 | raw/10.01/pwt1001-trade-detail.dta |
10.01.esh_bilateral_cor |
256,410 | 4 | 1970 to 2017 | 184 | raw/10.01/pwt1001-esh_bilateral_cor_data.dta |
10.0 |
12,810 | 52 | 1950 to 2019 | 183 | raw/10.0/pwt100.dta |
10.0.na_data |
12,588 | 21 | 1950 to 2019 | 217 | raw/10.0/pwt100-na-data.dta |
10.0.capital_detail |
12,600 | 34 | 1950 to 2019 | 180 | raw/10.0/pwt100-capital-detail.dta |
10.0.labor_detail |
12,588 | 20 | 1950 to 2019 | 217 | raw/10.0/pwt100-labor-detail.dta |
10.0.trade_detail |
12,810 | 30 | 1950 to 2019 | 183 | raw/10.0/pwt100-trade-detail.dta |
10.0.esh_bilateral_cor |
256,410 | 4 | 1970 to 2017 | 184 | raw/10.0/pwt100-esh-bilateral-cor-data.dta |
9.1 |
12,376 | 52 | 1950 to 2017 | 182 | raw/9.1/pwt91.dta |
9.1.na_data |
12,088 | 21 | 1950 to 2017 | 216 | raw/9.1/pwt91_na_data.dta |
9.1.capital_detail |
12,240 | 34 | 1950 to 2017 | 180 | raw/9.1/pwt91_capital_detail.dta |
9.1.labor_detail |
12,376 | 20 | 1950 to 2017 | 182 | raw/9.1/pwt91_labor_detail.dta |
9.1.trade_detail |
12,376 | 30 | 1950 to 2017 | 182 | raw/9.1/pwt91_trade_detail.dta |
9.1.esh_bilateral_cor |
76,170 | 4 | 1970 to 2011 | 186 | raw/9.1/esh_bilateral_cor_data.dta |
9.0 |
11,830 | 47 | 1950 to 2014 | 182 | raw/9.0/pwt90.dta |
9.0.na_data |
11,386 | 21 | 1950 to 2014 | 212 | raw/9.0/pwt90-na-data.dta |
9.0.capital_detail |
11,830 | 22 | 1950 to 2014 | 182 | raw/9.0/pwt90_capital_detail.dta |
9.0.labor_detail |
11,830 | 20 | 1950 to 2014 | 182 | raw/9.0/pwt90_labor_detail.dta |
9.0.trade_detail |
11,830 | 30 | 1950 to 2014 | 182 | raw/9.0/pwt90_trade_detail.dta |
9.0.esh_bilateral_cor |
76,170 | 4 | 1970 to 2011 | 186 | raw/9.0/esh_bilateral_cor_data.dta |
8.1 |
10,354 | 47 | 1950 to 2011 | 167 | pwt81.dta in raw/8.1/pwt81.zip |
8.1.na_data |
10,624 | 19 | 1950 to 2011 | 209 | na_data.dta in raw/8.1/na_data8.1.zip |
8.1.trade_detail |
10,354 | 30 | 1950 to 2011 | 167 | pwt81_trade_detail.dta in raw/8.1/pwt81_trade_detail.zip |
8.1.esh_bilateral_cor |
43,770 | 4 | 1970 to 2005 | 168 | esh_bilateral_cor_data.dta in raw/8.1/esh_bilateral_cor_data.zip |
8.0 |
10,354 | 39 | 1950 to 2011 | 167 | pwt80.dta in raw/8.0/pwt80.zip |
8.0.na_data |
10,624 | 19 | 1950 to 2011 | 209 | na_data.dta in raw/8.0/na_data-pwt8.0.zip |
8.0.trade_detail |
10,354 | 30 | 1950 to 2011 | 167 | pwt80_trade_detail.dta in raw/8.0/pwt80_trade_detail.zip |
8.0.esh_bilateral_cor |
43,770 | 4 | 1970 to 2005 | 168 | esh_bilateral_cor_data.dta in raw/8.0/esh_bilateral_cor_data.zip |
8.0.depreciation_rates |
8,059 | 3 | 1951 to 2011 | 167 | depreciation_rates.dta in raw/8.0/depreciation_rates.zip |
8.0.na_data_v2009 |
10,278 | 18 | 1950 to 2009 | 211 | na_data_v2009.dta in raw/8.0/na_data_v2009.zip |
8.0.na_data_v2010 |
10,497 | 18 | 1950 to 2010 | 211 | na_data_v2010.dta in raw/8.0/na_data_v2010.zip |
Countries are distinct countrycode values (countrycode1 for
esh_bilateral_cor). The tables, as the release pages describe them:
- the release subset (
