Technical Annual Status Report (Stage 2) for the CLRTAP Inventory Review: Synthesis and Assessment Country report

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TIME SERIES

Party: KZ      Submission year: 2026

The aim of this test is to identify instances of dips, jumps, and sudden changes in time series data reported by countries. The analysis was limited to data provided in NFR02, NFR09, NFR14 and NFR19 reporting format. Only data reported for at least three years were considered. Years where only NFR02 or NFR09 sectors were available have been converted to NFR14/NFR19. Only the converted sectors are 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) is more than 2 standard deviations from the mean of all residuals in 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. more 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):
Main pollutants: 1990 – 2024
HMs and POPs: 1990 - 2024
PMs: 2000 - 2024

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


MAIN (Unit = Mg)
19901991199219931994199519961997199819992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024
NOx11B13657418093609272012162430023302742171225242004452559981712290689447702768703175361261687443681673861429294131670022731  
NOx1A1b787399407790641010870185102447030790   374368 897 0478365365434489645424072854054544807279767261394627472802
NOx1A2a24979232303181526424184921988417232220381928344651484535145850829215565145823238197946081979874628046546668389671816212695293117766115505314814304955463615323556152601216112038
NOx1A2e3812368310841101478260534446394797470145624562488749913521849831293145114671010467625654191932433310328635835131623079293312892560226517002201
NOx1A3bi666666666653637071758189919410313217219221122123124623122422973269401451820801206
NOx1A3bi(fu)163111385313254991082116721568350824899563576518715102451078411705143871674519269191891961319081211872593522248254702058722002190011952122973269401451820801206
NOx1A3bii0000000000121415161617172021181418212427252736214621775066722008532788
NOx1A3bii(fu)1926616705170491390712568108819521889787669154109161225715388168531884223785283483461735249359193807938115443364276044378430244632252585552234621775066722008532788
NOx1A3biii10410410410410410410410410410447455053586262828487105147162177186191193197199132160590404904568088102986
NOx1A3biii(fu)2149818218172341266910421831468846038572362168953105181102611908250471455916868193531919719536189442087825568217811904020014173631640221964132160590404904568088102986
NOx1A3c455040951557913862121851053388707328567785579207133241594733764651543233764653376465175511633610274207228907117938860158669863102451346913606281292561560413335969476274
NOx1A4ci114126    61060   6402643969337175 76269455 1353970826292574974376933690783586556676777871113861053875161195424
NOx1A5a9456    1450   1898218823592819 334126144 208024422692171217226933168129172658207227806292161718612629436350134603
NOx1B2c                             7992657404 393638
NOx3Da2a26036587608270810164206842326234341056881997446764744751118614280871062012782542171961782155152115
NOxNATIONALTOTAL768969353828384919331641273071353382242069229250185133291131325266315544365200372777944587038218953848987526599488245472858450786508344535354530999607464584495602165570611571554662583537930553781485882519604618862
NOxNTCOMPL(NECD)7689693538283849193316412730713533822420692292501851332911313252663155443652003727779445870382054838489875265994882454728584507865083445353545309996074645844956021655706115715541074078534377547347482951516529616077
NOxNTCOMPLIANCE7689693538283849193316412730713533822420692292501851332911313252663155443652003727779445870382189538489875265994882454728584507865083445353545309996074645844956021655706115715541074078537930553781485882519604618862
NMVOC11B357156047724415967140319263779439272114494661552501186515746449476232348020207242276832140533244319529421421938937605247495010059770  
NMVOC1A3bi666666666657677576818795981001101411852062262372482642472412467828780140791892658
NMVOC1A3bi(fu)1025182697815596650174073334429232714268630373214380139164121489354996325609458885881548457645474561449974954380539732467828780140791892658
NMVOC1A3bii0000000000131617181920202324211620242830293142245424886065491830960207
NMVOC1A3bii(fu)21263182091838414895133871154110032932491249367109031205515119164731829722942271593320633614338733622734963395293905442058394274325250376539945424886065491830960207
NMVOC1A3biii79797979797979797979403943465154547173769313214515816717217317718314915155720263337823405
NMVOC1A3biii(fu)1401711219105487939663953304326375334323317379444244492465147745431598167516334593157765281550949214763403041113876405714915155720263337823405
NMVOC1A3c1871681711491301139688727598171182141529962913692996292996291558145091218397901047786140887590911951538011475460366852976769
