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: 2024

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 – 2022
HMs and POPs: 1990 - 2022
PMs: 2000 - 2022

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)
199019911992199319941995199619971998199920002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022
NOx11B13657418093609272012162430023302742171225242004452559981712290689447702768703175361261687443681673861429294131670022731
NOx11C390309390390116056202320930033001988034905040395093002910345063402080860630112066031014310227031066002050    
NOx1A1b787399407790641010870185102447030790   374368 897 04783653654344896454240728540545448072797672613946
NOx1A2a2497923230318152642418492198841723222038192834465148453514585082921556514582323819794608197987462804654666838967181621269529311776611550531481430495546361532355615260
NOx1A2e38123683108411014782605344463947974701456245624887499135218498312931451146710104676256541919324333103286358351316230792933128925602265
NOx1A3bi6666666666536370717581899194103132172192211221231246231224229732694015587
NOx1A3bi(fu)1631113853132549910821167215683508248995635765187151024510784117051438716745192691918919613190812118725935222482547020587220021900119521229732694015587
NOx1A3bii(fu)192661670517049139071256810881952188978766915410916122571538816853188422378528348346173524935919380793811544336427604437843024463225258555223462177506575
NOx1A3biii104104104104104104104104104104474550535862628284871051471621771861911931971991321605904076336
NOx1A3biii(fu)21498182181723412669104218314688460385723621689531051811026119082504714559168681935319197195361894420878255682178119040200141736316402219641321605904076336
NOx1A3c45504095155791386212185105338870732856778557920713324159473376465154323376465337646517551163361027420722890711793886015866986310245134691360628129256156041333
NOx1A4ci114126    61060   6402643969337175 76269455 13539708262925749743769336907835865566767778711138610538751
NOx1B2c                             7992657404 39
NOx3Da2a26036587608270810164206842326234341056881997446764744751118614280871062012782542171961782155
NOxNATIONALTOTAL768969353828384919331641273071353382242069229250185133291131325266315544365200372777944587038218953848987526599488245472858450786508344535354530999607464584495602165570611571554662583537930553781515350
NOxNTCOMPL(NECD)7689693538283849193316412730713533822420692292501851332911313252663155443652003727779445870382054838489875265994882454728584507865083445353545309996074645844956021655706115715541074078534377547347507901
NOxNTCOMPLIANCE7689693538283849193316412730713533822420692292501851332911313252663155443652003727779445870382189538489875265994882454728584507865083445353545309996074645844956021655706115715541074078537930553781515350
NMVOC11B357156047724415967140319263779439272114494661552501186515746449476232348020207242276832140533244319529421421938937605247495010059770
NMVOC1A3bi66666666665767757681879598100110141185206226237248264247241246782878015002
NMVOC1A3bi(fu)102518269781559665017407333442923271426863037321438013916412148935499632560945888588154845764547456144997495438053973246782878015002
NMVOC1A3bii(fu)2126318209183841489513387115411003293249124936710903120551511916473182972294227159332063361433873362273496339529390544205839427432525037653994542488606443
NMVOC1A3biii7979797979797979797940394346515454717376931321451581671721731771831491515572035846
NMVOC1A3biii(fu)140171121910548793966395330432637533432331737944424449246514774543159816751633459315776528155094921476340304111387640571491515572035846
NMVOC1A3c18716817114913011396887275981711821415299629136929962929962915581450912183979010477861408875909119515380114754603668
NMVOC1A4ci20366    15700   99710359941062 10901517 18791036905880104610069561049815811976539324761010
NMVOC1A4cii         1245123735831338 10250  11568178989878710589469321008972127744124520201923 388
NMVOC1B1a105152    666886146458120558164670459896633045896867928694966929676984787128885680683887439315996422956589165085854824478983494786267848907208532190960
NMVOC1B2av     67387322122489592245063712653348898201140721564017754180941654218066234342558826786273362768624700231202192022140239169662125675254028420
NMVOC2D3d962376164059222310841222114836619826253528328719542180540068805725352803056036920371203656044400528004564044600442704332546004512294754392091 
SOx1A1c1732716842157114301290129612861414139320562191361813818145304901986917994     1835016979179902936524058136454150501124133252224925107014852
SOx1A3biii7676767676767676767639384245495252697073901281401531611661681711781421465535039508
SOx1A3biii(fu)33272619161311999131515163220232626262527332825252220211421465535039508
NH311C28828828828888641851732692525534102259641142938692521642569472115476414708334882343123116902164900153039024213 4213
CO11B391116574522026701750378200349606963204811078980552607257057610130110172240492208356025718022130795025000911015420363604830213801050234602123503670957507501000126590