'11.0'): the main table, theDatasheet ofpwt110.xlsxandpwt110.dta na_data: the national accounts PWT starts from, in national currencycapital_detail: investment, capital stock, capital services and depreciation by asset (structures, machinery, transport equipment, other)labor_detail: employment and hours, years of schooling and its source, and the labour share under four ways of treating mixed incometrade_detail: price levels and shares of exports and imports by Broad Economic Categoryesh_bilateral_cor: the correlation of expenditure shares between two countries in a benchmark year (11.0 names its filesh_bilateral_cor_data)depreciation_rates(8.0 only): the depreciation rate of the total capital stockna_data_v2009,na_data_v2010: the national accounts vintages that the 8.0 page links as "NA vintages"
Some subsets are the same table, because the release pages link the same
file: 10.0 and 10.01 share na_data, labor_detail, trade_detail
and esh_bilateral_cor (their main tables and capital_detail differ);
8.0 and 8.1 share esh_bilateral_cor, as do 9.0 and 9.1.
Files kept raw only
Every file under raw/<release>/ is listed in that release's
MANIFEST.json with its URL, size, sha256 and Last-Modified. These have no
subset of their own:
- the Excel copies of tables made from Stata (
pwt110.xlsxand so on); the Stata file is the more exact one (see Things to know) - documentation (
*.pdf) - the program packages (
program_package_pwt_110.zip,programs8.zipand so on): Stata do files and the input data PWT is computed from pwt80_mat.zip: PWT 8.0 as a MATLAB file- national accounts vintages that later pages link again, which are
already subsets:
na_data_v2011.dta(9.0 to 10.01) is byte for byte8.0.na_data;pwt90-na-data.dtaandpwt91_na_data.dtain 10.0 and 10.01 are9.0.na_dataand9.1.na_data;na_data_v2009andna_data_v2010in 8.1 to 10.01 hold the same Stata file as the 8.0 subsets
Columns and types
The Parquet is made from the Stata file of each table, read with a small reader of the Stata format written for this dataset. The type of a column comes from its name, never from inference, and is the same in every release:
| columns | type |
|---|---|
countrycode, country, currency_unit, countrycode1, countrycode2, countryname, indicatorname, seriescode |
VARCHAR, as in the file |
i_cig, i_xm, i_xr, i_outlier, i_irr, i_emp, source, i_labsh, i_labsh2, i_comp_sh, i_lab_sh1 to i_lab_sh4 |
VARCHAR, the Stata value label of the code (see below) |
year, i_mix |
INTEGER |
| every other column of the tables here (the measures) | DOUBLE |
A measure is DOUBLE whether the Stata file stores it as a 4-byte float, a
double or an integer. A 4-byte float is widened exactly, as PWT's own xlsx
writes it: 14200.9 stored as a float is 14200.900390625. Missing values
(Stata's . and .a to .z) and empty strings are NULL. Column names
are those of the Stata file, case included (Ic_Struc).
Main table
Descriptions are shortened from the Legend sheet of pwt110.xlsx and the
Stata variable labels of 11.0; the price base differs by release (see
Releases). The last column says which releases have it.
