Pymrio Tutorial for WIOD
This tutorial follows the example given in the Pymrio article (Stadler et al 2018 sub).
Pymrio requires a Python version >= 3.5. If you don't have Python installed, I recommend to use the Anaconda Scientific Python package.
Pymrio is available on the Python Package Index PyPI and on the Anaconda Cloud. Thus, two possibilites exist to install pymrio and all required packages.
For using the version on PyPI use:
pip install pymrio --upgradeTo install from the Anaconda Cloud do:
conda install -c konstantinstadler pymrioYou can than import the pymrio package with
In [1]:
import pymrio
In this example here, we will use the WIOD MRIO database.
First, the pymrio MRIO download function is used to get the WIOD MRIO database with:
In [6]:
raw_wiod_path = '/tmp/wiod/raw'
pymrio.download_wiod2013(storage_folder=raw_wiod_path,
years=[2008])
Out[6]:
Description: WIOD metadata file for pymrio MRIO Name: WIOD System: ixi Version: data13 File: /tmp/wiod/raw/metadata.json History: 20180112 09:23:36 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/water/wat_may12.zip to wat_may12.zip 20180112 09:23:36 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/materials/mat_may12.zip to mat_may12.zip 20180112 09:23:35 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/land/lan_may12.zip to lan_may12.zip 20180112 09:23:35 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/AIR/AIR_may12.zip to AIR_may12.zip 20180112 09:23:34 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/CO2/CO2_may12.zip to CO2_may12.zip 20180112 09:23:33 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/EM/EM_may12.zip to EM_may12.zip 20180112 09:23:32 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/EU/EU_may12.zip to EU_may12.zip 20180112 09:23:32 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/SEA/WIOD_SEA_July14.xlsx to WIOD_SEA_July14.xlsx 20180112 09:23:31 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/update_sep12/wiot/wiot08_row_sep12.xlsx to wiot08_row_sep12.xlsx
This downloads the 2008 MRIO table from WIOD. Omitting the year parameter would result getting all years. The function returns a pymrio meta data object, which gives information about the WIOD version, system (in this case industry by industry) and records about from where the data was received.
To parse the database into a pymrio object use:
In [82]:
wiod = pymrio.parse_wiod(raw_wiod_path, year=2008)
The available data can be explored by for example:
In [83]:
wiod.get_sectors()
Out[83]:
Index(['AtB', 'C', '15t16', '17t18', '19', '20', '21t22', '23', '24', '25',
'26', '27t28', '29', '30t33', '34t35', '36t37', 'E', 'F', '50', '51',
'52', 'H', '60', '61', '62', '63', '64', 'J', '70', '71t74', 'L', 'M',
'N', 'O', 'P'],
dtype='object', name='sector')
or
In [84]:
wiod.get_regions()
Out[84]:
Index(['AUS', 'AUT', 'BEL', 'BGR', 'BRA', 'CAN', 'CHN', 'CYP', 'CZE', 'DEU',
'DNK', 'ESP', 'EST', 'FIN', 'FRA', 'GBR', 'GRC', 'HUN', 'IDN', 'IND',
'IRL', 'ITA', 'JPN', 'KOR', 'LTU', 'LUX', 'LVA', 'MEX', 'MLT', 'NLD',
'POL', 'PRT', 'ROU', 'RUS', 'SVK', 'SVN', 'SWE', 'TUR', 'TWN', 'USA',
'RoW'],
dtype='object', name='region')
In [85]:
wiod.Z
Out[85]:
| region | AUS | ... | RoW | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sector | AtB | C | 15t16 | 17t18 | 19 | 20 | 21t22 | 23 | 24 | 25 | ... | 63 | 64 | J | 70 | 71t74 | L | M | N | O | P | |
| region | sector | |||||||||||||||||||||
| AUS | AtB | 4445.324330 | 41.919400 | 15625.681890 | 536.968630 | 154.395870 | 936.835140 | 273.018600 | 0.000000 | 215.708440 | 93.909230 | ... | 19.761917 | 0.001627 | 0.140044 | 0.043667 | 11.680006 | 3.113827 | 61.711687 | 9.898359 | 10.256983 | 0.000038 |
| C | 16.277934 | 3838.070873 | 189.934275 | 11.313686 | 3.253063 | 14.271582 | 58.136067 | 4424.333299 | 193.328895 | 20.968263 | ... | 0.211888 | 0.034300 | 0.005817 | 0.088101 | 14.418832 | 0.315809 | 0.182157 | 0.273387 | 0.493510 | 0.000861 | |
| 15t16 | 1049.495726 | 100.611347 | 6754.110522 | 68.387761 | 19.663697 | 14.570366 | 49.431980 | 36.266290 | 835.587643 | 54.070009 | ... | 1.621756 | 1.588110 | 3.701685 | 2.743954 | 27.665274 | 14.865583 | 86.096798 | 46.736852 | 79.637133 | 0.006089 | |
| 17t18 | 36.908420 | 43.779214 | 108.986668 | 355.675875 | 102.268333 | 18.335691 | 50.188234 | 15.538649 | 45.917943 | 45.612614 | ... | 0.401032 | 0.181367 | 1.492579 | 0.632427 | 1.492750 | 6.550554 | 0.878764 | 2.252624 | 2.428735 | 0.001057 | |
| 19 | 9.518107 | 11.289978 | 28.105965 | 91.723266 | 26.373410 | 4.728489 | 12.942764 | 4.007176 | 11.841522 | 11.762783 | ... | 0.039708 | 0.017958 | 0.147786 | 0.062619 | 0.147803 | 0.648594 | 0.087010 | 0.223040 | 0.240478 | 0.000105 | |
| 20 | 36.819811 | 47.491171 | 33.027878 | 7.296923 | 2.098101 | 931.529917 | 29.447854 | 10.273590 | 19.271625 | 19.486462 | ... | 0.027123 | 0.082776 | 0.063378 | 0.205954 | 0.790532 | 2.353193 | 2.554166 | 1.827102 | 1.287573 | 0.010418 | |
| 21t22 | 115.900527 | 153.248506 | 1246.425549 | 52.200097 | 15.009220 | 90.326674 | 2821.000424 | 23.198240 | 363.916574 | 142.223056 | ... | 2.204172 | 10.102687 | 15.418063 | 6.195107 | 48.596887 | 56.890466 | 21.913868 | 17.326665 | 25.336693 | 0.025942 | |
| 23 | 490.156419 | 1026.213186 | 158.889100 | 9.179523 | 2.639409 | 35.551012 | 77.346703 | 518.540713 | 250.877221 | 41.087803 | ... | 59.028995 | 4.487274 | 11.189084 | 11.512628 | 36.303514 | 27.566443 | 17.222495 | 18.549700 | 17.863948 | 0.011255 | |
| 24 | 1025.411077 | 395.338597 | 254.521411 | 58.428801 | 16.800175 | 134.600162 | 414.014715 | 254.533734 | 1940.073909 | 858.289530 | ... | 2.603711 | 1.444149 | 1.194342 | 9.237368 | 19.609616 | 28.268265 | 42.763999 | 112.870262 | 29.349604 | 0.052557 | |
| 25 | 79.516332 | 189.301500 | 747.545652 | 34.083913 | 9.800233 | 36.346518 | 308.640250 | 35.017383 | 356.994995 | 269.405154 | ... | 0.973279 | 2.427753 | 0.704863 | 3.349751 | 6.259412 | 2.576908 | 3.199048 | 4.867827 | 37.445945 | 0.008494 | |
| 26 | 38.658080 | 105.010424 | 262.224086 | 5.283083 | 1.519054 | 40.469744 | 29.765072 | 8.536396 | 105.011698 | 39.029102 | ... | 0.186875 | 0.421755 | 0.195426 | 0.657503 | 1.604297 | 1.160610 | 1.514350 | 1.381380 | 2.173674 | 0.001937 | |
| 27t28 | 212.089806 | 1310.988269 | 836.157336 | 42.125453 | 12.112433 | 307.140650 | 183.821644 | 39.748282 | 376.009535 | 192.166872 | ... | 15.617744 | 7.959440 | 2.380652 | 18.293034 | 25.094179 | 4.177664 | 5.533838 | 4.012130 | 26.919745 | 0.049209 | |
| 29 | 168.914698 | 614.130627 | 121.573026 | 9.601957 | 2.760879 | 22.279107 | 45.205836 | 36.726841 | 49.857619 | 28.242531 | ... | 3.642359 | 30.309729 | 6.825963 | 28.606393 | 41.232405 | 7.775303 | 17.255305 | 6.985789 | 19.145209 | 0.031949 | |
| 30t33 | 100.297729 | 364.656884 | 72.187314 | 5.701425 | 1.639347 | 13.228830 | 26.842204 | 21.807568 | 29.604327 | 16.769776 | ... | 2.002236 | 16.661519 | 3.752291 | 15.725181 | 22.665809 | 4.274151 | 9.485390 | 3.840148 | 10.524287 | 0.017563 | |
| 34t35 | 94.161797 | 279.637968 | 68.165787 | 8.294429 | 2.384917 | 8.080558 | 19.639293 | 18.150425 | 25.406816 | 11.405865 | ... | 12.703247 | 8.769379 | 12.768384 | 12.610675 | 64.711016 | 21.845125 | 12.221815 | 5.288575 | 124.684698 | 0.005111 | |
| 36t37 | 52.529450 | 213.596124 | 135.683995 | 26.057759 | 7.492447 | 110.342068 | 35.268883 | 21.252913 | 64.355459 | 29.135448 | ... | 0.226041 | 1.816351 | 1.501001 | 0.734132 | 5.457432 | 3.653690 | 3.040151 | 2.261301 | 6.176947 | 0.330733 | |
| E | 698.423156 | 1719.046355 | 885.618629 | 86.361355 | 24.831684 | 143.282141 | 356.331393 | 124.990480 | 359.975571 | 187.401518 | ... | 0.158169 | 0.222314 | 0.298537 | 1.804297 | 0.696923 | 0.819074 | 0.433625 | 0.588291 | 0.542892 | 0.000114 | |
| F | 633.714316 | 4242.094785 | 376.754403 | 28.695921 | 8.251007 | 109.473492 | 151.285346 | 935.469320 | 167.746506 | 93.523215 | ... | 0.967638 | 3.020002 | 6.822620 | 4.445031 | 6.978164 | 3.820432 | 4.213175 | 4.269064 | 3.135682 | 0.006102 | |
| 50 | 1132.348543 | 2138.419658 | 1023.262884 | 159.073383 | 45.738761 | 230.146065 | 723.933947 | 115.779055 | 392.670136 | 231.061142 | ... | 0.542576 | 1.055301 | 1.163450 | 0.619550 | 0.820108 | 3.190926 | 0.401245 | 0.715443 | 0.335334 | 0.000000 | |
| 51 | 1394.463193 | 1572.454263 | 4088.518869 | 419.871502 | 120.726663 | 276.108617 | 963.440976 | 976.941746 | 1308.409695 | 535.714326 | ... | 0.822974 | 0.880188 | 2.617088 | 1.334045 | 8.044024 | 8.112138 | 13.165919 | 10.882036 | 17.335205 | 0.125509 | |
| 52 | 1445.528277 | 1659.816747 | 3579.884070 | 371.567853 | 106.837791 | 289.884901 | 858.592422 | 1003.348917 | 1302.437162 | 535.855098 | ... | 3.508417 | 8.412820 | 2.943161 | 4.183650 | 25.137596 | 9.350485 | 9.915846 | 14.368875 | 9.505814 | 0.045543 | |
