{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial follows the example given in the Pymrio article (Stadler et al 2018 sub). ", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pymrio requires a Python version >= 3.5. If you don't have Python installed, I recommend to use the [Anaconda Scientific Python package](https://www.anaconda.com/download)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pymrio is available on [the Python Package Index PyPI](https://pypi.python.org/pypi) and on the [Anaconda Cloud](https://anaconda.org/konstantinstadler/dashboard). Thus, two possibilites exist to install pymrio and all required packages. \n", "\n", "For using the version on PyPI use:\n", "\n", "```\n", "pip install pymrio --upgrade\n", "```\n", "\n", "To install from the Anaconda Cloud do:\n", "\n", "```\n", "conda install -c konstantinstadler pymrio\n", "```\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can than import the pymrio package with" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pymrio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example here, we will use the [WIOD MRIO database](http://www.wiod.org/home).\n", "\n", "First, the pymrio MRIO download function is used to get the WIOD MRIO database with:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Description: WIOD metadata file for pymrio\n", "MRIO Name: WIOD\n", "System: ixi\n", "Version: data13\n", "File: /tmp/wiod/raw/metadata.json\n", "History:\n", "20180112 09:23:36 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/water/wat_may12.zip to wat_may12.zip\n", "20180112 09:23:36 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/materials/mat_may12.zip to mat_may12.zip\n", "20180112 09:23:35 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/land/lan_may12.zip to lan_may12.zip\n", "20180112 09:23:35 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/AIR/AIR_may12.zip to AIR_may12.zip\n", "20180112 09:23:34 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/CO2/CO2_may12.zip to CO2_may12.zip\n", "20180112 09:23:33 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/EM/EM_may12.zip to EM_may12.zip\n", "20180112 09:23:32 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/EU/EU_may12.zip to EU_may12.zip\n", "20180112 09:23:32 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/SEA/WIOD_SEA_July14.xlsx to WIOD_SEA_July14.xlsx\n", "20180112 09:23:31 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/update_sep12/wiot/wiot08_row_sep12.xlsx to wiot08_row_sep12.xlsx" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_wiod_path = '/tmp/wiod/raw'\n", "pymrio.download_wiod2013(storage_folder=raw_wiod_path,\n", " years=[2008])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This downloads the 2008 MRIO table from WIOD. Omitting the year parameter would result getting all years.\n", "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." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To parse the database into a pymrio object use:" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "wiod = pymrio.parse_wiod(raw_wiod_path, year=2008)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The available data can be explored by for example:" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['AtB', 'C', '15t16', '17t18', '19', '20', '21t22', '23', '24', '25',\n", " '26', '27t28', '29', '30t33', '34t35', '36t37', 'E', 'F', '50', '51',\n", " '52', 'H', '60', '61', '62', '63', '64', 'J', '70', '71t74', 'L', 'M',\n", " 'N', 'O', 'P'],\n", " dtype='object', name='sector')" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.get_sectors()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['AUS', 'AUT', 'BEL', 'BGR', 'BRA', 'CAN', 'CHN', 'CYP', 'CZE', 'DEU',\n", " 'DNK', 'ESP', 'EST', 'FIN', 'FRA', 'GBR', 'GRC', 'HUN', 'IDN', 'IND',\n", " 'IRL', 'ITA', 'JPN', 'KOR', 'LTU', 'LUX', 'LVA', 'MEX', 'MLT', 'NLD',\n", " 'POL', 'PRT', 'ROU', 'RUS', 'SVK', 'SVN', 'SWE', 'TUR', 'TWN', 'USA',\n", " 'RoW'],\n", " dtype='object', name='region')" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.get_regions()" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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regionAUS...RoW
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regionsector
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C16.2779343838.070873189.93427511.3136863.25306314.27158258.1360674424.333299193.32889520.968263...0.2118880.0343000.0058170.08810114.4188320.3158090.1821570.2733870.4935100.000861
15t161049.495726100.6113476754.11052268.38776119.66369714.57036649.43198036.266290835.58764354.070009...1.6217561.5881103.7016852.74395427.66527414.86558386.09679846.73685279.6371330.006089
17t1836.90842043.779214108.986668355.675875102.26833318.33569150.18823415.53864945.91794345.612614...0.4010320.1813671.4925790.6324271.4927506.5505540.8787642.2526242.4287350.001057
199.51810711.28997828.10596591.72326626.3734104.72848912.9427644.00717611.84152211.762783...0.0397080.0179580.1477860.0626190.1478030.6485940.0870100.2230400.2404780.000105
2036.81981147.49117133.0278787.2969232.098101931.52991729.44785410.27359019.27162519.486462...0.0271230.0827760.0633780.2059540.7905322.3531932.5541661.8271021.2875730.010418
21t22115.900527153.2485061246.42554952.20009715.00922090.3266742821.00042423.198240363.916574142.223056...2.20417210.10268715.4180636.19510748.59688756.89046621.91386817.32666525.3366930.025942
23490.1564191026.213186158.8891009.1795232.63940935.55101277.346703518.540713250.87722141.087803...59.0289954.48727411.18908411.51262836.30351427.56644317.22249518.54970017.8639480.011255
241025.411077395.338597254.52141158.42880116.800175134.600162414.014715254.5337341940.073909858.289530...2.6037111.4441491.1943429.23736819.60961628.26826542.763999112.87026229.3496040.052557
2579.516332189.301500747.54565234.0839139.80023336.346518308.64025035.017383356.994995269.405154...0.9732792.4277530.7048633.3497516.2594122.5769083.1990484.86782737.4459450.008494
2638.658080105.010424262.2240865.2830831.51905440.46974429.7650728.536396105.01169839.029102...0.1868750.4217550.1954260.6575031.6042971.1606101.5143501.3813802.1736740.001937
27t28212.0898061310.988269836.15733642.12545312.112433307.140650183.82164439.748282376.009535192.166872...15.6177447.9594402.38065218.29303425.0941794.1776645.5338384.01213026.9197450.049209
29168.914698614.130627121.5730269.6019572.76087922.27910745.20583636.72684149.85761928.242531...3.64235930.3097296.82596328.60639341.2324057.77530317.2553056.98578919.1452090.031949
30t33100.297729364.65688472.1873145.7014251.63934713.22883026.84220421.80756829.60432716.769776...2.00223616.6615193.75229115.72518122.6658094.2741519.4853903.84014810.5242870.017563
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36t3752.529450213.596124135.68399526.0577597.492447110.34206835.26888321.25291364.35545929.135448...0.2260411.8163511.5010010.7341325.4574323.6536903.0401512.2613016.1769470.330733
E698.4231561719.046355885.61862986.36135524.831684143.282141356.331393124.990480359.975571187.401518...0.1581690.2223140.2985371.8042970.6969230.8190740.4336250.5882910.5428920.000114
F633.7143164242.094785376.75440328.6959218.251007109.473492151.285346935.469320167.74650693.523215...0.9676383.0200026.8226204.4450316.9781643.8204324.2131754.2690643.1356820.006102
501132.3485432138.4196581023.262884159.07338345.738761230.146065723.933947115.779055392.670136231.061142...0.5425761.0553011.1634500.6195500.8201083.1909260.4012450.7154430.3353340.000000
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H140.934734216.771700561.95667427.4579087.89504123.433113167.690188103.972792168.58329531.931233...13.4170605.80301031.8338366.09382644.01616331.47063122.22212915.1939058.8205620.024843
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619.552743170.42772431.1770724.6118831.3260643.89824915.91988615.31670213.4565745.596796...2.68364527.56501425.181994128.91592266.00383227.0812386.7003472.04126517.2737100.000000
626.86961820.12156011.0677131.7861620.5135811.66955211.2933162.1451386.4689711.904794...56.890998228.034250187.10341540.923609416.402802518.481234387.00286328.960407154.0360710.000035
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64223.155110423.626089355.81401835.23662510.13166874.415816321.615785114.934853143.60920571.615890...0.1836983.1952114.1684140.3987771.1363614.4887642.0699591.4761960.8795040.000243
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70551.7971751786.808419797.47490332.5538139.360274300.402024541.707671186.95054498.49401850.868687...1.37104055.15496851.22202381.5071351.32450614.6420117.9113270.55407815.3699710.000000
71t741180.0631045310.4465243035.907428368.573815105.976926557.0093052787.0564931262.5664882654.6526131383.027258...13.60976944.055788110.84009645.92686497.59412130.52956859.53833918.12455133.4681600.097561
.....................................................................
RoW201.6350562.0135660.8203480.2169800.06239459.2546391.9215910.2931890.4190810.896964...80.08917838.34226612.07293726.345271629.0848921884.0543282120.7664301932.161785914.7558720.019687
21t227.72491813.129569217.8776772.0038840.57618210.939833305.2438362.71889843.00535412.827419...2356.5054745432.5808167910.9189291128.08316726948.16519816081.6842479758.3273876011.87510010934.4282732.548514
23388.152158836.37440981.5389312.3902910.68728725.40917452.937556426.332774189.22788725.663685...940.236675261.091828154.913923129.072765789.857491574.234856141.229352242.320646423.8967800.056465
24365.270981132.69673132.70539614.9435344.29675245.776375137.84905388.781323694.935609304.297810...259.00166586.21747590.520415172.2064571469.037784568.857200464.54947010243.4198751465.8647320.523719
258.28621422.57594590.9517882.9644670.8523794.08099938.5780264.43301543.07875133.263153...1122.804886762.399457140.149436493.4589333238.293742384.585818748.5942022193.8422322876.9328930.139278
261.9560646.04373211.1525630.0990520.0284831.5405910.8420930.9919215.2643411.845787...119.94715460.33778818.657645135.596128389.433240439.866913502.9177191116.624356400.0178830.111932
27t289.581514191.52013934.1964542.8721050.82582219.20215617.1079832.89918723.41774140.398734...1298.244145315.873918171.199863733.1406094511.622232548.761711543.615393931.9555521147.9056010.648180
2935.895862148.4069164.0624070.2064930.0593714.2268745.0446324.7107176.1538711.448788...697.828174319.985813314.995799181.2235151068.322357753.097670271.2945753154.318917314.3370840.227289
30t335.43869514.6630994.2887010.9420370.2708620.5815845.5732720.6010503.1751192.472000...818.5466218308.403067731.275786808.30279621372.9866471858.0837322393.9180952193.9402914724.3525921.743540
34t353.5807716.2927621.1431450.0896810.0257860.2950670.5890520.1444170.8731630.518826...1252.4009601279.511149517.703475418.8420546459.7628462627.3534491120.680148392.7613077211.3020260.984097
36t371.42315815.9199152.5206750.9976910.2868711.1447501.8720700.5372752.2122971.106440...103.922288113.850921471.973179181.271520482.787859773.675064852.380832323.697939504.5726810.169314
E0.80264718.5605781.1051870.0524740.0150900.1737610.56752820.4286390.8191550.253561...4605.7092697342.3106965072.9784465141.94135112517.58698615224.24004412110.15894912791.41934110535.6124314.831273
F0.6905874.5503820.3985770.0184750.0053140.2286490.1504370.9846230.2271280.110467...982.3188672242.9100543428.7135887483.1458855407.73167610000.8897516437.55102011354.3193423839.53701722.570339
500.0556380.1584190.0914770.0040710.0011710.0126000.0399600.0498540.0521950.025508...522.931361593.953802533.712735225.393607984.5741831437.815851342.1589341088.152585555.4150780.513696
512.752223189.55414911.6129520.4815970.1384750.8534804.639344230.5370566.0070031.436657...3519.9811957342.0869142956.8020192056.10253313468.3194588755.5787094942.95437019728.4446329261.0027114.393748
521.0318901.5266143.0438620.1762870.0506880.2673431.5891810.5168151.1045950.320696...2200.6481913472.7514672002.6092681022.4447326822.8922024692.9018332286.9246068058.0107824256.9507656.790453
H0.7834621.1082443.5973030.1176330.0338250.1122850.8445760.4716890.8941510.123268...5697.7757362180.1646127534.0734161565.20785512160.45585316699.7144737750.3828555346.8935664441.2799501.070657
600.680310190.9422397.2256730.2819820.0810790.4358692.825101234.3765433.3672190.414917...7703.6490945140.0425687039.5316121167.01724910630.97502810255.3028274952.2501916210.7367125982.70008013.287645
610.0855080.1908330.0405260.0036980.0010630.0081640.0323420.0825250.0468360.007787...319.845929351.739712393.717271249.4551771314.984794916.026979435.280134803.452478647.4228020.257212
627.70393222.05345112.1571622.1379700.6147331.58061713.2457882.3691837.5407982.183210...532.9085841341.3652921312.401998197.5157572930.7951613507.5224432074.276308875.6091101119.2599980.346236
630.3088860.8023050.6987790.0647450.0186140.1510140.5298740.0962190.3987360.083757...3504.2804921807.3146851701.271137373.6437843223.9723744095.4988501417.8989572264.9412712108.9013310.387366
640.1665960.4994860.3489240.0328840.0094600.0651160.3044610.1022100.2315700.101406...2172.19484620440.02004011710.1227371468.9963379246.28228715881.4699286012.4470587642.0692974260.4826128.457208
J4.7743128.1754198.3644390.1284020.0369240.5010543.0412030.5279201.1287150.542113...7415.7097128091.08132538655.9262185758.94063919989.91384723896.3270619546.8357633563.2182908195.76779554.664765
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71t743.65784917.7616489.8272921.1456300.3294141.8603589.4159614.3893238.2780234.489652...6246.24033912482.29868624886.4998286015.47816270478.45350420430.83635913305.63897415560.64783612040.07116183.100716
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M1.3190369.92757511.7421832.6398740.7590491.0032954.4742554.1207254.5172801.687657...91.678620463.4023981802.804212212.1931331571.9992397706.6763305223.1895391488.980938527.9100830.001030