| column | type | description | releases |
|---|---|---|---|
countrycode |
VARCHAR | 3-letter ISO country code | all |
country |
VARCHAR | Country name | all |
currency_unit |
VARCHAR | Currency unit | all |
year |
INTEGER | Year | all |
rgdpe |
DOUBLE | Expenditure-side real GDP at chained PPPs (in mil. 2021US$) | all |
rgdpo |
DOUBLE | Output-side real GDP at chained PPPs (in mil. 2021US$) | all |
pop |
DOUBLE | Population (in millions) | all |
emp |
DOUBLE | Number of persons engaged (in millions) | all |
avh |
DOUBLE | Average annual hours worked by persons engaged | all |
hc |
DOUBLE | Human capital index, based on years of schooling and returns to education | all |
ccon |
DOUBLE | Real consumption of households and government, at current PPPs | 8.1 to 11.0 |
cda |
DOUBLE | Real domestic absorption (real consumption plus investment) at current PPPs | 8.1 to 11.0 |
cgdpe |
DOUBLE | Expenditure-side real GDP at current PPPs | all |
cgdpo |
DOUBLE | Output-side real GDP at current PPPs | all |
cn |
DOUBLE | Capital stock at current PPPs | 9.1 to 11.0 |
ck |
DOUBLE | Capital services levels at current PPPs (USA=1) | all |
ctfp |
DOUBLE | TFP level at current PPPs (USA=1) | all |
cwtfp |
DOUBLE | Welfare-relevant TFP levels at current PPPs (USA=1) | 8.1 to 11.0 |
rgdpna |
DOUBLE | Real GDP at constant national prices | all |
rconna |
DOUBLE | Real consumption at constant national prices | 8.1 to 11.0 |
rdana |
DOUBLE | Real domestic absorption at constant national prices | 8.1 to 11.0 |
rnna |
DOUBLE | Capital stock at constant national prices | 9.1 to 11.0 |
rkna |
DOUBLE | Capital services at constant national prices | all |
rtfpna |
DOUBLE | TFP at constant national prices | all |
rwtfpna |
DOUBLE | Welfare-relevant TFP at constant national prices | 8.1 to 11.0 |
labsh |
DOUBLE | Share of labour compensation in GDP at current national prices | all |
irr |
DOUBLE | Real internal rate of return | 9.1 to 11.0 |
delta |
DOUBLE | Average depreciation rate of the capital stock | 8.1 to 11.0 |
xr |
DOUBLE | Exchange rate, national currency/USD (market+estimated) | all |
pl_con |
DOUBLE | Price level of CCON (PPP/XR) | 8.1 to 11.0 |
pl_da |
DOUBLE | Price level of CDA (PPP/XR) | 8.1 to 11.0 |
pl_gdpe |
DOUBLE | Price level of CGDPe (PPP/XR) | 8.0 |
pl_gdpo |
DOUBLE | Price level of CGDPo (PPP/XR) | all |
i_cig |
VARCHAR | Whether relative price data for consumption, investment and government is extrapolated, benchmark or interpolated | all |
i_xm |
VARCHAR | The same for exports and imports | all |
i_xr |
VARCHAR | Whether the exchange rate is market-based or estimated | all |
i_outlier |
VARCHAR | Whether the observation on pl_gdpe or pl_gdpo is an outlier |
all |
i_irr |
VARCHAR | Whether irr is regular, may be biased by a low capital share, hit the lower bound of 1 percent, or is an outlier |
9.1 to 11.0 |
cor_exp |
DOUBLE | Correlation between expenditure shares of the country and the US (benchmark observations only) | all |
statcap |
DOUBLE | Statistical capacity indicator (World Bank, developing countries only) | 8.0 to 10.01 |
csh_c, csh_i, csh_g, csh_x, csh_m, csh_r |
DOUBLE | Shares in CGDPo of household consumption, capital formation, government consumption, merchandise exports and imports, and the residual | all |
pl_c, pl_i, pl_g, pl_x, pl_m, pl_k |
DOUBLE | Price levels of household consumption, capital formation, government consumption, exports, imports, capital services | all |
pl_n |
DOUBLE | Price level of the capital stock | 9.1 to 11.0 |
Columns by release: 8.0 has 39, 8.1 and 9.0 have 47, 9.1, 10.0 and 10.01
have 52, 11.0 has 51 (it drops statcap).