| H | 140.934734 | 216.771700 | 561.956674 | 27.457908 | 7.895041 | 23.433113 | 167.690188 | 103.972792 | 168.583295 | 31.931233 | ... | 13.417060 | 5.803010 | 31.833836 | 6.093826 | 44.016163 | 31.470631 | 22.222129 | 15.193905 | 8.820562 | 0.024843 | |
| 60 | 476.976916 | 3184.818553 | 1993.405269 | 126.355111 | 36.331187 | 218.706857 | 510.934567 | 264.079532 | 529.984384 | 320.186820 | ... | 24.160506 | 27.963040 | 34.284311 | 29.296585 | 51.018691 | 66.987976 | 39.638572 | 6.561055 | 44.037984 | 0.014616 | |
| 61 | 9.552743 | 170.427724 | 31.177072 | 4.611883 | 1.326064 | 3.898249 | 15.919886 | 15.316702 | 13.456574 | 5.596796 | ... | 2.683645 | 27.565014 | 25.181994 | 128.915922 | 66.003832 | 27.081238 | 6.700347 | 2.041265 | 17.273710 | 0.000000 | |
| 62 | 6.869618 | 20.121560 | 11.067713 | 1.786162 | 0.513581 | 1.669552 | 11.293316 | 2.145138 | 6.468971 | 1.904794 | ... | 56.890998 | 228.034250 | 187.103415 | 40.923609 | 416.402802 | 518.481234 | 387.002863 | 28.960407 | 154.036071 | 0.000035 | |
| 63 | 297.699414 | 738.735542 | 1195.706686 | 45.976713 | 13.219798 | 325.523642 | 634.162539 | 98.547353 | 630.174898 | 72.132960 | ... | 23.523008 | 76.260841 | 59.942885 | 23.682097 | 132.257649 | 162.850890 | 120.792474 | 9.267663 | 53.423142 | 0.000042 | |
| 64 | 223.155110 | 423.626089 | 355.814018 | 35.236625 | 10.131668 | 74.415816 | 321.615785 | 114.934853 | 143.609205 | 71.615890 | ... | 0.183698 | 3.195211 | 4.168414 | 0.398777 | 1.136361 | 4.488764 | 2.069959 | 1.476196 | 0.879504 | 0.000243 | |
| J | 1299.842059 | 4293.057285 | 967.646850 | 59.138767 | 17.004318 | 111.468536 | 441.552736 | 97.016295 | 296.043420 | 121.990028 | ... | 10.691209 | 38.702169 | 87.947969 | 49.862781 | 73.172178 | 17.970300 | 40.594369 | 12.824709 | 34.707057 | 0.069814 | |
| 70 | 551.797175 | 1786.808419 | 797.474903 | 32.553813 | 9.360274 | 300.402024 | 541.707671 | 186.950544 | 98.494018 | 50.868687 | ... | 1.371040 | 55.154968 | 51.222023 | 81.507135 | 1.324506 | 14.642011 | 7.911327 | 0.554078 | 15.369971 | 0.000000 | |
| 71t74 | 1180.063104 | 5310.446524 | 3035.907428 | 368.573815 | 105.976926 | 557.009305 | 2787.056493 | 1262.566488 | 2654.652613 | 1383.027258 | ... | 13.609769 | 44.055788 | 110.840096 | 45.926864 | 97.594121 | 30.529568 | 59.538339 | 18.124551 | 33.468160 | 0.097561 | |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| RoW | 20 | 1.635056 | 2.013566 | 0.820348 | 0.216980 | 0.062394 | 59.254639 | 1.921591 | 0.293189 | 0.419081 | 0.896964 | ... | 80.089178 | 38.342266 | 12.072937 | 26.345271 | 629.084892 | 1884.054328 | 2120.766430 | 1932.161785 | 914.755872 | 0.019687 |
| 21t22 | 7.724918 | 13.129569 | 217.877677 | 2.003884 | 0.576182 | 10.939833 | 305.243836 | 2.718898 | 43.005354 | 12.827419 | ... | 2356.505474 | 5432.580816 | 7910.918929 | 1128.083167 | 26948.165198 | 16081.684247 | 9758.327387 | 6011.875100 | 10934.428273 | 2.548514 | |
| 23 | 388.152158 | 836.374409 | 81.538931 | 2.390291 | 0.687287 | 25.409174 | 52.937556 | 426.332774 | 189.227887 | 25.663685 | ... | 940.236675 | 261.091828 | 154.913923 | 129.072765 | 789.857491 | 574.234856 | 141.229352 | 242.320646 | 423.896780 | 0.056465 | |
| 24 | 365.270981 | 132.696731 | 32.705396 | 14.943534 | 4.296752 | 45.776375 | 137.849053 | 88.781323 | 694.935609 | 304.297810 | ... | 259.001665 | 86.217475 | 90.520415 | 172.206457 | 1469.037784 | 568.857200 | 464.549470 | 10243.419875 | 1465.864732 | 0.523719 | |
| 25 | 8.286214 | 22.575945 | 90.951788 | 2.964467 | 0.852379 | 4.080999 | 38.578026 | 4.433015 | 43.078751 | 33.263153 | ... | 1122.804886 | 762.399457 | 140.149436 | 493.458933 | 3238.293742 | 384.585818 | 748.594202 | 2193.842232 | 2876.932893 | 0.139278 | |
| 26 | 1.956064 | 6.043732 | 11.152563 | 0.099052 | 0.028483 | 1.540591 | 0.842093 | 0.991921 | 5.264341 | 1.845787 | ... | 119.947154 | 60.337788 | 18.657645 | 135.596128 | 389.433240 | 439.866913 | 502.917719 | 1116.624356 | 400.017883 | 0.111932 | |
| 27t28 | 9.581514 | 191.520139 | 34.196454 | 2.872105 | 0.825822 | 19.202156 | 17.107983 | 2.899187 | 23.417741 | 40.398734 | ... | 1298.244145 | 315.873918 | 171.199863 | 733.140609 | 4511.622232 | 548.761711 | 543.615393 | 931.955552 | 1147.905601 | 0.648180 | |
| 29 | 35.895862 | 148.406916 | 4.062407 | 0.206493 | 0.059371 | 4.226874 | 5.044632 | 4.710717 | 6.153871 | 1.448788 | ... | 697.828174 | 319.985813 | 314.995799 | 181.223515 | 1068.322357 | 753.097670 | 271.294575 | 3154.318917 | 314.337084 | 0.227289 | |
| 30t33 | 5.438695 | 14.663099 | 4.288701 | 0.942037 | 0.270862 | 0.581584 | 5.573272 | 0.601050 | 3.175119 | 2.472000 | ... | 818.546621 | 8308.403067 | 731.275786 | 808.302796 | 21372.986647 | 1858.083732 | 2393.918095 | 2193.940291 | 4724.352592 | 1.743540 | |
| 34t35 | 3.580771 | 6.292762 | 1.143145 | 0.089681 | 0.025786 | 0.295067 | 0.589052 | 0.144417 | 0.873163 | 0.518826 | ... | 1252.400960 | 1279.511149 | 517.703475 | 418.842054 | 6459.762846 | 2627.353449 | 1120.680148 | 392.761307 | 7211.302026 | 0.984097 | |
| 36t37 | 1.423158 | 15.919915 | 2.520675 | 0.997691 | 0.286871 | 1.144750 | 1.872070 | 0.537275 | 2.212297 | 1.106440 | ... | 103.922288 | 113.850921 | 471.973179 | 181.271520 | 482.787859 | 773.675064 | 852.380832 | 323.697939 | 504.572681 | 0.169314 | |
| E | 0.802647 | 18.560578 | 1.105187 | 0.052474 | 0.015090 | 0.173761 | 0.567528 | 20.428639 | 0.819155 | 0.253561 | ... | 4605.709269 | 7342.310696 | 5072.978446 | 5141.941351 | 12517.586986 | 15224.240044 | 12110.158949 | 12791.419341 | 10535.612431 | 4.831273 | |
| F | 0.690587 | 4.550382 | 0.398577 | 0.018475 | 0.005314 | 0.228649 | 0.150437 | 0.984623 | 0.227128 | 0.110467 | ... | 982.318867 | 2242.910054 | 3428.713588 | 7483.145885 | 5407.731676 | 10000.889751 | 6437.551020 | 11354.319342 | 3839.537017 | 22.570339 | |
| 50 | 0.055638 | 0.158419 | 0.091477 | 0.004071 | 0.001171 | 0.012600 | 0.039960 | 0.049854 | 0.052195 | 0.025508 | ... | 522.931361 | 593.953802 | 533.712735 | 225.393607 | 984.574183 | 1437.815851 | 342.158934 | 1088.152585 | 555.415078 | 0.513696 | |
| 51 | 2.752223 | 189.554149 | 11.612952 | 0.481597 | 0.138475 | 0.853480 | 4.639344 | 230.537056 | 6.007003 | 1.436657 | ... | 3519.981195 | 7342.086914 | 2956.802019 | 2056.102533 | 13468.319458 | 8755.578709 | 4942.954370 | 19728.444632 | 9261.002711 | 4.393748 | |
| 52 | 1.031890 | 1.526614 | 3.043862 | 0.176287 | 0.050688 | 0.267343 | 1.589181 | 0.516815 | 1.104595 | 0.320696 | ... | 2200.648191 | 3472.751467 | 2002.609268 | 1022.444732 | 6822.892202 | 4692.901833 | 2286.924606 | 8058.010782 | 4256.950765 | 6.790453 | |
| H | 0.783462 | 1.108244 | 3.597303 | 0.117633 | 0.033825 | 0.112285 | 0.844576 | 0.471689 | 0.894151 | 0.123268 | ... | 5697.775736 | 2180.164612 | 7534.073416 | 1565.207855 | 12160.455853 | 16699.714473 | 7750.382855 | 5346.893566 | 4441.279950 | 1.070657 | |
| 60 | 0.680310 | 190.942239 | 7.225673 | 0.281982 | 0.081079 | 0.435869 | 2.825101 | 234.376543 | 3.367219 | 0.414917 | ... | 7703.649094 | 5140.042568 | 7039.531612 | 1167.017249 | 10630.975028 | 10255.302827 | 4952.250191 | 6210.736712 | 5982.700080 | 13.287645 | |
| 61 | 0.085508 | 0.190833 | 0.040526 | 0.003698 | 0.001063 | 0.008164 | 0.032342 | 0.082525 | 0.046836 | 0.007787 | ... | 319.845929 | 351.739712 | 393.717271 | 249.455177 | 1314.984794 | 916.026979 | 435.280134 | 803.452478 | 647.422802 | 0.257212 | |
| 62 | 7.703932 | 22.053451 | 12.157162 | 2.137970 | 0.614733 | 1.580617 | 13.245788 | 2.369183 | 7.540798 | 2.183210 | ... | 532.908584 | 1341.365292 | 1312.401998 | 197.515757 | 2930.795161 | 3507.522443 | 2074.276308 | 875.609110 | 1119.259998 | 0.346236 | |
| 63 | 0.308886 | 0.802305 | 0.698779 | 0.064745 | 0.018614 | 0.151014 | 0.529874 | 0.096219 | 0.398736 | 0.083757 | ... | 3504.280492 | 1807.314685 | 1701.271137 | 373.643784 | 3223.972374 | 4095.498850 | 1417.898957 | 2264.941271 | 2108.901331 | 0.387366 | |
| 64 | 0.166596 | 0.499486 | 0.348924 | 0.032884 | 0.009460 | 0.065116 | 0.304461 | 0.102210 | 0.231570 | 0.101406 | ... | 2172.194846 | 20440.020040 | 11710.122737 | 1468.996337 | 9246.282287 | 15881.469928 | 6012.447058 | 7642.069297 | 4260.482612 | 8.457208 | |
| J | 4.774312 | 8.175419 | 8.364439 | 0.128402 | 0.036924 | 0.501054 | 3.041203 | 0.527920 | 1.128715 | 0.542113 | ... | 7415.709712 | 8091.081325 | 38655.926218 | 5758.940639 | 19989.913847 | 23896.327061 | 9546.835763 | 3563.218290 | 8195.767795 | 54.664765 | |
