Review Stage 2: Synthesis and Assessment Country report
TIME SERIES
Party: FI Submission year: 2020
The aim of this test is to identify instances of dips, jumps, and sudden trends in time series data reported by countries. Only data in NFR02, NFR09 and NFR14 reporting format were analyzed and data for which at least three years were reported. We converted all years where only NFR02 or NFR09 sectors are available to NFR14 and show only the converted sectors in the time series analysis. |
The table below shows data, where outliers in the time series were identified based on the following methodology: Reported time series data were log 10-transformed prior to analysis to reduce intra-series variability and improve general time series linearity. A linear regression was subsequently applied to the log-transformed values for each time series. |
An individual value within the time series was identified as a dip/jump if the respective residual value (regression forecast value - reported value) was greater than 2 standard deviations from the mean of all residuals within the time series. Only time series where the flagged data value contributed a significant fraction (>3%) of the national total for the given year are included in this dataset for expert review. |
Time series where sigma grow largely (i.e. larger than 20% of the time series mean value) because of extreme variation in the emission data are also flagged. Zero values indicate small numbers rounded to zero. |
The test was performed for the following time series (if data was available): |
If there is a number and a notation key reported, the difference is the number |
Color Key | |
| Indicates a dip in the time series data |
| Indicates a jump in the time series data |
| Indicates time series data with large sigma |
1990 | 1991 | 1992 | 1993 | 1994 | 1995 | 1996 | 1997 | 1998 | 1999 | 2000 | 2001 | 2002 | 2003 | 2004 | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | ||
NOx | 1A4bi | 6153 | 6042 | 6070 | 6013 | 5777 | 5844 | 6032 | 6032 | 6171 | 5963 | 5680 | 6244 | 6290 | 6253 | 6217 | 5990 | 6052 | 5926 | 6007 | 6267 | 6939 | 5711 | 6128 | 5536 | 5545 | 5165 | 5552 | 5383 | 5217 |
NMVOC | 1A4bi | 14199 | 14294 | 14328 | 14429 | 14520 | 15028 | 15736 | 15785 | 16269 | 15582 | 15564 | 17457 | 17936 | 18093 | 18198 | 18270 | 18781 | 18888 | 20587 | 21714 | 24459 | 20951 | 22604 | 20736 | 21006 | 20282 | 22150 | 21792 | 21382 |
NMVOC | 1B2aiv | 6600 | 5400 | 6510 | 7231 | 6478 | 5000 | 4565 | 4745 | 4876 | 4913 | 4748 | 4590 | 4085 | 4379 | 3956 | 3196 | 3809 | 3892 | 3605 | 3411 | 4881 | 3493 | 3851 | 3778 | 3064 | 3035 | 3331 | 3048 | 2948 |