CO11C64596459645964591938093680387701550605492093680581508399065770155060484605646010572034064143601054016710109205230640517037850498010970034240    
CO1A2e26492559846579236449417336223745367028974050512448224386425039832375424564455483570114012055191716752493720642102142899322601693
CO1A3ai(ii)141740041649583175151125125914734183114307613618821618315023431241443255022831171135513969421274850 
CO1A3bi646464646464646464645856877657748248879761004102711271446189021042313242925402704253124602512802295940150512
CO1A3bi(fu)844246794164228490034126633487274572399322227300243482561430290311653271938753434154994247928459924604342324437204196142230379653669926986280612512802295940150512
CO1A3bii00000000001041241381421471571571791861661261601892192402262413281924291866863050057
CO1A3bii(fu)2219561899411916531552211394641202041044399704194926973491131501249841567331707141895462375652811083437143478053502373747913608364071564029404350094068754469155214065595834291866863050057
CO1A3biii647647647647647647647647647647325316350374409438438576590614750106511691278134513851400142614781204121144686012
CO1A3biii(fu)116114926728704265590548644406735710309282823427126305673562636077372173464243277474455345949897463434514340276409813691936377297323119529727326501204121144686012
CO1A3c814773324431239548347933004525293205731582517471880272132566894693151689469689469358433362098423118192408180932402014209227503123802639125708440
CO1A3di(i)88113657222551549986704210023927026426125024223222322020819818416814814315014613313420501712 33
CO1A4ci109185    108250   8438889481928834 894612035 1528785627408734084478231765178526094594172745208251641886566
CO1A4cii         507465045814608354546 417964  4717037293336630320904313438585380144108139642520551794507808237078400 15813

PM (Unit = Mg)
20002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022
PM2.511B122818101437324543011228208464715522606222273859112053327585529688613882543083054
PM2.51A1a402736494469508852976871144416836565459405717597662386333682170775938636866226635517645174005
PM2.51A3bvi24822724290631123167376442715104603859655809627459876581700972967481744379599742693614205178
PM2.51A3c2413484178827840388278882784594272695422333082324152582683520158533816101081
PM1011B15002212175639665256150025477838674274712278470114147652337156473123108204
PM1011C98401163011130262408200929017890586024301789316018508801008706400845186005795    
PM101A1a83807578927310415115511332623387132901139312026121171229812820130391380713986125521359914233143091111688748230
PM101A3bvi461850705407579158936999794294931123311094108011166811141122461304213576139191385114817181431293526409657
PM101A3c2533664389278842492788927884824492825692453242434362712823700166635516901136
PM101B1a314533233096356636493638404241324665423646594891506250224812450743284716497614062476344794775
PM102A5a4104494453975579597358466645687767886359678971327418779075797338907610349104711261112456594715647
PM103Dc2526526185277002722928137287742865629569313872684333515328893305733183331423279633499340703416334532352283576436133
TSP11B2318441827046159812423183936121141042377119042972617722810074911059462234803596
TSP11C13600219701771040550126701504027650906037502775488028601370177135099001305267008956    
TSP1A1a1210510941133921492217329190873323119051162911715717550175581830118607196262009118071195772051920650163311292911826
TSP1A3bvi609266887132763977749236104801252514819146371425215396146971615417204179081836218271195412392317045753012725
TSP1A3c2673864639794344897943979435094742986012583422574602862973910175937517901199
TSP1B1a6663704365607557773177098564875798858976987310364107271064210196955191729994105452979810093949210119
TSP2A5a861910382113331171512544122781395414442142541335414256149781557816358159161541019060217322199026483261581213132858
TSP3Dc2526526185277002722928137287742865629569313872684333515328893305733183331423279633499340703416334532352283576436133
BC11B110163129159387188188577501856213681148253477  22888 
BC11C72010508201930600720132043018013023014065826470661400430    
BC1A1a1111011241342352146312131531541531471541551702171491531082159182139111
BC1A2e10911711884189695922422315412841676863651666358244038
BC1A2f67118133132185157174637325262309303265311334383438534471312297360249
BC1A3c1141651984188419141884418842182031272571101461101971221271670 1601160513
BC1A4ci221236245 260338 460241214196252235233284221228261380032283
BC1A5a7888105 119943 77909662622356177644994208546140 
BC1B2c                   3562425586 17

HM (Unit = g)
199019911992199319941995199619971998199920002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022
Pb1A1c533150851822264833084398933968023987863955954351554286286326905588801155810385583194938164561136525536737     564611052242265535261903536874025904198593646308028381937910006802766921456064569899
Pb1A2a7907505735398010257163808285556256836036365539039170074306131521289885313032436531519674314016338860726332524811003183381278493757466547579786360261883593287340232798383987403554448361313595778637827406636297563452469359036050941573775849908006523136