| 70 | 7.339967 | 23.635663 | 8.385978 | 0.273455 | 0.078627 | 3.690224 | 5.954991 | 2.422823 | 0.176277 | 0.184588 | ... | 1727.970393 | 5199.410339 | 7493.075988 | 2705.769797 | 9495.163791 | 8103.153981 | 5036.228134 | 6230.303094 | 7501.857446 | 0.007471 | |
| 71t74 | 3.657849 | 17.761648 | 9.827292 | 1.145630 | 0.329414 | 1.860358 | 9.415961 | 4.389323 | 8.278023 | 4.489652 | ... | 6246.240339 | 12482.298686 | 24886.499828 | 6015.478162 | 70478.453504 | 20430.836359 | 13305.638974 | 15560.647836 | 12040.071161 | 83.100716 | |
| L | 0.547432 | 0.780406 | 1.176073 | 0.200903 | 0.057766 | 0.248589 | 0.636937 | 0.238198 | 1.078893 | 0.160527 | ... | 608.700335 | 709.004146 | 1595.531658 | 620.253937 | 1194.982705 | 4557.146576 | 518.488155 | 921.621306 | 901.624286 | 0.000000 | |
| M | 1.319036 | 9.927575 | 11.742183 | 2.639874 | 0.759049 | 1.003295 | 4.474255 | 4.120725 | 4.517280 | 1.687657 | ... | 91.678620 | 463.402398 | 1802.804212 | 212.193133 | 1571.999239 | 7706.676330 | 5223.189539 | 1488.980938 | 527.910083 | 0.001030 | |
| N | 7.894845 | 0.291041 | 11.603507 | 2.279403 | 0.655404 | 1.749095 | 6.793279 | 0.164896 | 18.550374 | 0.174962 | ... | 39.843405 | 106.735687 | 305.274672 | 70.364956 | 895.599603 | 1415.975389 | 840.530518 | 3513.234966 | 395.244668 | 0.000020 | |
| O | 1.244926 | 3.686620 | 4.381357 | 0.155217 | 0.044633 | 0.562692 | 2.533730 | 0.758305 | 2.141030 | 0.484539 | ... | 5414.944076 | 4371.240663 | 5815.525102 | 2897.014578 | 14958.970521 | 15443.391745 | 7897.357003 | 8895.570576 | 16565.733127 | 44.703532 | |
| P | 0.001018 | 0.000104 | 0.003666 | 0.000135 | 0.000039 | 0.000031 | 0.000096 | 0.000021 | 0.000116 | 0.000052 | ... | 1.324062 | 0.244611 | 1.104726 | 1.141934 | 50.552086 | 0.000000 | 1.089908 | 4.570108 | 41.517464 | 3.460032 | |
1435 rows × 1435 columns
WIOD includes several satellite accounts, which are stored as child objects in pymrio. For example, in order to see the AIR emissions provided by WIOD:
In [86]:
wiod.AIR.F
Out[86]:
| region | AUS | ... | RoW | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sector | AtB | C | 15t16 | 17t18 | 19 | 20 | 21t22 | 23 | 24 | 25 | ... | 63 | 64 | J | 70 | 71t74 | L | M | N | O | P |
| stressor | |||||||||||||||||||||
| CO2 | 6.471152e+03 | 2.331841e+04 | 3256.861259 | 392.819896 | 91.570641 | 147.075293 | 2100.167306 | 7928.850694 | 8832.607331 | 82.623337 | ... | 4.530961e+04 | 23843.716275 | 17594.617416 | 11774.769870 | 5.787274e+04 | 1.118612e+05 | 25382.470248 | 4.575128e+04 | 4.851286e+04 | 0.0 |
| CH4 | 3.226169e+06 | 1.370016e+06 | 1221.450093 | 41.723574 | 6.112471 | 64.722688 | 189.787544 | 33785.867211 | 768.018325 | 22.631731 | ... | 2.031444e+04 | 2430.969769 | 3979.962245 | 5525.320218 | 1.617241e+04 | 8.865122e+04 | 5001.012041 | 1.394311e+04 | 1.360473e+07 | 0.0 |
| N2O | 6.527106e+04 | 1.243851e+02 | 527.652440 | 10.773378 | 1.335362 | 14.793543 | 111.798406 | 146.523698 | 10421.185919 | 6.723839 | ... | 7.185897e+02 | 320.774141 | 342.725185 | 215.478088 | 1.228492e+03 | 2.995831e+03 | 272.108324 | 7.680525e+03 | 9.170715e+04 | 0.0 |
| NOX | 2.000881e+05 | 1.709849e+05 | 70375.533177 | 3875.234721 | 964.709338 | 9146.373832 | 36269.747108 | 18894.321469 | 34546.808023 | 663.707765 | ... | 1.419601e+05 | 87411.639720 | 68809.569199 | 60385.601411 | 2.027940e+05 | 4.224802e+05 | 99579.016981 | 1.666314e+05 | 1.565510e+05 | 0.0 |
| SOX | 1.976645e+04 | 4.713841e+04 | 45815.675397 | 1068.354291 | 265.958435 | 2521.542160 | 26680.445075 | 150018.069958 | 91733.983039 | 182.976023 | ... | 6.973313e+04 | 42938.026115 | 33800.385037 | 29662.394375 | 9.961571e+04 | 2.075292e+05 | 48914.840693 | 8.185206e+04 | 7.690040e+04 | 0.0 |
| CO | 1.496859e+06 | 7.159254e+05 | 227663.413138 | 16225.875707 | 4039.304699 | 38296.499606 | 82187.571692 | 56833.653485 | 393632.686253 | 2778.990301 | ... | 1.385415e+06 | 853066.323392 | 671525.284261 | 589314.228014 | 1.979104e+06 | 4.123062e+06 | 971810.003503 | 1.626186e+06 | 1.527810e+06 | 0.0 |
| NMVOC | 3.824729e+05 | 2.409498e+05 | 141642.740887 | 5460.933412 | 1359.456610 | 12888.958231 | 28691.901753 | 65893.299291 | 105133.073315 | 935.288872 | ... | 3.377663e+05 | 207978.880902 | 163718.896513 | 143675.714632 | 4.825085e+05 | 1.005209e+06 | 236928.772636 | 3.964667e+05 | 3.724824e+05 | 0.0 |
| NH3 | 4.049434e+05 | 4.575323e+02 | 112.157985 | 4.313657 | 0.449874 | 13.342974 | 48.333137 | 4.143371 | 366.328954 | 4.740067 | ... | 4.569925e+02 | 324.340516 | 229.110878 | 244.663450 | 1.643215e+03 | 1.357458e+03 | 113.829614 | 6.203676e+02 | 4.965187e+03 | 0.0 |
8 rows × 1435 columns
WIOD, however, does neither provide any normalized data (A-matrix, satellite account coefficient data) nor any consumption based accounts (footprints).
In order to calculate them, one could go through all the missing data and compute each account. Pymrio provides the required function, for example to calculate the A-matrix:
In [87]:
x = pymrio.calc_x(Z=wiod.Z, Y=wiod.Y)
A = pymrio.calc_A(Z=wiod.Z, x=x)
In [88]:
A
Out[88]:
| region | AUS | ... | RoW | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sector | AtB | C | 15t16 | 17t18 | 19 | 20 | 21t22 | 23 | 24 | 25 | ... | 63 | 64 | J | 70 | 71t74 | L | M | N | O | P | |
| region | sector | |||||||||||||||||||||
| AUS | AtB | 9.545243e-02 | 3.464238e-04 | 2.208112e-01 | 8.678046e-02 | 9.675727e-02 | 9.363744e-02 | 9.559073e-03 | 0.000000e+00 | 8.643145e-03 | 8.966548e-03 | ... | 1.143737e-04 | 5.153717e-09 | 2.285107e-07 | 7.786856e-08 | 1.517644e-05 | 4.463792e-06 | 1.377724e-04 | 2.552552e-05 | 2.604967e-05 | 6.252650e-09 |
| C | 3.495287e-04 | 3.171799e-02 | 2.684019e-03 | 1.828425e-03 | 2.038639e-03 | 1.426456e-03 | 2.035491e-03 | 2.209097e-01 | 7.746427e-03 | 2.002071e-03 | ... | 1.226316e-06 | 1.086802e-07 | 9.492337e-09 | 1.571046e-07 | 1.873514e-05 | 4.527246e-07 | 4.066696e-07 | 7.050016e-07 | 1.253368e-06 | 1.432423e-07 | |
| 15t16 | 2.253534e-02 | 8.314566e-04 | 9.544437e-02 | 1.105227e-02 | 1.232291e-02 | 1.456320e-03 | 1.730739e-03 | 1.810798e-03 | 3.348087e-02 | 5.162659e-03 | ... | 9.386042e-06 | 5.031958e-06 | 6.040074e-06 | 4.893121e-06 | 3.594692e-05 | 2.131039e-05 | 1.922126e-04 | 1.205233e-04 | 2.022545e-04 | 1.013494e-06 | |
| 17t18 | 7.925177e-04 | 3.617934e-04 | 1.540124e-03 | 5.748141e-02 | 6.408983e-02 | 1.832667e-03 | 1.757217e-03 | 7.758542e-04 | 1.839870e-03 | 4.355138e-03 | ... | 2.321002e-06 | 5.746660e-07 | 2.435455e-06 | 1.127767e-06 | 1.939607e-06 | 9.390472e-06 | 1.961856e-06 | 5.808983e-06 | 6.168260e-06 | 1.759452e-07 | |
| 19 | 2.043780e-04 | 9.330088e-05 | 3.971739e-04 | 1.482356e-02 | 1.652777e-02 | 4.726164e-04 | 4.531590e-04 | 2.000807e-04 | 4.744738e-04 | 1.123122e-03 | ... | 2.298108e-07 | 5.689976e-08 | 2.411432e-07 | 1.116643e-07 | 1.920475e-07 | 9.297846e-07 | 1.942504e-07 | 5.751684e-07 | 6.107418e-07 | 1.742097e-08 | |
| 20 | 7.906150e-04 | 3.924691e-04 | 4.667269e-04 | 1.179269e-03 | 1.314845e-03 | 9.310718e-02 | 1.031044e-03 | 5.129666e-04 | 7.721879e-04 | 1.860587e-03 | ... | 1.569789e-07 | 2.622776e-07 | 1.034144e-07 | 3.672652e-07 | 1.027179e-06 | 3.373392e-06 | 5.702218e-06 | 4.711662e-06 | 3.270051e-06 | 1.734127e-06 | |
| 21t22 | 2.488679e-03 | 1.266452e-03 | 1.761362e-02 | 8.436151e-03 | 9.406024e-03 | 9.028225e-03 | 9.877037e-02 | 1.158302e-03 | 1.458164e-02 | 1.357960e-02 | ... | 1.275682e-05 | 3.201056e-05 | 2.515780e-05 | 1.104735e-05 | 6.314445e-05 | 8.155468e-05 | 4.892308e-05 | 4.468136e-05 | 6.434762e-05 | 4.318119e-06 | |
| 23 | 1.052491e-02 | 8.480671e-03 | 2.245310e-03 | 1.483519e-03 | 1.654073e-03 | 3.553353e-03 | 2.708104e-03 | 2.589105e-02 | 1.005231e-02 | 3.923105e-03 | ... | 3.416350e-04 | 1.421802e-05 | 1.825734e-05 | 2.052975e-05 | 4.717104e-05 | 3.951756e-05 | 3.844951e-05 | 4.783528e-05 | 4.536908e-05 | 1.873476e-06 | |
| 24 | 2.201819e-02 | 3.267096e-03 | 3.596719e-03 | 9.442783e-03 | 1.052838e-02 | 1.345340e-02 | 1.449570e-02 | 1.270902e-02 | 7.773614e-02 | 8.195035e-02 | ... | 1.506918e-05 | 4.575816e-06 | 1.948819e-06 | 1.647242e-05 | 2.547979e-05 | 4.052365e-05 | 9.547135e-05 | 2.910657e-04 | 7.453921e-05 | 8.748107e-06 | |
| 25 | 1.707418e-03 | 1.564396e-03 | 1.056379e-02 | 5.508362e-03 | 6.141640e-03 | 3.632864e-03 | 1.080628e-02 | 1.748439e-03 | 1.430431e-02 | 2.572307e-02 | ... | 5.632927e-06 | 7.692382e-06 | 1.150131e-06 | 5.973401e-06 | 8.133178e-06 | 3.694097e-06 | 7.141929e-06 | 1.255297e-05 | 9.510149e-05 | 1.413828e-06 | |
| 26 | 8.300874e-04 | 8.678108e-04 | 3.705568e-03 | 8.538085e-04 | 9.519657e-04 | 4.044984e-03 | 1.042151e-03 | 4.262275e-04 | 4.207677e-03 | 3.726538e-03 | ... | 1.081552e-06 | 1.336338e-06 | 3.188789e-07 | 1.172484e-06 | 2.084547e-06 | 1.663780e-06 | 3.380811e-06 | 3.562251e-06 | 5.520482e-06 | 3.223368e-07 | |