SOx | 1A5a | 6030 | 5802 | 3312 | 3345 | 2355 | 3207 | 2656 | 2614 | 3279 | 3215 | 2857 | 3083 | 3587 | 2596 | 2626 | 2453 | 2452 | 2292 | 1799 | 1585 | 1945 | 1497 | 1642 | 1451 | 1375 | 1258 | 1257 | 1281 | 1006 |
NH3 | 1A4bi | 831 | 842 | 844 | 851 | 853 | 889 | 930 | 933 | 962 | 921 | 884 | 992 | 1021 | 1031 | 1038 | 1017 | 1047 | 1057 | 1171 | 1235 | 1348 | 1153 | 1244 | 1141 | 1155 | 1102 | 1200 | 1176 | 1155 |
NH3 | 2C7c | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2550 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
NH3 | 3Da3 | 1654 | 1602 | 1543 | 1546 | 1525 | 1444 | 1456 | 1460 | 1429 | 1410 | 1416 | 1399 | 1415 | 1404 | 1407 | 1414 | 1426 | 1418 | 1420 | 1435 | 1450 | 1425 | 1372 | 1360 | 1358 | 1199 | 1357 | 1360 | 1347 |
CO | 1A2d | 29503 | 25358 | 22448 | 26510 | 29017 | 28401 | 26653 | 28693 | 29128 | 29310 | 29413 | 26721 | 27149 | 26519 | 28823 | 23834 | 26426 | 23580 | 19631 | 14246 | 17883 | 17691 | 18124 | 19355 | 19511 | 17740 | 18278 | 19783 | 21878 |
CO | 1A3dii | 22554 | 23187 | 23289 | 23099 | 22934 | 23464 | 23330 | 23654 | 24095 | 24644 | 23473 | 23193 | 23347 | 22743 | 22598 | 22947 | 23764 | 24001 | 19831 | 19836 | 21110 | 16328 | 17480 | 18904 | 19479 | 19931 | 19121 | 19309 | 19565 |
CO | 1A4bi | 114893 | 116294 | 116578 | 117467 | 117752 | 122562 | 128256 | 128615 | 132657 | 126921 | 121850 | 136723 | 140618 | 142034 | 142968 | 140034 | 144165 | 145407 | 160948 | 169778 | 185269 | 158362 | 170961 | 156671 | 158617 | 151330 | 164693 | 161491 | 158601 |
2000 | 2001 | 2002 | 2003 | 2004 | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | ||
PM2.5 | 1A4bi | 7375 | 8262 | 8484 | 8566 | 8615 | 8315 | 8551 | 8615 | 9490 | 9998 | 10919 | 9307 | 10039 | 9191 | 9296 | 8686 | 9440 | 9246 | 9078 |
PM10 | 1A4bi | 7671 | 8592 | 8820 | 8903 | 8953 | 8638 | 8881 | 8945 | 9841 | 10366 | 11322 | 9646 | 10403 | 9523 | 9630 | 8998 | 9775 | 9569 | 9394 |
TSP | 1A4bi | 8023 | 8984 | 9222 | 9307 | 9358 | 9029 | 9282 | 9347 | 10278 | 10825 | 11824 | 10071 | 10861 | 9942 | 10052 | 9392 | 10201 | 9981 | 9798 |
BC | 1A4bi | 2109 | 2365 | 2430 | 2453 | 2468 | 2415 | 2485 | 2505 | 2735 | 2885 | 3171 | 2705 | 2920 | 2674 | 2707 | 2506 | 2727 | 2670 | 2622 |
BC | NATIONALTOTAL | 6401 | 6569 | 6522 | 6339 | 6174 | 5648 | 5462 | 5353 | 5410 | 5369 | 5600 | 4906 | 5043 | 4633 | 4530 | 4175 | 4305 | 4126 | 4014 |
BC | NTCOMPL(NECD) | 6401 | 6569 | 6522 | 6339 | 6174 | 5648 | 5462 | 5353 | 5410 | 5369 | 5600 | 4906 | 5043 | 4633 | 4530 | 4175 | 4305 | 4126 | 4014 |
BC | NTCOMPLIANCE | 6401 | 6569 | 6522 | 6339 | 6174 | 5648 | 5462 | 5353 | 5410 | 5369 | 5600 | 4906 | 5043 | 4633 | 4530 | 4175 | 4305 | 4126 | 4014 |
1990 | 1991 | 1992 | 1993 | 1994 | 1995 | 1996 | 1997 | 1998 | 1999 | 2000 | 2001 | 2002 | 2003 | 2004 | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | ||