Pb1A2b18919011725860471725245851693998266414620242747344257636470894511114083110335319269986979771882989541007285997457391542820815025186          98915683168913 889870010263751
Pb1A2f38996074788717180344111992906116374201952861522229132380718593049169591578504181382223981242483559298681629112152863903211247827144233263069398677433632764307534463623650537913902882451911947207774243534388817940300003724154
Pb1A3di(i)176188210951900104422989106675843374559752293847719036099430532627793149723623477026060118751851037102140113474152211862232421068501116999962980679266484181226152715123103 307485 1027
Pb1A3di(ii)1761882109519001044229891066758433745597522938477190360994        96229160936955490149089495549058405315931843923951181698816134  35271339745  
Pb1A3dii1541791962936591355479204856733060509132169324007517960512324020566021541027326037785528106037785537785574786112507343863708186863863704067124463065923263764778792610370477307485 1027
Pb1A4ai         5141833119342988762616340 4402583913908 5188319789663140884561093571935573715179004055254351382557285977127948826798805155529731007717826
Pb1A5a         109130082386912377281430130 14302429119907 12119611209251107796196786010007611081732841872953370786466529080646117788925434683889130100 
Cd1A1a79007710090259676069047117720497635916719605906535584447882959109048230151005823111602116441881360546187228913605191207908128870613572781339657138524514054211462998144678313881761517995159707716104101442955909974911473
Cd1A1c30465829612727618251372267422788226052486624493361537336458318916319040536094349352316385     32263529852731630151630742300523991962646173218250571817438241255261137
Cd1A2a1063639891713797810874275686812117251694266824833894684074324235024219121191234467571348691092795048566393114840964828695406025159804776218237761046111996807132809331814484362115558340087691
Cd1A3c36232617014412411093988316331757254330436443642945644364644364335031181961395517002251169130281882195525703115702467100007888
Cd1A3di(i)1361728430678087468711584305739840271367402778423554215634045501156174828597981651663626889171761732583668725778063202060914052118499574 23653 79
Cd1A3di(ii)13617284306780874687115843057398402713674027784        740212380734991146847349944927122553301849090062780  271323057  
Cd1A3dii118599740720702736092743641465452474618467138169480158201657021020290662162029066290665752896210297216297629721313957236710490368609702849823653 79
Cd1A4bi                    118184159941125468106043 287140314183290736251919244112246960442600223681
Cd1B2c                             1141800820050 550
Cd2C1339924322099304098232958156837155648161385200414168532217201259021254987436743450375485726387212341861377647230150228475211096230770191022184208215175216741164699173937218530214083221761181900132411
Cd5C1biii                38541880107198677251612915643069679677105858058785542505600454553230738 306720
Hg1A1a120037913162841372611128339111098981083203953219837879791888119064413764461244743151685717342332255569201883322379192015013187206219718802056810213001521998922238088233568621419062151933237220124975562510034209206013465861404267
Hg1A1c5712330555238551783047131442514542727042385246623845924467788276308584597968459819941005176265503415932218     6049404559738559306379680751793134644984932496157454092192107215748217015 4896320
Hg1A2a4770724436766170454865483386613633933243874216173689161710866179263718640771853791524769196390059996248541122389812829362214547321412582394784228594621182893640041461566943932455946621479031218667939326299100400591
Hg1A2b114035104084280695272836237913246715254364253346280201656986652042548705579670489985595526575795911139887754          584854188501 532700606459
Hg1A2f242220297447117260779783976927321186061449415480509255513394003108717141992147884178407176713175274129009163916196467239875202235258102277653302326235279272134283151253384233078250000227037
Hg1A3di(i)4043372525216239055205045174711171905120522110004832527022563494107021363415471131621666523279487787959550478509832414525311225831822061109414313488528044 70958 237
Hg1A3di(ii)404337252521623905520504517471117190512052211000483252        222073713922049834405322049813478136765890553272700188339  813959172  
Hg1A3dii35579822221612108201827801309221396367423755402414472844047460497106306087197648608719787197172583288631891621889278916293928727072130147111031829108549570958 237
Hg1A4ai         278461682716602152939 24827227421 1896643931133322185515970202091779619168210601402833389452293887016443335000438760
Hg1A4bi                    254915413995323098259324 912481985911940848815179862942812702775400784162
Hg1A5a         63775472497208683159 82701519965 70962702526206756688587375693449035564744682931540381584040024600307591000 
Hg2C116996201610494152048811647887841857782398069261002068842658108600612951041274936218371322518742428628193606217093031888234115075211423751055482115384895510992104210758751083705823493869683109264810704161108807909600662056