N7.8948450.29104111.6035072.2794030.6554041.7490956.7932790.16489618.5503740.174962...39.843405106.735687305.27467270.364956895.5996031415.975389840.5305183513.234966395.2446680.000020
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1435 rows × 1435 columns

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" ], "text/plain": [ "region AUS \\\n", "sector AtB C 15t16 17t18 19 \n", "region sector \n", "AUS AtB 4445.324330 41.919400 15625.681890 536.968630 154.395870 \n", " C 16.277934 3838.070873 189.934275 11.313686 3.253063 \n", " 15t16 1049.495726 100.611347 6754.110522 68.387761 19.663697 \n", " 17t18 36.908420 43.779214 108.986668 355.675875 102.268333 \n", " 19 9.518107 11.289978 28.105965 91.723266 26.373410 \n", " 20 36.819811 47.491171 33.027878 7.296923 2.098101 \n", " 21t22 115.900527 153.248506 1246.425549 52.200097 15.009220 \n", " 23 490.156419 1026.213186 158.889100 9.179523 2.639409 \n", " 24 1025.411077 395.338597 254.521411 58.428801 16.800175 \n", " 25 79.516332 189.301500 747.545652 34.083913 9.800233 \n", " 26 38.658080 105.010424 262.224086 5.283083 1.519054 \n", " 27t28 212.089806 1310.988269 836.157336 42.125453 12.112433 \n", " 29 168.914698 614.130627 121.573026 9.601957 2.760879 \n", " 30t33 100.297729 364.656884 72.187314 5.701425 1.639347 \n", " 34t35 94.161797 279.637968 68.165787 8.294429 2.384917 \n", " 36t37 52.529450 213.596124 135.683995 26.057759 7.492447 \n", " E 698.423156 1719.046355 885.618629 86.361355 24.831684 \n", " F 633.714316 4242.094785 376.754403 28.695921 8.251007 \n", " 50 1132.348543 2138.419658 1023.262884 159.073383 45.738761 \n", " 51 1394.463193 1572.454263 4088.518869 419.871502 120.726663 \n", " 52 1445.528277 1659.816747 3579.884070 371.567853 106.837791 \n", " H 140.934734 216.771700 561.956674 27.457908 7.895041 \n", " 60 476.976916 3184.818553 1993.405269 126.355111 36.331187 \n", " 61 9.552743 170.427724 31.177072 4.611883 1.326064 \n", " 62 6.869618 20.121560 11.067713 1.786162 0.513581 \n", " 63 297.699414 738.735542 1195.706686 45.976713 13.219798 \n", " 64 223.155110 423.626089 355.814018 35.236625 10.131668 \n", " J 1299.842059 4293.057285 967.646850 59.138767 17.004318 \n", " 70 551.797175 1786.808419 797.474903 32.553813 9.360274 \n", " 71t74 1180.063104 5310.446524 3035.907428 368.573815 105.976926 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0.033825 \n", " 60 0.680310 190.942239 7.225673 0.281982 0.081079 \n", " 61 0.085508 0.190833 0.040526 0.003698 0.001063 \n", " 62 7.703932 22.053451 12.157162 2.137970 0.614733 \n", " 63 0.308886 0.802305 0.698779 0.064745 0.018614 \n", " 64 0.166596 0.499486 0.348924 0.032884 0.009460 \n", " J 4.774312 8.175419 8.364439 0.128402 0.036924 \n", " 70 7.339967 23.635663 8.385978 0.273455 0.078627 \n", " 71t74 3.657849 17.761648 9.827292 1.145630 0.329414 \n", " L 0.547432 0.780406 1.176073 0.200903 0.057766 \n", " M 1.319036 9.927575 11.742183 2.639874 0.759049 \n", " N 7.894845 0.291041 11.603507 2.279403 0.655404 \n", " O 1.244926 3.686620 4.381357 0.155217 0.044633 \n", " P 0.001018 0.000104 0.003666 0.000135 0.000039 \n", "\n", "region \\\n", "sector 20 21t22 23 24 25 \n", "region sector \n", "AUS AtB 936.835140 273.018600 0.000000 215.708440 93.909230 \n", " C 14.271582 58.136067 4424.333299 193.328895 20.968263 \n", " 15t16 14.570366 49.431980 36.266290 835.587643 54.070009 \n", " 17t18 18.335691 50.188234 15.538649 45.917943 45.612614 \n", " 19 4.728489 12.942764 4.007176 11.841522 11.762783 \n", " 20 931.529917 29.447854 10.273590 19.271625 19.486462 \n", " 21t22 90.326674 2821.000424 23.198240 363.916574 142.223056 \n", " 23 35.551012 77.346703 518.540713 250.877221 41.087803 \n", " 24 134.600162 414.014715 254.533734 1940.073909 858.289530 \n", " 25 36.346518 308.640250 35.017383 356.994995 269.405154 \n", " 26 40.469744 29.765072 8.536396 105.011698 39.029102 \n", " 27t28 307.140650 183.821644 39.748282 376.009535 192.166872 \n", " 29 22.279107 45.205836 36.726841 49.857619 28.242531 \n", " 30t33 13.228830 26.842204 21.807568 29.604327 16.769776 \n", " 34t35 8.080558 19.639293 18.150425 25.406816 11.405865 \n", " 36t37 110.342068 35.268883 21.252913 64.355459 29.135448 \n", " E 143.282141 356.331393 124.990480 359.975571 187.401518 \n", " F 109.473492 151.285346 935.469320 167.746506 93.523215 \n", " 50 230.146065 723.933947 115.779055 392.670136 231.061142 \n", " 51 276.108617 963.440976 976.941746 1308.409695 535.714326 \n", " 52 289.884901 858.592422 1003.348917 1302.437162 535.855098 \n", " H 23.433113 167.690188 103.972792 168.583295 31.931233 \n", " 60 218.706857 510.934567 264.079532 529.984384 320.186820 \n", " 61 3.898249 15.919886 15.316702 13.456574 5.596796 \n", " 62 1.669552 11.293316 2.145138 6.468971 1.904794 \n", " 63 325.523642 634.162539 98.547353 630.174898 72.132960 \n", " 64 74.415816 321.615785 114.934853 143.609205 71.615890 \n", " J 111.468536 441.552736 97.016295 296.043420 121.990028 \n", " 70 300.402024 541.707671 186.950544 98.494018 50.868687 \n", " 71t74 557.009305 2787.056493 1262.566488 2654.652613 1383.027258 \n", "... ... ... ... ... ... \n", "RoW 20 59.254639 1.921591 0.293189 0.419081 0.896964 \n", " 21t22 10.939833 305.243836 2.718898 43.005354 12.827419 \n", " 23 25.409174 52.937556 426.332774 189.227887 25.663685 \n", " 24 45.776375 137.849053 88.781323 694.935609 304.297810 \n", " 25 4.080999 38.578026 4.433015 43.078751 33.263153 \n", " 26 1.540591 0.842093 0.991921 5.264341 1.845787 \n", " 27t28 19.202156 17.107983 2.899187 23.417741 40.398734 \n", " 29 4.226874 5.044632 4.710717 6.153871 1.448788 \n", " 30t33 0.581584 5.573272 0.601050 3.175119 2.472000 \n", " 34t35 0.295067 0.589052 0.144417 0.873163 0.518826 \n", " 36t37 1.144750 1.872070 0.537275 2.212297 1.106440 \n", " E 0.173761 0.567528 20.428639 0.819155 0.253561 \n", " F 0.228649 0.150437 0.984623 0.227128 0.110467 \n", " 50 0.012600 0.039960 0.049854 0.052195 0.025508 \n", " 51 0.853480 4.639344 230.537056 6.007003 1.436657 \n", " 52 0.267343 1.589181 0.516815 1.104595 0.320696 \n", " H 0.112285 0.844576 0.471689 0.894151 0.123268 \n", " 60 0.435869 2.825101 234.376543 3.367219 0.414917 \n", " 61 0.008164 0.032342 0.082525 0.046836 0.007787 \n", " 62 1.580617 13.245788 2.369183 7.540798 2.183210 \n", " 63 0.151014 0.529874 0.096219 0.398736 0.083757 \n", " 64 0.065116 0.304461 0.102210 0.231570 0.101406 \n", " J 0.501054 3.041203 0.527920 1.128715 0.542113 \n", " 70 3.690224 5.954991 2.422823 0.176277 0.184588 \n", " 71t74 1.860358 9.415961 4.389323 8.278023 4.489652 \n", " L 0.248589 0.636937 0.238198 1.078893 0.160527 \n", " M 1.003295 4.474255 4.120725 4.517280 1.687657 \n", " N 1.749095 6.793279 0.164896 18.550374 0.174962 \n", " O 0.562692 2.533730 0.758305 2.141030 0.484539 \n", " P 0.000031 0.000096 0.000021 0.000116 0.000052 \n", "\n", "region ... RoW \\\n", "sector ... 63 64 J \n", "region sector ... \n", "AUS AtB ... 19.761917 0.001627 0.140044 \n", " C ... 0.211888 0.034300 0.005817 \n", " 15t16 ... 1.621756 1.588110 3.701685 \n", " 17t18 ... 0.401032 0.181367 1.492579 \n", " 19 ... 0.039708 0.017958 0.147786 \n", " 20 ... 0.027123 0.082776 0.063378 \n", " 21t22 ... 2.204172 10.102687 15.418063 \n", " 23 ... 59.028995 4.487274 11.189084 \n", " 24 ... 2.603711 1.444149 1.194342 \n", " 25 ... 0.973279 2.427753 0.704863 \n", " 26 ... 0.186875 0.421755 0.195426 \n", " 27t28 ... 15.617744 7.959440 2.380652 \n", " 29 ... 3.642359 30.309729 6.825963 \n", " 30t33 ... 2.002236 16.661519 3.752291 \n", " 34t35 ... 12.703247 8.769379 12.768384 \n", " 36t37 ... 0.226041 1.816351 1.501001 \n", " E ... 0.158169 0.222314 0.298537 \n", " F ... 0.967638 3.020002 6.822620 \n", " 50 ... 0.542576 1.055301 1.163450 \n", " 51 ... 0.822974 0.880188 2.617088 \n", " 52 ... 3.508417 8.412820 2.943161 \n", " H ... 13.417060 5.803010 31.833836 \n", " 60 ... 24.160506 27.963040 34.284311 \n", " 61 ... 2.683645 27.565014 25.181994 \n", " 62 ... 56.890998 228.034250 187.103415 \n", " 63 ... 23.523008 76.260841 59.942885 \n", " 64 ... 0.183698 3.195211 4.168414 \n", " J ... 10.691209 38.702169 87.947969 \n", " 70 ... 1.371040 55.154968 51.222023 \n", " 71t74 ... 13.609769 44.055788 110.840096 \n", "... ... ... ... ... \n", "RoW 20 ... 80.089178 38.342266 12.072937 \n", " 21t22 ... 2356.505474 5432.580816 7910.918929 \n", " 23 ... 940.236675 261.091828 154.913923 \n", " 24 ... 259.001665 86.217475 90.520415 \n", " 25 ... 1122.804886 762.399457 140.149436 \n", " 26 ... 119.947154 60.337788 18.657645 \n", " 27t28 ... 1298.244145 315.873918 171.199863 \n", " 29 ... 697.828174 319.985813 314.995799 \n", " 30t33 ... 818.546621 8308.403067 731.275786 \n", " 34t35 ... 1252.400960 1279.511149 517.703475 \n", " 36t37 ... 103.922288 113.850921 471.973179 \n", " E ... 4605.709269 7342.310696 5072.978446 \n", " F ... 982.318867 2242.910054 3428.713588 \n", " 50 ... 522.931361 593.953802 533.712735 \n", " 51 ... 3519.981195 7342.086914 2956.802019 \n", " 52 ... 2200.648191 3472.751467 2002.609268 \n", " H ... 5697.775736 2180.164612 7534.073416 \n", " 60 ... 7703.649094 5140.042568 7039.531612 \n", " 61 ... 319.845929 351.739712 393.717271 \n", " 62 ... 532.908584 1341.365292 1312.401998 \n", " 63 ... 3504.280492 1807.314685 1701.271137 \n", " 64 ... 2172.194846 20440.020040 11710.122737 \n", " J ... 7415.709712 8091.081325 38655.926218 \n", " 70 ... 1727.970393 5199.410339 7493.075988 \n", " 71t74 ... 6246.240339 12482.298686 24886.499828 \n", " L ... 608.700335 709.004146 1595.531658 \n", " M ... 91.678620 463.402398 1802.804212 \n", " N ... 39.843405 106.735687 305.274672 \n", " O ... 5414.944076 4371.240663 5815.525102 \n", " P ... 1.324062 0.244611 1.104726 \n", "\n", "region \\\n", "sector 70 71t74 L M \n", "region sector \n", "AUS AtB 0.043667 11.680006 3.113827 61.711687 \n", " C 0.088101 14.418832 0.315809 0.182157 \n", " 15t16 2.743954 27.665274 14.865583 86.096798 \n", " 17t18 0.632427 1.492750 6.550554 0.878764 \n", " 19 0.062619 0.147803 0.648594 0.087010 \n", " 20 0.205954 0.790532 2.353193 2.554166 \n", " 21t22 6.195107 48.596887 56.890466 21.913868 \n", " 23 11.512628 36.303514 27.566443 17.222495 \n", " 24 9.237368 19.609616 28.268265 42.763999 \n", " 25 3.349751 6.259412 2.576908 3.199048 \n", " 26 0.657503 1.604297 1.160610 1.514350 \n", " 27t28 18.293034 25.094179 4.177664 5.533838 \n", " 29 28.606393 41.232405 7.775303 17.255305 \n", " 30t33 15.725181 22.665809 4.274151 9.485390 \n", " 34t35 12.610675 64.711016 21.845125 12.221815 \n", " 36t37 0.734132 5.457432 3.653690 3.040151 \n", " E 1.804297 0.696923 0.819074 0.433625 \n", " F 4.445031 6.978164 3.820432 4.213175 \n", " 50 0.619550 0.820108 3.190926 0.401245 \n", " 51 1.334045 8.044024 8.112138 13.165919 \n", " 52 4.183650 25.137596 9.350485 9.915846 \n", " H 6.093826 44.016163 31.470631 22.222129 \n", " 60 29.296585 51.018691 66.987976 39.638572 \n", " 61 128.915922 66.003832 27.081238 6.700347 \n", " 62 40.923609 416.402802 518.481234 387.002863 \n", " 63 23.682097 132.257649 162.850890 120.792474 \n", " 64 0.398777 1.136361 4.488764 2.069959 \n", " J 49.862781 73.172178 17.970300 40.594369 \n", " 70 81.507135 1.324506 14.642011 7.911327 \n", " 71t74 45.926864 97.594121 30.529568 59.538339 \n", "... ... ... ... ... \n", "RoW 20 26.345271 629.084892 1884.054328 2120.766430 \n", " 21t22 1128.083167 26948.165198 16081.684247 9758.327387 \n", " 23 129.072765 789.857491 574.234856 141.229352 \n", " 24 172.206457 1469.037784 568.857200 464.549470 \n", " 25 493.458933 3238.293742 384.585818 748.594202 \n", " 26 135.596128 389.433240 439.866913 502.917719 \n", " 27t28 733.140609 4511.622232 548.761711 543.615393 \n", " 29 181.223515 1068.322357 753.097670 271.294575 \n", " 30t33 808.302796 21372.986647 1858.083732 2393.918095 \n", " 34t35 418.842054 6459.762846 2627.353449 1120.680148 \n", " 36t37 181.271520 482.787859 773.675064 852.380832 \n", " E 5141.941351 12517.586986 15224.240044 12110.158949 \n", " F 7483.145885 5407.731676 10000.889751 6437.551020 \n", " 50 225.393607 984.574183 1437.815851 342.158934 \n", " 51 2056.102533 13468.319458 8755.578709 4942.954370 \n", " 52 1022.444732 6822.892202 4692.901833 2286.924606 \n", " H 1565.207855 12160.455853 16699.714473 7750.382855 \n", " 60 1167.017249 10630.975028 10255.302827 4952.250191 \n", " 61 249.455177 1314.984794 916.026979 435.280134 \n", " 62 197.515757 2930.795161 3507.522443 2074.276308 \n", " 63 373.643784 3223.972374 4095.498850 1417.898957 \n", " 64 1468.996337 9246.282287 15881.469928 6012.447058 \n", " J 5758.940639 19989.913847 23896.327061 9546.835763 \n", " 70 2705.769797 9495.163791 8103.153981 5036.228134 \n", " 71t74 6015.478162 70478.453504 20430.836359 13305.638974 \n", " L 620.253937 1194.982705 4557.146576 518.488155 \n", " M 212.193133 1571.999239 7706.676330 5223.189539 \n", " N 70.364956 895.599603 1415.975389 840.530518 \n", " O 2897.014578 14958.970521 15443.391745 7897.357003 \n", " P 1.141934 50.552086 0.000000 1.089908 \n", "\n", "region \n", "sector N O P \n", "region sector \n", "AUS AtB 9.898359 10.256983 0.000038 \n", " C 0.273387 0.493510 0.000861 \n", " 15t16 46.736852 79.637133 0.006089 \n", " 17t18 2.252624 2.428735 0.001057 \n", " 19 0.223040 0.240478 0.000105 \n", " 20 1.827102 1.287573 0.010418 \n", " 21t22 17.326665 25.336693 0.025942 \n", " 23 18.549700 17.863948 0.011255 \n", " 24 112.870262 29.349604 0.052557 \n", " 25 4.867827 37.445945 0.008494 \n", " 26 1.381380 2.173674 0.001937 \n", " 27t28 4.012130 26.919745 0.049209 \n", " 29 6.985789 19.145209 0.031949 \n", " 30t33 3.840148 10.524287 0.017563 \n", " 34t35 5.288575 124.684698 0.005111 \n", " 36t37 2.261301 6.176947 0.330733 \n", " E 0.588291 0.542892 0.000114 \n", " F 4.269064 3.135682 0.006102 \n", " 50 0.715443 0.335334 0.000000 \n", " 51 10.882036 17.335205 0.125509 \n", " 52 14.368875 9.505814 0.045543 \n", " H 15.193905 8.820562 0.024843 \n", " 60 6.561055 44.037984 0.014616 \n", " 61 2.041265 17.273710 0.000000 \n", " 62 28.960407 154.036071 0.000035 \n", " 63 9.267663 53.423142 0.000042 \n", " 64 1.476196 0.879504 0.000243 \n", " J 12.824709 34.707057 0.069814 \n", " 70 0.554078 15.369971 0.000000 \n", " 71t74 18.124551 33.468160 0.097561 \n", "... ... ... ... \n", "RoW 20 1932.161785 914.755872 0.019687 \n", " 21t22 6011.875100 10934.428273 2.548514 \n", " 23 242.320646 423.896780 0.056465 \n", " 24 10243.419875 1465.864732 0.523719 \n", " 25 2193.842232 2876.932893 0.139278 \n", " 26 1116.624356 400.017883 0.111932 \n", " 27t28 931.955552 1147.905601 0.648180 \n", " 29 3154.318917 314.337084 0.227289 \n", " 30t33 2193.940291 4724.352592 1.743540 \n", " 34t35 392.761307 7211.302026 0.984097 \n", " 36t37 323.697939 504.572681 0.169314 \n", " E 12791.419341 10535.612431 4.831273 \n", " F 11354.319342 3839.537017 22.570339 \n", " 50 1088.152585 555.415078 0.513696 \n", " 51 19728.444632 9261.002711 4.393748 \n", " 52 8058.010782 4256.950765 6.790453 \n", " H 5346.893566 4441.279950 1.070657 \n", " 60 6210.736712 5982.700080 13.287645 \n", " 61 803.452478 647.422802 0.257212 \n", " 62 875.609110 1119.259998 0.346236 \n", " 63 2264.941271 2108.901331 0.387366 \n", " 64 7642.069297 4260.482612 8.457208 \n", " J 3563.218290 8195.767795 54.664765 \n", " 70 6230.303094 7501.857446 0.007471 \n", " 71t74 15560.647836 12040.071161 83.100716 \n", " L 921.621306 901.624286 0.000000 \n", " M 1488.980938 527.910083 0.001030 \n", " N 3513.234966 395.244668 0.000020 \n", " O 8895.570576 16565.733127 44.703532 \n", " P 4.570108 41.517464 3.460032 \n", "\n", "[1435 rows x 1435 columns]" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.Z" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "WIOD includes several satellite accounts, which are stored as child objects in pymrio. \n", "For example, in order to see the AIR emissions provided by WIOD:\n", "\n" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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regionAUS...RoW