| 27t28 | 4.554108e-03 | 1.083406e-02 | 1.181599e-02 | 6.807970e-03 | 7.590656e-03 | 3.069896e-02 | 6.436061e-03 | 1.984656e-03 | 1.506619e-02 | 1.834829e-02 | ... | 9.038893e-05 | 2.521964e-05 | 3.884532e-06 | 3.262082e-05 | 3.260617e-05 | 5.988842e-06 | 1.235439e-05 | 1.034633e-05 | 6.836809e-05 | 8.190956e-06 | |
| 29 | 3.627028e-03 | 5.075203e-03 | 1.717985e-03 | 1.551789e-03 | 1.730196e-03 | 2.226815e-03 | 1.582771e-03 | 1.833794e-03 | 1.997727e-03 | 2.696625e-03 | ... | 2.108044e-05 | 9.603697e-05 | 1.113799e-05 | 5.101199e-05 | 5.357540e-05 | 1.114620e-05 | 3.852276e-05 | 1.801469e-05 | 4.862310e-05 | 5.317948e-06 | |
| 30t33 | 2.153648e-03 | 3.013541e-03 | 1.020101e-03 | 9.214175e-04 | 1.027351e-03 | 1.322232e-03 | 9.398136e-04 | 1.088865e-03 | 1.186205e-03 | 1.601195e-03 | ... | 1.158810e-05 | 5.279235e-05 | 6.122649e-06 | 2.804173e-05 | 2.945086e-05 | 6.127160e-06 | 2.117629e-05 | 9.902833e-06 | 2.672854e-05 | 2.923322e-06 | |
| 34t35 | 2.021893e-03 | 2.310941e-03 | 9.632713e-04 | 1.340478e-03 | 1.494587e-03 | 8.076584e-04 | 6.876214e-04 | 9.062618e-04 | 1.018017e-03 | 1.089043e-03 | ... | 7.352105e-05 | 2.778595e-05 | 2.083430e-05 | 2.248783e-05 | 8.408238e-05 | 3.131583e-05 | 2.728541e-05 | 1.363798e-05 | 3.166618e-04 | 8.507998e-07 | |
| 36t37 | 1.127941e-03 | 1.765168e-03 | 1.917391e-03 | 4.211241e-03 | 4.695389e-03 | 1.102878e-02 | 1.234853e-03 | 1.061171e-03 | 2.578636e-03 | 2.781882e-03 | ... | 1.308230e-06 | 5.755143e-06 | 2.449197e-06 | 1.309132e-06 | 7.091124e-06 | 5.237705e-06 | 6.787190e-06 | 5.831359e-06 | 1.568760e-05 | 5.505095e-05 | |
| E | 1.499692e-02 | 1.420628e-02 | 1.251494e-02 | 1.395701e-02 | 1.556160e-02 | 1.432117e-02 | 1.247606e-02 | 6.240851e-03 | 1.442373e-02 | 1.789329e-02 | ... | 9.154146e-07 | 7.044061e-07 | 4.871253e-07 | 3.217489e-06 | 9.055480e-07 | 1.174175e-06 | 9.680754e-07 | 1.517063e-06 | 1.378784e-06 | 1.903253e-08 | |
| F | 1.360746e-02 | 3.505686e-02 | 5.324030e-03 | 4.637599e-03 | 5.170766e-03 | 1.094197e-02 | 5.296883e-03 | 4.670855e-02 | 6.721375e-03 | 8.929691e-03 | ... | 5.600280e-06 | 9.568936e-06 | 1.113253e-05 | 7.926546e-06 | 9.067090e-06 | 5.476737e-06 | 9.405984e-06 | 1.100890e-05 | 7.963694e-06 | 1.015661e-06 | |
| 50 | 2.431441e-02 | 1.767199e-02 | 1.446004e-02 | 2.570813e-02 | 2.866371e-02 | 2.300329e-02 | 2.534676e-02 | 5.780919e-03 | 1.573376e-02 | 2.206195e-02 | ... | 3.140204e-06 | 3.343744e-06 | 1.898412e-06 | 1.104805e-06 | 1.065609e-06 | 4.574315e-06 | 8.957863e-07 | 1.844958e-06 | 8.516482e-07 | 0.000000e+00 | |
| 51 | 2.994267e-02 | 1.299483e-02 | 5.777609e-02 | 6.785618e-02 | 7.565735e-02 | 2.759728e-02 | 3.373251e-02 | 4.877930e-02 | 5.242621e-02 | 5.115054e-02 | ... | 4.763030e-06 | 2.788892e-06 | 4.270328e-06 | 2.378918e-06 | 1.045202e-05 | 1.162906e-05 | 2.939314e-05 | 2.806219e-05 | 4.402623e-05 | 2.089121e-05 | |
| 52 | 3.103917e-02 | 1.371680e-02 | 5.058842e-02 | 6.004975e-02 | 6.695343e-02 | 2.897423e-02 | 3.006150e-02 | 5.009782e-02 | 5.218689e-02 | 5.116398e-02 | ... | 2.030524e-05 | 2.665619e-05 | 4.802384e-06 | 7.460440e-06 | 3.266258e-05 | 1.340428e-05 | 2.213729e-05 | 3.705392e-05 | 2.414192e-05 | 7.580637e-06 | |
| H | 3.026227e-03 | 1.791411e-03 | 7.941179e-03 | 4.437522e-03 | 4.947688e-03 | 2.342159e-03 | 5.871258e-03 | 5.191425e-03 | 6.754904e-03 | 3.048826e-03 | ... | 7.765230e-05 | 1.838695e-05 | 5.194358e-05 | 1.086674e-05 | 5.719248e-05 | 4.511436e-05 | 4.961128e-05 | 3.918148e-05 | 2.240159e-05 | 4.135182e-06 | |
| 60 | 1.024191e-02 | 2.631948e-02 | 2.816941e-02 | 2.042048e-02 | 2.276814e-02 | 2.185993e-02 | 1.788911e-02 | 1.318565e-02 | 2.123576e-02 | 3.057176e-02 | ... | 1.398308e-04 | 8.860144e-05 | 5.594204e-05 | 5.224277e-05 | 6.629123e-05 | 9.602985e-05 | 8.849378e-05 | 1.691941e-05 | 1.118433e-04 | 2.432832e-06 | |
| 61 | 2.051217e-04 | 1.408422e-03 | 4.405726e-04 | 7.453346e-04 | 8.310221e-04 | 3.896332e-04 | 5.573955e-04 | 7.647723e-04 | 5.391867e-04 | 5.343877e-04 | ... | 1.553181e-05 | 8.734029e-05 | 4.108970e-05 | 2.298877e-04 | 8.576220e-05 | 3.882200e-05 | 1.495864e-05 | 5.263940e-06 | 4.387005e-05 | 0.000000e+00 | |
| 62 | 1.475082e-04 | 1.662855e-04 | 1.564012e-04 | 2.886648e-04 | 3.218522e-04 | 1.668731e-04 | 3.954076e-04 | 1.071080e-04 | 2.592029e-04 | 1.818716e-04 | ... | 3.292612e-04 | 7.225310e-04 | 3.052984e-04 | 7.297651e-05 | 5.410537e-04 | 7.432628e-04 | 8.639905e-04 | 7.468203e-05 | 3.912055e-04 | 5.854582e-09 | |
| 63 | 6.392364e-03 | 6.104943e-03 | 1.689689e-02 | 7.430379e-03 | 8.284623e-03 | 3.253636e-02 | 2.220364e-02 | 4.920529e-03 | 2.525026e-02 | 6.887328e-03 | ... | 1.361413e-04 | 2.416340e-04 | 9.780938e-05 | 4.223080e-05 | 1.718492e-04 | 2.334530e-04 | 2.696712e-04 | 2.389911e-05 | 1.356788e-04 | 6.965676e-09 | |
| 64 | 4.791708e-03 | 3.500865e-03 | 5.028115e-03 | 5.694654e-03 | 6.349344e-03 | 7.437922e-03 | 1.126058e-02 | 5.738767e-03 | 5.754226e-03 | 6.837957e-03 | ... | 1.063165e-06 | 1.012409e-05 | 6.801641e-06 | 7.111149e-07 | 1.476533e-06 | 6.434816e-06 | 4.621220e-06 | 3.806759e-06 | 2.233677e-06 | 4.051845e-08 | |
| J | 2.791092e-02 | 3.547802e-02 | 1.367411e-02 | 9.557522e-03 | 1.065632e-02 | 1.114137e-02 | 1.545988e-02 | 4.844083e-03 | 1.186206e-02 | 1.164773e-02 | ... | 6.187622e-05 | 1.226286e-04 | 1.435055e-04 | 8.891718e-05 | 9.507640e-05 | 2.576112e-05 | 9.062762e-05 | 3.307189e-05 | 8.814554e-05 | 1.162065e-05 | |
| 70 | 1.184849e-02 | 1.476626e-02 | 1.126936e-02 | 5.261080e-03 | 5.865925e-03 | 3.002543e-02 | 1.896656e-02 | 9.334555e-03 | 3.946522e-03 | 4.856993e-03 | ... | 7.935000e-06 | 1.747596e-04 | 8.357947e-05 | 1.453466e-04 | 1.720999e-06 | 2.098989e-05 | 1.766217e-05 | 1.428835e-06 | 3.903513e-05 | 0.000000e+00 | |
| 71t74 | 2.533896e-02 | 4.388576e-02 | 4.290132e-02 | 5.956587e-02 | 6.641394e-02 | 5.567354e-02 | 9.758191e-02 | 6.304072e-02 | 1.063683e-01 | 1.320528e-01 | ... | 7.876762e-05 | 1.395916e-04 | 1.808588e-04 | 8.189850e-05 | 1.268091e-04 | 4.376531e-05 | 1.329204e-04 | 4.673892e-05 | 8.499911e-05 | 1.623910e-05 | |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| RoW | 20 | 3.510882e-05 | 1.664020e-05 | 1.159258e-05 | 3.506659e-05 | 3.910152e-05 | 5.922550e-03 | 6.727978e-05 | 1.463913e-05 | 1.679201e-05 | 8.564303e-05 | ... | 4.635225e-04 | 1.214882e-04 | 1.969953e-05 | 4.697987e-05 | 8.174026e-04 | 2.700865e-03 | 4.734647e-03 | 4.982587e-03 | 2.323206e-03 | 3.276844e-06 |
| 21t22 | 1.658736e-04 | 1.085033e-04 | 3.078895e-03 | 3.238512e-04 | 3.610832e-04 | 1.093445e-03 | 1.068736e-02 | 1.357563e-04 | 1.723166e-03 | 1.224775e-03 | ... | 1.363846e-02 | 1.721324e-02 | 1.290832e-02 | 2.011640e-03 | 3.501515e-02 | 2.305371e-02 | 2.178563e-02 | 1.550320e-02 | 2.777018e-02 | 4.242034e-04 | |
| 23 | 8.334615e-03 | 6.911835e-03 | 1.152251e-03 | 3.862992e-04 | 4.307110e-04 | 2.539668e-03 | 1.853478e-03 | 2.128706e-02 | 7.582105e-03 | 2.450394e-03 | ... | 5.441694e-03 | 8.272746e-04 | 2.527745e-04 | 2.301674e-04 | 1.026303e-03 | 8.231878e-04 | 3.152969e-04 | 6.248875e-04 | 1.076571e-03 | 9.398751e-06 | |
| 24 | 7.843298e-03 | 1.096612e-03 | 4.621698e-04 | 2.415051e-03 | 2.692702e-03 | 4.575386e-03 | 4.826445e-03 | 4.432906e-03 | 2.784513e-02 | 2.905466e-02 | ... | 1.498993e-03 | 2.731818e-04 | 1.477030e-04 | 3.070850e-04 | 1.908797e-03 | 8.154787e-04 | 1.037115e-03 | 2.641535e-02 | 3.722858e-03 | 8.717362e-05 | |
| 25 | 1.779261e-04 | 1.865686e-04 | 1.285267e-03 | 4.790928e-04 | 5.341712e-04 | 4.078992e-04 | 1.350714e-03 | 2.213432e-04 | 1.726107e-03 | 3.175999e-03 | ... | 6.498322e-03 | 2.415678e-03 | 2.286832e-04 | 8.799544e-04 | 4.207683e-03 | 5.513186e-04 | 1.671249e-03 | 5.657399e-03 | 7.306548e-03 | 2.318299e-05 | |
| 26 | 4.200168e-05 | 4.994567e-05 | 1.576002e-04 | 1.600803e-05 | 1.784992e-05 | 1.539833e-04 | 2.948380e-05 | 4.952723e-05 | 2.109350e-04 | 1.762376e-04 | ... | 6.942037e-04 | 1.911815e-04 | 3.044386e-05 | 2.418001e-04 | 5.060108e-04 | 6.305662e-04 | 1.122772e-03 | 2.879510e-03 | 1.015926e-03 | 1.863128e-05 | |
| 27t28 | 2.057395e-04 | 1.582731e-03 | 4.832404e-04 | 4.641661e-04 | 5.175285e-04 | 1.919271e-03 | 5.989938e-04 | 1.447582e-04 | 9.383172e-04 | 3.857312e-03 | ... | 7.513691e-03 | 1.000853e-03 | 2.793485e-04 | 1.307364e-03 | 5.862185e-03 | 7.866711e-04 | 1.213631e-03 | 2.403292e-03 | 2.915337e-03 | 1.078904e-04 | |
| 29 | 7.707755e-04 | 1.226441e-03 | 5.740710e-05 | 3.337164e-05 | 3.720676e-05 | 4.224796e-04 | 1.766253e-04 | 2.352090e-04 | 2.465773e-04 | 1.383318e-04 | ... | 4.038736e-03 | 1.013881e-03 | 5.139817e-04 | 3.231645e-04 | 1.388127e-03 | 1.079595e-03 | 6.056697e-04 | 8.134241e-03 | 7.983221e-04 | 3.783253e-05 | |