NMVOC1A4ci20366    15700   99710359941062 10901517 18791036905880104610069561049815811976539324761010885917
NMVOC1A4cii         1245123735831338 10250  11568178989878710589469321008972127744124520201923 388  
NMVOC1B2av     673873221224895922450637126533488982011407215640177541809416542180662343425588267862733627686247002312021920221402391696621256752540284201065024507
NMVOC1B2c                             10276273804 504649
NMVOC2D3d962376164059222310841222114836619826253528328719542180540068805725352803056036920371203656044400528004564044600442704332546004512294754392091258222730228722
NMVOC2D3e                                64676506920
SOx1A3bii0000000000121415161617172021181418212427252736214921738057561951871128
SOx1A3bii(fu)24212218161413121212151722242734415052535658696565656977794921738057561951871128
SOx1A3biii7676767676767676767639384245495252697073901281401531611661681711781421465535079141159163504
SOx1A3biii(fu)33272619161311999131515163220232626262527332825252220211421465535079141159163504
SOx1A5a29181    2650   6911532678689106 917359228 766577076942612463217595535760825027339639945691285781416134015471414
NH311C28828828828888641851732692525534102259641142938692521642569472115476414708334882343123116902164900153039024213 421310011014
NH35D1130721316513198132721304112809126331236312122                        166041
CO11B391116574522026701750378200349606963204811078980552607257057610130110172240492208356025718022130795025000911015420363604830213801050234602123503670957507501000126590  
CO11C64596459645964591938093680387701550605492093680581508399065770155060484605646010572034064143601054016710109205230640517037850498010970034240      
CO1A2e2649255984657923644941733622374536702897405051244822438642503983237542456445548357011401205519171675249372064210214289932260169316981911
CO1A3ai(ii)141740041649583175151125125914734183114307613618821618315023431241443255022831171135513969421274850   
CO1A3bi646464646464646464645856877657748248879761004102711271446189021042313242925402704253124602512802295940145838195159829
CO1A3bi(fu)844246794164228490034126633487274572399322227300243482561430290311653271938753434154994247928459924604342324437204196142230379653669926986280612512802295940145838195159829
CO1A3bii00000000001041241381421471571571791861661261601892192402262413281924291866863050905146758375220
CO1A3bii(fu)2219561899411916531552211394641202041044399704194926973491131501249841567331707141895462375652811083437143478053502373747913608364071564029404350094068754469155214065595834291866863050905146758375220
CO1A3biii6476476476476476476476476476473253163503744094384385765906147501065116912781345138514001426147812041211446860122031623124194
CO1A3biii(fu)1161149267287042655905486444067357103092828234271263056735626360773721734642432774744553459498974634345143402764098136919363772973231195297273265012041211446860122031623124194
CO1A3c8147733244312395483479330045252932057315825174718802721325668946931516894696894693584333620984231181924081809324020142092275031238026391257084401218915575
CO1A3di(i)88113657222551549986704210023927026426125024223222322020819818416814814315014613313420501712 333661
CO1A4ci109185    108250   8438889481928834 894612035 152878562740873408447823176517852609459417274520825164188656664536198
CO1A4cii         507465045814608354546 417964  4717037293336630320904313438585380144108139642520551794507808237078400 15813  
CO1A5a110077    12310   76495876870310066 1015365335 85038520766968047037823159407114595140945443622032018432246132615311402
CO1A5b         569192327872549 8959  6095279341373024238017063273454339723367318336098877262446798  0 
CO1B2c                             359667258316 173162171

PM (Unit = Mg)
2000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024
PM2.511B122818101437324543011228208464715522606222273859112053327585529688613882543083054  
PM2.51A1a40273649446950885297687114441683656545940571759766238633368217077593863686622663551764517400543474489
PM2.51A3bvi248227242906311231673764427151046038596558096274598765817009729674817443795997426936142051789663381
PM2.51A3bvii137015201627173817612017230427853319324431223388333336623907406741444152452256344275 31866041941
PM2.51A3c241348417882784038827888278459427269542233308232415258268352015853381610108115611994
PM2.51A5a70710271190 12087939 9961008918796821108770081767646568984139314007257296272
PM2.51B2c                   148434106606 726771
PM1011B15002212175639665256150025477838674274712278470114147652337156473123108204  
PM1011C98401163011130262408200929017890586024301789316018508801008706400845186005795      
PM101A1a8380757892731041511551133262338713290113931202612117122981282013039138071398612552135991423314309111168874823086149630
PM101A3bvi46185070540757915893699979429493112331109410801116681114112246130421357613919138511481718143129352640965718036446