sectorAtBC15t1617t18192021t22232425...6364J7071t74LMNOP
stressor
CO26.471152e+032.331841e+043256.861259392.81989691.570641147.0752932100.1673067928.8506948832.60733182.623337...4.530961e+0423843.71627517594.61741611774.7698705.787274e+041.118612e+0525382.4702484.575128e+044.851286e+040.0
CH43.226169e+061.370016e+061221.45009341.7235746.11247164.722688189.78754433785.867211768.01832522.631731...2.031444e+042430.9697693979.9622455525.3202181.617241e+048.865122e+045001.0120411.394311e+041.360473e+070.0
N2O6.527106e+041.243851e+02527.65244010.7733781.33536214.793543111.798406146.52369810421.1859196.723839...7.185897e+02320.774141342.725185215.4780881.228492e+032.995831e+03272.1083247.680525e+039.170715e+040.0
NOX2.000881e+051.709849e+0570375.5331773875.234721964.7093389146.37383236269.74710818894.32146934546.808023663.707765...1.419601e+0587411.63972068809.56919960385.6014112.027940e+054.224802e+0599579.0169811.666314e+051.565510e+050.0
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" ], "text/plain": [ "region AUS \\\n", "sector AtB C 15t16 17t18 \n", "stressor \n", "CO2 6.471152e+03 2.331841e+04 3256.861259 392.819896 \n", "CH4 3.226169e+06 1.370016e+06 1221.450093 41.723574 \n", "N2O 6.527106e+04 1.243851e+02 527.652440 10.773378 \n", "NOX 2.000881e+05 1.709849e+05 70375.533177 3875.234721 \n", "SOX 1.976645e+04 4.713841e+04 45815.675397 1068.354291 \n", "CO 1.496859e+06 7.159254e+05 227663.413138 16225.875707 \n", "NMVOC 3.824729e+05 2.409498e+05 141642.740887 5460.933412 \n", "NH3 4.049434e+05 4.575323e+02 112.157985 4.313657 \n", "\n", "region \\\n", "sector 19 20 21t22 23 \n", "stressor \n", "CO2 91.570641 147.075293 2100.167306 7928.850694 \n", "CH4 6.112471 64.722688 189.787544 33785.867211 \n", "N2O 1.335362 14.793543 111.798406 146.523698 \n", "NOX 964.709338 9146.373832 36269.747108 18894.321469 \n", "SOX 265.958435 2521.542160 26680.445075 150018.069958 \n", "CO 4039.304699 38296.499606 82187.571692 56833.653485 \n", "NMVOC 1359.456610 12888.958231 28691.901753 65893.299291 \n", "NH3 0.449874 13.342974 48.333137 4.143371 \n", "\n", "region ... RoW \\\n", "sector 24 25 ... 63 64 \n", "stressor ... \n", "CO2 8832.607331 82.623337 ... 4.530961e+04 23843.716275 \n", "CH4 768.018325 22.631731 ... 2.031444e+04 2430.969769 \n", "N2O 10421.185919 6.723839 ... 7.185897e+02 320.774141 \n", "NOX 34546.808023 663.707765 ... 1.419601e+05 87411.639720 \n", "SOX 91733.983039 182.976023 ... 6.973313e+04 42938.026115 \n", "CO 393632.686253 2778.990301 ... 1.385415e+06 853066.323392 \n", "NMVOC 105133.073315 935.288872 ... 3.377663e+05 207978.880902 \n", "NH3 366.328954 4.740067 ... 4.569925e+02 324.340516 \n", "\n", "region \\\n", "sector J 70 71t74 L \n", "stressor \n", "CO2 17594.617416 11774.769870 5.787274e+04 1.118612e+05 \n", "CH4 3979.962245 5525.320218 1.617241e+04 8.865122e+04 \n", "N2O 342.725185 215.478088 1.228492e+03 2.995831e+03 \n", "NOX 68809.569199 60385.601411 2.027940e+05 4.224802e+05 \n", "SOX 33800.385037 29662.394375 9.961571e+04 2.075292e+05 \n", "CO 671525.284261 589314.228014 1.979104e+06 4.123062e+06 \n", "NMVOC 163718.896513 143675.714632 4.825085e+05 1.005209e+06 \n", "NH3 229.110878 244.663450 1.643215e+03 1.357458e+03 \n", "\n", "region \n", "sector M N O P \n", "stressor \n", "CO2 25382.470248 4.575128e+04 4.851286e+04 0.0 \n", "CH4 5001.012041 1.394311e+04 1.360473e+07 0.0 \n", "N2O 272.108324 7.680525e+03 9.170715e+04 0.0 \n", "NOX 99579.016981 1.666314e+05 1.565510e+05 0.0 \n", "SOX 48914.840693 8.185206e+04 7.690040e+04 0.0 \n", "CO 971810.003503 1.626186e+06 1.527810e+06 0.0 \n", "NMVOC 236928.772636 3.964667e+05 3.724824e+05 0.0 \n", "NH3 113.829614 6.203676e+02 4.965187e+03 0.0 \n", "\n", "[8 rows x 1435 columns]" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.AIR.F\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "WIOD, however, does neither provide any normalized data (A-matrix, satellite account coefficient data) nor any consumption based accounts (footprints).\n", "\n", "In order to calculate them, one could go through all the missing data and compute each account. \n", "Pymrio provides the required function, for example to calculate the A-matrix:\n" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "x = pymrio.calc_x(Z=wiod.Z, Y=wiod.Y)\n", "A = pymrio.calc_A(Z=wiod.Z, x=x)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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regionAUS...RoW
sectorAtBC15t1617t18192021t22232425...6364J7071t74LMNOP
regionsector
AUSAtB9.545243e-023.464238e-042.208112e-018.678046e-029.675727e-029.363744e-029.559073e-030.000000e+008.643145e-038.966548e-03...1.143737e-045.153717e-092.285107e-077.786856e-081.517644e-054.463792e-061.377724e-042.552552e-052.604967e-056.252650e-09
C3.495287e-043.171799e-022.684019e-031.828425e-032.038639e-031.426456e-032.035491e-032.209097e-017.746427e-032.002071e-03...1.226316e-061.086802e-079.492337e-091.571046e-071.873514e-054.527246e-074.066696e-077.050016e-071.253368e-061.432423e-07
15t162.253534e-028.314566e-049.544437e-021.105227e-021.232291e-021.456320e-031.730739e-031.810798e-033.348087e-025.162659e-03...9.386042e-065.031958e-066.040074e-064.893121e-063.594692e-052.131039e-051.922126e-041.205233e-042.022545e-041.013494e-06
17t187.925177e-043.617934e-041.540124e-035.748141e-026.408983e-021.832667e-031.757217e-037.758542e-041.839870e-034.355138e-03...2.321002e-065.746660e-072.435455e-061.127767e-061.939607e-069.390472e-061.961856e-065.808983e-066.168260e-061.759452e-07
192.043780e-049.330088e-053.971739e-041.482356e-021.652777e-024.726164e-044.531590e-042.000807e-044.744738e-041.123122e-03...2.298108e-075.689976e-082.411432e-071.116643e-071.920475e-079.297846e-071.942504e-075.751684e-076.107418e-071.742097e-08
207.906150e-043.924691e-044.667269e-041.179269e-031.314845e-039.310718e-021.031044e-035.129666e-047.721879e-041.860587e-03...1.569789e-072.622776e-071.034144e-073.672652e-071.027179e-063.373392e-065.702218e-064.711662e-063.270051e-061.734127e-06
21t222.488679e-031.266452e-031.761362e-028.436151e-039.406024e-039.028225e-039.877037e-021.158302e-031.458164e-021.357960e-02...1.275682e-053.201056e-052.515780e-051.104735e-056.314445e-058.155468e-054.892308e-054.468136e-056.434762e-054.318119e-06
231.052491e-028.480671e-032.245310e-031.483519e-031.654073e-033.553353e-032.708104e-032.589105e-021.005231e-023.923105e-03...3.416350e-041.421802e-051.825734e-052.052975e-054.717104e-053.951756e-053.844951e-054.783528e-054.536908e-051.873476e-06
242.201819e-023.267096e-033.596719e-039.442783e-031.052838e-021.345340e-021.449570e-021.270902e-027.773614e-028.195035e-02...1.506918e-054.575816e-061.948819e-061.647242e-052.547979e-054.052365e-059.547135e-052.910657e-047.453921e-058.748107e-06
251.707418e-031.564396e-031.056379e-025.508362e-036.141640e-033.632864e-031.080628e-021.748439e-031.430431e-022.572307e-02...5.632927e-067.692382e-061.150131e-065.973401e-068.133178e-063.694097e-067.141929e-061.255297e-059.510149e-051.413828e-06
268.300874e-048.678108e-043.705568e-038.538085e-049.519657e-044.044984e-031.042151e-034.262275e-044.207677e-033.726538e-03...1.081552e-061.336338e-063.188789e-071.172484e-062.084547e-061.663780e-063.380811e-063.562251e-065.520482e-063.223368e-07
27t284.554108e-031.083406e-021.181599e-026.807970e-037.590656e-033.069896e-026.436061e-031.984656e-031.506619e-021.834829e-02...9.038893e-052.521964e-053.884532e-063.262082e-053.260617e-055.988842e-061.235439e-051.034633e-056.836809e-058.190956e-06
293.627028e-035.075203e-031.717985e-031.551789e-031.730196e-032.226815e-031.582771e-031.833794e-031.997727e-032.696625e-03...2.108044e-059.603697e-051.113799e-055.101199e-055.357540e-051.114620e-053.852276e-051.801469e-054.862310e-055.317948e-06
30t332.153648e-033.013541e-031.020101e-039.214175e-041.027351e-031.322232e-039.398136e-041.088865e-031.186205e-031.601195e-03...1.158810e-055.279235e-056.122649e-062.804173e-052.945086e-056.127160e-062.117629e-059.902833e-062.672854e-052.923322e-06
34t352.021893e-032.310941e-039.632713e-041.340478e-031.494587e-038.076584e-046.876214e-049.062618e-041.018017e-031.089043e-03...7.352105e-052.778595e-052.083430e-052.248783e-058.408238e-053.131583e-052.728541e-051.363798e-053.166618e-048.507998e-07
36t371.127941e-031.765168e-031.917391e-034.211241e-034.695389e-031.102878e-021.234853e-031.061171e-032.578636e-032.781882e-03...1.308230e-065.755143e-062.449197e-061.309132e-067.091124e-065.237705e-066.787190e-065.831359e-061.568760e-055.505095e-05
E1.499692e-021.420628e-021.251494e-021.395701e-021.556160e-021.432117e-021.247606e-026.240851e-031.442373e-021.789329e-02...9.154146e-077.044061e-074.871253e-073.217489e-069.055480e-071.174175e-069.680754e-071.517063e-061.378784e-061.903253e-08
F1.360746e-023.505686e-025.324030e-034.637599e-035.170766e-031.094197e-025.296883e-034.670855e-026.721375e-038.929691e-03...5.600280e-069.568936e-061.113253e-057.926546e-069.067090e-065.476737e-069.405984e-061.100890e-057.963694e-061.015661e-06
502.431441e-021.767199e-021.446004e-022.570813e-022.866371e-022.300329e-022.534676e-025.780919e-031.573376e-022.206195e-02...3.140204e-063.343744e-061.898412e-061.104805e-061.065609e-064.574315e-068.957863e-071.844958e-068.516482e-070.000000e+00
512.994267e-021.299483e-025.777609e-026.785618e-027.565735e-022.759728e-023.373251e-024.877930e-025.242621e-025.115054e-02...4.763030e-062.788892e-064.270328e-062.378918e-061.045202e-051.162906e-052.939314e-052.806219e-054.402623e-052.089121e-05
523.103917e-021.371680e-025.058842e-026.004975e-026.695343e-022.897423e-023.006150e-025.009782e-025.218689e-025.116398e-02...2.030524e-052.665619e-054.802384e-067.460440e-063.266258e-051.340428e-052.213729e-053.705392e-052.414192e-057.580637e-06
H3.026227e-031.791411e-037.941179e-034.437522e-034.947688e-032.342159e-035.871258e-035.191425e-036.754904e-033.048826e-03...7.765230e-051.838695e-055.194358e-051.086674e-055.719248e-054.511436e-054.961128e-053.918148e-052.240159e-054.135182e-06
601.024191e-022.631948e-022.816941e-022.042048e-022.276814e-022.185993e-021.788911e-021.318565e-022.123576e-023.057176e-02...1.398308e-048.860144e-055.594204e-055.224277e-056.629123e-059.602985e-058.849378e-051.691941e-051.118433e-042.432832e-06
612.051217e-041.408422e-034.405726e-047.453346e-048.310221e-043.896332e-045.573955e-047.647723e-045.391867e-045.343877e-04...1.553181e-058.734029e-054.108970e-052.298877e-048.576220e-053.882200e-051.495864e-055.263940e-064.387005e-050.000000e+00
621.475082e-041.662855e-041.564012e-042.886648e-043.218522e-041.668731e-043.954076e-041.071080e-042.592029e-041.818716e-04...3.292612e-047.225310e-043.052984e-047.297651e-055.410537e-047.432628e-048.639905e-047.468203e-053.912055e-045.854582e-09
636.392364e-036.104943e-031.689689e-027.430379e-038.284623e-033.253636e-022.220364e-024.920529e-032.525026e-026.887328e-03...1.361413e-042.416340e-049.780938e-054.223080e-051.718492e-042.334530e-042.696712e-042.389911e-051.356788e-046.965676e-09
644.791708e-033.500865e-035.028115e-035.694654e-036.349344e-037.437922e-031.126058e-025.738767e-035.754226e-036.837957e-03...1.063165e-061.012409e-056.801641e-067.111149e-071.476533e-066.434816e-064.621220e-063.806759e-062.233677e-064.051845e-08
J2.791092e-023.547802e-021.367411e-029.557522e-031.065632e-021.114137e-021.545988e-024.844083e-031.186206e-021.164773e-02...6.187622e-051.226286e-041.435055e-048.891718e-059.507640e-052.576112e-059.062762e-053.307189e-058.814554e-051.162065e-05
701.184849e-021.476626e-021.126936e-025.261080e-035.865925e-033.002543e-021.896656e-029.334555e-033.946522e-034.856993e-03...7.935000e-061.747596e-048.357947e-051.453466e-041.720999e-062.098989e-051.766217e-051.428835e-063.903513e-050.000000e+00
71t742.533896e-024.388576e-024.290132e-025.956587e-026.641394e-025.567354e-029.758191e-026.304072e-021.063683e-011.320528e-01...7.876762e-051.395916e-041.808588e-048.189850e-051.268091e-044.376531e-051.329204e-044.673892e-058.499911e-051.623910e-05
.....................................................................