Pb | 1A1a | 7541108 | 6165047 | 3991076 | 4221131 | 3633488 | 2266111 | 2549808 | 2655085 | 2319559 | 1914728 | 2062325 | 2236269 | 2101319 | 3263587 | 2656844 | 2121464 | 2378973 | 2312662 | 2648614 | 2144187 | 2581283 | 2553799 | 2599213 | 2439894 | 2115641 | 2106953 | 2036387 | 2024422 | 2188937 |
Pb | 1A1b | 2096106 | 2029604 | 2195885 | 2810130 | 3097033 | 3035062 | 3382560 | 956995 | 3429360 | 3243970 | 3353340 | 3270797 | 3722232 | 3535961 | 3767424 | 3532659 | 3153472 | 3681294 | 3744927 | 3589223 | 3416781 | 3674207 | 3340945 | 3753335 | 3785476 | 3133818 | 3492974 | 3255175 | 2785349 |
Pb | 1A2d | 6199193 | 6184953 | 5377439 | 5115145 | 5750233 | 5305557 | 4914043 | 5386076 | 5348231 | 5478129 | 5049884 | 4567465 | 5860238 | 4170206 | 5104381 | 5061309 | 5659092 | 4663096 | 4079854 | 2640362 | 3414964 | 3382142 | 3411724 | 3382506 | 3708921 | 3501368 | 3533008 | 4021165 | 5140476 |
Pb | 1A2f | 2873152 | 1998141 | 2325899 | 2002794 | 2071174 | 2362165 | 2398164 | 2748927 | 2899119 | 2990336 | 3045669 | 3098517 | 3231079 | 3018616 | 3070723 | 3153785 | 3149247 | 3122309 | 3201364 | 1671292 | 2254755 | 2333420 | 1846126 | 1895146 | 1735202 | 1539310 | 1688250 | 1763165 | 922537 |
Pb | 1A2gviii | 623356 | 460295 | 396227 | 935573 | 1186758 | 775379 | 438983 | 350494 | 275132 | 1443788 | 279482 | 955376 | 269660 | 277948 | 272816 | 250793 | 250880 | 245723 | 238429 | 229877 | 283965 | 248186 | 234055 | 240250 | 185087 | 167954 | 192697 | 205915 | 266830 |
Pb | 1A3bi | 166003032 | 140003030 | 94003029 | 37002853 | 422922 | 2884 | 2785 | 2863 | 2825 | 2810 | 2714 | 2758 | 2817 | 2847 | 2907 | 2907 | 2896 | 2911 | 2804 | 2771 | 2727 | 2655 | 2609 | 2573 | 2549 | 2520 | 2509 | 2479 | 2462 |
Pb | 1A3bvi | 7220217 | 7047612 | 7005224 | 6946638 | 6932268 | 7021807 | 7071452 | 7219182 | 7384006 | 6575157 | 5632311 | 4655604 | 3664333 | 2647258 | 1584931 | 494393 | 498318 | 483049 | 480981 | 474675 | 478776 | 479305 | 474797 | 479973 | 486245 | 486814 | 491181 | 486694 | 488342 |
Pb | 1A4bi | 811950 | 666400 | 776750 | 654100 | 985650 | 541100 | 558250 | 547950 | 554750 | 524950 | 508150 | 557350 | 556300 | 557120 | 558620 | 557870 | 572120 | 572720 | 597005 | 625615 | 695685 | 584640 | 627550 | 572740 | 576370 | 543720 | 585950 | 568610 | 558500 |
Pb | 1A5a | 261944 | 346435 | 143807 | 173344 | 140944 | 189655 | 217611 | 203194 | 215465 | 457809 | 216736 | 288930 | 493404 | 413998 | 507150 | 508493 | 415358 | 357663 | 435650 | 502691 | 548346 | 599974 | 663993 | 575603 | 637734 | 621932 | 757607 | 758404 | 494619 |