| 30t33 | 1.167826e-04 | 1.211765e-04 | 6.060493e-05 | 1.522443e-04 | 1.697448e-04 | 5.812983e-05 | 1.951344e-04 | 3.001078e-05 | 1.272227e-04 | 2.360290e-04 | ... | 4.737404e-03 | 2.632534e-02 | 1.193230e-03 | 1.441396e-03 | 2.777103e-02 | 2.663635e-03 | 5.344463e-03 | 5.657652e-03 | 1.199844e-02 | 2.902145e-04 | |
| 34t35 | 7.688827e-05 | 5.200366e-05 | 1.615412e-05 | 1.449356e-05 | 1.615982e-05 | 2.949217e-05 | 2.062420e-05 | 7.210811e-06 | 3.498644e-05 | 4.953800e-05 | ... | 7.248370e-03 | 4.054156e-03 | 8.447417e-04 | 7.468948e-04 | 8.393505e-03 | 3.766412e-03 | 2.501937e-03 | 1.012838e-03 | 1.831455e-02 | 1.638042e-04 | |
| 36t37 | 3.055881e-05 | 1.315629e-04 | 3.562041e-05 | 1.612387e-04 | 1.797774e-04 | 1.144187e-04 | 6.554592e-05 | 2.682645e-05 | 8.864373e-05 | 1.056440e-04 | ... | 6.014585e-04 | 3.607389e-04 | 7.701232e-04 | 3.232502e-04 | 6.273113e-04 | 1.109093e-03 | 1.902955e-03 | 8.347403e-04 | 1.281464e-03 | 2.818247e-05 | |
| E | 1.723488e-05 | 1.533854e-04 | 1.561774e-05 | 8.480458e-06 | 9.456626e-06 | 1.736757e-05 | 1.987059e-05 | 1.020014e-03 | 3.282241e-05 | 2.421028e-05 | ... | 2.665591e-02 | 2.326426e-02 | 8.277628e-03 | 9.169302e-03 | 1.626475e-02 | 2.182454e-02 | 2.703614e-02 | 3.298604e-02 | 2.675730e-02 | 8.041716e-04 | |
| F | 1.482867e-05 | 3.760455e-05 | 5.632409e-06 | 2.985855e-06 | 3.330247e-06 | 2.285363e-05 | 5.267168e-06 | 4.916284e-05 | 9.100709e-06 | 1.054748e-05 | ... | 5.685248e-03 | 7.106705e-03 | 5.594665e-03 | 1.334423e-02 | 7.026546e-03 | 1.433666e-02 | 1.437194e-02 | 2.928010e-02 | 9.751275e-03 | 3.756862e-03 | |
| 50 | 1.194688e-06 | 1.309183e-06 | 1.292692e-06 | 6.579291e-07 | 7.335663e-07 | 1.259355e-06 | 1.399098e-06 | 2.489237e-06 | 2.091397e-06 | 2.435528e-06 | ... | 3.026507e-03 | 1.881954e-03 | 8.708642e-04 | 4.019303e-04 | 1.279308e-03 | 2.061164e-03 | 7.638756e-04 | 2.806088e-03 | 1.410588e-03 | 8.550535e-05 | |
| 51 | 5.909724e-05 | 1.566484e-03 | 1.641061e-04 | 7.783168e-05 | 8.677966e-05 | 8.530607e-05 | 1.624352e-04 | 1.151086e-02 | 2.406925e-04 | 1.371735e-04 | ... | 2.037217e-02 | 2.326355e-02 | 4.824642e-03 | 3.666519e-03 | 1.750009e-02 | 1.255146e-02 | 1.103523e-02 | 5.087498e-02 | 2.352018e-02 | 7.313450e-04 | |
| 52 | 2.215730e-05 | 1.261601e-05 | 4.301374e-05 | 2.849014e-05 | 3.176559e-05 | 2.672115e-05 | 5.564125e-05 | 2.580488e-05 | 4.425963e-05 | 3.062034e-05 | ... | 1.273643e-02 | 1.100348e-02 | 3.267677e-03 | 1.823262e-03 | 8.865337e-03 | 6.727456e-03 | 5.105598e-03 | 2.077970e-02 | 1.081138e-02 | 1.130280e-03 | |
| H | 1.682292e-05 | 9.158580e-06 | 5.083457e-05 | 1.901082e-05 | 2.119725e-05 | 1.122303e-05 | 2.957075e-05 | 2.355170e-05 | 3.582741e-05 | 1.176973e-05 | ... | 3.297633e-02 | 6.907895e-03 | 1.229342e-02 | 2.791137e-03 | 1.580071e-02 | 2.393968e-02 | 1.730286e-02 | 1.378837e-02 | 1.127952e-02 | 1.782123e-04 | |
| 60 | 1.460800e-05 | 1.577955e-03 | 1.021082e-04 | 4.557166e-05 | 5.081090e-05 | 4.356550e-05 | 9.891395e-05 | 1.170256e-02 | 1.349199e-04 | 3.961665e-05 | ... | 4.458548e-02 | 1.628633e-02 | 1.148647e-02 | 2.081069e-03 | 1.381338e-02 | 1.470137e-02 | 1.105598e-02 | 1.601602e-02 | 1.519427e-02 | 2.211746e-03 | |
| 61 | 1.836065e-06 | 1.577052e-06 | 5.726811e-07 | 5.976891e-07 | 6.664055e-07 | 8.159836e-07 | 1.132371e-06 | 4.120538e-06 | 1.876667e-06 | 7.434970e-07 | ... | 1.851134e-03 | 1.114494e-03 | 6.424323e-04 | 4.448378e-04 | 1.708628e-03 | 1.313160e-03 | 9.717703e-04 | 2.071914e-03 | 1.644260e-03 | 4.281323e-05 | |
| 62 | 1.654230e-04 | 1.822507e-04 | 1.717965e-04 | 3.455211e-04 | 3.852430e-04 | 1.579839e-04 | 4.637686e-04 | 1.182948e-04 | 3.021496e-04 | 2.084551e-04 | ... | 3.084251e-03 | 4.250142e-03 | 2.141459e-03 | 3.522175e-04 | 3.808134e-03 | 5.028169e-03 | 4.630857e-03 | 2.257988e-03 | 2.842585e-03 | 5.763145e-05 | |
| 63 | 6.632573e-06 | 6.630282e-06 | 9.874656e-06 | 1.046354e-05 | 1.166512e-05 | 1.509398e-05 | 1.855222e-05 | 4.804274e-06 | 1.597680e-05 | 7.997219e-06 | ... | 2.028130e-02 | 5.726512e-03 | 2.775980e-03 | 6.662956e-04 | 4.189074e-03 | 5.871056e-03 | 3.165483e-03 | 5.840747e-03 | 5.355978e-03 | 6.447764e-05 | |
| 64 | 3.577238e-06 | 4.127777e-06 | 4.930753e-06 | 5.314405e-06 | 5.928232e-06 | 6.508422e-06 | 1.065996e-05 | 5.103417e-06 | 9.278705e-06 | 9.682380e-06 | ... | 1.257175e-02 | 6.476461e-02 | 1.910752e-02 | 2.619569e-03 | 1.201417e-02 | 2.276670e-02 | 1.342289e-02 | 1.970709e-02 | 1.082035e-02 | 1.407713e-03 | |
| J | 1.025166e-04 | 6.756203e-05 | 1.182004e-04 | 2.075126e-05 | 2.313990e-05 | 5.008076e-05 | 1.064802e-04 | 2.635937e-05 | 4.522608e-05 | 5.176152e-05 | ... | 4.291901e-02 | 2.563675e-02 | 6.307525e-02 | 1.026956e-02 | 2.597393e-02 | 3.425631e-02 | 2.131347e-02 | 9.188695e-03 | 2.081480e-02 | 9.099021e-03 | |
| 70 | 1.576078e-04 | 1.953262e-04 | 1.185048e-04 | 4.419358e-05 | 4.927398e-05 | 3.688409e-04 | 2.084993e-04 | 1.209730e-04 | 7.063195e-06 | 1.762465e-05 | ... | 1.000077e-02 | 1.647443e-02 | 1.222652e-02 | 4.825030e-03 | 1.233756e-02 | 1.161618e-02 | 1.124346e-02 | 1.606648e-02 | 1.905247e-02 | 1.243486e-06 | |
| 71t74 | 7.854333e-05 | 1.467830e-04 | 1.388724e-04 | 1.851474e-04 | 2.064381e-04 | 1.859443e-04 | 3.296767e-04 | 2.191616e-04 | 3.316892e-04 | 4.286765e-04 | ... | 3.615061e-02 | 3.955041e-02 | 4.060754e-02 | 1.072703e-02 | 9.157631e-02 | 2.928839e-02 | 2.970506e-02 | 4.012722e-02 | 3.057818e-02 | 1.383222e-02 | |
| L | 1.175477e-05 | 6.449308e-06 | 1.661944e-05 | 3.246837e-05 | 3.620128e-05 | 2.484669e-05 | 2.230079e-05 | 1.189337e-05 | 4.322979e-05 | 1.532728e-05 | ... | 3.522902e-03 | 2.246494e-03 | 2.603444e-03 | 1.106060e-03 | 1.552703e-03 | 6.532845e-03 | 1.157534e-03 | 2.376643e-03 | 2.289856e-03 | 0.000000e+00 | |
| M | 2.832305e-05 | 8.204192e-05 | 1.659323e-04 | 4.266347e-04 | 4.756832e-04 | 1.002802e-04 | 1.566550e-04 | 2.057503e-04 | 1.810013e-04 | 1.611392e-04 | ... | 5.305973e-04 | 1.468300e-03 | 2.941653e-03 | 3.783907e-04 | 2.042580e-03 | 1.104782e-02 | 1.166086e-02 | 3.839729e-03 | 1.340734e-03 | 1.714365e-07 | |
| N | 1.695224e-04 | 2.405173e-06 | 1.639727e-04 | 3.683784e-04 | 4.107304e-04 | 1.748235e-04 | 2.378499e-04 | 8.233382e-06 | 7.432884e-04 | 1.670556e-05 | ... | 2.305969e-04 | 3.381941e-04 | 4.981196e-04 | 1.254774e-04 | 1.163699e-03 | 2.029855e-03 | 1.876499e-03 | 9.059800e-03 | 1.003803e-03 | 3.328246e-09 | |
| O | 2.673173e-05 | 3.046639e-05 | 6.191428e-05 | 2.508488e-05 | 2.797102e-05 | 5.624150e-05 | 8.871230e-05 | 3.786265e-05 | 8.578819e-05 | 4.626430e-05 | ... | 3.133942e-02 | 1.385036e-02 | 9.489248e-03 | 5.166065e-03 | 1.943697e-02 | 2.213870e-02 | 1.763098e-02 | 2.293957e-02 | 4.207200e-02 | 7.440960e-03 | |
| P | 2.184964e-08 | 8.607322e-10 | 5.180862e-08 | 2.175294e-08 | 2.425357e-08 | 3.131646e-09 | 3.357920e-09 | 1.051279e-09 | 4.667549e-09 | 4.971642e-09 | ... | 7.663117e-06 | 7.750549e-07 | 1.802592e-06 | 2.036339e-06 | 6.568494e-05 | 0.000000e+00 | 2.433237e-06 | 1.178523e-05 | 1.054419e-04 | 5.759267e-04 | |
1435 rows × 1435 columns
Alternativly, pymrio provides a function which iterates through all missing accounts and calculates them:
In [89]:
wiod.calc_all()
Out[89]:
<pymrio.core.mriosystem.IOSystem at 0x7f99ce516400>
At this point, a basic EE MRIO analysis is accomplished. For example, the regional consumption based accounts of the AIR emissions are now given by:
In [90]:
wiod.AIR.D_cba_reg
Out[90]:
| region | AUS | AUT | BEL | BGR | BRA | CAN | CHN | CYP | CZE | DEU | ... | PRT | ROU | RUS | SVK | SVN | SWE | TUR | TWN | USA | RoW |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| stressor | |||||||||||||||||||||
| CO2 | 4.404070e+05 | 1.022100e+05 | 1.586176e+05 | 42924.986975 | 4.059629e+05 | 5.659664e+05 | 5.031700e+06 | 13943.187686 | 108758.745642 | 1.054136e+06 | ... | 7.658922e+04 | 1.173831e+05 | 1.311461e+06 | 40459.233377 | 24251.728341 | 9.434506e+04 | 3.494179e+05 | 2.246294e+05 | 6.210161e+06 | 5.620778e+06 |
| CH4 | 4.275465e+06 | 7.599975e+05 | 1.030354e+06 | 464018.748607 | 1.352464e+07 | 4.068558e+06 | 5.433871e+07 | 157009.091900 | 780222.089424 | 6.668537e+06 | ... | 8.948877e+05 | 1.344168e+06 | 1.532052e+07 | 411099.098085 | 182504.004554 | 7.352664e+05 | 3.652537e+06 | 1.104729e+06 | 3.917121e+07 | 7.560548e+07 |
| N2O | 9.588178e+04 | 3.086814e+04 | 4.609171e+04 | 13203.713081 | 5.899229e+05 | 1.634371e+05 | 1.831795e+06 | 3200.309665 | 27441.728571 | 2.914646e+05 | ... | 3.091511e+04 | 5.163863e+04 | 4.422776e+05 | 13658.674182 | 7011.741463 | 3.576881e+04 | 9.538255e+04 | 3.551477e+04 | 1.182906e+06 | 3.590470e+06 |