RoW203.510882e-051.664020e-051.159258e-053.506659e-053.910152e-055.922550e-036.727978e-051.463913e-051.679201e-058.564303e-05...4.635225e-041.214882e-041.969953e-054.697987e-058.174026e-042.700865e-034.734647e-034.982587e-032.323206e-033.276844e-06
21t221.658736e-041.085033e-043.078895e-033.238512e-043.610832e-041.093445e-031.068736e-021.357563e-041.723166e-031.224775e-03...1.363846e-021.721324e-021.290832e-022.011640e-033.501515e-022.305371e-022.178563e-021.550320e-022.777018e-024.242034e-04
238.334615e-036.911835e-031.152251e-033.862992e-044.307110e-042.539668e-031.853478e-032.128706e-027.582105e-032.450394e-03...5.441694e-038.272746e-042.527745e-042.301674e-041.026303e-038.231878e-043.152969e-046.248875e-041.076571e-039.398751e-06
247.843298e-031.096612e-034.621698e-042.415051e-032.692702e-034.575386e-034.826445e-034.432906e-032.784513e-022.905466e-02...1.498993e-032.731818e-041.477030e-043.070850e-041.908797e-038.154787e-041.037115e-032.641535e-023.722858e-038.717362e-05
251.779261e-041.865686e-041.285267e-034.790928e-045.341712e-044.078992e-041.350714e-032.213432e-041.726107e-033.175999e-03...6.498322e-032.415678e-032.286832e-048.799544e-044.207683e-035.513186e-041.671249e-035.657399e-037.306548e-032.318299e-05
264.200168e-054.994567e-051.576002e-041.600803e-051.784992e-051.539833e-042.948380e-054.952723e-052.109350e-041.762376e-04...6.942037e-041.911815e-043.044386e-052.418001e-045.060108e-046.305662e-041.122772e-032.879510e-031.015926e-031.863128e-05
27t282.057395e-041.582731e-034.832404e-044.641661e-045.175285e-041.919271e-035.989938e-041.447582e-049.383172e-043.857312e-03...7.513691e-031.000853e-032.793485e-041.307364e-035.862185e-037.866711e-041.213631e-032.403292e-032.915337e-031.078904e-04
297.707755e-041.226441e-035.740710e-053.337164e-053.720676e-054.224796e-041.766253e-042.352090e-042.465773e-041.383318e-04...4.038736e-031.013881e-035.139817e-043.231645e-041.388127e-031.079595e-036.056697e-048.134241e-037.983221e-043.783253e-05
30t331.167826e-041.211765e-046.060493e-051.522443e-041.697448e-045.812983e-051.951344e-043.001078e-051.272227e-042.360290e-04...4.737404e-032.632534e-021.193230e-031.441396e-032.777103e-022.663635e-035.344463e-035.657652e-031.199844e-022.902145e-04
34t357.688827e-055.200366e-051.615412e-051.449356e-051.615982e-052.949217e-052.062420e-057.210811e-063.498644e-054.953800e-05...7.248370e-034.054156e-038.447417e-047.468948e-048.393505e-033.766412e-032.501937e-031.012838e-031.831455e-021.638042e-04
36t373.055881e-051.315629e-043.562041e-051.612387e-041.797774e-041.144187e-046.554592e-052.682645e-058.864373e-051.056440e-04...6.014585e-043.607389e-047.701232e-043.232502e-046.273113e-041.109093e-031.902955e-038.347403e-041.281464e-032.818247e-05
E1.723488e-051.533854e-041.561774e-058.480458e-069.456626e-061.736757e-051.987059e-051.020014e-033.282241e-052.421028e-05...2.665591e-022.326426e-028.277628e-039.169302e-031.626475e-022.182454e-022.703614e-023.298604e-022.675730e-028.041716e-04
F1.482867e-053.760455e-055.632409e-062.985855e-063.330247e-062.285363e-055.267168e-064.916284e-059.100709e-061.054748e-05...5.685248e-037.106705e-035.594665e-031.334423e-027.026546e-031.433666e-021.437194e-022.928010e-029.751275e-033.756862e-03
501.194688e-061.309183e-061.292692e-066.579291e-077.335663e-071.259355e-061.399098e-062.489237e-062.091397e-062.435528e-06...3.026507e-031.881954e-038.708642e-044.019303e-041.279308e-032.061164e-037.638756e-042.806088e-031.410588e-038.550535e-05
515.909724e-051.566484e-031.641061e-047.783168e-058.677966e-058.530607e-051.624352e-041.151086e-022.406925e-041.371735e-04...2.037217e-022.326355e-024.824642e-033.666519e-031.750009e-021.255146e-021.103523e-025.087498e-022.352018e-027.313450e-04
522.215730e-051.261601e-054.301374e-052.849014e-053.176559e-052.672115e-055.564125e-052.580488e-054.425963e-053.062034e-05...1.273643e-021.100348e-023.267677e-031.823262e-038.865337e-036.727456e-035.105598e-032.077970e-021.081138e-021.130280e-03
H1.682292e-059.158580e-065.083457e-051.901082e-052.119725e-051.122303e-052.957075e-052.355170e-053.582741e-051.176973e-05...3.297633e-026.907895e-031.229342e-022.791137e-031.580071e-022.393968e-021.730286e-021.378837e-021.127952e-021.782123e-04
601.460800e-051.577955e-031.021082e-044.557166e-055.081090e-054.356550e-059.891395e-051.170256e-021.349199e-043.961665e-05...4.458548e-021.628633e-021.148647e-022.081069e-031.381338e-021.470137e-021.105598e-021.601602e-021.519427e-022.211746e-03
611.836065e-061.577052e-065.726811e-075.976891e-076.664055e-078.159836e-071.132371e-064.120538e-061.876667e-067.434970e-07...1.851134e-031.114494e-036.424323e-044.448378e-041.708628e-031.313160e-039.717703e-042.071914e-031.644260e-034.281323e-05
621.654230e-041.822507e-041.717965e-043.455211e-043.852430e-041.579839e-044.637686e-041.182948e-043.021496e-042.084551e-04...3.084251e-034.250142e-032.141459e-033.522175e-043.808134e-035.028169e-034.630857e-032.257988e-032.842585e-035.763145e-05
636.632573e-066.630282e-069.874656e-061.046354e-051.166512e-051.509398e-051.855222e-054.804274e-061.597680e-057.997219e-06...2.028130e-025.726512e-032.775980e-036.662956e-044.189074e-035.871056e-033.165483e-035.840747e-035.355978e-036.447764e-05
643.577238e-064.127777e-064.930753e-065.314405e-065.928232e-066.508422e-061.065996e-055.103417e-069.278705e-069.682380e-06...1.257175e-026.476461e-021.910752e-022.619569e-031.201417e-022.276670e-021.342289e-021.970709e-021.082035e-021.407713e-03
J1.025166e-046.756203e-051.182004e-042.075126e-052.313990e-055.008076e-051.064802e-042.635937e-054.522608e-055.176152e-05...4.291901e-022.563675e-026.307525e-021.026956e-022.597393e-023.425631e-022.131347e-029.188695e-032.081480e-029.099021e-03
701.576078e-041.953262e-041.185048e-044.419358e-054.927398e-053.688409e-042.084993e-041.209730e-047.063195e-061.762465e-05...1.000077e-021.647443e-021.222652e-024.825030e-031.233756e-021.161618e-021.124346e-021.606648e-021.905247e-021.243486e-06
71t747.854333e-051.467830e-041.388724e-041.851474e-042.064381e-041.859443e-043.296767e-042.191616e-043.316892e-044.286765e-04...3.615061e-023.955041e-024.060754e-021.072703e-029.157631e-022.928839e-022.970506e-024.012722e-023.057818e-021.383222e-02
L1.175477e-056.449308e-061.661944e-053.246837e-053.620128e-052.484669e-052.230079e-051.189337e-054.322979e-051.532728e-05...3.522902e-032.246494e-032.603444e-031.106060e-031.552703e-036.532845e-031.157534e-032.376643e-032.289856e-030.000000e+00
M2.832305e-058.204192e-051.659323e-044.266347e-044.756832e-041.002802e-041.566550e-042.057503e-041.810013e-041.611392e-04...5.305973e-041.468300e-032.941653e-033.783907e-042.042580e-031.104782e-021.166086e-023.839729e-031.340734e-031.714365e-07
N1.695224e-042.405173e-061.639727e-043.683784e-044.107304e-041.748235e-042.378499e-048.233382e-067.432884e-041.670556e-05...2.305969e-043.381941e-044.981196e-041.254774e-041.163699e-032.029855e-031.876499e-039.059800e-031.003803e-033.328246e-09
O2.673173e-053.046639e-056.191428e-052.508488e-052.797102e-055.624150e-058.871230e-053.786265e-058.578819e-054.626430e-05...3.133942e-021.385036e-029.489248e-035.166065e-031.943697e-022.213870e-021.763098e-022.293957e-024.207200e-027.440960e-03
P2.184964e-088.607322e-105.180862e-082.175294e-082.425357e-083.131646e-093.357920e-091.051279e-094.667549e-094.971642e-09...7.663117e-067.750549e-071.802592e-062.036339e-066.568494e-050.000000e+002.433237e-061.178523e-051.054419e-045.759267e-04
\n", "

1435 rows × 1435 columns

\n", "
" ], "text/plain": [ "region AUS \\\n", "sector AtB C 15t16 17t18 \n", "region sector \n", "AUS AtB 9.545243e-02 3.464238e-04 2.208112e-01 8.678046e-02 \n", " C 3.495287e-04 3.171799e-02 2.684019e-03 1.828425e-03 \n", " 15t16 2.253534e-02 8.314566e-04 9.544437e-02 1.105227e-02 \n", " 17t18 7.925177e-04 3.617934e-04 1.540124e-03 5.748141e-02 \n", " 19 2.043780e-04 9.330088e-05 3.971739e-04 1.482356e-02 \n", " 20 7.906150e-04 3.924691e-04 4.667269e-04 1.179269e-03 \n", " 21t22 2.488679e-03 1.266452e-03 1.761362e-02 8.436151e-03 \n", " 23 1.052491e-02 8.480671e-03 2.245310e-03 1.483519e-03 \n", " 24 2.201819e-02 3.267096e-03 3.596719e-03 9.442783e-03 \n", " 25 1.707418e-03 1.564396e-03 1.056379e-02 5.508362e-03 \n", " 26 8.300874e-04 8.678108e-04 3.705568e-03 8.538085e-04 \n", " 27t28 4.554108e-03 1.083406e-02 1.181599e-02 6.807970e-03 \n", " 29 3.627028e-03 5.075203e-03 1.717985e-03 1.551789e-03 \n", " 30t33 2.153648e-03 3.013541e-03 1.020101e-03 9.214175e-04 \n", " 34t35 2.021893e-03 2.310941e-03 9.632713e-04 1.340478e-03 \n", " 36t37 1.127941e-03 1.765168e-03 1.917391e-03 4.211241e-03 \n", " E 1.499692e-02 1.420628e-02 1.251494e-02 1.395701e-02 \n", " F 1.360746e-02 3.505686e-02 5.324030e-03 4.637599e-03 \n", " 50 2.431441e-02 1.767199e-02 1.446004e-02 2.570813e-02 \n", " 51 2.994267e-02 1.299483e-02 5.777609e-02 6.785618e-02 \n", " 52 3.103917e-02 1.371680e-02 5.058842e-02 6.004975e-02 \n", " H 3.026227e-03 1.791411e-03 7.941179e-03 4.437522e-03 \n", " 60 1.024191e-02 2.631948e-02 2.816941e-02 2.042048e-02 \n", " 61 2.051217e-04 1.408422e-03 4.405726e-04 7.453346e-04 \n", " 62 1.475082e-04 1.662855e-04 1.564012e-04 2.886648e-04 \n", " 63 6.392364e-03 6.104943e-03 1.689689e-02 7.430379e-03 \n", " 64 4.791708e-03 3.500865e-03 5.028115e-03 5.694654e-03 \n", " J 2.791092e-02 3.547802e-02 1.367411e-02 9.557522e-03 \n", " 70 1.184849e-02 1.476626e-02 1.126936e-02 5.261080e-03 \n", " 71t74 2.533896e-02 4.388576e-02 4.290132e-02 5.956587e-02 \n", "... ... ... ... ... \n", "RoW 20 3.510882e-05 1.664020e-05 1.159258e-05 3.506659e-05 \n", " 21t22 1.658736e-04 1.085033e-04 3.078895e-03 3.238512e-04 \n", " 23 8.334615e-03 6.911835e-03 1.152251e-03 3.862992e-04 \n", " 24 7.843298e-03 1.096612e-03 4.621698e-04 2.415051e-03 \n", " 25 1.779261e-04 1.865686e-04 1.285267e-03 4.790928e-04 \n", " 26 4.200168e-05 4.994567e-05 1.576002e-04 1.600803e-05 \n", " 27t28 2.057395e-04 1.582731e-03 4.832404e-04 4.641661e-04 \n", " 29 7.707755e-04 1.226441e-03 5.740710e-05 3.337164e-05 \n", " 30t33 1.167826e-04 1.211765e-04 6.060493e-05 1.522443e-04 \n", " 34t35 7.688827e-05 5.200366e-05 1.615412e-05 1.449356e-05 \n", " 36t37 3.055881e-05 1.315629e-04 3.562041e-05 1.612387e-04 \n", " E 1.723488e-05 1.533854e-04 1.561774e-05 8.480458e-06 \n", " F 1.482867e-05 3.760455e-05 5.632409e-06 2.985855e-06 \n", " 50 1.194688e-06 1.309183e-06 1.292692e-06 6.579291e-07 \n", " 51 5.909724e-05 1.566484e-03 1.641061e-04 7.783168e-05 \n", " 52 2.215730e-05 1.261601e-05 4.301374e-05 2.849014e-05 \n", " H 1.682292e-05 9.158580e-06 5.083457e-05 1.901082e-05 \n", " 60 1.460800e-05 1.577955e-03 1.021082e-04 4.557166e-05 \n", " 61 1.836065e-06 1.577052e-06 5.726811e-07 5.976891e-07 \n", " 62 1.654230e-04 1.822507e-04 1.717965e-04 3.455211e-04 \n", " 63 6.632573e-06 6.630282e-06 9.874656e-06 1.046354e-05 \n", " 64 3.577238e-06 4.127777e-06 4.930753e-06 5.314405e-06 \n", " J 1.025166e-04 6.756203e-05 1.182004e-04 2.075126e-05 \n", " 70 1.576078e-04 1.953262e-04 1.185048e-04 4.419358e-05 \n", " 71t74 7.854333e-05 1.467830e-04 1.388724e-04 1.851474e-04 \n", " L 1.175477e-05 6.449308e-06 1.661944e-05 3.246837e-05 \n", " M 2.832305e-05 8.204192e-05 1.659323e-04 4.266347e-04 \n", " N 1.695224e-04 2.405173e-06 1.639727e-04 3.683784e-04 \n", " O 2.673173e-05 3.046639e-05 6.191428e-05 2.508488e-05 \n", " P 2.184964e-08 8.607322e-10 5.180862e-08 2.175294e-08 \n", "\n", "region \\\n", "sector 19 20 21t22 23 \n", "region sector \n", "AUS AtB 9.675727e-02 9.363744e-02 9.559073e-03 0.000000e+00 \n", " C 2.038639e-03 1.426456e-03 2.035491e-03 2.209097e-01 \n", " 15t16 1.232291e-02 1.456320e-03 1.730739e-03 1.810798e-03 \n", " 17t18 6.408983e-02 1.832667e-03 1.757217e-03 7.758542e-04 \n", " 19 1.652777e-02 4.726164e-04 4.531590e-04 2.000807e-04 \n", " 20 1.314845e-03 9.310718e-02 1.031044e-03 5.129666e-04 \n", " 21t22 9.406024e-03 9.028225e-03 9.877037e-02 1.158302e-03 \n", " 23 1.654073e-03 3.553353e-03 2.708104e-03 2.589105e-02 \n", " 24 1.052838e-02 1.345340e-02 1.449570e-02 1.270902e-02 \n", " 25 6.141640e-03 3.632864e-03 1.080628e-02 1.748439e-03 \n", " 26 9.519657e-04 4.044984e-03 1.042151e-03 4.262275e-04 \n", " 27t28 7.590656e-03 3.069896e-02 6.436061e-03 1.984656e-03 \n", " 29 1.730196e-03 2.226815e-03 1.582771e-03 1.833794e-03 \n", " 30t33 1.027351e-03 1.322232e-03 9.398136e-04 1.088865e-03 \n", " 34t35 1.494587e-03 8.076584e-04 6.876214e-04 9.062618e-04 \n", " 36t37 4.695389e-03 1.102878e-02 1.234853e-03 1.061171e-03 \n", " E 1.556160e-02 1.432117e-02 1.247606e-02 6.240851e-03 \n", " F 5.170766e-03 1.094197e-02 5.296883e-03 4.670855e-02 \n", " 50 2.866371e-02 2.300329e-02 2.534676e-02 