PM101A3bvii2532281030083213325637254256514661335994576762586159676772217517765876738361104177916 589911173586
PM101A3c253366438927884249278892788482449282569245324243436271282370016663551690113616402096
PM101A5a77111161294 13168669 108110971001864891120676188773450673893643016047299345317
PM101B2c                   148434106606 726771
PM102A5a41044944539755795973584666456877678863596789713274187790757973389076103491047112611124565947156371620716793
PM103Dc25265261852770027229281372877428656295693138726843335153288933057331833314232796334993407034163345323522835764361333718636068
TSP11B2318441827046159812423183936121141042377119042972617722810074911059462234803596  
TSP11C13600219701771040550126701504027650906037502775488028601370177135099001305267008956      
TSP1A1a12105109411339214922173291908733231190511629117157175501755818301186071962620091180711957720519206501633112929118261224114141
TSP1A3bvi60926688713276397774923610480125251481914637142521539614697161541720417908183621827119541239231704575301272523758318
TSP1A3bvii50635619601564266511745185121029112266119891153312515123181353414443150341531715346167232083315831 1179822357171
TSP1A3c267386463979434489794397943509474298601258342257460286297391017593751790119917322213
TSP1B2c                   148434106606 726771
TSP2A5a8619103821133311715125441227813954144421425413354142561497815578163581591615410190602173221990264832615812131328373403434259
TSP3Dc25265261852770027229281372877428656295693138726843335153288933057331833314232796334993407034163345323522835764361333718636068
BC11B110163129159387188188577501856213681148253477  22888   
BC11C72010508201930600720132043018013023014065826470661400430      
BC1A1a1111011241342352146312131531541531471541551702171491531082159182139111110110
BC1A2e109117118841896959224223154128416768636516663582440383142
BC1A2f67118133132185157174637325262309303265311334383438534471312297360249269283
BC1A3c1141651984188419141884418842182031272571101461101971221271670 16011605137402659
BC1A4ci221236245 260338 460241214196252235233284221228261380032283204190
BC1A5a7888105 119943 77909662622356177644994208546140144165152
BC1B2c                   3562425586 171617

HM (Unit = g)
19901991199219931994199519961997199819992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024
Pb1A1c533150851822264833084398933968023987863955954351554286286326905588801155810385583194938164561136525536737     56461105224226553526190353687402590419859364630802838193791000680276692145606258881626243923448651
Pb1A2a790750573539801025716380828555625683603636553903917007430613152128988531303243653151967431401633886072633252481100318338127849375746654757978636026188359328734023279838398740355444836131359577863782740663629756345246935903605094157377584990800652313653633866030295
Pb1A2b18919011725860471725245851693998266414620242747344257636470894511114083110335319269986979771882989541007285997457391542820815025186          98915683168913 8898700102637518227801422
Pb1A2f3899607478871718034411199290611637420195286152222913238071859304916959157850418138222398124248355929868162911215286390321124782714423326306939867743363276430753446362365053791390288245191194720777424353438881794030000372415441881614404014
Pb1A3bii0000000000394651535559596770624760718289849012272164703000021497770489573139
Pb1A3bii(fu)4842433532282423222428324044506375919395101102120115118115123139145164703000021497770489573139
Pb1A3biii257257257257257257257257257257133130144154168180180237242253309441483529557574580590616473508190000685891004583843400
Pb1A3biii(fu)5848453428221816151620242526463236414039384048413636333030473508190000685891004583843400
Pb1A3di(i)176188210951900104422989106675843374559752293847719036099430532627793149723623477026060118751851037102140113474152211862232421068501116999962980679266484181226152715123103 307485 102712302055
Pb1A3di(ii)1761882109519001044229891066758433745597522938477190360994        96229160936955490149089495549058405315931843923951181698816134  35271339745   100
Pb1A3dii1541791962936591355479204856733060509132169324007517960512324020566021541027326037785528106037785537785574786112507343863708186863863704067124463065923263764778792610370477307485 102712302055
Pb1A4ai         5141833119342988762616340 4402583913908 518831978966314088456109357193557371517900405525435138255728597712794882679880515552973100771782645740082331156
Pb1A5a         109130082386912377281430130 14302429119907 12119611209251107796196786010007611081732841872953370786466529080646117788925434683889130100114072132142120499
Cd1A1a790077100902596760690471177204976359167196059065355844478829591090482301510058231116021164418813605461872289136051912079081288706135727813396571385245140542114629981446783138817615179951597077161041014429559099749114739148371077956