| NOX | 2.359815e+06 | 3.324339e+05 | 4.508892e+05 | 142917.818720 | 2.786076e+06 | 1.904551e+06 | 1.925370e+07 | 35972.513098 | 292246.717821 | 2.701648e+06 | ... | 3.025544e+05 | 3.380263e+05 | 4.444685e+06 | 125333.624730 | 73379.182597 | 3.524920e+05 | 1.797639e+06 | 8.632669e+05 | 1.845556e+07 | 3.504645e+07 |
| SOX | 2.399335e+06 | 1.983047e+05 | 3.702525e+05 | 400357.951750 | 1.699074e+06 | 2.088103e+06 | 3.245490e+07 | 43500.967386 | 225907.785277 | 1.951840e+06 | ... | 1.918064e+05 | 4.979996e+05 | 1.398364e+06 | 103186.610826 | 48180.228365 | 2.078760e+05 | 1.548830e+06 | 1.075249e+06 | 1.523013e+07 | 2.860410e+07 |
| CO | 2.173900e+07 | 1.371366e+06 | 2.167114e+06 | 703172.284772 | 2.681292e+07 | 7.525147e+06 | 9.904520e+07 | 144686.477852 | 829881.093571 | 1.099191e+07 | ... | 1.194956e+06 | 2.055640e+06 | 2.165403e+07 | 455232.910264 | 580264.681074 | 2.048666e+06 | 4.860666e+06 | 4.927789e+06 | 1.005814e+08 | 3.566157e+08 |
| NMVOC | 3.101630e+06 | 3.582680e+05 | 5.920832e+05 | 190582.650539 | 5.323333e+06 | 2.131757e+06 | 2.016103e+07 | 43518.270216 | 273912.655126 | 2.923060e+06 | ... | 4.003833e+05 | 6.065405e+05 | 4.179851e+06 | 138654.031320 | 142881.841642 | 5.666544e+05 | 1.738178e+06 | 1.095519e+06 | 2.095710e+07 | 4.208942e+07 |
| NH3 | 3.851776e+05 | 9.254548e+04 | 1.245648e+05 | 45897.394639 | 1.345046e+06 | 4.204562e+05 | 6.415339e+06 | 8931.594745 | 67224.140441 | 8.505438e+05 | ... | 8.987684e+04 | 1.911781e+05 | 7.889417e+05 | 35515.968170 | 23476.633339 | 8.488958e+04 | 5.979386e+05 | 1.032068e+05 | 3.090159e+06 | 8.572543e+06 |
8 rows × 41 columns
In [91]:
wiod.AIR.unit
Out[91]:
| unit | unit |
|---|---|
| stressor | |
| CO2 | Gg |
| CH4 | t |
| N2O | t |
| NOX | undef |
| SOX | undef |
| CO | t |
| NMVOC | t |
| NH3 | t |
Pymrio can be linked with the country converter coco to ease the aggreagtion of MRIO and results into different classifications. Using the country converter, WIOD can be aggregated into EU and non-EU countries with singling out Germany by:
In [92]:
import country_converter as coco
wiod.aggregate(region_agg = coco.agg_conc(original_countries='WIOD',
aggregates=[{'DEU': 'DEU', 'GBR':'GBR'}, 'EU'],
missing_countries='Other',
merge_multiple_string=None))
Out[92]:
<pymrio.core.mriosystem.IOSystem at 0x7f99ce516400>
We rename the EU account to reflect that is does not include Germany:
In [93]:
wiod.rename_regions({'EU':'Rest of EU'})
Out[93]:
<pymrio.core.mriosystem.IOSystem at 0x7f99ce516400>
The regional footprint account are now:
In [94]:
wiod.AIR.D_cba_reg
Out[94]:
| region | Other | Rest of EU | DEU | GBR |
|---|---|---|---|---|
| stressor | ||||
| CO2 | 2.436179e+07 | 3.472823e+06 | 1.054136e+06 | 7.397044e+05 |
| CH4 | 2.540661e+08 | 2.711250e+07 | 6.668537e+06 | 5.235498e+06 |
| N2O | 9.705186e+06 | 1.128531e+06 | 2.914646e+05 | 2.118832e+05 |
| NOX | 1.043111e+08 | 1.093267e+07 | 2.701648e+06 | 2.164933e+06 |
| SOX | 1.037493e+08 | 8.344435e+06 | 1.951840e+06 | 1.421854e+06 |
| CO | 7.661455e+08 | 5.466639e+07 | 1.099191e+07 | 1.068169e+07 |
| NMVOC | 1.280392e+08 | 1.577316e+07 | 2.923060e+06 | 2.986943e+06 |
| NH3 | 2.672782e+07 | 3.493227e+06 | 8.505438e+05 | 5.900984e+05 |
To visualize for example the CH4 accounts:
In [97]:
import matplotlib.pyplot as plt
with plt.style.context('ggplot'):
wiod.AIR.plot_account('CH4', figsize=(8,5))
plt.savefig('airch4.png', dpi=300)
plt.show()
To calculate the source (in terms of regions and sectors) of a certain stressor or impact driven by consumption, one needs to diagonalize this stressor/impact. This can be done with pymrio by:
In [107]:
diag_CH4 = wiod.AIR.diag_stressor('CH4')
and be reassigned to the aggreagated WIOD system:
In [108]:
wiod.CH4_source = diag_CH4
In the next step the automatic calculation routine of pymrio is called again to compute the missing accounts in this new extension: and be reassigned to the aggreagated WIOD system:
In [109]:
wiod.calc_all()
Out[109]:
<pymrio.core.mriosystem.IOSystem at 0x7f99ce516400>
The diagonalzied CH4 data now shows the source and destination of the specified stressor (CH4):
In [111]:
wiod.CH4_source.D_cba
Out[111]:
| region | Other | ... | GBR | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sector | AtB | C | 15t16 | 17t18 | 19 | 20 | 21t22 | 23 | 24 | 25 | ... | 63 | 64 | J | 70 | 71t74 | L | M | N | O | P | |
| region | sector | |||||||||||||||||||||
| Other | AtB | 6.120041e+07 | 8.455234e+04 | 3.658411e+07 | 2.988418e+06 | 867172.684194 | 230646.602537 | 441913.627992 | 1.766666e+05 | 6.045454e+05 | 197135.975631 | ... | 669.903691 | 3406.973739 | 8805.678036 | 6656.233633 | 4123.121986 | 19984.727842 | 9398.054711 | 44359.672517 | 12305.895420 | 3.055303e+00 |
| C | 1.008359e+06 | 6.714292e+06 | 2.047332e+06 | 6.420307e+05 | 117665.005135 | 33160.714629 | 281538.575874 | 5.643346e+06 | 1.564758e+06 | 231675.430540 | ... | 1405.758158 | 9357.742729 | 20287.540899 | 18680.219527 | 8586.783042 | 49408.298618 | 15853.401016 | 93562.146555 | 23512.720979 | 4.041194e+00 | |
| 15t16 | 3.968202e+03 | 6.218228e+01 | 8.736127e+04 | 5.178453e+02 | 639.802755 | 24.298048 | 128.945944 | 1.099366e+02 | 4.216024e+02 | 83.091425 | ... | 0.460965 | 3.215184 | 8.818689 | 5.805941 | 3.871073 | 18.671491 | 8.695184 | 44.370659 | 11.707402 | 1.748308e-03 | |
| 17t18 | 9.369869e+01 | 2.287802e+01 | 2.464623e+02 | 1.185856e+04 | 200.126039 | 4.500219 | 68.017013 | 3.330082e+01 | 7.862589e+01 | 59.680321 | ... | 0.093075 | 0.848278 | 1.738428 | 1.444981 | 0.919367 | 6.608830 | 2.031215 | 12.658218 | 3.765588 | 1.256168e-03 | |
| 19 | 5.587156e+00 | 1.040420e+00 | 1.268140e+01 | 1.252185e+02 | 1231.987687 | 0.344568 | 4.205279 | 1.580128e+00 | 4.194052e+00 | 3.043624 | ... | 0.008632 | 0.117312 | 0.225215 | 0.171093 | 0.106037 | 1.104701 | 0.343349 | 1.430827 | 0.646012 | 7.547227e-05 | |
| 20 | 1.561308e+02 | 6.147493e+01 | 4.322541e+02 | 1.245953e+02 | 27.379324 | 1381.359789 | 234.397113 | 7.234533e+01 | 1.014235e+02 | 37.539388 | ... | 0.179911 | 1.387275 | 2.795978 | 4.283582 | 1.350480 | 7.781235 | 3.029624 | 10.408169 | 3.996475 | 3.366896e-03 | |
| 21t22 | 6.751097e+02 | 1.627560e+02 | 4.484595e+03 | 7.334511e+02 | 188.101338 | 39.183536 | 14327.285990 | 2.534831e+02 | 6.916735e+02 | 214.739864 | ... | 0.953524 | 7.149111 | 21.030825 | 15.963897 | 11.656301 | 37.133605 | 12.508683 | 58.157801 | 23.458376 | 6.876710e-03 | |
| 23 | 1.790650e+04 | 3.400066e+03 | 2.821658e+04 | 7.934071e+03 | 1519.998585 | 392.952132 | 3281.219226 | 1.912358e+05 | 1.982417e+04 | 2957.791210 | ... | 18.755631 | 94.723897 | 213.954430 | 148.886705 | 94.359029 | 436.927718 | 126.400070 | 846.480169 | 225.285757 | 4.602509e-02 | |
| 24 | 2.694867e+04 | 2.700883e+03 | 3.555563e+04 | 2.325546e+04 | 3689.291088 | 735.522243 | 6531.998421 | 4.783404e+03 | 1.619520e+05 | 13703.918492 | ... | 7.305244 | 85.499783 | 125.009957 | 112.840344 | 63.520407 | 396.327493 | 132.425376 | 2383.062267 | 240.265418 | 6.747982e-02 | |
| 25 | 8.358400e+02 | 2.396096e+02 | 3.810656e+03 | 7.647482e+02 | 371.302364 | 28.543498 | 442.368979 | 3.097955e+02 | 8.592818e+02 | 7200.000465 | ... | 0.746145 | 11.505517 | 11.582911 | 11.146907 | 5.174222 | 39.772320 | 8.054072 | 54.214892 | 13.531754 | 5.836743e-03 | |
| 26 | 1.315942e+03 | 7.695087e+02 | 5.280640e+03 | 9.447605e+02 | 200.893738 | 81.530849 | 367.058822 | 9.836938e+02 | 1.425007e+03 | 379.663226 | ... | 1.353884 | 17.458691 | 22.205837 | 34.341762 | 9.893636 | 83.535158 | 22.265063 | 99.120087 | 31.249722 | 1.589600e-02 | |
| 27t28 | 3.949582e+03 | 2.871747e+03 | 1.295228e+04 | 2.884049e+03 | 718.706990 | 264.388027 | 1685.659619 | 3.366943e+03 | 3.849679e+03 | 1342.021095 | ... | 5.672639 | 89.464319 | 92.926938 | 101.498493 | 44.044700 | 464.136369 | 66.582120 | 431.634964 | 103.563873 | 5.796513e-02 | |
| 29 | 9.501569e+01 | 6.065109e+01 | 1.935884e+02 | 8.053423e+01 | 14.653395 | 4.095661 | 29.439447 | 7.238835e+01 | 7.058591e+01 | 22.394188 | ... | 0.101733 | 1.240535 | 1.600889 | 1.826602 | 0.821058 | 11.989417 | 1.018641 | 6.812058 | 1.795579 | 1.256930e-03 | |
| 30t33 | 5.476872e+01 | 3.265759e+01 | 1.573152e+02 | 5.125758e+01 | 9.665433 | 2.671277 | 29.927129 | 4.184367e+01 | 5.743871e+01 | 16.702589 | ... | 0.157455 | 8.551662 | 4.282678 | 3.458371 | 1.847720 | 22.561418 | 3.114806 | 24.158238 | 4.022266 | 1.655081e-03 | |
| 34t35 | 8.482511e+01 | 2.749473e+01 | 1.775066e+02 | 4.436655e+01 | 9.255017 | 2.845981 | 23.834770 | 4.091727e+01 | 3.940561e+01 | 12.737457 | ... | 0.218583 | 0.908381 | 1.937734 | 2.071207 | 1.020793 | 26.418297 | 0.956509 | 7.216608 | 2.394056 | 7.651886e-04 | |
| 36t37 | 1.675265e+02 | 5.552546e+01 | 4.432380e+02 | 2.949731e+02 | 42.805903 | 12.628848 | 112.089754 | 8.986565e+01 | 1.343993e+02 | 44.247558 | ... | 0.240189 | 2.695217 | 4.623776 | 4.528868 | 2.483860 | 23.619094 | 7.698765 | 46.565836 | 11.013037 | 4.476497e-02 | |