Pb | 2C1 | 34463226 | 16209473 | 30744363 | 32831303 | 40613400 | 47814170 | 23703730 | 5433394 | 10142714 | 8211759 | 7974043 | 7581211 | 7675760 | 4552150 | 5523760 | 2503460 | 5386030 | 2675060 | 1278880 | 2103340 | 3916490 | 2616730 | 400090 | 271820 | 494780 | 261730 | 331550 | 364510 | 376403 |
Pb | 2C7c | 80081000 | 45130700 | 9048000 | 6158200 | 3140600 | 566800 | 1970800 | 3957900 | 2418532 | 1066244 | 342322 | 797806 | 643630 | 318300 | 1048350 | 892790 | 718800 | 632730 | 349290 | 404360 | 424090 | 624720 | 341980 | 464620 | 783180 | 444690 | 476970 | 422256 | 297561 |
Pb | 2G | 310273 | 355575 | 736359 | 815431 | 1349291 | 1111409 | 634236 | 1018465 | 892001 | 1766707 | 1073962 | 1111823 | 1399112 | 1197770 | 1353671 | 1457545 | 1700462 | 1969688 | 1827946 | 1227780 | 1334072 | 1110914 | 1452870 | 1066049 | 1155724 | 1173281 | 1181068 | 1021338 | 1113300 |
Cd | 1A1b | 47675 | 46194 | 49987 | 63965 | 70311 | 68854 | 76966 | 21658 | 77570 | 72613 | 73576 | 73292 | 83667 | 79298 | 84702 | 79437 | 71757 | 83800 | 85242 | 81682 | 77739 | 83613 | 76062 | 91276 | 92643 | 77789 | 87590 | 74101 | 63021 |
Cd | 1A2d | 352554 | 342799 | 314266 | 324939 | 372887 | 341154 | 315741 | 355200 | 351676 | 358880 | 473269 | 439570 | 365974 | 323790 | 388644 | 349984 | 394342 | 315613 | 269235 | 171820 | 238806 | 218419 | 224603 | 259797 | 247088 | 273831 | 273566 | 308808 | 324921 |
Cd | 1A4bi | 117905 | 116228 | 119123 | 117152 | 125163 | 119346 | 124681 | 124745 | 128493 | 122707 | 119739 | 134135 | 137646 | 139015 | 139947 | 140276 | 144479 | 145826 | 159797 | 168547 | 187326 | 159818 | 172545 | 158026 | 159956 | 150852 | 164040 | 160576 | 157776 |
Cd | 2A3 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 180000 | 240000 | 140000 | 160000 | 260010 | 160010 | 31429 | ||||
Cd | 2C1 | 390235 | 222028 | 521680 | 666126 | 899140 | 997940 | 499700 | 51778 | 104558 | 63562 | 124535 | 127149 | 125420 | 60360 | 93400 | 98600 | 121250 | 42160 | 24890 | 62350 | 150340 | 132440 | 22170 | 19590 | 18810 | 21640 | 8500 | 5456 | 5619 |
Cd | 2C6 | 850040 | 850026 | 750003 | 760004 | 39004 | 70004 | 120001 | 102000 | 110000 | 150000 | 93000 | 87180 | 56860 | 63380 | 100100 | 104000 | 107000 | 105300 | 77500 | 46400 | 53600 | 63000 | 23540 | 20300 | 22700 | 24240 | 13630 | 13260 | 12000 |
Cd | 2C7c | 4203000 | 1601450 | 1000000 | 900100 | 600000 | 20000 | 229100 | 326150 | 425420 | 269230 | 63481 | 400510 | 101500 | 111630 | 251910 | 141490 | 71000 | 50050 | 61920 | 57780 | 60990 | 55010 | 36090 | 13470 | 4400 | 1880 | 15030 | 10061 | 6540 |
Cd | NATIONALTOTAL | 6670072 | 3795513 | 3311196 | 3372287 | 2700007 | 2125330 | 1905039 | 1527743 | 1687657 | 1525989 | 1408351 | 1739123 | 1371300 | 1321548 | 1608192 | 1455533 | 1422243 | 1256786 | 1212206 | 1159983 | 1290420 | 1224714 | 1174248 | 1079370 | 919183 | 890336 | 941128 | 955990 | 883152 |