5.780919e-03 \n", " 51 7.565735e-02 2.759728e-02 3.373251e-02 4.877930e-02 \n", " 52 6.695343e-02 2.897423e-02 3.006150e-02 5.009782e-02 \n", " H 4.947688e-03 2.342159e-03 5.871258e-03 5.191425e-03 \n", " 60 2.276814e-02 2.185993e-02 1.788911e-02 1.318565e-02 \n", " 61 8.310221e-04 3.896332e-04 5.573955e-04 7.647723e-04 \n", " 62 3.218522e-04 1.668731e-04 3.954076e-04 1.071080e-04 \n", " 63 8.284623e-03 3.253636e-02 2.220364e-02 4.920529e-03 \n", " 64 6.349344e-03 7.437922e-03 1.126058e-02 5.738767e-03 \n", " J 1.065632e-02 1.114137e-02 1.545988e-02 4.844083e-03 \n", " 70 5.865925e-03 3.002543e-02 1.896656e-02 9.334555e-03 \n", " 71t74 6.641394e-02 5.567354e-02 9.758191e-02 6.304072e-02 \n", "... ... ... ... ... \n", "RoW 20 3.910152e-05 5.922550e-03 6.727978e-05 1.463913e-05 \n", " 21t22 3.610832e-04 1.093445e-03 1.068736e-02 1.357563e-04 \n", " 23 4.307110e-04 2.539668e-03 1.853478e-03 2.128706e-02 \n", " 24 2.692702e-03 4.575386e-03 4.826445e-03 4.432906e-03 \n", " 25 5.341712e-04 4.078992e-04 1.350714e-03 2.213432e-04 \n", " 26 1.784992e-05 1.539833e-04 2.948380e-05 4.952723e-05 \n", " 27t28 5.175285e-04 1.919271e-03 5.989938e-04 1.447582e-04 \n", " 29 3.720676e-05 4.224796e-04 1.766253e-04 2.352090e-04 \n", " 30t33 1.697448e-04 5.812983e-05 1.951344e-04 3.001078e-05 \n", " 34t35 1.615982e-05 2.949217e-05 2.062420e-05 7.210811e-06 \n", " 36t37 1.797774e-04 1.144187e-04 6.554592e-05 2.682645e-05 \n", " E 9.456626e-06 1.736757e-05 1.987059e-05 1.020014e-03 \n", " F 3.330247e-06 2.285363e-05 5.267168e-06 4.916284e-05 \n", " 50 7.335663e-07 1.259355e-06 1.399098e-06 2.489237e-06 \n", " 51 8.677966e-05 8.530607e-05 1.624352e-04 1.151086e-02 \n", " 52 3.176559e-05 2.672115e-05 5.564125e-05 2.580488e-05 \n", " H 2.119725e-05 1.122303e-05 2.957075e-05 2.355170e-05 \n", " 60 5.081090e-05 4.356550e-05 9.891395e-05 1.170256e-02 \n", " 61 6.664055e-07 8.159836e-07 1.132371e-06 4.120538e-06 \n", " 62 3.852430e-04 1.579839e-04 4.637686e-04 1.182948e-04 \n", " 63 1.166512e-05 1.509398e-05 1.855222e-05 4.804274e-06 \n", " 64 5.928232e-06 6.508422e-06 1.065996e-05 5.103417e-06 \n", " J 2.313990e-05 5.008076e-05 1.064802e-04 2.635937e-05 \n", " 70 4.927398e-05 3.688409e-04 2.084993e-04 1.209730e-04 \n", " 71t74 2.064381e-04 1.859443e-04 3.296767e-04 2.191616e-04 \n", " L 3.620128e-05 2.484669e-05 2.230079e-05 1.189337e-05 \n", " M 4.756832e-04 1.002802e-04 1.566550e-04 2.057503e-04 \n", " N 4.107304e-04 1.748235e-04 2.378499e-04 8.233382e-06 \n", " O 2.797102e-05 5.624150e-05 8.871230e-05 3.786265e-05 \n", " P 2.425357e-08 3.131646e-09 3.357920e-09 1.051279e-09 \n", "\n", "region ... RoW \\\n", "sector 24 25 ... 63 \n", "region sector ... \n", "AUS AtB 8.643145e-03 8.966548e-03 ... 1.143737e-04 \n", " C 7.746427e-03 2.002071e-03 ... 1.226316e-06 \n", " 15t16 3.348087e-02 5.162659e-03 ... 9.386042e-06 \n", " 17t18 1.839870e-03 4.355138e-03 ... 2.321002e-06 \n", " 19 4.744738e-04 1.123122e-03 ... 2.298108e-07 \n", " 20 7.721879e-04 1.860587e-03 ... 1.569789e-07 \n", " 21t22 1.458164e-02 1.357960e-02 ... 1.275682e-05 \n", " 23 1.005231e-02 3.923105e-03 ... 3.416350e-04 \n", " 24 7.773614e-02 8.195035e-02 ... 1.506918e-05 \n", " 25 1.430431e-02 2.572307e-02 ... 5.632927e-06 \n", " 26 4.207677e-03 3.726538e-03 ... 1.081552e-06 \n", " 27t28 1.506619e-02 1.834829e-02 ... 9.038893e-05 \n", " 29 1.997727e-03 2.696625e-03 ... 2.108044e-05 \n", " 30t33 1.186205e-03 1.601195e-03 ... 1.158810e-05 \n", " 34t35 1.018017e-03 1.089043e-03 ... 7.352105e-05 \n", " 36t37 2.578636e-03 2.781882e-03 ... 1.308230e-06 \n", " E 1.442373e-02 1.789329e-02 ... 9.154146e-07 \n", " F 6.721375e-03 8.929691e-03 ... 5.600280e-06 \n", " 50 1.573376e-02 2.206195e-02 ... 3.140204e-06 \n", " 51 5.242621e-02 5.115054e-02 ... 4.763030e-06 \n", " 52 5.218689e-02 5.116398e-02 ... 2.030524e-05 \n", " H 6.754904e-03 3.048826e-03 ... 7.765230e-05 \n", " 60 2.123576e-02 3.057176e-02 ... 1.398308e-04 \n", " 61 5.391867e-04 5.343877e-04 ... 1.553181e-05 \n", " 62 2.592029e-04 1.818716e-04 ... 3.292612e-04 \n", " 63 2.525026e-02 6.887328e-03 ... 1.361413e-04 \n", " 64 5.754226e-03 6.837957e-03 ... 1.063165e-06 \n", " J 1.186206e-02 1.164773e-02 ... 6.187622e-05 \n", " 70 3.946522e-03 4.856993e-03 ... 7.935000e-06 \n", " 71t74 1.063683e-01 1.320528e-01 ... 7.876762e-05 \n", "... ... ... ... ... \n", "RoW 20 1.679201e-05 8.564303e-05 ... 4.635225e-04 \n", " 21t22 1.723166e-03 1.224775e-03 ... 1.363846e-02 \n", " 23 7.582105e-03 2.450394e-03 ... 5.441694e-03 \n", " 24 2.784513e-02 2.905466e-02 ... 1.498993e-03 \n", " 25 1.726107e-03 3.175999e-03 ... 6.498322e-03 \n", " 26 2.109350e-04 1.762376e-04 ... 6.942037e-04 \n", " 27t28 9.383172e-04 3.857312e-03 ... 7.513691e-03 \n", " 29 2.465773e-04 1.383318e-04 ... 4.038736e-03 \n", " 30t33 1.272227e-04 2.360290e-04 ... 4.737404e-03 \n", " 34t35 3.498644e-05 4.953800e-05 ... 7.248370e-03 \n", " 36t37 8.864373e-05 1.056440e-04 ... 6.014585e-04 \n", " E 3.282241e-05 2.421028e-05 ... 2.665591e-02 \n", " F 9.100709e-06 1.054748e-05 ... 5.685248e-03 \n", " 50 2.091397e-06 2.435528e-06 ... 3.026507e-03 \n", " 51 2.406925e-04 1.371735e-04 ... 2.037217e-02 \n", " 52 4.425963e-05 3.062034e-05 ... 1.273643e-02 \n", " H 3.582741e-05 1.176973e-05 ... 3.297633e-02 \n", " 60 1.349199e-04 3.961665e-05 ... 4.458548e-02 \n", " 61 1.876667e-06 7.434970e-07 ... 1.851134e-03 \n", " 62 3.021496e-04 2.084551e-04 ... 3.084251e-03 \n", " 63 1.597680e-05 7.997219e-06 ... 2.028130e-02 \n", " 64 9.278705e-06 9.682380e-06 ... 1.257175e-02 \n", " J 4.522608e-05 5.176152e-05 ... 4.291901e-02 \n", " 70 7.063195e-06 1.762465e-05 ... 1.000077e-02 \n", " 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1.718492e-04 \n", " 64 1.012409e-05 6.801641e-06 7.111149e-07 1.476533e-06 \n", " J 1.226286e-04 1.435055e-04 8.891718e-05 9.507640e-05 \n", " 70 1.747596e-04 8.357947e-05 1.453466e-04 1.720999e-06 \n", " 71t74 1.395916e-04 1.808588e-04 8.189850e-05 1.268091e-04 \n", "... ... ... ... ... \n", "RoW 20 1.214882e-04 1.969953e-05 4.697987e-05 8.174026e-04 \n", " 21t22 1.721324e-02 1.290832e-02 2.011640e-03 3.501515e-02 \n", " 23 8.272746e-04 2.527745e-04 2.301674e-04 1.026303e-03 \n", " 24 2.731818e-04 1.477030e-04 3.070850e-04 1.908797e-03 \n", " 25 2.415678e-03 2.286832e-04 8.799544e-04 4.207683e-03 \n", " 26 1.911815e-04 3.044386e-05 2.418001e-04 5.060108e-04 \n", " 27t28 1.000853e-03 2.793485e-04 1.307364e-03 5.862185e-03 \n", " 29 1.013881e-03 5.139817e-04 3.231645e-04 1.388127e-03 \n", " 30t33 2.632534e-02 1.193230e-03 1.441396e-03 2.777103e-02 \n", " 34t35 4.054156e-03 8.447417e-04 7.468948e-04 8.393505e-03 \n", " 36t37 3.607389e-04 7.701232e-04 3.232502e-04 6.273113e-04 \n", " E 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1.178523e-05 1.054419e-04 \n", "\n", "region \n", "sector P \n", "region sector \n", "AUS AtB 6.252650e-09 \n", " C 1.432423e-07 \n", " 15t16 1.013494e-06 \n", " 17t18 1.759452e-07 \n", " 19 1.742097e-08 \n", " 20 1.734127e-06 \n", " 21t22 4.318119e-06 \n", " 23 1.873476e-06 \n", " 24 8.748107e-06 \n", " 25 1.413828e-06 \n", " 26 3.223368e-07 \n", " 27t28 8.190956e-06 \n", " 29 5.317948e-06 \n", " 30t33 2.923322e-06 \n", " 34t35 8.507998e-07 \n", " 36t37 5.505095e-05 \n", " E 1.903253e-08 \n", " F 1.015661e-06 \n", " 50 0.000000e+00 \n", " 51 2.089121e-05 \n", " 52 7.580637e-06 \n", " H 4.135182e-06 \n", " 60 2.432832e-06 \n", " 61 0.000000e+00 \n", " 62 5.854582e-09 \n", " 63 6.965676e-09 \n", " 64 4.051845e-08 \n", " J 1.162065e-05 \n", " 70 0.000000e+00 \n", " 71t74 1.623910e-05 \n", "... ... \n", "RoW 20 3.276844e-06 \n", " 21t22 4.242034e-04 \n", " 23 9.398751e-06 \n", " 24 8.717362e-05 \n", " 25 2.318299e-05 \n", " 26 1.863128e-05 \n", " 27t28 1.078904e-04 \n", " 29 3.783253e-05 \n", " 30t33 2.902145e-04 \n", " 34t35 1.638042e-04 \n", " 36t37 2.818247e-05 \n", " E 8.041716e-04 \n", " F 3.756862e-03 \n", " 50 8.550535e-05 \n", " 51 7.313450e-04 \n", " 52 1.130280e-03 \n", " H 1.782123e-04 \n", " 60 2.211746e-03 \n", " 61 4.281323e-05 \n", " 62 5.763145e-05 \n", " 63 6.447764e-05 \n", " 64 1.407713e-03 \n", " J 9.099021e-03 \n", " 70 1.243486e-06 \n", " 71t74 1.383222e-02 \n", " L 0.000000e+00 \n", " M 1.714365e-07 \n", " N 3.328246e-09 \n", " O 7.440960e-03 \n", " P 5.759267e-04 \n", "\n", "[1435 rows x 1435 columns]" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternativly, pymrio provides a function which iterates through all missing accounts and calculates them:" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.calc_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "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:" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CO24.404070e+051.022100e+051.586176e+0542924.9869754.059629e+055.659664e+055.031700e+0613943.187686108758.7456421.054136e+06...7.658922e+041.173831e+051.311461e+0640459.23337724251.7283419.434506e+043.494179e+052.246294e+056.210161e+065.620778e+06
CH44.275465e+067.599975e+051.030354e+06464018.7486071.352464e+074.068558e+065.433871e+07157009.091900780222.0894246.668537e+06...8.948877e+051.344168e+061.532052e+07411099.098085182504.0045547.352664e+053.652537e+061.104729e+063.917121e+077.560548e+07
N2O9.588178e+043.086814e+044.609171e+0413203.7130815.899229e+051.634371e+051.831795e+063200.30966527441.7285712.914646e+05...3.091511e+045.163863e+044.422776e+0513658.6741827011.7414633.576881e+049.538255e+043.551477e+041.182906e+063.590470e+06
NOX2.359815e+063.324339e+054.508892e+05142917.8187202.786076e+061.904551e+061.925370e+0735972.513098292246.7178212.701648e+06...3.025544e+053.380263e+054.444685e+06125333.62473073379.1825973.524920e+051.797639e+068.632669e+051.845556e+073.504645e+07
SOX2.399335e+061.983047e+053.702525e+05400357.9517501.699074e+062.088103e+063.245490e+0743500.967386225907.7852771.951840e+06...1.918064e+054.979996e+051.398364e+06103186.61082648180.2283652.078760e+051.548830e+061.075249e+061.523013e+072.860410e+07
CO2.173900e+071.371366e+062.167114e+06703172.2847722.681292e+077.525147e+069.904520e+07144686.477852829881.0935711.099191e+07...1.194956e+062.055640e+062.165403e+07455232.910264580264.6810742.048666e+064.860666e+064.927789e+061.005814e+083.566157e+08
NMVOC3.101630e+063.582680e+055.920832e+05190582.6505395.323333e+062.131757e+062.016103e+0743518.270216273912.6551262.923060e+06...4.003833e+056.065405e+054.179851e+06138654.031320142881.8416425.666544e+051.738178e+061.095519e+062.095710e+074.208942e+07
NH33.851776e+059.254548e+041.245648e+0545897.3946391.345046e+064.204562e+056.415339e+068931.59474567224.1404418.505438e+05...8.987684e+041.911781e+057.889417e+0535515.96817023476.6333398.488958e+045.979386e+051.032068e+053.090159e+068.572543e+06
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8 rows × 41 columns

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" ], "text/plain": [ "region AUS AUT BEL BGR \\\n", "stressor \n", "CO2 4.404070e+05 1.022100e+05 1.586176e+05 42924.986975 \n", "CH4 4.275465e+06 7.599975e+05 1.030354e+06 464018.748607 \n", "N2O 9.588178e+04 3.086814e+04 4.609171e+04 13203.713081 \n", "NOX 2.359815e+06 3.324339e+05 4.508892e+05 142917.818720 \n", "SOX 2.399335e+06 1.983047e+05 3.702525e+05 400357.951750 \n", "CO 2.173900e+07 1.371366e+06 2.167114e+06 703172.284772 \n", "NMVOC 3.101630e+06 3.582680e+05 5.920832e+05 190582.650539 \n", "NH3 3.851776e+05 9.254548e+04 1.245648e+05 45897.394639 \n", "\n", "region BRA CAN CHN CYP \\\n", "stressor \n", "CO2 4.059629e+05 5.659664e+05 5.031700e+06 13943.187686 \n", "CH4 1.352464e+07 4.068558e+06 5.433871e+07 157009.091900 \n", "N2O 5.899229e+05 1.634371e+05 1.831795e+06 3200.309665 \n", "NOX 2.786076e+06 1.904551e+06 1.925370e+07 35972.513098 \n", "SOX 1.699074e+06 2.088103e+06 3.245490e+07 43500.967386 \n", "CO 2.681292e+07 7.525147e+06 9.904520e+07 144686.477852 \n", "NMVOC 5.323333e+06 2.131757e+06 2.016103e+07 43518.270216 \n", "NH3 1.345046e+06 4.204562e+05 6.415339e+06 8931.594745 \n", "\n", "region CZE DEU ... PRT \\\n", "stressor ... \n", "CO2 108758.745642 1.054136e+06 ... 7.658922e+04 \n", "CH4 780222.089424 6.668537e+06 ... 8.948877e+05 \n", "N2O 27441.728571 2.914646e+05 ... 3.091511e+04 \n", "NOX 292246.717821 2.701648e+06 ... 3.025544e+05 \n", "SOX 225907.785277 1.951840e+06 ... 1.918064e+05 \n", "CO 829881.093571 1.099191e+07 ... 1.194956e+06 \n", "NMVOC 273912.655126 2.923060e+06 ... 4.003833e+05 \n", "NH3 67224.140441 8.505438e+05 ... 8.987684e+04 \n", "\n", "region ROU RUS SVK SVN \\\n", "stressor \n", "CO2 1.173831e+05 1.311461e+06 40459.233377 24251.728341 \n", "CH4 1.344168e+06 1.532052e+07 411099.098085 182504.004554 \n", "N2O 5.163863e+04 4.422776e+05 13658.674182 7011.741463 \n", "NOX 3.380263e+05 4.444685e+06 125333.624730 73379.182597 \n", "SOX 4.979996e+05 1.398364e+06 103186.610826 48180.228365 \n", "CO 2.055640e+06 2.165403e+07 455232.910264 580264.681074 \n", "NMVOC 6.065405e+05 4.179851e+06 138654.031320 142881.841642 \n", "NH3 1.911781e+05 7.889417e+05 35515.968170 23476.633339 \n", "\n", "region SWE TUR TWN USA RoW \n", "stressor \n", "CO2 9.434506e+04 3.494179e+05 2.246294e+05 6.210161e+06 5.620778e+06 \n", "CH4 7.352664e+05 3.652537e+06 1.104729e+06 3.917121e+07 7.560548e+07 \n", "N2O 3.576881e+04 9.538255e+04 3.551477e+04 1.182906e+06 3.590470e+06 \n", "NOX 3.524920e+05 1.797639e+06 8.632669e+05 1.845556e+07 3.504645e+07 \n", "SOX 2.078760e+05 1.548830e+06 1.075249e+06 1.523013e+07 2.860410e+07 \n", "CO 2.048666e+06 4.860666e+06 4.927789e+06 1.005814e+08 3.566157e+08 \n", "NMVOC 5.666544e+05 1.738178e+06 1.095519e+06 2.095710e+07 4.208942e+07 \n", "NH3 8.488958e+04 5.979386e+05 1.032068e+05 3.090159e+06 8.572543e+06 \n", "\n", "[8 rows x 41 columns]" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.AIR.D_cba_reg" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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unitunit
