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

TIME SERIES

Party: MC 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)

		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	2019	2020	2021	2022	2023
NOx	1A2gvii	38	38	38	38	38	38	38	38	38	37	36	35	34	33	32	30	29	27	25	23	21	19	7	7	7	17	18	14	18	14	16	14	9	7
NOx	1A3ai(ii)	3	3	3	4	4	4	4	4	4	5	5	5	5	5	4	5	6	6	5	4	4	4	5	5	5	5	4	5	5	5	3	4	4	4
NMVOC	1A3di(i)	31	40	43	38	37	34	25	54	31	39	54	62	54	55	53	50	50	51	52	55	56	55	62	58	53	59	58	60	57	57	47	49	50	57
NMVOC	1A3dii	11	14	15	14	13	12	9	19	11	13	19	21	18	18	17	16	16	16	15	16	15	15	17	15	14	15	15	17	16	16	13	14	14	16
NMVOC	2D3d	13	13	13	14	17	17	20	18	17	17	17	19	19	23	22	68	27	24	24	23	21	33	27	28	26	25	24	13	10	8	7	19	16	24
SOx	1A1a	26	21	23	26	27	27	30	31	30	30	31	32	29	24	22	22	4	4	4	4	3	4	5	5	5	8	3	5	3	1	1	3	2	1
SOx	1A2gvii	5	5	5	5	4	3	3	3	3	3	3	3	3	3	3	3	3	3	2	2	2	1	0	0	0	0	0	0	0	0	0	0	0	0
SOx	1A3ai(i)	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
SOx	1A3ai(ii)	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
SOx	1A3bi	19	22	26	24	24	20	18	14	13	9	3	3	3	3	3	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
SOx	1A3bii	5	6	7	6	6	5	4	2	2	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
SOx	1A3biii	11	12	13	12	11	7	6	2	2	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
SOx	1A3di(i)	7	10	9	7	7	5	4	2	2	2	2	3	3	3	3	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
SOx	1A4ai	8	7	6	6	6	4	4	4	4	4	4	3	4	4	4	4	3	3	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0
SOx	1A4bi	55	47	45	46	40	27	29	27	28	27	25	23	26	28	25	25	23	18	9	9	10	8	8	7	5	5	5	4	4	3	2	2	1	0
SOx	5C1bv		0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
NH3	1A3bi	0	0	0	1	2	3	4	4	5	6	6	6	6	5	4	4	4	3	3	2	2	2	2	2	1	1	1	1	1	1	1	1	1	1
NH3	NATIONALTOTAL	1	1	1	2	3	4	5	5	6	7	7	7	7	6	5	5	4	4	4	3	2	2	2	2	2	2	2	2	2	2	1	1	1	1
NH3	NTCOMPL(NECD)	1	1	1	2	3	4	5	5	6	7	7	7	7	6	5	5	4	4	4	3	2	2	2	2	2	2	2	2	2	2	1	1	1	1
NH3	NTCOMPLIANCE	1	1	1	2	3	4	5	5	6	7	7	7	7	6	5	5	4	4	4	3	2	2	2	2	2	2	2	2	2	2	1	1	1	1
CO	1A1a	5	6	6	7	7	7	8	9	8	8	9	9	8	7	6	6	5	7	6	6	5	6	6	4	6	6	7	9	5	4	2	4	4	9
CO	1A2gvii	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	5	5	7	17	22	19	27	24	29	31	21	19
CO	1A3di(i)	96	122	134	118	114	105	76	167	97	118	166	189	164	166	160	151	150	153	154	161	163	161	182	170	158	175	174	183	174	174	143	149	155	176
CO	1A3dii	35	44	49	43	41	38	27	61	34	42	59	66	58	58	54	51	50	49	47	48	47	47	52	47	44	47	48	52	50	50	41	42	44	50
CO	NATIONALTOTAL	1838	2044	2275	2070	1967	1779	1630	1540	1327	1280	1131	1084	988	913	843	793	721	672	589	490	391	407	403	374	349	333	345	337	322	301	253	257	249	256
CO	NTCOMPL(NECD)	1838	2044	2275	2070	1967	1779	1630	1540	1327	1280	1131	1084	988	913	843	793	721	672	589	490	391	407	403	374	349	333	345	337	322	301	253	257	249	256
CO	NTCOMPLIANCE	1838	2044	2275	2070	1967	1779	1630	1540	1327	1280	1131	1084	988	913	843	793	721	672	589	490	391	407	403	374	349	333	345	337	322	301	253	257	249	256