The coded columns hold the label PWT gives each code, as the xlsx shows them. The labels changed between releases:
| column | labels | releases |
|---|---|---|
i_cig, i_xm |
Extrapolated, Benchmark, Interpolated | all |
i_cig |
also ICP PPP timeseries: benchmark or interpolated, ICP PPP timeseries: extrapolated | 10.0 to 11.0 |
i_xr |
Market, Estimated | 8.0 to 9.0 |
i_xr |
Market-based, Estimated | 9.1 to 11.0 |
i_outlier |
Regular, Outlier | all |
i_irr |
Regular, Low capital share, Lower bound, Outlier | 9.1 to 11.0 |
Other tables
| table | columns | type | releases |
|---|---|---|---|
na_data |
countrycode; year; v_c, v_i, v_g, v_x, v_m, v_gdp, v_gfcf (current national prices); q_c, q_i, q_g, q_x, q_m, q_gdp, q_gfcf (constant national prices); pop, xr (market), xr2 (market+estimated) |
VARCHAR; INTEGER; DOUBLE | all |
na_data |
emp, avh |
DOUBLE | 9.0 to 11.0 |
na_data_v2009, na_data_v2010 |
as na_data, without xr2, emp, avh; q_* at constant national 2005 prices |
8.0 | |
capital_detail |
countrycode; year; Ic_* investment at current prices, Ip_* investment price index, Kc_* current-cost capital services, Kp_* capital services price index, Dc_* capital consumption, each for Struc, Mach, TraEq, Other |
VARCHAR; INTEGER; DOUBLE | 9.0 to 11.0 |
capital_detail |
Nc_* current-cost net capital stock, Np_* capital stock price index, Ksh_* share in capital services, for the same four assets |
DOUBLE | 9.1 to 11.0 |
labor_detail |
countrycode; year; emp, avh, yr_sch, labsh, comp_sh, lab_sh1 to lab_sh4; i_emp, source, i_labsh, i_labsh2, i_comp_sh, i_lab_sh1 to i_lab_sh4 (labels) |
VARCHAR; INTEGER; DOUBLE; VARCHAR | 9.0 to 11.0 |
labor_detail |
i_mix (0 or 1, no labels); countryname, indicatorname, seriescode |
INTEGER; VARCHAR | 11.0 |
trade_detail |
countrycode; year; pl_x1 to pl_x6, pl_m1 to pl_m6, pl_x, pl_m, csh_x1 to csh_x6, csh_m1 to csh_m6, csh_x, csh_m |
VARCHAR; INTEGER; DOUBLE | all |
esh_bilateral_cor |
countrycode1, countrycode2; year; cor_exp |
VARCHAR; INTEGER; DOUBLE | all |
depreciation_rates |
countrycode; year; delta_k |
VARCHAR; INTEGER; DOUBLE | 8.0 |
The numbers 1 to 6 in trade_detail are the Broad Economic Categories:
food and beverages, industrial supplies, fuels and lubricants, capital
goods, transport equipment, consumer goods. The labels of the coded
columns of labor_detail are in its Stata file and are written out as
text here, as in the main table.
-- DuckDB, straight off the Hub: Japan in PWT 11.0
SELECT year, rgdpo, pop, emp, hc, ctfp, xr, i_xr
FROM 'hf://datasets/yuiseki/pwt/parquet/11.0/pwt.parquet'
WHERE countrycode = 'JPN' AND year >= 2015
ORDER BY year;
-- the same country and year in every release; the price base moves
SELECT split_part(filename, '/', -2) AS release, rgdpe, pop
FROM read_parquet('hf://datasets/yuiseki/pwt/parquet/*/pwt.parquet', filename = true)
WHERE countrycode = 'JPN' AND year = 2010
ORDER BY try_cast(release AS DOUBLE);
Things to know
- The Stata file is the exact source. PWT's xlsx files hold the same
tables but round some of them: the xlsx of 11.0 writes 15 significant
digits, and the national accounts xlsx of 8.1 and 9.0 round many values
to 4 significant digits (
124200000where the Stata file has124151822.432507). The other xlsx files agree with the Stata files to the last digit. pwt81.xlsxhas 10,357 rows andpwt81.dta10,354. The xlsx holds Zimbabwe 2009 to 2011 twice: once withcurrency_unit"US Dollar" and the values of the Stata file, and once with "Zimbabwe Dollar" and other values. The subset8.1follows the Stata file.pwt81.dtawrites Côte d'Ivoire with the byte 0x99, which is ô in the Mac Roman encoding; the string is decoded as Mac Roman, and the result equals the country name inpwt81.xlsx. The other Stata files of 8.0 and 8.1 read here are plain ASCII; those of 9.0 and later are in the Stata 14 format, which is UTF-8.- Country names change between releases: Turkey in 8.0 to 10.01 is Türkiye in 11.0.