stressor
CO2Gg
CH4t
N2Ot
NOXundef
SOXundef
COt
NMVOCt
NH3t
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" ], "text/plain": [ "unit unit\n", "stressor \n", "CO2 Gg\n", "CH4 t\n", "N2O t\n", "NOX undef\n", "SOX undef\n", "CO t\n", "NMVOC t\n", "NH3 t" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.AIR.unit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pymrio can be linked with the [country converter coco](http://joss.theoj.org/papers/af694f2e5994b8aacbad119c4005e113) to ease the aggreagtion of MRIO and results into different classifications.\n", "Using the country converter, WIOD can be aggregated into EU and non-EU countries with singling out Germany by:" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import country_converter as coco\n", "wiod.aggregate(region_agg = coco.agg_conc(original_countries='WIOD',\n", " aggregates=[{'DEU': 'DEU', 'GBR':'GBR'}, 'EU'],\n", " missing_countries='Other',\n", " merge_multiple_string=None))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We rename the EU account to reflect that is does not include Germany:" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.rename_regions({'EU':'Rest of EU'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The regional footprint account are now:" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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regionOtherRest of EUDEUGBR
stressor
CO22.436179e+073.472823e+061.054136e+067.397044e+05
CH42.540661e+082.711250e+076.668537e+065.235498e+06
N2O9.705186e+061.128531e+062.914646e+052.118832e+05
NOX1.043111e+081.093267e+072.701648e+062.164933e+06
SOX1.037493e+088.344435e+061.951840e+061.421854e+06
CO7.661455e+085.466639e+071.099191e+071.068169e+07
NMVOC1.280392e+081.577316e+072.923060e+062.986943e+06
NH32.672782e+073.493227e+068.505438e+055.900984e+05
\n", "
" ], "text/plain": [ "region Other Rest of EU DEU GBR\n", "stressor \n", "CO2 2.436179e+07 3.472823e+06 1.054136e+06 7.397044e+05\n", "CH4 2.540661e+08 2.711250e+07 6.668537e+06 5.235498e+06\n", "N2O 9.705186e+06 1.128531e+06 2.914646e+05 2.118832e+05\n", "NOX 1.043111e+08 1.093267e+07 2.701648e+06 2.164933e+06\n", "SOX 1.037493e+08 8.344435e+06 1.951840e+06 1.421854e+06\n", "CO 7.661455e+08 5.466639e+07 1.099191e+07 1.068169e+07\n", "NMVOC 1.280392e+08 1.577316e+07 2.923060e+06 2.986943e+06\n", "NH3 2.672782e+07 3.493227e+06 8.505438e+05 5.900984e+05" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.AIR.D_cba_reg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize for example the CH4 accounts:" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": 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awcPDA2FhYfj8888xa9Ys9OjRA8HBwRg9ejTMzc1x8uRJtG3bFvXq1cPs2bPxwQcfwMXF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\nSgpUKpV22snJCSkpKUasiIi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "with plt.style.context('ggplot'):\n", " wiod.AIR.plot_account('CH4', figsize=(8,5))\n", " plt.savefig('airch4.png', dpi=300)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "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:" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "collapsed": true }, "outputs": [], "source": [ "diag_CH4 = wiod.AIR.diag_stressor('CH4')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and be reassigned to the aggreagated WIOD system:" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [], "source": [ "wiod.CH4_source = diag_CH4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next step the automatic calculation routine of pymrio is called again to compute the missing accounts in this new extension:\n", "and be reassigned to the aggreagated WIOD system:" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.calc_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The diagonalzied CH4 data now shows the source and destination of the specified stressor (CH4):" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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611.344326e+036.720273e+024.605315e+031.100060e+03228.77503973.436933388.7059149.202185e+028.402194e+02233.150540...1.1641367.52874013.02687410.3110596.23460230.8315669.00262547.95441214.8724514.589544e-03
627.025370e+012.477774e+012.176760e+025.288287e+0112.3192193.10480929.9619883.656967e+014.711078e+0112.645726...0.4008722.3318308.2828043.6066931.9899085.0395811.1742286.6589763.9762675.116654e-04
637.501150e+022.064720e+022.108235e+034.428759e+0293.35199726.717285294.9711364.288422e+023.868840e+02109.204842...24.8260345.08405412.5092158.6283735.50584719.3288205.86936730.21824012.4398683.330378e-03
647.160093e+012.053783e+011.857915e+024.504288e+0110.1891792.37254029.0290243.177297e+014.360792e+0110.649548...0.1427205.9087364.0157442.2902721.2747884.0122111.0623165.2324792.5771059.101693e-04
J1.057905e+023.409685e+012.533903e+026.976359e+0113.2439953.17921835.0253444.984270e+015.772651e+0114.831626...0.1355910.8087638.7982839.9835681.1719724.5739540.9470955.0183132.4029972.024046e-03
704.009327e+011.353161e+011.150544e+022.920940e+017.0184061.57612318.7773241.962820e+012.229628e+016.874841...0.0662480.3712731.2767463.5371620.5963741.7441510.4649472.4793061.2845243.313915e-04
71t744.003462e+021.548823e+021.361723e+032.859492e+0257.34845414.952968230.0029062.156318e+023.790770e+0284.060057...0.8646815.61306722.93823717.66169432.30734328.3377889.02297343.45372120.4330819.181638e-03
.....................................................................
GBR202.000422e-015.454195e-028.151368e-013.878745e-010.0533471.4729300.2501481.582839e-015.200871e-010.088253...0.0888020.5848601.8300744.8982210.5770123.7379352.9039853.8868901.9773183.253135e-05
21t229.884119e-012.224861e-015.830676e+001.437209e+000.2762560.05554418.3084175.220498e-013.096481e+000.438661...0.4140162.12299218.0482919.5132665.52630920.76057615.30504431.65213011.1779371.767870e-05
232.183744e+013.529085e+003.974080e+011.033047e+012.2373450.5149094.3703312.420643e+023.049659e+013.709010...0.3480952.4197767.4950824.9672293.05190413.1117874.85906223.0924366.7190016.947245e-05
245.325144e+015.727935e+008.057743e+014.465230e+017.9340881.40638814.7119131.414788e+018.414557e+0228.664978...0.3513503.6926179.6080357.7176184.16385119.0618078.903961126.95442013.0570551.555767e-04
259.727668e-012.219012e-015.170679e+001.367663e+000.3719770.0447140.6059144.691888e-012.729352e+009.680741...0.1610143.8387383.3673363.9631910.9028805.5676682.25066810.3592502.8341231.770201e-05
261.974633e+006.348137e-011.030502e+012.132264e+000.4217790.1356110.8406432.209786e+004.860246e+001.330254...0.5960825.28781011.02070437.0642682.46814540.31058522.09286132.59133119.9959752.880693e-05
27t282.813773e+011.518249e+019.398045e+012.525050e+015.7252391.65927211.9724022.600028e+014.559952e+0112.598779...1.17136411.35162228.66161554.3704628.00839872.34329525.13292782.61912422.8850496.028148e-04
293.151289e-011.463451e-017.155515e-012.616028e-010.0455510.0125800.1011832.257151e-013.324839e-010.073039...0.0088610.1035200.2430570.3095680.1025871.9258580.1439720.6434600.1996682.827839e-06
30t333.105359e-011.712632e-018.910380e-013.221453e-010.0711690.0140460.1579622.500831e-015.523582e-010.114256...0.0126640.3919310.3658580.3262730.1426661.4387640.2654893.5185720.3136065.563921e-06
34t357.589583e-011.780247e-011.344476e+003.277294e-010.0701040.0221840.1489502.989953e-014.313005e-010.089470...0.0382550.2178550.7452720.5904230.3148513.9282550.3841311.9994670.5551154.906527e-06
36t371.702979e-015.201870e-025.090770e-015.360197e-010.0546140.0092910.0990531.053597e-013.126257e-010.068908...0.0167760.1760810.4461720.4437900.1717981.5878810.9676032.3471091.0825921.244562e-04
E2.354224e+025.606692e+011.152846e+033.536711e+0247.23255712.184222233.8014013.633556e+021.314554e+03156.358296...84.695190828.5451222458.3698351710.310436889.8220885738.7605702899.66269110913.6607722677.6572193.343791e-03
F7.426710e-021.836039e-022.731157e-019.046532e-020.0148380.0031560.0442101.098496e-012.107248e-010.024751...0.1545510.9325313.73018317.5708350.4709168.6024130.8679683.7969081.3985479.530366e-07
508.964672e-021.901743e-024.014399e-011.365744e-010.0191140.0036010.0672395.850685e-024.596364e-010.042928...0.0520810.5454601.6786251.1121000.5970342.0566681.1217014.4761591.0779871.183451e-06
513.088434e-016.958213e-021.474519e+005.569160e-010.0743880.0127010.2701701.965917e-011.979513e+000.175827...0.0683621.4096062.0387041.6392950.7033036.0267812.14348216.4466902.5073044.709171e-06
523.918129e-018.635857e-021.923585e+007.491106e-010.0967480.0162250.3590542.522937e-012.748557e+000.240020...0.0918971.9868712.6626562.2037250.8417678.3807052.99735623.0811233.3723635.916739e-06
H1.113608e-014.390106e-023.986463e-011.077135e-010.0239370.0047590.0555438.577262e-021.620509e-010.029420...0.0223790.1383660.5719530.3537800.1769481.1617260.5324581.6318870.3490262.333077e-06
602.754940e+006.609753e-011.332172e+014.460628e+000.6084870.1828222.4039792.429349e+001.006287e+011.319905...2.29696612.58646526.79992416.7325408.59610052.97054434.879116110.67733719.0302063.828495e-05
614.536998e+001.624189e+001.579957e+013.828540e+000.8169740.2986681.2837572.523284e+002.900859e+000.789541...0.0080690.0452260.1065590.0898670.0446550.1975490.0745640.3449300.0985961.765620e-05
624.590595e-011.346961e-011.539794e+004.665823e-010.1090730.0235500.2625612.616871e-015.725218e-010.111555...0.1633081.0272344.2339531.5613680.7173041.7130550.3885532.0639751.3886454.100640e-06
632.484291e-016.925377e-029.400353e-012.977646e-010.0529190.0127080.1281431.640988e-016.779286e-010.080418...7.5998791.1009033.4701552.0501271.0145502.8240161.6721814.6988722.1681392.284501e-06
641.407675e-013.448308e-025.260340e-011.754490e-010.0310170.0059510.0910879.748329e-024.102414e-010.046842...0.11624930.7875558.1189203.3870441.1666175.5511961.3429095.6288602.0334931.992910e-06
J2.945134e-017.269180e-029.089373e-013.443261e-010.0593290.0112100.1157961.908816e-014.660894e-010.070914...0.0623320.35224738.8911879.3582240.4808832.6393360.4812992.2789860.9175894.211499e-06
703.417731e-028.092379e-031.393168e-015.109920e-020.0080310.0015940.0290352.296072e-021.296233e-010.014935...0.0402600.2781021.58928761.4162950.1987661.6586000.3677601.8055090.5129295.159811e-07
71t745.326215e-011.496871e-012.209102e+006.653873e-010.1225270.0236840.4228263.977440e-011.720979e+000.191070...0.4221222.24244214.5202479.00027936.75874513.2676145.74992219.44578010.2561878.305999e-06
L9.466196e-022.089716e-022.996809e-011.029974e-010.0161170.0035430.0496675.734222e-022.664158e-010.029178...0.0383380.4051921.17577013.5168361.529716428.8453800.4810352.2512370.8188511.123609e-06
M9.777632e-023.145764e-023.258355e-011.032990e-010.0181040.0036240.0496538.012579e-022.512514e-010.030422...0.0780800.7373942.9607761.9487231.21885112.071626262.7194566.6024601.9210721.096000e-06
N3.228073e-026.435460e-031.143816e-013.778054e-020.0057710.0011570.0174382.534468e-021.303597e-010.012955...0.0156080.1677651.1898600.4211270.1534450.7813660.315437469.1713240.8623703.515825e-07
O6.700844e+022.086950e+022.736001e+038.992386e+02160.82757330.700483999.9912785.071570e+021.914000e+03234.813335...524.3752913968.47295813437.7828698261.3181635982.53012232294.9251079563.58335150181.679099684163.1306691.518889e-02
P2.450826e-046.504063e-051.110552e-033.772696e-040.0000530.0000130.0002493.237921e-049.242410e-040.000124...0.0006370.0015640.0048880.0055800.0022030.0067060.0080640.0161360.0065218.560598e+01