Hg5C1biii                20229120430563869244152223294403033133745263639433148683159682915963010222932211240216 1648620
HgNATIONALTOTAL10607615143275455301703449639535310013578582330102934757563177967137175671374507813323220147158631558135716282386124736945925461985883087968848428681901295515380779143830981480963919806500199053235633911857304950118964471703813215344854552687513362797
HgNTCOMPL(NECD)10607615143275455301703449639535310013578582330102934757563177967137175671374507813323220147158631558135716282386124736945925461985883087968848428681901295515380779143830981480963919806500199053235633911857304950118964472124743415344854552687513362797
HgNTCOMPLIANCE10607615143275455301703449639535310013578582330102934757563177967137175671374507813323220147158631558135716282386124736945925461985883087968848428681901295515380779143830981480963919806500199053235633911857304950118964472124743415344854552687513362797

POP (Unit = mg)
199019911992199319941995199619971998199920002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022
DIOX1A2c4723793274169310091037834626382882266908611546359411781441643104017231616146715501550893156016251150120131402
DIOX1A2f5927727827481827932640436340363130313912396275236343769452544134395322541264960605251066536704376705940688171786590161205649
DIOX1B1b11130    543051906510612072907803785778607890798074707890879080407650759079807710714080947884852088628517781411392712240
DIOXNTCOMPL(NECD)102200884619003272566523215730155679646775882712494813480013433116872513155521030516638718887760549865149023213439374540911950008134781432073148769149399741428939432247573471988214971216401
DIOXNTCOMPLIANCE102200884619003272566523215730155679646775882712494813480013433116872513155521030516638718887760549865149023213439374540911950008134781432073148769149399741428939432247573471988214971216401
HCB1A3dii949592656248734937219814811175840126560132560168160232526172960232526232526460222769683237766503807237766250376591886568139242940487760227986189222 632
HCB5C1biii                470677201001308998249667661407053808709908463807322507348106781307000506819102884222 3834000
HCBNATIONALTOTAL61696166354265676257962327705327555519067446069054150348389118161952267202901657097081824839008975932535510297961108193981307725213025748120423181286053013030720134848981367167213215459295894353037247831725803312967223332361833719853684364910548703
HCBNTCOMPL(NECD)6169616635426567625796232770532755551906744606905415034838911816195226720290165709708182483900897593253551029796110819398130772521302574812042318128605301303072013484898136716721321545929589435303724783172580331296722835123133719853684364910548703
HCBNTCOMPLIANCE6169616635426567625796232770532755551906744606905415034838911816195226720290165709708182483900897593253551029796110819398130772521302574812042318128605301303072013484898136716721321545929589435303724783172580331296722835123133719853684364910548703
PCB1A1a275435328521033058967286013424806292413999212431918672771764576275085031886462875569350980639440913944099452003447078934520001420902545123014715004475000249442835053283524020048851844950330545997357604635803275405653930743087462
PCB1A2a100289979326967130091111025117971348207655663683650688874307776526367750643846937239985520398358571123921542184298127248871030959147666939603587894570165345582720510383734871134345090557777827299877899293956303123694853132550645734581996269063291008274286
PCB1A2c391986314765273139214121308416298651956956165224083186687300718896057647572035412177380442897877539985552120521353661086870414285851343437122636812953571295357746164130104313543301098931125310816776001172818
PCB1A5a         1368580100828415453981782259 176720011082893 15220861505141132543212149131258572118618410498461181862973927650061767352828093518867539363  
PCB2K163823016519201651600164424016151101598110158607015641901495534149003314862671484600148624714951201507477152192915396881557151157764916204621644196166753916909781716077174176717670581791821181573418395571863178188771319125620001976681
PCBNATIONALTOTAL675454987043655969911923556256993976600239566050387302844522690940479259882346249545947795693745123263155885001311297934501030152388431651413043872810455965189172226964110941106668289972291594100904122946854173733646162184574833122091171111668016470589022864199390189486256677
PCBNTCOMPL(NECD)6754549870436559699119235562569939766002395660503873028445226909404792598823462495459477956937451232631558850013112979345010301523884316514130438728104559651891722269641109411066682899722915941009041229468541737336461621845748331220911711116615992915789022864199390189486256677
PCBNTCOMPLIANCE6754549870436559699119235562569939766002395660503873028445226909404792598823462495459477956937451232631558850013112979345010301523884316514130438728104559651891722269641109411066682899722915941009041229468541737336461621845748331220911711116615992915789022864199390189486256677