Cd1A1c30465829612727618251372267422788226052486624493361537336458318916319040536094349352316385     32263529852731630151630742300523991962646173218250571817438241255147932149965197066
Cd1A2a10636398917137978108742756868121172516942668248338946840743242350242191211912344675713486910927950485663931148409648286954060251598047762182377610461119968071328093318144843621155583400876917209781046
Cd1A3c362326170144124110939883163317572543304364436429456443646443643350311819613955170022511691302818821955257031157024671000078881139214556
Cd1A3di(i)1361728430678087468711584305739840271367402778423554215634045501156174828597981651663626889171761732583668725778063202060914052118499574 23653 7995158
Cd1A3di(ii)13617284306780874687115843057398402713674027784        740212380734991146847349944927122553301849090062780  271323057   8
Cd1A3dii118599740720702736092743641465452474618467138169480158201657021020290662162029066290665752896210297216297629721313957236710490368609702849823653 7995158
Cd1A3ei         2065910206591620659172065918 2065911  20659102065910206591020659102065910206591320659122065911206591120659112065911    20659102065910293
Cd1A4bi                    118184159941125468106043 287140314183290736251919244112246960442600223681222419182174
Cd1B2c                             1141800820050 550551355428
Cd2C1339924322099304098232958156837155648161385200414168532217201259021254987436743450375485726387212341861377647230150228475211096230770191022184208215175216741164699173937218530214083221761181900132411133567149297
Cd5C1biii                38541880107198677251612915643069679677105858058785542505600454553230738 30672011411545
Hg1A1a12003791316284137261112833911109898108320395321983787979188811906441376446124474315168571734233225556920188332237919201501318720621971880205681021300152199892223808823356862141906215193323722012497556251003420920601346586140426714171881676946
Hg1A1c5712330555238551783047131442514542727042385246623845924467788276308584597968459819941005176265503415932218     6049404559738559306379680751793134644984932496157454092192107215748217015 277373128118483694983
Hg1A2a4770724436766170454865483386613633933243874216173689161710866179263718640771853791524769196390059996248541122389812829362214547321412582394784228594621182893640041461566943932455946621479031218667939326299100400591328257368659
Hg1A2b114035104084280695272836237913246715254364253346280201656986652042548705579670489985595526575795911139887754          584854188501 532700606459486023507
Hg1A2f242220297447117260779783976927321186061449415480509255513394003108717141992147884178407176713175274129009163916196467239875202235258102277653302326235279272134283151253384233078250000227037252628266388
Hg1A3di(i)4043372525216239055205045174711171905120522110004832527022563494107021363415471131621666523279487787959550478509832414525311225831822061109414313488528044 70958 237284474
Hg1A3di(ii)404337252521623905520504517471117190512052211000483252        222073713922049834405322049813478136765890553272700188339  813959172   23
Hg1A3dii35579822221612108201827801309221396367423755402414472844047460497106306087197648608719787197172583288631891621889278916293928727072130147111031829108549570958 237284474
Hg1A3ei         1796060179871117987941799375 1796701  17960201796020179603417960221796021179743917967761796596179664217966391796539    17962291796226203
Hg1A4ai         278461682716602152939 24827227421 1896643931133322185515970202091779619168210601402833389452293887016443335000438760260564139916
Hg1A4bi                    254915413995323098259324 912481985911940848815179862942812702775400784162774059620640
Hg1A5a         63775472497208683159 82701519965 70962702526206756688587375693449035564744682931540381584040024600307591000142617031508
Hg2C116996201610494152048811647887841857782398069261002068842658108600612951041274936218371322518742428628193606217093031888234115075211423751055482115384895510992104210758751083705823493869683109264810704161108807909600662056667834746487
Hg5C1biii                20229120430563869244152223294403033133745263639433148683159682915963010222932211240216 164862012549901699500
HgNATIONALTOTAL10607615143275455301703449639535310013578582330102934757563177967137175671374507813323220147158631558135716282386124736945925461985883087968848428681901295515380779143830981480963919806500199053235633911857304950118964471703813215344854552687511223167105270899679816
HgNTCOMPL(NECD)10607615143275455301703449639535310013578582330102934757563177967137175671374507813323220147158631558135716282386124736945925461985883087968848428681901295515380779143830981480963919806500199053235633911857304950118964472124743415344854552687511223167105270899679816
HgNTCOMPLIANCE10607615143275455301703449639535310013578582330102934757563177967137175671374507813323220147158631558135716282386124736945925461985883087968848428681901295515380779143830981480963919806500199053235633911857304950118964472124743415344854552687511223167105270899679816