| E | 1.403595e+05 | 9.215817e+04 | 3.669921e+05 | 1.136705e+05 | 16821.309524 | 5779.141735 | 58036.818431 | 1.233675e+05 | 1.386887e+05 | 32346.099229 | ... | 96.135858 | 712.377894 | 1264.895906 | 1105.351861 | 644.896991 | 3311.738782 | 898.362942 | 5661.464858 | 1709.829520 | 6.679862e-01 | |
| F | 6.671418e+01 | 2.930599e+01 | 1.363920e+02 | 3.308021e+01 | 5.485058 | 1.758916 | 17.571153 | 3.848427e+01 | 3.341282e+01 | 8.270840 | ... | 0.054316 | 0.358898 | 0.834860 | 1.112270 | 0.396748 | 1.525357 | 0.411932 | 2.214370 | 1.005286 | 1.789790e-03 | |
| 50 | 1.473884e+02 | 3.242555e+01 | 4.024322e+02 | 7.564697e+01 | 16.484610 | 4.705153 | 36.792203 | 6.197489e+01 | 6.983601e+01 | 21.183051 | ... | 0.091110 | 0.616489 | 1.289851 | 1.107441 | 0.772780 | 2.691458 | 0.708647 | 4.100701 | 1.598984 | 6.152276e-04 | |
| 51 | 2.917101e+02 | 5.104727e+01 | 9.254414e+02 | 1.663195e+02 | 40.622198 | 10.256117 | 80.748760 | 1.760264e+02 | 1.497062e+02 | 43.119474 | ... | 0.129116 | 1.155648 | 1.855237 | 1.529971 | 0.986911 | 5.537912 | 1.298448 | 8.402936 | 2.353754 | 9.175284e-04 | |
| 52 | 1.980672e+02 | 3.114731e+01 | 6.078705e+02 | 1.165154e+02 | 27.617980 | 5.589430 | 42.242767 | 7.491098e+01 | 8.275607e+01 | 24.027566 | ... | 0.080038 | 0.641078 | 1.179144 | 1.013914 | 0.657872 | 3.068789 | 0.738788 | 4.502771 | 1.497972 | 9.509817e-04 | |
| H | 9.161163e+01 | 3.603381e+01 | 3.044604e+02 | 7.494469e+01 | 16.544039 | 3.879273 | 44.775176 | 4.875371e+01 | 7.019927e+01 | 19.953079 | ... | 0.427558 | 2.506956 | 9.009177 | 5.786757 | 3.487238 | 19.784391 | 8.159131 | 27.053358 | 6.473157 | 9.020081e-04 | |
| 60 | 1.306433e+05 | 3.883769e+04 | 3.903510e+05 | 8.505062e+04 | 17097.565488 | 4587.329682 | 34243.834629 | 1.217630e+05 | 7.763102e+04 | 19389.879478 | ... | 121.257585 | 637.358436 | 1221.692076 | 970.157422 | 569.886192 | 3002.062250 | 959.417432 | 5188.163172 | 1412.842453 | 7.858543e-01 | |
| 61 | 1.344326e+03 | 6.720273e+02 | 4.605315e+03 | 1.100060e+03 | 228.775039 | 73.436933 | 388.705914 | 9.202185e+02 | 8.402194e+02 | 233.150540 | ... | 1.164136 | 7.528740 | 13.026874 | 10.311059 | 6.234602 | 30.831566 | 9.002625 | 47.954412 | 14.872451 | 4.589544e-03 | |
| 62 | 7.025370e+01 | 2.477774e+01 | 2.176760e+02 | 5.288287e+01 | 12.319219 | 3.104809 | 29.961988 | 3.656967e+01 | 4.711078e+01 | 12.645726 | ... | 0.400872 | 2.331830 | 8.282804 | 3.606693 | 1.989908 | 5.039581 | 1.174228 | 6.658976 | 3.976267 | 5.116654e-04 | |
| 63 | 7.501150e+02 | 2.064720e+02 | 2.108235e+03 | 4.428759e+02 | 93.351997 | 26.717285 | 294.971136 | 4.288422e+02 | 3.868840e+02 | 109.204842 | ... | 24.826034 | 5.084054 | 12.509215 | 8.628373 | 5.505847 | 19.328820 | 5.869367 | 30.218240 | 12.439868 | 3.330378e-03 | |
| 64 | 7.160093e+01 | 2.053783e+01 | 1.857915e+02 | 4.504288e+01 | 10.189179 | 2.372540 | 29.029024 | 3.177297e+01 | 4.360792e+01 | 10.649548 | ... | 0.142720 | 5.908736 | 4.015744 | 2.290272 | 1.274788 | 4.012211 | 1.062316 | 5.232479 | 2.577105 | 9.101693e-04 | |
| J | 1.057905e+02 | 3.409685e+01 | 2.533903e+02 | 6.976359e+01 | 13.243995 | 3.179218 | 35.025344 | 4.984270e+01 | 5.772651e+01 | 14.831626 | ... | 0.135591 | 0.808763 | 8.798283 | 9.983568 | 1.171972 | 4.573954 | 0.947095 | 5.018313 | 2.402997 | 2.024046e-03 | |
| 70 | 4.009327e+01 | 1.353161e+01 | 1.150544e+02 | 2.920940e+01 | 7.018406 | 1.576123 | 18.777324 | 1.962820e+01 | 2.229628e+01 | 6.874841 | ... | 0.066248 | 0.371273 | 1.276746 | 3.537162 | 0.596374 | 1.744151 | 0.464947 | 2.479306 | 1.284524 | 3.313915e-04 | |
| 71t74 | 4.003462e+02 | 1.548823e+02 | 1.361723e+03 | 2.859492e+02 | 57.348454 | 14.952968 | 230.002906 | 2.156318e+02 | 3.790770e+02 | 84.060057 | ... | 0.864681 | 5.613067 | 22.938237 | 17.661694 | 32.307343 | 28.337788 | 9.022973 | 43.453721 | 20.433081 | 9.181638e-03 | |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| GBR | 20 | 2.000422e-01 | 5.454195e-02 | 8.151368e-01 | 3.878745e-01 | 0.053347 | 1.472930 | 0.250148 | 1.582839e-01 | 5.200871e-01 | 0.088253 | ... | 0.088802 | 0.584860 | 1.830074 | 4.898221 | 0.577012 | 3.737935 | 2.903985 | 3.886890 | 1.977318 | 3.253135e-05 |
| 21t22 | 9.884119e-01 | 2.224861e-01 | 5.830676e+00 | 1.437209e+00 | 0.276256 | 0.055544 | 18.308417 | 5.220498e-01 | 3.096481e+00 | 0.438661 | ... | 0.414016 | 2.122992 | 18.048291 | 9.513266 | 5.526309 | 20.760576 | 15.305044 | 31.652130 | 11.177937 | 1.767870e-05 | |
| 23 | 2.183744e+01 | 3.529085e+00 | 3.974080e+01 | 1.033047e+01 | 2.237345 | 0.514909 | 4.370331 | 2.420643e+02 | 3.049659e+01 | 3.709010 | ... | 0.348095 | 2.419776 | 7.495082 | 4.967229 | 3.051904 | 13.111787 | 4.859062 | 23.092436 | 6.719001 | 6.947245e-05 | |
| 24 | 5.325144e+01 | 5.727935e+00 | 8.057743e+01 | 4.465230e+01 | 7.934088 | 1.406388 | 14.711913 | 1.414788e+01 | 8.414557e+02 | 28.664978 | ... | 0.351350 | 3.692617 | 9.608035 | 7.717618 | 4.163851 | 19.061807 | 8.903961 | 126.954420 | 13.057055 | 1.555767e-04 | |
| 25 | 9.727668e-01 | 2.219012e-01 | 5.170679e+00 | 1.367663e+00 | 0.371977 | 0.044714 | 0.605914 | 4.691888e-01 | 2.729352e+00 | 9.680741 | ... | 0.161014 | 3.838738 | 3.367336 | 3.963191 | 0.902880 | 5.567668 | 2.250668 | 10.359250 | 2.834123 | 1.770201e-05 | |
| 26 | 1.974633e+00 | 6.348137e-01 | 1.030502e+01 | 2.132264e+00 | 0.421779 | 0.135611 | 0.840643 | 2.209786e+00 | 4.860246e+00 | 1.330254 | ... | 0.596082 | 5.287810 | 11.020704 | 37.064268 | 2.468145 | 40.310585 | 22.092861 | 32.591331 | 19.995975 | 2.880693e-05 | |
| 27t28 | 2.813773e+01 | 1.518249e+01 | 9.398045e+01 | 2.525050e+01 | 5.725239 | 1.659272 | 11.972402 | 2.600028e+01 | 4.559952e+01 | 12.598779 | ... | 1.171364 | 11.351622 | 28.661615 | 54.370462 | 8.008398 | 72.343295 | 25.132927 | 82.619124 | 22.885049 | 6.028148e-04 | |
| 29 | 3.151289e-01 | 1.463451e-01 | 7.155515e-01 | 2.616028e-01 | 0.045551 | 0.012580 | 0.101183 | 2.257151e-01 | 3.324839e-01 | 0.073039 | ... | 0.008861 | 0.103520 | 0.243057 | 0.309568 | 0.102587 | 1.925858 | 0.143972 | 0.643460 | 0.199668 | 2.827839e-06 | |
| 30t33 | 3.105359e-01 | 1.712632e-01 | 8.910380e-01 | 3.221453e-01 | 0.071169 | 0.014046 | 0.157962 | 2.500831e-01 | 5.523582e-01 | 0.114256 | ... | 0.012664 | 0.391931 | 0.365858 | 0.326273 | 0.142666 | 1.438764 | 0.265489 | 3.518572 | 0.313606 | 5.563921e-06 | |
| 34t35 | 7.589583e-01 | 1.780247e-01 | 1.344476e+00 | 3.277294e-01 | 0.070104 | 0.022184 | 0.148950 | 2.989953e-01 | 4.313005e-01 | 0.089470 | ... | 0.038255 | 0.217855 | 0.745272 | 0.590423 | 0.314851 | 3.928255 | 0.384131 | 1.999467 | 0.555115 | 4.906527e-06 | |
| 36t37 | 1.702979e-01 | 5.201870e-02 | 5.090770e-01 | 5.360197e-01 | 0.054614 | 0.009291 | 0.099053 | 1.053597e-01 | 3.126257e-01 | 0.068908 | ... | 0.016776 | 0.176081 | 0.446172 | 0.443790 | 0.171798 | 1.587881 | 0.967603 | 2.347109 | 1.082592 | 1.244562e-04 | |
| E | 2.354224e+02 | 5.606692e+01 | 1.152846e+03 | 3.536711e+02 | 47.232557 | 12.184222 | 233.801401 | 3.633556e+02 | 1.314554e+03 | 156.358296 | ... | 84.695190 | 828.545122 | 2458.369835 | 1710.310436 | 889.822088 | 5738.760570 | 2899.662691 | 10913.660772 | 2677.657219 | 3.343791e-03 | |
| F | 7.426710e-02 | 1.836039e-02 | 2.731157e-01 | 9.046532e-02 | 0.014838 | 0.003156 | 0.044210 | 1.098496e-01 | 2.107248e-01 | 0.024751 | ... | 0.154551 | 0.932531 | 3.730183 | 17.570835 | 0.470916 | 8.602413 | 0.867968 | 3.796908 | 1.398547 | 9.530366e-07 | |
| 50 | 8.964672e-02 | 1.901743e-02 | 4.014399e-01 | 1.365744e-01 | 0.019114 | 0.003601 | 0.067239 | 5.850685e-02 | 4.596364e-01 | 0.042928 | ... | 0.052081 | 0.545460 | 1.678625 | 1.112100 | 0.597034 | 2.056668 | 1.121701 | 4.476159 | 1.077987 | 1.183451e-06 | |
| 51 | 3.088434e-01 | 6.958213e-02 | 1.474519e+00 | 5.569160e-01 | 0.074388 | 0.012701 | 0.270170 | 1.965917e-01 | 1.979513e+00 | 0.175827 | ... | 0.068362 | 1.409606 | 2.038704 | 1.639295 | 0.703303 | 6.026781 | 2.143482 | 16.446690 | 2.507304 | 4.709171e-06 | |
| 52 | 3.918129e-01 | 8.635857e-02 | 1.923585e+00 | 7.491106e-01 | 0.096748 | 0.016225 | 0.359054 | 2.522937e-01 | 2.748557e+00 | 0.240020 | ... | 0.091897 | 1.986871 | 2.662656 | 2.203725 | 0.841767 | 8.380705 | 2.997356 | 23.081123 | 3.372363 | 5.916739e-06 | |
| H | 1.113608e-01 | 4.390106e-02 | 3.986463e-01 | 1.077135e-01 | 0.023937 | 0.004759 | 0.055543 | 8.577262e-02 | 1.620509e-01 | 0.029420 | ... | 0.022379 | 0.138366 | 0.571953 | 0.353780 | 0.176948 | 1.161726 | 0.532458 | 1.631887 | 0.349026 | 2.333077e-06 | |