Cd | NTCOMPL(NECD) | 6670072 | 3795513 | 3311196 | 3372287 | 2700007 | 2125330 | 1905039 | 1527743 | 1687657 | 1525989 | 1408351 | 1739123 | 1371300 | 1321548 | 1608192 | 1455533 | 1422243 | 1256786 | 1212206 | 1159983 | 1290420 | 1224714 | 1174248 | 1079370 | 919183 | 890336 | 941128 | 955990 | 883152 |
Cd | NTCOMPLIANCE | 6670072 | 3795513 | 3311196 | 3372287 | 2700007 | 2125330 | 1905039 | 1527743 | 1687657 | 1525989 | 1408351 | 1739123 | 1371300 | 1321548 | 1608192 | 1455533 | 1422243 | 1256786 | 1212206 | 1159983 | 1290420 | 1224714 | 1174248 | 1079370 | 919183 | 890336 | 941128 | 955990 | 883152 |
Hg | 1A2d | 123404 | 126735 | 125170 | 136193 | 144295 | 140683 | 134107 | 147835 | 147408 | 175841 | 154729 | 197486 | 166074 | 161013 | 148382 | 134311 | 153496 | 129657 | 122712 | 98522 | 123568 | 106639 | 111606 | 139371 | 135314 | 115501 | 114785 | 124722 | 129353 |
Hg | 1A2f | 16961 | 16914 | 28184 | 24341 | 21770 | 33200 | 20204 | 13352 | 23674 | 14186 | 17288 | 16222 | 18338 | 15750 | 45512 | 34062 | 70201 | 25982 | 22529 | 35385 | 44743 | 25541 | 28026 | 21876 | 21195 | 23075 | 19489 | 26929 | 53299 |
Hg | 1A4bi | 21260 | 20314 | 20527 | 20413 | 21902 | 20910 | 21877 | 21838 | 22477 | 21463 | 20883 | 23382 | 23974 | 24219 | 24353 | 24387 | 25087 | 25308 | 27245 | 28680 | 31887 | 27092 | 29201 | 26717 | 27012 | 25477 | 27683 | 27087 | 26619 |
Hg | 2C1 | 5000 | 3900 | 4000 | 5000 | 6000 | 6000 | 5000 | 16000 | 68700 | 40000 | 43120 | 57960 | 41540 | 147090 | 163340 | 345500 | 409320 | 329010 | 297630 | 245920 | 303130 | 254620 | 207520 | 159020 | 167020 | 121320 | 118120 | 91340 | 101750 |
Hg | 2C6 | 70000 | 70000 | 100000 | 10000 | 10000 | 900 | 500 | 270 | 2500 | 3200 | 5500 | 5000 | 7000 | 6600 | 6460 | 2430 | 2910 | 1150 | 1280 | 1850 | 860 | 940 | 700 | 1480 | |||||
Hg | 2C7a | 6500 | 6500 | 6500 | 6500 | 6500 | 6500 | 6500 | 6500 | 6500 | 6500 | 6500 | 6500 | 10 | 26700 | 10 | 10 | 9 | 8 | 7 | 5 | 6 | 5 | 3 | 3 | 3 | 3 | 3 | 4 | 4 |
Hg | 2C7c | 28000 | 70000 | 70000 | 15000 | 10000 | 1000 | 14000 | 4106 | 3886 | 700 | 600 | 1400 | 1800 | 1260 | 700 | 1000 | 800 | 800 | 230 | 210 | 720 | 140 | 760 | 400 | 490 | 800 | 290 | 7860 | 78320 |
Hg | NATIONALTOTAL | 1083544 | 926928 | 888340 | 762773 | 804236 | 799711 | 862871 | 799702 | 689927 | 632671 | 601641 | 682225 | 670095 | 816729 | 750928 | 887487 | 1031755 | 869670 | 820070 | 755792 | 886067 | 753360 | 744281 | 760358 | 705288 | 619546 | 588812 | 579900 | 677156 |
Hg | NTCOMPL(NECD) | 1083544 | 926928 | 888340 | 762773 | 804236 | 799711 | 862871 | 799702 | 689927 | 632671 | 601641 | 682225 | 670095 | 816729 | 750928 | 887487 | 1031755 | 869670 | 820070 | 755792 | 886067 | 753360 | 744281 | 760358 | 705288 | 619546 | 588812 | 579900 | 677156 |