POP (Unit = mg)
19901991199219931994199519961997199819992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024
DIOX1A2c472379327416931009103783462638288226690861154635941178144164310401723161614671550155089315601625115012013140213341297
DIOX1A2f592772782748182793264043634036313031391239627523634376945254413439532254126496060525106653670437670594068817178659016120564963516678
DIOX1A5a         1644122618602147 213913540 1827181416081459151015261265144011877991032109464299148610091
DIOX1B1b11130    5430519065106120729078037857786078907980747078908790804076507590798077107140809478848520886285177814113927732369398646
DIOXNTCOMPL(NECD)102200884619003272566523215730155679646775882712494813480013433116872513155521030516638718887760549865149023213439374540911950008134781432073148769149399741428939432247573471988214971439715353774176209
DIOXNTCOMPLIANCE102200884619003272566523215730155679646775882712494813480013433116872513155521030516638718887760549865149023213439374540911950008134781432073148769149399741428939432247573471988214971439715353774176209
HCB1A3di(ii)10876743645549467459322294222        5921899037587994917473587994359417980421241474727199502236  21705424458   61
HCB1A3dii949592656248734937219814811175840126560132560168160232526172960232526232526460222769683237766503807237766250376591886568139242940487760227986189222 6327571265
HCB5C1bi                          2880040120137200 501438 8040174001408136
HCB5C1biii                470677201001308998249667661407053808709908463807322507348106781307000506819102884222 383400038030005150000
HCBNATIONALTOTAL616961663542656762579623277053275555190674460690541503483891181619522672029016570970818248390089759325355102979611081939813077252130257481204231812860530130307201348489813671672132154592958943530372478317258033129672233323618337198536843649329521663389912938248457
HCBNTCOMPL(NECD)61696166354265676257962327705327555519067446069054150348389118161952267202901657097081824839008975932535510297961108193981307725213025748120423181286053013030720134848981367167213215459295894353037247831725803312967228351231337198536843649329521663389912938248457
HCBNTCOMPLIANCE61696166354265676257962327705327555519067446069054150348389118161952267202901657097081824839008975932535510297961108193981307725213025748120423181286053013030720134848981367167213215459295894353037247831725803312967228351231337198536843649329521663389912938248457
PCB1A1a27543532852103305896728601342480629241399921243191867277176457627508503188646287556935098063944091394409945200344707893452000142090254512301471500447500024944283505328352402004885184495033054599735760463580327540565393074308746230941013852526
PCB1A2a10028997932696713009111102511797134820765566368365068887430777652636775064384693723998552039835857112392154218429812724887103095914766693960358789457016534558272051038373487113434509055777782729987789929395630312369485313255064573458199626906329100827428668032747649548
PCB1A2b239678321882595982731581521550708665258488542150153998165972196140984331399640011758875124283491052809012777600123630271957210019060304          125475034018801 1128900013020132104375110
PCB1A2c39198631476527313921412130841629865195695616522408318668730071889605764757203541217738044289787753998555212052135366108687041428585134343712263681295357129535774616413010431354330109893112531081677600117281811144331085251
PCB1A5a         1368580100828415453981782259 176720011082893 15220861505141132543212149131258572118618410498461181862973927650061767352828093518867539363 185435371956
PCB2K16382301651920165160016442401615110159811015860701564190149553414900331486267148460014862471495120150747715219291539688155715115776491620462164419616675391690978171607717417671767058179182118157341839557186317818877131912562000197668120033842028608
PCBNATIONALTOTAL6754549870436559699119235562569939766002395660503873028445226909404792598823462495459477956937451232631558850013112979345010301523884316514130438728104559651891722269641109411066682899722915941009041229468541737336461621845748331220911711116680164705890228641993901894862585307888845065414440
PCBNTCOMPL(NECD)67545498704365596991192355625699397660023956605038730284452269094047925988234624954594779569374512326315588500131129793450103015238843165141304387281045596518917222696411094110666828997229159410090412294685417373364616218457483312209117111166159929157890228641993901894862585307888845065414440
PCBNTCOMPLIANCE67545498704365596991192355625699397660023956605038730284452269094047925988234624954594779569374512326315588500131129793450103015238843165141304387281045596518917222696411094110666828997229159410090412294685417373364616218457483312209117111166159929157890228641993901894862585307888845065414440