\n", "

140 rows × 140 columns

\n", "
" ], "text/plain": [ "region Other \\\n", "sector AtB C 15t16 17t18 \n", "region sector \n", "Other AtB 6.120041e+07 8.455234e+04 3.658411e+07 2.988418e+06 \n", " C 1.008359e+06 6.714292e+06 2.047332e+06 6.420307e+05 \n", " 15t16 3.968202e+03 6.218228e+01 8.736127e+04 5.178453e+02 \n", " 17t18 9.369869e+01 2.287802e+01 2.464623e+02 1.185856e+04 \n", " 19 5.587156e+00 1.040420e+00 1.268140e+01 1.252185e+02 \n", " 20 1.561308e+02 6.147493e+01 4.322541e+02 1.245953e+02 \n", " 21t22 6.751097e+02 1.627560e+02 4.484595e+03 7.334511e+02 \n", " 23 1.790650e+04 3.400066e+03 2.821658e+04 7.934071e+03 \n", " 24 2.694867e+04 2.700883e+03 3.555563e+04 2.325546e+04 \n", " 25 8.358400e+02 2.396096e+02 3.810656e+03 7.647482e+02 \n", " 26 1.315942e+03 7.695087e+02 5.280640e+03 9.447605e+02 \n", " 27t28 3.949582e+03 2.871747e+03 1.295228e+04 2.884049e+03 \n", " 29 9.501569e+01 6.065109e+01 1.935884e+02 8.053423e+01 \n", " 30t33 5.476872e+01 3.265759e+01 1.573152e+02 5.125758e+01 \n", " 34t35 8.482511e+01 2.749473e+01 1.775066e+02 4.436655e+01 \n", " 36t37 1.675265e+02 5.552546e+01 4.432380e+02 2.949731e+02 \n", " E 1.403595e+05 9.215817e+04 3.669921e+05 1.136705e+05 \n", " F 6.671418e+01 2.930599e+01 1.363920e+02 3.308021e+01 \n", " 50 1.473884e+02 3.242555e+01 4.024322e+02 7.564697e+01 \n", " 51 2.917101e+02 5.104727e+01 9.254414e+02 1.663195e+02 \n", " 52 1.980672e+02 3.114731e+01 6.078705e+02 1.165154e+02 \n", " H 9.161163e+01 3.603381e+01 3.044604e+02 7.494469e+01 \n", " 60 1.306433e+05 3.883769e+04 3.903510e+05 8.505062e+04 \n", " 61 1.344326e+03 6.720273e+02 4.605315e+03 1.100060e+03 \n", " 62 7.025370e+01 2.477774e+01 2.176760e+02 5.288287e+01 \n", " 63 7.501150e+02 2.064720e+02 2.108235e+03 4.428759e+02 \n", " 64 7.160093e+01 2.053783e+01 1.857915e+02 4.504288e+01 \n", " J 1.057905e+02 3.409685e+01 2.533903e+02 6.976359e+01 \n", " 70 4.009327e+01 1.353161e+01 1.150544e+02 2.920940e+01 \n", " 71t74 4.003462e+02 1.548823e+02 1.361723e+03 2.859492e+02 \n", "... ... ... ... ... \n", "GBR 20 2.000422e-01 5.454195e-02 8.151368e-01 3.878745e-01 \n", " 21t22 9.884119e-01 2.224861e-01 5.830676e+00 1.437209e+00 \n", " 23 2.183744e+01 3.529085e+00 3.974080e+01 1.033047e+01 \n", " 24 5.325144e+01 5.727935e+00 8.057743e+01 4.465230e+01 \n", " 25 9.727668e-01 2.219012e-01 5.170679e+00 1.367663e+00 \n", " 26 1.974633e+00 6.348137e-01 1.030502e+01 2.132264e+00 \n", " 27t28 2.813773e+01 1.518249e+01 9.398045e+01 2.525050e+01 \n", " 29 3.151289e-01 1.463451e-01 7.155515e-01 2.616028e-01 \n", " 30t33 3.105359e-01 1.712632e-01 8.910380e-01 3.221453e-01 \n", " 34t35 7.589583e-01 1.780247e-01 1.344476e+00 3.277294e-01 \n", " 36t37 1.702979e-01 5.201870e-02 5.090770e-01 5.360197e-01 \n", " E 2.354224e+02 5.606692e+01 1.152846e+03 3.536711e+02 \n", " F 7.426710e-02 1.836039e-02 2.731157e-01 9.046532e-02 \n", " 50 8.964672e-02 1.901743e-02 4.014399e-01 1.365744e-01 \n", " 51 3.088434e-01 6.958213e-02 1.474519e+00 5.569160e-01 \n", " 52 3.918129e-01 8.635857e-02 1.923585e+00 7.491106e-01 \n", " H 1.113608e-01 4.390106e-02 3.986463e-01 1.077135e-01 \n", " 60 2.754940e+00 6.609753e-01 1.332172e+01 4.460628e+00 \n", " 61 4.536998e+00 1.624189e+00 1.579957e+01 3.828540e+00 \n", " 62 4.590595e-01 1.346961e-01 1.539794e+00 4.665823e-01 \n", " 63 2.484291e-01 6.925377e-02 9.400353e-01 2.977646e-01 \n", " 64 1.407675e-01 3.448308e-02 5.260340e-01 1.754490e-01 \n", " J 2.945134e-01 7.269180e-02 9.089373e-01 3.443261e-01 \n", " 70 3.417731e-02 8.092379e-03 1.393168e-01 5.109920e-02 \n", " 71t74 5.326215e-01 1.496871e-01 2.209102e+00 6.653873e-01 \n", " L 9.466196e-02 2.089716e-02 2.996809e-01 1.029974e-01 \n", " M 9.777632e-02 3.145764e-02 3.258355e-01 1.032990e-01 \n", " N 3.228073e-02 6.435460e-03 1.143816e-01 3.778054e-02 \n", " O 6.700844e+02 2.086950e+02 2.736001e+03 8.992386e+02 \n", " P 2.450826e-04 6.504063e-05 1.110552e-03 3.772696e-04 \n", "\n", "region \\\n", "sector 19 20 21t22 23 \n", "region sector \n", "Other AtB 867172.684194 230646.602537 441913.627992 1.766666e+05 \n", " C 117665.005135 33160.714629 281538.575874 5.643346e+06 \n", " 15t16 639.802755 24.298048 128.945944 1.099366e+02 \n", " 17t18 200.126039 4.500219 68.017013 3.330082e+01 \n", " 19 1231.987687 0.344568 4.205279 1.580128e+00 \n", " 20 27.379324 1381.359789 234.397113 7.234533e+01 \n", " 21t22 188.101338 39.183536 14327.285990 2.534831e+02 \n", " 23 1519.998585 392.952132 3281.219226 1.912358e+05 \n", " 24 3689.291088 735.522243 6531.998421 4.783404e+03 \n", " 25 371.302364 28.543498 442.368979 3.097955e+02 \n", " 26 200.893738 81.530849 367.058822 9.836938e+02 \n", " 27t28 718.706990 264.388027 1685.659619 3.366943e+03 \n", " 29 14.653395 4.095661 29.439447 7.238835e+01 \n", " 30t33 9.665433 2.671277 29.927129 4.184367e+01 \n", " 34t35 9.255017 2.845981 23.834770 4.091727e+01 \n", " 36t37 42.805903 12.628848 112.089754 8.986565e+01 \n", " E 16821.309524 5779.141735 58036.818431 1.233675e+05 \n", " F 5.485058 1.758916 17.571153 3.848427e+01 \n", " 50 16.484610 4.705153 36.792203 6.197489e+01 \n", " 51 40.622198 10.256117 80.748760 1.760264e+02 \n", " 52 27.617980 5.589430 42.242767 7.491098e+01 \n", " H 16.544039 3.879273 44.775176 4.875371e+01 \n", " 60 17097.565488 4587.329682 34243.834629 1.217630e+05 \n", " 61 228.775039 73.436933 388.705914 9.202185e+02 \n", " 62 12.319219 3.104809 29.961988 3.656967e+01 \n", " 63 93.351997 26.717285 294.971136 4.288422e+02 \n", " 64 10.189179 2.372540 29.029024 3.177297e+01 \n", " J 13.243995 3.179218 35.025344 4.984270e+01 \n", " 70 7.018406 1.576123 18.777324 1.962820e+01 \n", " 71t74 57.348454 14.952968 230.002906 2.156318e+02 \n", "... ... ... ... ... \n", "GBR 20 0.053347 1.472930 0.250148 1.582839e-01 \n", " 21t22 0.276256 0.055544 18.308417 5.220498e-01 \n", " 23 2.237345 0.514909 4.370331 2.420643e+02 \n", " 24 7.934088 1.406388 14.711913 1.414788e+01 \n", " 25 0.371977 0.044714 0.605914 4.691888e-01 \n", " 26 0.421779 0.135611 0.840643 2.209786e+00 \n", " 27t28 5.725239 1.659272 11.972402 2.600028e+01 \n", " 29 0.045551 0.012580 0.101183 2.257151e-01 \n", " 30t33 0.071169 0.014046 0.157962 2.500831e-01 \n", " 34t35 0.070104 0.022184 0.148950 2.989953e-01 \n", " 36t37 0.054614 0.009291 0.099053 1.053597e-01 \n", " E 47.232557 12.184222 233.801401 3.633556e+02 \n", " F 0.014838 0.003156 0.044210 1.098496e-01 \n", " 50 0.019114 0.003601 0.067239 5.850685e-02 \n", " 51 0.074388 0.012701 0.270170 1.965917e-01 \n", " 52 0.096748 0.016225 0.359054 2.522937e-01 \n", " H 0.023937 0.004759 0.055543 8.577262e-02 \n", " 60 0.608487 0.182822 2.403979 2.429349e+00 \n", " 61 0.816974 0.298668 1.283757 2.523284e+00 \n", " 62 0.109073 0.023550 0.262561 2.616871e-01 \n", " 63 0.052919 0.012708 0.128143 1.640988e-01 \n", " 64 0.031017 0.005951 0.091087 9.748329e-02 \n", " J 0.059329 0.011210 0.115796 1.908816e-01 \n", " 70 0.008031 0.001594 0.029035 2.296072e-02 \n", " 71t74 0.122527 0.023684 0.422826 3.977440e-01 \n", " L 0.016117 0.003543 0.049667 5.734222e-02 \n", " M 0.018104 0.003624 0.049653 8.012579e-02 \n", " N 0.005771 0.001157 0.017438 2.534468e-02 \n", " O 160.827573 30.700483 999.991278 5.071570e+02 \n", " P 0.000053 0.000013 0.000249 3.237921e-04 \n", "\n", "region ... GBR \\\n", "sector 24 25 ... 63 \n", "region sector ... \n", "Other AtB 6.045454e+05 197135.975631 ... 669.903691 \n", " C 1.564758e+06 231675.430540 ... 1405.758158 \n", " 15t16 4.216024e+02 83.091425 ... 0.460965 \n", " 17t18 7.862589e+01 59.680321 ... 0.093075 \n", " 19 4.194052e+00 3.043624 ... 0.008632 \n", " 20 1.014235e+02 37.539388 ... 0.179911 \n", " 21t22 6.916735e+02 214.739864 ... 0.953524 \n", " 23 1.982417e+04 2957.791210 ... 18.755631 \n", " 24 1.619520e+05 13703.918492 ... 7.305244 \n", " 25 8.592818e+02 7200.000465 ... 0.746145 \n", " 26 1.425007e+03 379.663226 ... 1.353884 \n", " 27t28 3.849679e+03 1342.021095 ... 5.672639 \n", " 29 7.058591e+01 22.394188 ... 0.101733 \n", " 30t33 5.743871e+01 16.702589 ... 0.157455 \n", " 34t35 3.940561e+01 12.737457 ... 0.218583 \n", " 36t37 1.343993e+02 44.247558 ... 0.240189 \n", " E 1.386887e+05 32346.099229 ... 96.135858 \n", " F 3.341282e+01 8.270840 ... 0.054316 \n", " 50 6.983601e+01 21.183051 ... 0.091110 \n", " 51 1.497062e+02 43.119474 ... 0.129116 \n", " 52 8.275607e+01 24.027566 ... 0.080038 \n", " H 7.019927e+01 19.953079 ... 0.427558 \n", " 60 7.763102e+04 19389.879478 ... 121.257585 \n", " 61 8.402194e+02 233.150540 ... 1.164136 \n", " 62 4.711078e+01 12.645726 ... 0.400872 \n", " 63 3.868840e+02 109.204842 ... 24.826034 \n", " 64 4.360792e+01 10.649548 ... 0.142720 \n", " J 5.772651e+01 14.831626 ... 0.135591 \n", " 70 2.229628e+01 6.874841 ... 0.066248 \n", " 71t74 3.790770e+02 84.060057 ... 0.864681 \n", "... ... ... ... ... \n", "GBR 20 5.200871e-01 0.088253 ... 0.088802 \n", " 21t22 3.096481e+00 0.438661 ... 0.414016 \n", " 23 3.049659e+01 3.709010 ... 0.348095 \n", " 24 8.414557e+02 28.664978 ... 0.351350 \n", " 25 2.729352e+00 9.680741 ... 0.161014 \n", " 26 4.860246e+00 1.330254 ... 0.596082 \n", " 27t28 4.559952e+01 12.598779 ... 1.171364 \n", " 29 3.324839e-01 0.073039 ... 0.008861 \n", " 30t33 5.523582e-01 0.114256 ... 0.012664 \n", " 34t35 4.313005e-01 0.089470 ... 0.038255 \n", " 36t37 3.126257e-01 0.068908 ... 0.016776 \n", " E 1.314554e+03 156.358296 ... 84.695190 \n", " F 2.107248e-01 0.024751 ... 0.154551 \n", " 50 4.596364e-01 0.042928 ... 0.052081 \n", " 51 1.979513e+00 0.175827 ... 0.068362 \n", " 52 2.748557e+00 0.240020 ... 0.091897 \n", " H 1.620509e-01 0.029420 ... 0.022379 \n", " 60 1.006287e+01 1.319905 ... 2.296966 \n", " 61 2.900859e+00 0.789541 ... 0.008069 \n", " 62 5.725218e-01 0.111555 ... 0.163308 \n", " 63 6.779286e-01 0.080418 ... 7.599879 \n", " 64 4.102414e-01 0.046842 ... 0.116249 \n", " J 4.660894e-01 0.070914 ... 0.062332 \n", " 70 1.296233e-01 0.014935 ... 0.040260 \n", " 71t74 1.720979e+00 0.191070 ... 0.422122 \n", " L 2.664158e-01 0.029178 ... 0.038338 \n", " M 2.512514e-01 0.030422 ... 0.078080 \n", " N 1.303597e-01 0.012955 ... 0.015608 \n", " O 1.914000e+03 234.813335 ... 524.375291 \n", " P 9.242410e-04 0.000124 ... 0.000637 \n", "\n", "region \\\n", "sector 64 J 70 71t74 \n", "region sector \n", "Other AtB 3406.973739 8805.678036 6656.233633 4123.121986 \n", " C 9357.742729 20287.540899 18680.219527 8586.783042 \n", " 15t16 3.215184 8.818689 5.805941 3.871073 \n", " 17t18 0.848278 1.738428 1.444981 0.919367 \n", " 19 0.117312 0.225215 0.171093 0.106037 \n", " 20 1.387275 2.795978 4.283582 1.350480 \n", " 21t22 7.149111 21.030825 15.963897 11.656301 \n", " 23 94.723897 213.954430 148.886705 94.359029 \n", " 24 85.499783 125.009957 112.840344 63.520407 \n", " 25 11.505517 11.582911 11.146907 5.174222 \n", " 26 17.458691 22.205837 34.341762 9.893636 \n", " 27t28 89.464319 92.926938 101.498493 44.044700 \n", " 29 1.240535 1.600889 1.826602 0.821058 \n", " 30t33 8.551662 4.282678 3.458371 1.847720 \n", " 34t35 0.908381 1.937734 2.071207 1.020793 \n", " 36t37 2.695217 4.623776 4.528868 2.483860 \n", " E 712.377894 1264.895906 1105.351861 644.896991 \n", " F 0.358898 0.834860 1.112270 0.396748 \n", " 50 0.616489 1.289851 1.107441 0.772780 \n", " 51 1.155648 1.855237 1.529971 0.986911 \n", " 52 0.641078 1.179144 1.013914 0.657872 \n", " H 2.506956 9.009177 5.786757 3.487238 \n", " 60 637.358436 1221.692076 970.157422 569.886192 \n", " 61 7.528740 13.026874 10.311059 6.234602 \n", " 62 2.331830 8.282804 3.606693 1.989908 \n", " 63 5.084054 12.509215 8.628373 5.505847 \n", " 64 5.908736 4.015744 2.290272 1.274788 \n", " J 0.808763 8.798283 9.983568 1.171972 \n", " 70 0.371273 1.276746 3.537162 0.596374 \n", " 71t74 5.613067 22.938237 17.661694 32.307343 \n", "... ... ... ... ... \n", "GBR 20 0.584860 1.830074 4.898221 0.577012 \n", " 21t22 2.122992 18.048291 9.513266 5.526309 \n", " 23 2.419776 7.495082 4.967229 3.051904 \n", " 24 3.692617 9.608035 7.717618 4.163851 \n", " 25 3.838738 3.367336 3.963191 0.902880 \n", " 26 5.287810 11.020704 37.064268 2.468145 \n", " 27t28 11.351622 28.661615 54.370462 8.008398 \n", " 29 0.103520 0.243057 0.309568 0.102587 \n", " 30t33 0.391931 0.365858 0.326273 0.142666 \n", " 34t35 0.217855 0.745272 0.590423 0.314851 \n", " 36t37 0.176081 0.446172 0.443790 0.171798 \n", " E 828.545122 2458.369835 1710.310436 889.822088 \n", " F 0.932531 3.730183 17.570835 0.470916 \n", " 50 0.545460 1.678625 1.112100 0.597034 \n", " 51 1.409606 2.038704 1.639295 0.703303 \n", " 52 1.986871 2.662656 2.203725 0.841767 \n", " H 0.138366 0.571953 0.353780 0.176948 \n", " 60 12.586465 26.799924 16.732540 8.596100 \n", " 61 0.045226 0.106559 0.089867 0.044655 \n", " 62 1.027234 4.233953 1.561368 0.717304 \n", " 63 1.100903 3.470155 2.050127 1.014550 \n", " 64 30.787555 8.118920 3.387044 1.166617 \n", " J 0.352247 38.891187 9.358224 0.480883 \n", " 70 0.278102 1.589287 61.416295 0.198766 \n", " 71t74 2.242442 14.520247 9.000279 36.758745 \n", " L 0.405192 1.175770 13.516836 1.529716 \n", " M 0.737394 2.960776 1.948723 1.218851 \n", " N 0.167765 1.189860 0.421127 0.153445 \n", " O 3968.472958 13437.782869 8261.318163 5982.530122 \n", " P 0.001564 0.004888 0.005580 0.002203 \n", "\n", "region \\\n", "sector L M N O \n", "region sector \n", "Other AtB 19984.727842 9398.054711 44359.672517 12305.895420 \n", " C 49408.298618 15853.401016 93562.146555 23512.720979 \n", " 15t16 18.671491 8.695184 44.370659 11.707402 \n", " 17t18 6.608830 2.031215 12.658218 3.765588 \n", " 19 1.104701 0.343349 1.430827 0.646012 \n", " 20 7.781235 3.029624 10.408169 3.996475 \n", " 21t22 37.133605 12.508683 58.157801 23.458376 \n", " 23 436.927718 126.400070 846.480169 225.285757 \n", " 24 396.327493 132.425376 2383.062267 240.265418 \n", " 25 39.772320 8.054072 54.214892 13.531754 \n", " 26 83.535158 22.265063 99.120087 31.249722 \n", " 27t28 464.136369 66.582120 431.634964 103.563873 \n", " 29 11.989417 1.018641 6.812058 1.795579 \n", " 30t33 22.561418 3.114806 24.158238 4.022266 \n", " 34t35 26.418297 0.956509 7.216608 2.394056 \n", " 36t37 23.619094 7.698765 46.565836 11.013037 \n", " E 3311.738782 898.362942 5661.464858 1709.829520 \n", " F 1.525357 0.411932 2.214370 1.005286 \n", " 50 2.691458 0.708647 4.100701 1.598984 \n", " 51 5.537912 1.298448 8.402936 2.353754 \n", " 52 3.068789 0.738788 4.502771 1.497972 \n", " H 19.784391 8.159131 27.053358 6.473157 \n", " 60 3002.062250 959.417432 5188.163172 1412.842453 \n", " 61 30.831566 9.002625 47.954412 14.872451 \n", " 62 5.039581 1.174228 6.658976 3.976267 \n", " 63 19.328820 5.869367 30.218240 12.439868 \n", " 64 4.012211 1.062316 5.232479 2.577105 \n", " J 4.573954 0.947095 5.018313 2.402997 \n", " 70 1.744151 0.464947 2.479306 1.284524 \n", " 71t74 28.337788 9.022973 43.453721 20.433081 \n", "... ... ... ... ... \n", "GBR 20 3.737935 2.903985 3.886890 1.977318 \n", " 21t22 20.760576 15.305044 31.652130 11.177937 \n", " 23 13.111787 4.859062 23.092436 6.719001 \n", " 24 19.061807 8.903961 126.954420 13.057055 \n", " 25 5.567668 2.250668 10.359250 2.834123 \n", " 26 40.310585 22.092861 32.591331 19.995975 \n", " 27t28 72.343295 25.132927 82.619124 22.885049 \n", " 29 1.925858 0.143972 0.643460 0.199668 \n", " 30t33 1.438764 0.265489 3.518572 0.313606 \n", " 34t35 3.928255 0.384131 1.999467 0.555115 \n", " 36t37 1.587881 0.967603 2.347109 1.082592 \n", " E 5738.760570 2899.662691 10913.660772 2677.657219 \n", " F 8.602413 0.867968 3.796908 1.398547 \n", " 50 2.056668 1.121701 4.476159 1.077987 \n", " 51 6.026781 2.143482 16.446690 2.507304 \n", " 52 8.380705 2.997356 23.081123 3.372363 \n", " H 1.161726 0.532458 1.631887 0.349026 \n", " 60 52.970544 34.879116 110.677337 19.030206 \n", " 61 0.197549 0.074564 0.344930 0.098596 \n", " 62 1.713055 0.388553 2.063975 1.388645 \n", " 63 2.824016 1.672181 4.698872 2.168139 \n", " 64 5.551196 1.342909 5.628860 2.033493 \n", " J 2.639336 0.481299 2.278986 0.917589 \n", " 70 1.658600 0.367760 1.805509 0.512929 \n", " 71t74 13.267614 5.749922 19.445780 10.256187 \n", " L 428.845380 0.481035 2.251237 0.818851 \n", " M 12.071626 262.719456 6.602460 1.921072 \n", " N 0.781366 0.315437 469.171324 0.862370 \n", " O 32294.925107 9563.583351 50181.679099 684163.130669 \n", " P 0.006706 0.008064 0.016136 0.006521 \n", "\n", "region \n", "sector P \n", "region sector \n", "Other AtB 3.055303e+00 \n", " C 4.041194e+00 \n", " 15t16 1.748308e-03 \n", " 17t18 1.256168e-03 \n", " 19 7.547227e-05 \n", " 20 3.366896e-03 \n", " 21t22 6.876710e-03 \n", " 23 4.602509e-02 \n", " 24 6.747982e-02 \n", " 25 5.836743e-03 \n", " 26 1.589600e-02 \n", " 27t28 5.796513e-02 \n", " 29 1.256930e-03 \n", " 30t33 1.655081e-03 \n", " 34t35 7.651886e-04 \n", " 36t37 4.476497e-02 \n", " E 6.679862e-01 \n", " F 1.789790e-03 \n", " 50 6.152276e-04 \n", " 51 9.175284e-04 \n", " 52 9.509817e-04 \n", " H 9.020081e-04 \n", " 60 7.858543e-01 \n", " 61 4.589544e-03 \n", " 62 5.116654e-04 \n", " 63 3.330378e-03 \n", " 64 9.101693e-04 \n", " J 2.024046e-03 \n", " 70 3.313915e-04 \n", " 71t74 9.181638e-03 \n", "... ... \n", "GBR 20 3.253135e-05 \n", " 21t22 1.767870e-05 \n", " 23 6.947245e-05 \n", " 24 1.555767e-04 \n", " 25 1.770201e-05 \n", " 26 2.880693e-05 \n", " 27t28 6.028148e-04 \n", " 29 2.827839e-06 \n", " 30t33 5.563921e-06 \n", " 34t35 4.906527e-06 \n", " 36t37 1.244562e-04 \n", " E 3.343791e-03 \n", " F 9.530366e-07 \n", " 50 1.183451e-06 \n", " 51 4.709171e-06 \n", " 52 5.916739e-06 \n", " H 2.333077e-06 \n", " 60 3.828495e-05 \n", " 61 1.765620e-05 \n", " 62 4.100640e-06 \n", " 63 2.284501e-06 \n", " 64 1.992910e-06 \n", " J 4.211499e-06 \n", " 70 5.159811e-07 \n", " 71t74 8.305999e-06 \n", " L 1.123609e-06 \n", " M 1.096000e-06 \n", " N 3.515825e-07 \n", " O 1.518889e-02 \n", " P 8.560598e+01 \n", "\n", "[140 rows x 140 columns]" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.CH4_source.D_cba" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "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)." ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [], "source": [ "CH4_source_reg = wiod.CH4_source.D_cba.groupby(\n", " level='region', axis=0).sum().groupby(\n", " level='region', axis=1).sum()\n" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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regionDEUGBROtherRest of EU
region
DEU1.485343e+064.634238e+042.892830e+053.819713e+05
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" ], "text/plain": [ "region DEU GBR Other Rest of EU\n", "region \n", "DEU 1.485343e+06 4.634238e+04 2.892830e+05 3.819713e+05\n", "GBR 5.139252e+04 1.833541e+06 2.112405e+05 1.879226e+05\n", "Other 3.696832e+06 2.711860e+06 2.457410e+08 1.317725e+07\n", "Rest of EU 7.402886e+05 4.186665e+05 1.756700e+06 1.128755e+07" ] }, "execution_count": 175, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CH4_source_reg" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "data": { "image/png": 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kT6dOLdm2bb+joGIM9Op1E08/PTDDuo8+Gg5k3adSsWIZQkPDqVgxiKSkZGJi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\nm515HcDpMI1EEXFjt8mJSDmsmotSShU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FT2Sz5/3MDjNSqlcq9rj2hLtvPY+J7/+N8WMe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\niuM4jhMZ/w/+o/GSRcENlQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "CH4_source_reg.columns.name = 'Receiving region'\n", "CH4_source_reg.index.name = 'Souce region'\n", "sns.heatmap(CH4_source_reg, vmax=5E6, \n", " annot=True, cmap='YlOrRd', linewidths=0.1,\n", " cbar_kws={'label': 'CH4 emissions ({})'.format(wiod.CH4_source.unit.unit[0])})\n", "plt.savefig('airch4_source_reg.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Storing the MRIO database can be done with " ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 178, "metadata": {}, "output_type": "execute_result" } ], "source": [ "storage_path = '/tmp/wiod/aly'\n", "wiod.save_all(storage_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From where it can be received subsequently by:" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [], "source": [ "wiod = pymrio.load_all(storage_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The meta attribute of pymrio mentioned at the beginning kept track of all modifications of the system.\n", "This can be shown with:" ] }, { "cell_type": "code", "execution_count": 183, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Description: WIOD metadata file for pymrio\n", "MRIO Name: WIOD\n", "System: industry-by-industry\n", "Version: data13\n", "File: /tmp/wiod/aly/metadata.json\n", "History:\n", "20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/factor_inputs\n", "20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/SEA\n", "20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/AIR\n", "20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/CO2\n", "20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/EM\n", "20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/EU\n", "20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/lan\n", "20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/mat\n", "20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/wat\n", "20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/CH4_source\n", " ... (more lines in history)" ] }, "execution_count": 183, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.meta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Custom notes can be added to the meta with:" ] }, { "cell_type": "code", "execution_count": 184, "metadata": { "collapsed": true }, "outputs": [], "source": [ "wiod.meta.note(\"Custom note\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The history of the meta data can be filtered for specific entries like:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/factor_inputs',\n", " '20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/SEA',\n", " '20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/AIR',\n", " '20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/CO2',\n", " '20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/EM',\n", " '20180112 12:34:15 - FILEIO - Added satellite account from /tmp/wiod/aly/EU',\n", " '20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/lan',\n", " '20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/mat',\n", " '20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/wat',\n", " '20180112 12:34:14 - FILEIO - Added satellite account from /tmp/wiod/aly/CH4_source',\n", " '20180112 12:34:14 - FILEIO - Loaded IO system from /tmp/wiod/aly',\n", " '20180112 12:33:33 - FILEIO - Saved WIOD to /tmp/wiod/aly',\n", " '20180112 10:22:55 - FILEIO - Extension wat parsed from /tmp/wiod/raw',\n", " '20180112 10:22:54 - FILEIO - Extension mat parsed from /tmp/wiod/raw',\n", " '20180112 10:22:53 - FILEIO - Extension lan parsed from /tmp/wiod/raw',\n", " '20180112 10:22:52 - FILEIO - Extension EU parsed from /tmp/wiod/raw',\n", " '20180112 10:22:50 - FILEIO - Extension EM parsed from /tmp/wiod/raw',\n", " '20180112 10:22:48 - FILEIO - Extension CO2 parsed from /tmp/wiod/raw',\n", " '20180112 10:22:47 - FILEIO - Extension AIR parsed from /tmp/wiod/raw',\n", " '20180112 10:22:45 - FILEIO - SEA file extension parsed from /tmp/wiod/raw',\n", " '20180112 10:22:39 - FILEIO - WIOD data parsed from /tmp/wiod/raw/wiot08_row_sep12.xlsx',\n", " '20180112 09:23:36 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/water/wat_may12.zip to wat_may12.zip',\n", " '20180112 09:23:36 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/materials/mat_may12.zip to mat_may12.zip',\n", " '20180112 09:23:35 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/land/lan_may12.zip to lan_may12.zip',\n", " '20180112 09:23:35 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/AIR/AIR_may12.zip to AIR_may12.zip',\n", " '20180112 09:23:34 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/CO2/CO2_may12.zip to CO2_may12.zip',\n", " '20180112 09:23:33 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/EM/EM_may12.zip to EM_may12.zip',\n", " '20180112 09:23:32 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/EU/EU_may12.zip to EU_may12.zip',\n", " '20180112 09:23:32 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/SEA/WIOD_SEA_July14.xlsx to WIOD_SEA_July14.xlsx',\n", " '20180112 09:23:31 - FILEIO - Downloaded http://www.wiod.org/protected3/data13/update_sep12/wiot/wiot08_row_sep12.xlsx to wiot08_row_sep12.xlsx']" ] }, "execution_count": 185, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wiod.meta.file_io_history" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial gave a short overview about the basic functionality of pymrio. For more information about the capabilities of pymrio check the [online documentation](http://pymrio.readthedocs.io/en/latest/index.html)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" }, "nikola": { "category": "", "date": "2020-01-20 19:18:16 UTC+01:00", "description": "", "link": "", "slug": "pymrio-tutorial-for-wiod", "tags": "", "title": "Pymrio Tutorial for WIOD", "type": "text" } }, "nbformat": 4, "nbformat_minor": 2 }