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

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TIME SERIES

Party: CY      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
NOx1A1a321333323833413143193931417744174821509053545314553459486196655667626984518854655915970510956632569664860405636553628276129252936279528893651
NOx1A3ai(i)310314318321325329333337341344348352356360364374371379392382381371358341347350406469486474154265362454436
NOx1A3ai(ii)               33633398342535923441337133623244315632033088366842284270412912952092293736554363
NOx1A3di(i)42644199442538474907541969297550730411648147221467710727946038282287221957203851896716557142591533514994183561787218990228871986321147216442130018492208811822318223
NMVOC1A3bii(fu)8248458758438548508047897887767337346606586003653474360326292289244205175162163175167174139138160147127144
NMVOC1A3biii484454579571575591570571544523514470422406378352313236220200193175154134134110120109901187873725677
NMVOC1A3biii(fu)4844545795715755915705715445235144704224063783729313236220200193175154134134110120109901187873726677
NMVOC1A3biv18461821181817341803177517151621150113971282124810791096994937756971927849790726704623595582509494475435341361356425420
NMVOC1A3biv(fu)1846182118181734180317751715162115011397128212481079109699449756971927849790726704623595582509494475435341361356576420
NMVOC1A3di(i)184178188160199221288313312491616613442396171937943876805697596635628768745779927820877902892808917755755
NMVOC2D3a5615765926056176276376456536606676746826917007117247427627838038248251195119612629539261009103719261481892925937
NMVOC2D3i89919496989910110210310510610710811011111311511812112412713113133158239219312197258308111136138
NMVOCNATIONALTOTAL159731564715725156671611015679155071557215064148691447114230146841533815377150201415514752138761305813174105071019810788107241097987149754972595611036410242925695139645
NMVOCNTCOMPLIANCE159731564715725156671611015679155071557215064148691447114230146841533815377150201415514752138761305813174105071019810788107241097987149754972595611036410242925695139645
SOx1A2f483455493538563539581559529531547535553544588576600591143211669697667057358668388829379499399831015970966879
SOx1A3bii240123623032318733093716349136354041418136554008366535111285212019183433222333223223
SOx1A3bii(fu)24012362303231873309371634913635404141813655400836653511128536532019183433222333223223
SOx1A3biii15471448177117821775191818922007199520332019205518841854681111013122222222222221112
SOx1A3biii(fu)1547144817711782177519181892200719952033201920551884185468137291013122222222222221112
NH31A3bii(fu)22222333444544436534666655444556556667
NH31A3biii(fu)11111112222222237292222333222222221123
NH33Da18848341065934953846898687717728514506539479535486658508473455284375386450639549620562626622686604337422422
NH33Da3255257249244243248261299309322349401421375362326338347319308337338321289286276288302293299307314309300314
CO1A2f18931785193021102205211222722187207320802144209921712141231422702361232826632234191116211475211627002440246225753353309337273845357336633292
CO1A3ai(ii)               595581508538488535661631595592479553602646609209415563647968
CO1A3biii(fu)105298712341231122912871253127612311209124711791083108810573729943932909899921888792665629584627614516758475413407392578
CO1A3biv455444494388413842644182402338173557334930733059286229132654246620822237207218691747158215361375132412881143110210629767838438301361987
CO1A3biv(fu)4554444943884138426441824023381735573349307330592862291326544920822237207218691747158215361375132412881143110210629767838438301361987
CO1A3di(i)429414437370459511666725725114014281421102191840021612190203418651611137814651451177417191792212418862014207420551878213617391739

PM (Unit = Mg)
2000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024
PM2.51A3ai(ii)     118114698355655651464542485456522214455259
PM2.51A3bii(fu)4674944424424283653357279268249247215179150139143150146153121126150135110136
PM2.51A3biii219206188184176167153142136129129120106898779858267976154535266
PM2.51A3biii(fu)2192061881841763729153142136129129120106898779858267976154535266
PM2.51A3di(i)94996271360620315401330121811671034923995930114411191225145711931230124712391046119511181118
PM2.52A118117618117819118619519219316013213117263330303129273030303226
PM2.52D3b197128105674000000110000000000000
PM2.52G291918562918051535157614854411831293233332627262432
PM101A3bi(fu)184172181199218150225223240245250248235221218230240253261251237258259283243
PM101A3bii(fu)5205504964964823653406329319299298264222187174180190187197157164195177150185
PM101A3biii219206188184176167153142136129129120106898779858267976154535266
PM101A3biii(fu)2492352152132053729181177172165166156138114110103111110901298372717292
PM101A3di(i)1060107479767722817201487136213041155103111111039127812501369162713331375139413861170133612491249
PM102A152651452851855654356855856246638438229445651515349465151505445
PM102D3b84655145028517111112222100011100000
PM102D3c8469757185686157549112211993492320202633262424300
TSP1A3bi(fu)226215227250275150290295319327334333317298295310325342352340320348349381332
TSP1A3bii(fu)5676005435455303653449373365344343308260220205213225223237189199236214185228
TSP1A3biii(fu)2802652442432353729210213209202204193170141134129139138113163105918991119
TSP1A3di(i)1060107479767722817201487136213041155103111111039127812501369162713331375139413861170133612491249
TSP2D3b36642386195112367426555811108422223222000
TSP2D3c4513673993794523613273032874876516354962621211051091361791381261271411
TSP3B4gi104114114114154123121110116115105113123122113105109107108117114122104110109
BC1A2gvii2118172134222239322722211010164534445666
BC1A2gviii14141314121417191110111210111011111211121312111011
BC1A3bi(fu)4446505453534244434341373333373640423837424249633
BC1A3bii(fu)27024524624022736531671601481461251038679818481836567807157268
BC1A3biii104988988858174696662625851434137403832462825242329
BC1A3biii(fu)988988858137296966626258514341374038324628252423029
BC1A3biv(fu)44433493333322222222111202
BC1A3di(i)1391401049034222203188177156136147141173170183220187197201198167189172172

HM (Unit = g)
19901991199219931994199519961997199819992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024
Pb1A2f12358511644312666213809514471813872314964114393313632513641014086713756714146813902614955614605415280815025616087413524311478210246919297281373604232479327213420776629685949057496599843908519681885
Pb1A3bi(fu)20910286219218192196805721457519227970872275742822374028218784432078113620042843181706541755492416096560142705285501263504536390600531654901681648701724706423677753641927636310660831700349733732752534734336686671744309746821801171733178
Pb1A3bii(fu)282912729229682829962260964326050652547353238032722109901995421182116815516841438573119543010278425383543652845310819316238325744320425326850314431271578234493222703236882251433258736282598231758245497290268268711252660312278
Pb1A3biii(fu)107088999801292371259951308241356901345761457041471911509371658011632731559541623191642363729040156778196294200060200813206632200801177331142717129642136962147128153184123714172951120145101819100673107040144091
Pb1A3biv(fu)1200871117271311361631054735107452910288019484918687867680946974605921375605624847474204211394834853497181163812249121301172611354113751033810270994498059883956791507864828686901548312742
Pb1A3bvi5458505460456221546286896586036999887330707713218158688414048636058934178878599406439928531011839101297711239141192126121417512460751232168113724010287429982111043888110795511547671167652114743810595141143972112418511756091201527
Pb1A3bvi(fu)545850546045622154628689658603699988733070771321815868841404863605893417887859940643992853 101297711239141192126121417512460751232168113724010287429982111043888110795511547671167652114743810595141143972112418511756091201527
Pb1A3di(i)92409079956983001055911669149491628915889254193223932208231892051983704920947979442794095635540308763272731826389803779639833469084079243087442464401140023457963793237932
PbNATIONALTOTAL8509338487169562819842071026972105164511006951141188119293612291361255253127737012805221317756136608513875281380302149619615820571550372150181415147761361746116160911430061186917125897113059861368694132974312580031339576131208913611701388008
PbNTCOMPL(NECD)8509338487169562819842071026972105164511006951141188119293612291361255253127737012805221317756136608513875281380302149619615820571550372150181415147761361746116160911430061186917125897113059861368694132974312580031339576131208913611701388008
PbNTCOMPLIANCE8509338487169562819842071026972105164511006951141188119293612291361255253127737012805221317756136608513875281380302149619615820571550372150181415147761361746116160911430061186917125897113059861368694132974312580031339576131208913611701388008
Cd1A3bi(fu)23832480244624532634265831923342343335303673377739874414494555614622867797065729673477087672366987005743078158046787374138045809187327805
Cd1A3bii(fu)18241804225423462430272325802682297630873033321830593112311036528452809284529202869293128092431210420042136226823332547209122152622243022902832
Cd1A3biii(fu)903848106110621080115411341220123712801372134913001340135537290401310161716501641168216231449119710771117121212631074139510269309309631322
Cd1A3biv(fu)99498198293797896393090687486384387280687284848534781988990940869810779682651641567560526490378397401719563
Cd1A3di(i)920920970860112012301550169016102620336033702430212081051704860445841593624319533783229396038424092478940814262436543593943454138273827
Cd2G53715371584016161616472350145596569679731497946154320311346294034252226272555284130342475269321118411563146416351444149612681361127811911417
Hg1A2f6300759393643537025473426704387584872929690606922671384697457189470824764467477178092768907800164151529985204910261144041833316560167761766017401166921864818735185561959116822
Hg1A3bii(fu)7757709429731006111210501084118512191187125311851203119236528451068103310359961007933801689647677714720775633661778721669814
Hg1A3biii(fu)4103844694724705085015325295395995905615845883729040555666676673692672597496449467501523446687452382379396537
Hg1A3biv(fu)6967666365636159575654565661604853458697373716970646462646260575054569981
Hg1A3di(i)14001320139011401360153020502230231035404360431030902840135065106980653859205086425545404613563154505594669261136625684767486210700555705570

POP (Unit = mg)
19901991199219931994199519961997199819992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024
DIOX1A3bii(fu)8888824324367819399100103105365310011812111811710183706466666563505455504851
DIOX1A3biii(fu)252330293031313334343838363738372936444342434035272425272820302020191719
DIOX1A3biv(fu)444343333333444494443333222222211111
DIOX1A3di(i)1920211925273437345774745446161141039489777073698482881038588909081948181
HCB1A2f574454115897642567436461697667116357635565676412658664646942677470936970874176746922477243856525838675477582789815631140081825619337170391730516397
HCB1A2gviii               1282844293 106      2838261514162424
HCB1A3bii(fu)888882432436781939910010310536528451001181211181171018370646666656350545550483
HCB1A3biii(fu)4455678111316202122242637290402840413939363124222325251828191918160
HCB1A3biv(fu)444343333333444485344443333222222211110
HCB1A3di(i)668066406999616079598759110991209911620187992401924058173391519959403685935079322432999626099228952422923292285542770029396344752958331018317933170928737330182766327663
PCB1A2f2572324231264102877430196289343123930053284682845929411287152949328948310873033531766312143146126056215112136819637292203755333799339543536832924309623451034148338473619030121
PCB1A2gviii               15343408515341 1278      341458308182168189289289
PCB1A3bii(fu)888881112141820222323242436528452224252424201714131313131310111110103
PCB1A3biii(fu)44555556667777737290407998876555554644430
PCB1A3biv(fu)444343333332332485342211111111111100000
PCB1A3di(i)20291212782245621050289543134837997414933723863303834068443061100515261641513079311232510135496799852307796281935749139221189657980761129809121592302937319473384396989858756087560
PCBNATIONALTOTAL3445833208356503822039829387434120640162387063882239854392744017131677313063309136469377373394126913246612486923218369414729141647416194446943106433114431942189515054995137942
PCBNTCOMPL(NECD)3445833208356503822039829387434120640162387063882239854392744017131677313063309136469377373394126913246612486923218369414729141647416194446943106433114431942189515054995137942
PCBNTCOMPLIANCE3445833208356503822039829387434120640162387063882239854392744017131677313063309136469377373394126913246612486923218369414729141647416194446943106433114431942189515054995137942