Hg | NTCOMPLIANCE | 1083544 | 926928 | 888340 | 762773 | 804236 | 799711 | 862871 | 799702 | 689927 | 632671 | 601641 | 682225 | 670095 | 816729 | 750928 | 887487 | 1031755 | 869670 | 820070 | 755792 | 886067 | 753360 | 744281 | 760358 | 705288 | 619546 | 588812 | 579900 | 677156 |
1990 | 1991 | 1992 | 1993 | 1994 | 1995 | 1996 | 1997 | 1998 | 1999 | 2000 | 2001 | 2002 | 2003 | 2004 | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | ||
DIOX | 1A1a | 1338 | 1409 | 1299 | 1549 | 1881 | 1880 | 2180 | 2128 | 1960 | 1928 | 1836 | 2437 | 2724 | 3292 | 3152 | 2825 | 3400 | 3269 | 5681 | 2936 | 3677 | 3062 | 3826 | 3903 | 3848 | 3728 | 4556 | 3391 | 3704 |
DIOX | 1A2gviii | 399 | 1758 | 530 | 297 | 219 | 274 | 221 | 320 | 270 | 255 | 923 | 281 | 273 | 231 | 241 | 211 | 390 | 236 | 236 | 233 | 218 | 223 | 322 | 730 | 632 | 825 | 618 | 537 | 731 |
DIOX | 1A4bi | 795 | 799 | 798 | 806 | 806 | 840 | 879 | 880 | 908 | 868 | 847 | 950 | 976 | 986 | 992 | 993 | 1022 | 1031 | 1127 | 1188 | 1320 | 1125 | 1215 | 1112 | 1125 | 1061 | 1154 | 1129 | 1109 |
DIOX | 1B1b | 1461 | 1413 | 1494 | 2622 | 2766 | 2760 | 2730 | 2637 | 2736 | 2700 | 2730 | 2727 | 2736 | 2686 | 2711 | 2681 | 2610 | 2595 | 2581 | 2214 | 2480 | 2557 | 2642 | 2633 | 2663 | 2627 | 2647 | 2592 | 2582 |
DIOX | 2C1 | 4552 | 4098 | 4440 | 4586 | 4902 | 5060 | 3073 | 3224 | 3251 | 3258 | 3273 | 3242 | 3222 | 1318 | 1317 | 1328 | 901 | 891 | 841 | 391 | 2871 | 1011 | 1440 | 1300 | 1570 | 540 | 790 | 557 | 1196 |
HCB | 1A4bi | 188705 | 188556 | 192339 | 190456 | 199729 | 195765 | 204569 | 204873 | 211176 | 201730 | 196980 | 220834 | 226842 | 229155 | 230755 | 231355 | 238355 | 240657 | 264684 | 279299 | 310398 | 265070 | 286284 | 262255 | 265540 | 250420 | 272421 | 266776 | 262122 |
HCB | 2B10a | 29000000 | 29000000 | 29000000 | 29000000 | 29000000 | 29000000 | 29000000 | 29000000 | 29000000 | 29000000 | 29000000 | 8190000 | 2480000 | 460000 | 16700000 | 23010000 | 26600000 | 30700000 | 10300000 | 20000000 | 1500000 | 18800000 | 1960000 | 10200000 | 13970000 | 8930000 | 52000000 | 25500000 | 23900000 |
PCB | 1A4bi | 2180791 | 2209430 | 2214873 | 2232166 | 2237346 | 2330828 | 2438876 | 2444863 | 2522901 | 2411832 | 2354617 | 2643392 | 2720123 | 2749442 | 2768574 | 2775526 | 2859464 | 2888087 | 3174448 | 3349610 | 3722746 | 3179015 | 3433433 | 3145101 | 3184715 | 3003373 | 3267889 | 3200306 | 3144589 |
PCB | 1B1b | 1753200 | 1695600 | 1792800 | 3146400 | 3319200 | 3312000 | 3276000 | 3164400 | 3283200 | 3240000 | 3276000 | 3272400 | 3283200 | 3222781 | 3253403 | 3217061 | 3131773 | 3114025 | 3097541 | 2665037 | 2979680 | 3068644 | 3169840 | 3159367 | 3196022 | 3152225 | 3176172 | 3110648 | 3098560 |