| 60 | 2.754940e+00 | 6.609753e-01 | 1.332172e+01 | 4.460628e+00 | 0.608487 | 0.182822 | 2.403979 | 2.429349e+00 | 1.006287e+01 | 1.319905 | ... | 2.296966 | 12.586465 | 26.799924 | 16.732540 | 8.596100 | 52.970544 | 34.879116 | 110.677337 | 19.030206 | 3.828495e-05 | |
| 61 | 4.536998e+00 | 1.624189e+00 | 1.579957e+01 | 3.828540e+00 | 0.816974 | 0.298668 | 1.283757 | 2.523284e+00 | 2.900859e+00 | 0.789541 | ... | 0.008069 | 0.045226 | 0.106559 | 0.089867 | 0.044655 | 0.197549 | 0.074564 | 0.344930 | 0.098596 | 1.765620e-05 | |
| 62 | 4.590595e-01 | 1.346961e-01 | 1.539794e+00 | 4.665823e-01 | 0.109073 | 0.023550 | 0.262561 | 2.616871e-01 | 5.725218e-01 | 0.111555 | ... | 0.163308 | 1.027234 | 4.233953 | 1.561368 | 0.717304 | 1.713055 | 0.388553 | 2.063975 | 1.388645 | 4.100640e-06 | |
| 63 | 2.484291e-01 | 6.925377e-02 | 9.400353e-01 | 2.977646e-01 | 0.052919 | 0.012708 | 0.128143 | 1.640988e-01 | 6.779286e-01 | 0.080418 | ... | 7.599879 | 1.100903 | 3.470155 | 2.050127 | 1.014550 | 2.824016 | 1.672181 | 4.698872 | 2.168139 | 2.284501e-06 | |
| 64 | 1.407675e-01 | 3.448308e-02 | 5.260340e-01 | 1.754490e-01 | 0.031017 | 0.005951 | 0.091087 | 9.748329e-02 | 4.102414e-01 | 0.046842 | ... | 0.116249 | 30.787555 | 8.118920 | 3.387044 | 1.166617 | 5.551196 | 1.342909 | 5.628860 | 2.033493 | 1.992910e-06 | |
| J | 2.945134e-01 | 7.269180e-02 | 9.089373e-01 | 3.443261e-01 | 0.059329 | 0.011210 | 0.115796 | 1.908816e-01 | 4.660894e-01 | 0.070914 | ... | 0.062332 | 0.352247 | 38.891187 | 9.358224 | 0.480883 | 2.639336 | 0.481299 | 2.278986 | 0.917589 | 4.211499e-06 | |
| 70 | 3.417731e-02 | 8.092379e-03 | 1.393168e-01 | 5.109920e-02 | 0.008031 | 0.001594 | 0.029035 | 2.296072e-02 | 1.296233e-01 | 0.014935 | ... | 0.040260 | 0.278102 | 1.589287 | 61.416295 | 0.198766 | 1.658600 | 0.367760 | 1.805509 | 0.512929 | 5.159811e-07 | |
| 71t74 | 5.326215e-01 | 1.496871e-01 | 2.209102e+00 | 6.653873e-01 | 0.122527 | 0.023684 | 0.422826 | 3.977440e-01 | 1.720979e+00 | 0.191070 | ... | 0.422122 | 2.242442 | 14.520247 | 9.000279 | 36.758745 | 13.267614 | 5.749922 | 19.445780 | 10.256187 | 8.305999e-06 | |
| L | 9.466196e-02 | 2.089716e-02 | 2.996809e-01 | 1.029974e-01 | 0.016117 | 0.003543 | 0.049667 | 5.734222e-02 | 2.664158e-01 | 0.029178 | ... | 0.038338 | 0.405192 | 1.175770 | 13.516836 | 1.529716 | 428.845380 | 0.481035 | 2.251237 | 0.818851 | 1.123609e-06 | |
| M | 9.777632e-02 | 3.145764e-02 | 3.258355e-01 | 1.032990e-01 | 0.018104 | 0.003624 | 0.049653 | 8.012579e-02 | 2.512514e-01 | 0.030422 | ... | 0.078080 | 0.737394 | 2.960776 | 1.948723 | 1.218851 | 12.071626 | 262.719456 | 6.602460 | 1.921072 | 1.096000e-06 | |
| N | 3.228073e-02 | 6.435460e-03 | 1.143816e-01 | 3.778054e-02 | 0.005771 | 0.001157 | 0.017438 | 2.534468e-02 | 1.303597e-01 | 0.012955 | ... | 0.015608 | 0.167765 | 1.189860 | 0.421127 | 0.153445 | 0.781366 | 0.315437 | 469.171324 | 0.862370 | 3.515825e-07 | |
| O | 6.700844e+02 | 2.086950e+02 | 2.736001e+03 | 8.992386e+02 | 160.827573 | 30.700483 | 999.991278 | 5.071570e+02 | 1.914000e+03 | 234.813335 | ... | 524.375291 | 3968.472958 | 13437.782869 | 8261.318163 | 5982.530122 | 32294.925107 | 9563.583351 | 50181.679099 | 684163.130669 | 1.518889e-02 | |
| P | 2.450826e-04 | 6.504063e-05 | 1.110552e-03 | 3.772696e-04 | 0.000053 | 0.000013 | 0.000249 | 3.237921e-04 | 9.242410e-04 | 0.000124 | ... | 0.000637 | 0.001564 | 0.004888 | 0.005580 | 0.002203 | 0.006706 | 0.008064 | 0.016136 | 0.006521 | 8.560598e+01 | |
140 rows × 140 columns
In this square footprint matrix, every column respresents the amount of stressor occuring in each region - sector driven by the consumption stated in the column header. Conversly, each row states where the stressor impacts occuring in the row are distributed due (from where they are driven).
In [174]:
CH4_source_reg = wiod.CH4_source.D_cba.groupby(
level='region', axis=0).sum().groupby(
level='region', axis=1).sum()
In [175]:
CH4_source_reg
Out[175]:
| region | DEU | GBR | Other | Rest of EU |
|---|---|---|---|---|
| region | ||||
| DEU | 1.485343e+06 | 4.634238e+04 | 2.892830e+05 | 3.819713e+05 |
| GBR | 5.139252e+04 | 1.833541e+06 | 2.112405e+05 | 1.879226e+05 |
| Other | 3.696832e+06 | 2.711860e+06 | 2.457410e+08 | 1.317725e+07 |
| Rest of EU | 7.402886e+05 | 4.186665e+05 | 1.756700e+06 | 1.128755e+07 |
In [177]:
import seaborn as sns
CH4_source_reg.columns.name = 'Receiving region'
CH4_source_reg.index.name = 'Souce region'
sns.heatmap(CH4_source_reg, vmax=5E6,
annot=True, cmap='YlOrRd', linewidths=0.1,
cbar_kws={'label': 'CH4 emissions ({})'.format(wiod.CH4_source.unit.unit[0])})
plt.savefig('airch4_source_reg.png', dpi=300)
plt.show()
Storing the MRIO database can be done with
In [178]:
storage_path = '/tmp/wiod/aly'
wiod.save_all(storage_path)
Out[178]:
<pymrio.core.mriosystem.IOSystem at 0x7f99ce516400>
From where it can be received subsequently by:
In [180]:
wiod = pymrio.load_all(storage_path)
The meta attribute of pymrio mentioned at the beginning kept track of all modifications of the system. This can be shown with:
In [183]:
wiod.meta
Out[183]:
Description: WIOD metadata file for pymrio MRIO Name: WIOD System: industry-by-industry Version: data13 File: /tmp/wiod/aly/metadata.json History: 20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/factor_inputs 20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/SEA 20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/AIR 20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/CO2 20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/EM 20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/EU 20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/lan 20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/mat 20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/wat 20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/CH4_source ... (more lines in history)
Custom notes can be added to the meta with:
In [184]:
wiod.meta.note("Custom note")
The history of the meta data can be filtered for specific entries like:
In [ ]:
In [185]:
wiod.meta.file_io_history
Out[185]:
['20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/factor_inputs', '20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/SEA', '20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/AIR', '20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/CO2', '20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/EM', '20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/EU', '20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/lan', '20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/mat', '20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/wat', '20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/CH4_source', '20180112 12:34:14 - FILEIO - Loaded IO system from /tmp/wiod/aly', '20180112 12:33:33 - FILEIO - Saved WIOD to /tmp/wiod/aly', '20180112 10:22:55 - FILEIO - Extension wat parsed from /tmp/wiod/raw', '20180112 10:22:54 - FILEIO - Extension mat parsed from /tmp/wiod/raw', '20180112 10:22:53 - FILEIO - Extension lan parsed from /tmp/wiod/raw', '20180112 10:22:52 - FILEIO - Extension EU parsed from /tmp/wiod/raw', '20180112 10:22:50 - FILEIO - Extension EM parsed from /tmp/wiod/raw', '20180112 10:22:48 - FILEIO - Extension CO2 parsed from /tmp/wiod/raw', '20180112 10:22:47 - FILEIO - Extension AIR parsed from /tmp/wiod/raw', '20180112 10:22:45 - FILEIO - SEA file extension parsed from /tmp/wiod/raw', '20180112 10:22:39 - FILEIO - WIOD data parsed from /tmp/wiod/raw/wiot08_row_sep12.xlsx', '20180112 09:23:36 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/water/wat_may12.zip to wat_may12.zip', '20180112 09:23:36 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/materials/mat_may12.zip to mat_may12.zip', '20180112 09:23:35 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/land/lan_may12.zip to lan_may12.zip', '20180112 09:23:35 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/AIR/AIR_may12.zip to AIR_may12.zip', '20180112 09:23:34 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/CO2/CO2_may12.zip to CO2_may12.zip', '20180112 09:23:33 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/EM/EM_may12.zip to EM_may12.zip', '20180112 09:23:32 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/EU/EU_may12.zip to EU_may12.zip', '20180112 09:23:32 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/SEA/WIOD_SEA_July14.xlsx to WIOD_SEA_July14.xlsx', '20180112 09:23:31 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/update_sep12/wiot/wiot08_row_sep12.xlsx to wiot08_row_sep12.xlsx']
This tutorial gave a short overview about the basic functionality of pymrio. For more information about the capabilities of pymrio check the online documentation.
In [ ]: