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: 2025

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 – 2023
HMs and POPs: 1990 - 2023
PMs: 2000 - 2023

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)
1990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023
NOx11B1365741809360927201216243002330274217122524200445255998171229068944770276870317536126168744368167386142929413167002273122731
NOx11C390309390390116056202320930033001988034905040395093002910345063402080860630112066031014310227031066002050     
NOx1A1b787399407790641010870185102447030790   374368 897 047836536543448964542407285405454480727976726139462747
NOx1A2a249792323031815264241849219884172322203819283446514845351458508292155651458232381979460819798746280465466683896718162126952931177661155053148143049554636153235561526012161
NOx1A2e381236831084110147826053444639479747014562456248874991352184983129314511467101046762565419193243331032863583513162307929331289256022651700
NOx1A3bi66666666665363707175818991941031321721922112212312462312242297326940145182080
NOx1A3bi(fu)16311138531325499108211672156835082489956357651871510245107841170514387167451926919189196131908121187259352224825470205872200219001195212297326940145182080
NOx1A3bii00000000001214151616171720211814182124272527362146217750667220085
NOx1A3bii(fu)19266167051704913907125681088195218897876691541091612257153881685318842237852834834617352493591938079381154433642760443784302446322525855522346217750667220085
NOx1A3biii10410410410410410410410410410447455053586262828487105147162177186191193197199132160590404904568088
NOx1A3biii(fu)2149818218172341266910421831468846038572362168953105181102611908250471455916868193531919719536189442087825568217811904020014173631640221964132160590404904568088
NOx1A3c4550409515579138621218510533887073285677855792071332415947337646515432337646533764651755116336102742072289071179388601586698631024513469136062812925615604133359694
NOx1A4ci114126    61060   6402643969337175 76269455 135397082629257497437693369078358655667677787111386105387516119
NOx1A5a9456    1450   1898218823592819 334126144 20802442269217121722693316812917265820722780629216171861262943635013
NOx1B2c                             7992657404 3936
NOx3Da2a26036587608270810164206842326234341056881997446764744751118614280871062012782542171961782155152
NOxNATIONALTOTAL768969353828384919331641273071353382242069229250185133291131325266315544365200372777944587038218953848987526599488245472858450786508344535354530999607464584495602165570611571554662583537930553781485882519643
NOxNTCOMPL(NECD)7689693538283849193316412730713533822420692292501851332911313252663155443652003727779445870382054838489875265994882454728584507865083445353545309996074645844956021655706115715541074078534377547347482951516568
NOxNTCOMPLIANCE7689693538283849193316412730713533822420692292501851332911313252663155443652003727779445870382189538489875265994882454728584507865083445353545309996074645844956021655706115715541074078537930553781485882519643
NMVOC11B35715604772441596714031926377943927211449466155250118651574644947623234802020724227683214053324431952942142193893760524749501005977059770
NMVOC1A3bi666666666657677576818795981001101411852062262372482642472412467828780140791892
NMVOC1A3bi(fu)1025182697815596650174073334429232714268630373214380139164121489354996325609458885881548457645474561449974954380539732467828780140791892
NMVOC1A3bii00000000001316171819202023242116202428302931422454248860654918309
NMVOC1A3bii(fu)212631820918384148951338711541100329324912493671090312055151191647318297229422715933206336143387336227349633952939054420583942743252503765399454248860654918309
NMVOC1A3biii7979797979797979797940394346515454717376931321451581671721731771831491515572026333782
NMVOC1A3biii(fu)140171121910548793966395330432637533432331737944424449246514774543159816751633459315776528155094921476340304111387640571491515572026333782
NMVOC1A3c187168171149130113968872759817118214152996291369299629299629155814509121839790104778614088759091195153801147546036685297
NMVOC1A4ci20366    15700   99710359941062 10901517 18791036905880104610069561049815811976539324761010885
NMVOC1A4cii         1245123735831338 10250  11568178989878710589469321008972127744124520201923 388 
NMVOC1B1a105152    66688614645812055816467045989663304589686792869496692967698478712888568068388743931599642295658916508585482447898349478626784890720853219423393139
NMVOC1B2av     6738732212248959224506371265334889820114072156401775418094165421806623434255882678627336276862470023120219202214023916966212567525402842027788
NMVOC1B2c                             10276273804 5046
NMVOC2D3d9623761640592223108412221148366198262535283287195421805400688057253528030560369203712036560444005280045640446004427043325460045122947543920912582227302
SOx1A3biii76767676767676767676393842454952526970739012814015316116616817117814214655350791411591
SOx1A3biii(fu)332726191613119991315151632202326262625273328252522202114214655350791411591
SOx1A5a29181    2650   6911532678689106 917359228 76657707694261246321759553576082502733963994569128578141613401547
NH311C28828828828888641851732692525534102259641142938692521642569472115476414708334882343123116902164900153039024213 42134213
CO11B391116574522026701750378200349606963204811078980552607257057610130110172240492208356025718022130795025000911015420363604830213801050234602123503670957507501000126590126590
CO11C64596459645964591938093680387701550605492093680581508399065770155060484605646010572034064143601054016710109205230640517037850498010970034240     
CO1A2e264925598465792364494173362237453670289740505124482243864250398323754245644554835701140120551917167524937206421021428993226016931698
CO1A3ai(ii)141740041649583175151125125914734183114307613618821618315023431241443255022831171135513969421274850  
CO1A3bi64646464646464646464585687765774824887976100410271127144618902104231324292540270425312460251280229594014583819515
CO1A3bi(fu)84424679416422849003412663348727457239932222730024348256143029031165327193875343415499424792845992460434232443720419614223037965366992698628061251280229594014583819515
CO1A3bii00000000001041241381421471571571791861661261601892192402262413281924291866863050905146758
CO1A3bii(fu)2219561899411916531552211394641202041044399704194926973491131501249841567331707141895462375652811083437143478053502373747913608364071564029404350094068754469155214065595834291866863050905146758
CO1A3biii64764764764764764764764764764732531635037440943843857659061475010651169127813451385140014261478120412114468601220316231
CO1A3biii(fu)11611492672870426559054864440673571030928282342712630567356263607737217346424327747445534594989746343451434027640981369193637729732311952972732650120412114468601220316231
CO1A3c81477332443123954834793300452529320573158251747188027213256689469315168946968946935843336209842311819240818093240201420922750312380263912570844012189
CO1A3di(i)88113657222551549986704210023927026426125024223222322020819818416814814315014613313420501712 3336
CO1A4ci109185    108250   8438889481928834 894612035 15287856274087340844782317651785260945941727452082516418865666453
CO1A4cii         507465045814608354546 417964  4717037293336630320904313438585380144108139642520551794507808237078400 15813 
CO1A5a110077    12310   76495876870310066 1015365335 8503852076696804703782315940711459514094544362203201843224613261531
CO1A5b         569192327872549 8959  6095279341373024238017063273454339723367318336098877262446798  0

PM (Unit = Mg)
200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023
PM2.511B1228181014373245430112282084647155226062222738591120533275855296886138825430830543054
PM2.51A1a4027364944695088529768711444168365654594057175976623863336821707759386368662266355176451740054347
PM2.51A2b9160777582096769839380451262712404          82652840 720584766771
PM2.51A3c24134841788278403882788827845942726954223330823241525826835201585338161010811561
PM2.51A5a70710271190 12087939 9961008918796821108770081767646568984139314007257296
PM1011B150022121756396652561500254778386742747122784701141476523371564731231082044
PM1011C98401163011130262408200929017890586024301789316018508801008706400845186005795     
PM101A1a838075789273104151155113326233871329011393120261211712298128201303913807139861255213599142331430911116887482308614
PM101A2b9901839888667326907086991366313413          89303053 780291667323
PM101A3c25336643892788424927889278848244928256924532424343627128237001666355169011361640
PM101A5a77111161294 13168669 108110971001864891120676188773450673893643016047299345
PM101B1a3145332330963566364936384042413246654236465948915062502248124507432847164976140624763447949474890
PM102A5a410449445397557959735846664568776788635967897132741877907579733890761034910471126111245659471563716207
PM103Dc252652618527700272292813728774286562956931387268433351532889330573318333142327963349934070341633453235228357643613337186
TSP11B23184418270461598124231839361211410423771190429726177228100749110594622348035966
TSP11C13600219701771040550126701504027650906037502775488028601370177135099001305267008956     
TSP1A1a121051094113392149221732919087332311905116291171571755017558183011860719626200911807119577205192065016331129291182612241
TSP1A2b10478888293787759959692081446914197          94463218 826797027753
TSP1A3c26738646397943448979439794350947429860125834225746028629739101759375179011991732
TSP1B1a666370436560755777317709856487579885897698731036410727106421019695519172999410545297981009394921048310362
TSP2A5a86191038211333117151254412278139541444214254133541425614978155781635815916154101906021732219902648326158121313283734034
TSP3Dc252652618527700272292813728774286562956931387268433351532889330573318333142327963349934070341633453235228357643613337186
BC11B110163129159387188188577501856213681148253477  22888  
BC11C72010508201930600720132043018013023014065826470661400430     
BC1A1a1111011241342352146312131531541531471541551702171491531082159182139111122
BC1A2e1091171188418969592242231541284167686365166635824403831
BC1A2f67118133132185157174637325262309303265311334383438534471312297360249269
BC1A3c1141651984188419141884418842182031272571101461101971221271670 1601160513740
BC1A4ci221236245 260338 460241214196252235233284221228261380032283204
BC1A5a7888105 119943 77909662622356177644994208546140144165
BC1B2c                   3562425586 1716

HM (Unit = g)
1990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023
Pb1A1c533150851822264833084398933968023987863955954351554286286326905588801155810385583194938164561136525536737     5646110522422655352619035368740259041985936463080283819379100068027669214560625888162679067
Pb1A2a79075057353980102571638082855562568360363655390391700743061315212898853130324365315196743140163388607263325248110031833812784937574665475797863602618835932873402327983839874035544483613135957786378274066362975634524693590360509415737758499080065231365363386
Pb1A2b18919011725860471725245851693998266414620242747344257636470894511114083110335319269986979771882989541007285997457391542820815025186          98915683168913 8898700102637518227801
Pb1A2f389960747887171803441119929061163742019528615222291323807185930491695915785041813822239812424835592986816291121528639032112478271442332630693986774336327643075344636236505379139028824519119472077742435343888179403000037241544188161
Pb1A3di(i)176188210951900104422989106675843374559752293847719036099430532627793149723623477026060118751851037102140113474152211862232421068501116999962980679266484181226152715123103 307485 10271230
Pb1A3di(ii)1761882109519001044229891066758433745597522938477190360994        96229160936955490149089495549058405315931843923951181698816134  35271339745   
Pb1A3dii1541791962936591355479204856733060509132169324007517960512324020566021541027326037785528106037785537785574786112507343863708186863863704067124463065923263764778792610370477307485 10271230
Pb1A4ai         5141833119342988762616340 4402583913908 51883197896631408845610935719355737151790040552543513825572859771279488267988051555297310077178264574008
Pb1A5a         109130082386912377281430130 14302429119907 12119611209251107796196786010007611081732841872953370786466529080646117788925434683889130100114072132142
Cd1A1a79007710090259676069047117720497635916719605906535584447882959109048230151005823111602116441881360546187228913605191207908128870613572781339657138524514054211462998144678313881761517995159707716104101442955909974911473914837
Cd1A1c30465829612727618251372267422788226052486624493361537336458318916319040536094349352316385     32263529852731630151630742300523991962646173218250571817438241255147932153090
Cd1A2a106363989171379781087427568681211725169426682483389468407432423502421912119123446757134869109279504856639311484096482869540602515980477621823776104611199680713280933181448436211555834008769172097
Cd1A3c3623261701441241109398831633175725433043644364294564436464436433503118196139551700225116913028188219552570311570246710000788811392
Cd1A3di(i)1361728430678087468711584305739840271367402778423554215634045501156174828597981651663626889171761732583668725778063202060914052118499574 23653 7995
Cd1A3di(ii)13617284306780874687115843057398402713674027784        740212380734991146847349944927122553301849090062780  271323057   
Cd1A3dii118599740720702736092743641465452474618467138169480158201657021020290662162029066290665752896210297216297629721313957236710490368609702849823653 7995
Cd1A4bi                    118184159941125468106043 287140314183290736251919244112246960442600223681222419
Cd1B2c                             1141800820050 55055135
Cd2C1339924322099304098232958156837155648161385200414168532217201259021254987436743450375485726387212341861377647230150228475211096230770191022184208215175216741164699173937218530214083221761181900132411133567
Cd5C1biii                38541880107198677251612915643069679677105858058785542505600454553230738 3067201141
Hg1A1a1200379131628413726111283391110989810832039532198378797918881190644137644612447431516857173423322555692018833223791920150131872062197188020568102130015219989222380882335686214190621519332372201249755625100342092060134658614042671417188
Hg1A1c5712330555238551783047131442514542727042385246623845924467788276308584597968459819941005176265503415932218     6049404559738559306379680751793134644984932496157454092192107215748217015 27737312870429
Hg1A2a4770724436766170454865483386613633933243874216173689161710866179263718640771853791524769196390059996248541122389812829362214547321412582394784228594621182893640041461566943932455946621479031218667939326299100400591328257
Hg1A2b114035104084280695272836237913246715254364253346280201656986652042548705579670489985595526575795911139887754          584854188501 532700606459486023
Hg1A2f242220297447117260779783976927321186061449415480509255513394003108717141992147884178407176713175274129009163916196467239875202235258102277653302326235279272134283151253384233078250000227037252628
Hg1A3di(i)4043372525216239055205045174711171905120522110004832527022563494107021363415471131621666523279487787959550478509832414525311225831822061109414313488528044 70958 237284
Hg1A3di(ii)404337252521623905520504517471117190512052211000483252        222073713922049834405322049813478136765890553272700188339  813959172   
Hg1A3dii35579822221612108201827801309221396367423755402414472844047460497106306087197648608719787197172583288631891621889278916293928727072130147111031829108549570958 237284
Hg1A4ai         278461682716602152939 24827227421 1896643931133322185515970202091779619168210601402833389452293887016443335000438760260564
Hg1A4bi                    254915413995323098259324 912481985911940848815179862942812702775400784162774059
Hg1A5a         63775472497208683159 82701519965 7096270252620675668858737569344903556474468293154038158404002460030759100014261703
Hg2C116996201610494152048811647887841857782398069261002068842658108600612951041274936218371322518742428628193606217093031888234115075211423751055482115384895510992104210758751083705823493869683109264810704161108807909600662056667834
Hg5C1biii                20229120430563869244152223294403033133745263639433148683159682915963010222932211240216 16486201254990
HgNATIONALTOTAL1060761514327545530170344963953531001357858233010293475756317796713717567137450781332322014715863155813571628238612473694592546198588308796884842868190129551538077914383098148096391980650019905323563391185730495011896447170381321534485455268751122316710585670
HgNTCOMPL(NECD)1060761514327545530170344963953531001357858233010293475756317796713717567137450781332322014715863155813571628238612473694592546198588308796884842868190129551538077914383098148096391980650019905323563391185730495011896447212474341534485455268751122316710585670
HgNTCOMPLIANCE1060761514327545530170344963953531001357858233010293475756317796713717567137450781332322014715863155813571628238612473694592546198588308796884842868190129551538077914383098148096391980650019905323563391185730495011896447212474341534485455268751122316710585670

POP (Unit = mg)
1990199119921993199419951996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023
DIOX1A2c47237932741693100910378346263828822669086115463594117814416431040172316161467155015508931560162511501201314021334
DIOX1A2f59277278274818279326404363403631303139123962752363437694525441343953225412649606052510665367043767059406881717865901612056496351
DIOX1A5a         1644122618602147 213913540 18271814160814591510152612651440118779910321094642991486100
DIOX1B1b11130    543051906510612072907803785778607890798074707890879080407650759079807710714080947884852088628517781411392773236939
DIOXNTCOMPL(NECD)102200884619003272566523215730155679646775882712494813480013433116872513155521030516638718887760549865149023213439374540911950008134781432073148769149399741428939432247573471988214971439715353824
DIOXNTCOMPLIANCE102200884619003272566523215730155679646775882712494813480013433116872513155521030516638718887760549865149023213439374540911950008134781432073148769149399741428939432247573471988214971439715353824
HCB1A3dii949592656248734937219814811175840126560132560168160232526172960232526232526460222769683237766503807237766250376591886568139242940487760227986189222 632757
HCB5C1biii                470677201001308998249667661407053808709908463807322507348106781307000506819102884222 38340003803000
HCBNATIONALTOTAL6169616635426567625796232770532755551906744606905415034838911816195226720290165709708182483900897593253551029796110819398130772521302574812042318128605301303072013484898136716721321545929589435303724783172580331296722333236183371985368436493295216633899129
HCBNTCOMPL(NECD)616961663542656762579623277053275555190674460690541503483891181619522672029016570970818248390089759325355102979611081939813077252130257481204231812860530130307201348489813671672132154592958943530372478317258033129672283512313371985368436493295216633899129
HCBNTCOMPLIANCE616961663542656762579623277053275555190674460690541503483891181619522672029016570970818248390089759325355102979611081939813077252130257481204231812860530130307201348489813671672132154592958943530372478317258033129672283512313371985368436493295216633899129
PCB1A1a2754353285210330589672860134248062924139992124319186727717645762750850318864628755693509806394409139440994520034470789345200014209025451230147150044750002494428350532835240200488518449503305459973576046358032754056539307430874623094101
PCB1A2a1002899793269671300911110251179713482076556636836506888743077765263677506438469372399855203983585711239215421842981272488710309591476669396035878945701653455827205103837348711343450905577778272998778992939563031236948531325506457345819962690632910082742866803274
PCB1A2c3919863147652731392141213084162986519569561652240831866873007188960576475720354121773804428978775399855521205213536610868704142858513434371226368129535712953577461641301043135433010989311253108167760011728181114433
PCB1A3di(i)509515319608330054525903522093321756415247713920010538888676796691264916384187221583520303287176107010014163274639512998031513281252261176949520204376935093 8988 3036
PCB1A5a         1368580100828415453981782259 176720011082893 15220861505141132543212149131258572118618410498461181862973927650061767352828093518867539363 18543537
PCB2K1638230165192016516001644240161511015981101586070156419014955341490033148626714846001486247149512015074771521929153968815571511577649162046216441961667539169097817160771741767176705817918211815734183955718631781887713191256200019766812003384
PCBNATIONALTOTAL67545498704365596991192355625699397660023956605038730284452269094047925988234624954594779569374512326315588500131129793450103015238843165141304387281045596518917222696411094110666828997229159410090412294685417373364616218457483312209117111166801647058902286419939018948625853078888450
PCBNTCOMPL(NECD)675454987043655969911923556256993976600239566050387302844522690940479259882346249545947795693745123263155885001311297934501030152388431651413043872810455965189172226964110941106668289972291594100904122946854173733646162184574833122091171111661599291578902286419939018948625853078888450
PCBNTCOMPLIANCE675454987043655969911923556256993976600239566050387302844522690940479259882346249545947795693745123263155885001311297934501030152388431651413043872810455965189172226964110941106668289972291594100904122946854173733646162184574833122091171111661599291578902286419939018948625853078888450