PM (Unit = Mg)

		2000	2001	2002	2003	2004	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
PM2.5	1A1a	1	1	1	1	1	1	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	1	0
PM2.5	1A2gvii	4	4	4	3	3	3	3	3	2	2	2	2	1	0	1	1	1	1	1	1	1	1	0	0
PM2.5	1A3bi	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0
PM2.5	1A3bii	2	2	2	2	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0
PM2.5	1A3biii	2	3	2	3	2	2	2	2	2	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0
PM2.5	1A3biv	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
PM2.5	1A3bvi	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1
PM2.5	1A3dii	1	1	1	1	1	1	1	1	1	1	2	1	2	2	1	2	1	1	1	1	1	1	1	1
PM2.5	2A5b	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	1	1	0	0	1	1	1	1	1
PM2.5	2G	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0
PM10	1A1a	1	1	1	1	1	1	0	0	0	0	0	0	0	0	1	1	1	1	0	0	0	0	1	0
PM10	1A2gvii	4	4	4	4	3	3	3	3	2	2	2	2	1	1	1	1	1	1	1	1	1	1	0	0
PM10	1A3bi	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0
PM10	1A3bii	2	2	2	2	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0
PM10	1A3biii	2	3	2	3	2	2	2	2	2	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0
PM10	1A3biv	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
PM10	1A3bvii	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1
PM10	1A3dii	1	1	1	1	1	1	1	1	1	1	2	1	2	2	1	2	1	1	1	1	1	1	1	1
PM10	2D3b	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0
PM10	2G	2	2	2	2	2	1	2	2	2	1	2	2	2	2	2	2	1	1	1	1	0	0	1	0
PM10	NATIONALTOTAL	27	27	25	25	24	24	24	24	21	21	18	18	17	15	15	23	19	12	13	16	14	14	16	12
PM10	NTCOMPL(NECD)	27	27	25	25	24	24	24	24	21	21	18	18	17	15	15	23	19	12	13	16	14	14	16	12
PM10	NTCOMPLIANCE	27	27	25	25	24	24	24	24	21	21	18	18	17	15	15	23	19	12	13	16	14	14	16	12
TSP	1A1a	1	1	1	1	1	1	0	0	0	0	0	0	1	0	1	1	1	1	0	0	0	0	1	0
TSP	1A2gvii	4	4	4	4	4	3	3	3	3	2	2	2	1	1	1	1	1	1	1	1	1	1	0	0
TSP	1A3bi	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0
TSP	1A3bii	2	2	2	2	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0
TSP	1A3biii	2	3	2	3	2	2	2	2	2	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0
TSP	1A3bvi	1	2	2	2	2	2	2	2	2	2	2	2	2	2	2	2	2	2	2	1	1	1	1	1
TSP	1A3dii	1	1	1	1	1	1	1	1	1	1	2	1	2	2	1	2	1	1	1	1	1	1	1	1
TSP	2G	2	2	2	2	2	1	2	2	2	2	2	2	2	2	2	2	1	1	1	1	0	0	1	0
BC	1A2gvii	2	2	2	2	2	2	2	2	2	2	2	1	0	0	0	1	1	0	0	0	0	0	0	0
BC	1A3ai(ii)	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
BC	1A3bi	1	1	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0
BC	1A3bii	1	1	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0
BC	1A3biii	1	2	1	2	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0
BC	1A3biv	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
BC	1A3di(i)	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0	0	0	0	0	0	0
BC	NATIONALTOTAL	6	7	6	6	6	6	5	5	5	4	4	4	3	3	2	2	2	1	1	1	1	1	1	1
BC	NTCOMPL(NECD)	6	7	6	6	6	6	5	5	5	4	4	4	3	3	2	2	2	1	1	1	1	1	1	1
BC	NTCOMPLIANCE	6	7	6	6	6	6	5	5	5	4	4	4	3	3	2	2	2	1	1	1	1	1	1	1