yearis stored as a float or a double in some Stata files (trade_detail,labor_detail,esh_bilateral_cor); every value is a whole number and is INTEGER here.labor_detailof 11.0 addscountryname,indicatornameandseriescode, filled on 6,886 rows with one World Bank series ("Total natural resources rents (% of GDP)",NY.GDP.TOTL.RT.ZS), andi_mix, a 0 or 1 without labels. The user guide of 11.0 is the place to read what they mean.- The variable labels inside the Stata files are not always updated: the
11.0
trade_detaillabels still say "USA GDPo in 2011=1". - In 11.0,
pwt110.xlsxwas replaced on DataverseNL three days after the release (dataset version 1.0 to 2.0). The files here are those of version 2.0;raw/11.0/MANIFEST.jsonrecords the file it replaced. na_data_v2009.zipholds, besidesna_data_v2009.dta, a zip of the same name with the same Stata file inside.- The program packages contain input data from other sources (Barro-Lee schooling, ICP benchmark workbooks and others) as PWT distributes them. Their own terms were not checked.
Checked before upload
scripts/02_verify.py in the source repository checks, with DuckDB:
- every raw file has the size and sha256 in its
MANIFEST.json, and the SHA-1 DataverseNL publishes where it publishes one; every zip and xlsx passes a CRC test - every subset has the number of rows its Stata file states
- every value of every subset equals the value read from the Stata file (codes as their labels, empty strings as NULL), compared one by one
- where PWT ships the same table as xlsx (the main tables,
na_data,capital_detailof 10.0 to 11.0,depreciation_rates), the xlsx has the same number of rows (8.1's main table excepted, as above), and every value agrees with it, read by DuckDB's excel extension, within a relative 1e-6 (5e-4 for the national accounts of 8.1 and 9.0); the (countrycode,country) pairs of each main table equal those of its xlsx - every column has the type its name gives
- a DuckDB without extensions opens every file; no row group has a bloom filter
Licence
Each release page says, for its release (11.0 at https://www.rug.nl/ggdc/productivity/pwt/, the others under https://www.rug.nl/ggdc/productivity/pwt/pwt-releases/, read on 2026-10-05):
Penn World Table 11.0 by Robert C. Feenstra, Robert Inklaar and Marcel P. Timmer is licensed under a Creative Commons Attribution 4.0 International License.
The pages of 8.0, 8.1, 9.0, 9.1, 10.0 and 10.01 say the same with their own version number. Under "Attribution requirement" the pages say:
When using these data (for whatever purpose), please make the following reference: Feenstra, Robert C., Robert Inklaar and Marcel P. Timmer (2015), "The Next Generation of the Penn World Table" American Economic Review, 105(10), 3150-3182, available for download at www.ggdc.net/pwt
The DataverseNL records of 11.0 and 10.01 state CC BY 4.0 as well.
The files under raw/ are GGDC's, unchanged. The Parquet is made from the
Stata files; LICENSE beside this file says what was done.
Citation
Feenstra, Robert C., Robert Inklaar and Marcel P. Timmer (2015), "The Next Generation of the Penn World Table", American Economic Review, 105(10), 3150-3182. https://doi.org/10.1257/aer.20130954
and the release used, by its DOI, for example:
Feenstra, Robert C., Robert Inklaar and Marcel P. Timmer, Penn World Table version 11.0, Groningen Growth and Development Centre, University of Groningen. https://doi.org/10.34894/FABVLR
The DOIs of the other releases are in the table under Releases.
@article{feenstra2015next,
author = {Feenstra, Robert C. and Inklaar, Robert and Timmer, Marcel P.},
title = {The Next Generation of the Penn World Table},
journal = {American Economic Review},
volume = {105},
number = {10},
pages = {3150--3182},
year = {2015},
doi = {10.1257/aer.20130954}
}
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