HM (Unit = g)

		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	2019	2020	2021	2022	2023
Pb	1A3ai(i)		237	510	510	544	271	374	566	394	528	360	476	383	748	138	77	23	126	253	440	533	545	624	550	323	212	218	192	121	151	138	153	72	67
Pb	1A3aii(i)		893	1916	1916	2044	1021	1404	1913	644	1693	854	708	818	1684	1510	1101	722	623	649	547	694	945	910	821	712	472	451	316	317	399	71	198	392	345
Pb	1A3bi	1296320	1022505	809891	637719	457934	333830	243621	171052	116530	79648	83831	24965	17086	7544	10	9	9	9	8	7	5	5	6	6	5	5	5	5	5	5	4	4	4	4
Pb	1A3bii	104530	78625	56157	45186	33822	25394	18173	12811	9152	6518	7125	2169	1516	707	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
Pb	1A3biv	64748	54133	43968	40793	35230	30859	27786	24785	22330	20513	28971	11535	10309	5972	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1
Pb	2G	7405	7406	7406	7405	7405	7405	7405	7561	7562	7562	7562	7170	7797	7796	7874	3170	7560	9755	10226	7168	7905	8266	8485	8422	8156	8344	2809	7309	7513	7277	1413	519	2965	1992
Pb	NATIONALTOTAL	1489707	1178282	932412	745225	547981	409000	308863	229032	166208	125730	138396	56200	46422	32323	16901	11700	13981	16861	17634	14561	14895	16293	16924	16065	15657	14509	11039	14178	12554	11788	5106	4880	7259	6259
Pb	NTCOMPL(NECD)	1489707	1178282	932412	745225	547981	409000	308863	229032	166208	125730	138396	56200	46422	32323	16901	11700	13981	16861	17634	14561	14895	16293	16924	16065	15657	14509	11039	14178	12554	11788	5106	4880	7259	6259
Pb	NTCOMPLIANCE	1489707	1178282	932412	745225	547981	409000	308863	229032	166208	125730	138396	56200	46422	32323	16901	11700	13981	16861	17634	14561	14895	16293	16924	16065	15657	14509	11039	14178	12554	11788	5106	4880	7259	6259
Cd	1A1a	269	273	299	332	357	355	381	424	401	404	416	438	393	332	300	297	150	204	195	187	171	201	199	167	178	190	193	316	144	15	21	223	51	47
Cd	NATIONALTOTAL	371	387	426	453	481	479	507	546	523	529	538	560	517	455	421	406	269	328	321	301	273	310	318	286	289	297	287	415	242	108	88	288	122	118
Cd	NTCOMPL(NECD)	371	387	426	453	481	479	507	546	523	529	538	560	517	455	421	406	269	328	321	301	273	310	318	286	289	297	287	415	242	108	88	288	122	118
Cd	NTCOMPLIANCE	371	387	426	453	481	479	507	546	523	529	538	560	517	455	421	406	269	328	321	301	273	310	318	286	289	297	287	415	242	108	88	288	122	118

POP (Unit = mg)

		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	2019	2020	2021	2022	2023
DIOX	1A2gvii	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
DIOX	NATIONALTOTAL	8	8	9	9	9	9	10	10	10	10	10	10	10	9	9	9	8	8	8	8	7	7	7	5	5	10	4	5	3	10	9	11	13	17
DIOX	NTCOMPL(NECD)	8	8	9	9	9	9	10	10	10	10	10	10	10	9	9	9	8	8	8	8	7	7	7	5	5	10	4	5	3	10	9	11	13	17
DIOX	NTCOMPLIANCE	8	8	9	9	9	9	10	10	10	10	10	10	10	9	9	9	8	8	8	8	7	7	7	5	5	10	4	5	3	10	9	11	13	17