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

Recalculations

KCA

Inv. comparison

Time series

Trend graphs

Add Comments

---

TIME SERIES

Party: MT      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)

		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
NOx	1A3bi	1187	1283	1147	1439	1499	1567	1585	1567	1529	1502	1449	1443	1439	1428	1397	1326	1284	1249	1211	1178	1031	1060	1049	1060	1037	1048	1030	1012	983	871	602	753	734
NOx	1A3biii	684	741	775	969	1007	1067	1115	1125	1145	1151	1128	1113	1099	1150	1140	1140	1130	1115	1124	1083	1151	1291	1238	1215	1128	1125	1123	1106	1046	1010	676	801	838
NMVOC	1A3bv	623	625	527	684	754	723	703	710	702	685	624	582	498	512	444	408	416	415	376	367	297	295	292	871	264	262	252	260	147	144	202	217	222
NMVOC	1B2av	130	134	140	170	170	240	148	162	164	154	144	136	150	140	118	132	132	129	125	122	118	115	112	108	105	101	98	95	91	88	84	81	81
NMVOC	2H2	54	54	54	54	54	54	54	54	56	54	53	53	54	67	42	51	49	57	62	73	71	89	88	80	101	98	87	99	102	104	93	88	90
NMVOC	3B4gii	145	144	144	144	144	148	147	147	145	144	142	173	140	124	104	84	90	96	97	97	97	84	89	90	85	81	64	64	67	69	79	80	87
SOx	1A2gviii	31	32	41	44	46	54	51	55	52	53	50	55	55	58	60	40	40	51	51	18	35	7	24	17	23	30	25	23	28	30	34	36	38
SOx	1A3ai(i)	6	6	1	1	7	1	1	1	11	18	17	17	16	16	16	8	8	8	8	8	9	9	9	9	10	11	11	13	15	16	6	8	13
SOx	1A3dii	16	16	16	16	16	16	16	16	17	16	16	15	16	22	13	12	11	15	16	15	15	15	15	15	15	15	17	17	19	23	9	11	11
SOx	1A4ai	46	44	57	61	68	73	71	83	80	73	70	64	61	62	66	47	41	52	52	20	48	9	27	45	46	57	43	43	23	23	23	26	28
SOx	1A4cii	0	0	1	1	1	1	1	1	1	1	1	1	1	1	1	3	3	3	3	3	3	3	2	1	1	2	2	8	16	20	17	17	24
SOx	1A4ciii	2	3	3	4	4	5	6	6	6	7	8	7	9	9	11	10	3	3	3	3	6	3	10	6	6	6	6	5	12	14	4	4	4
NH3	1A3bi	1	2	15	20	21	22	28	34	40	47	49	50	51	52	53	54	56	57	58	60	59	60	57	56	55	55	55	52	52	45	32	37	38
NH3	1A5b	7	10	24	21	25	29	44	43	46	59	71	33	35	22	29	10	18	15	8	23	63	70	50	42	42	49	40	50	28	49	70	82	65
NH3	3B1b	149	156	156	152	141	131	148	148	135	143	138	121	131	124	140	144	143	147	133	115	100	102	107	106	95	104	94	94	91	92	95	95	93
NH3	3B4gii	94	93	93	93	93	95	95	95	94	93	91	112	90	80	67	54	58	62	62	63	63	54	58	58	55	52	41	41	44	44	51	52	56
CO	1A3biii	288	312	314	392	408	398	411	410	409	402	390	381	372	379	370	368	361	351	349	332	352	394	373	364	340	337	332	325	309	297	198	234	242
CO	1A4cii	44	48	54	55	57	59	65	63	62	63	64	57	56	57	57	746	734	743	741	730	738	728	719	711	711	7	711	305	344	386	293	312	389

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
PM2.5	1A3bi	64	64	66	67	66	62	58	55	54	53	44	45	43	42	39	37	34	33	31	24	16	19	17
PM2.5	1A3bii	57	56	56	56	56	53	49	48	47	46	35	24	25	27	28	29	29	32	30	26	20	18	22
PM2.5	1A3bvi	30	31	32	33	33	34	34	34	35	36	35	36	37	39	39	41	43	43	45	42	33	39	41
PM2.5	1A3bvii	10	11	11	11	12	12	12	12	12	12	12	13	14	14	14	15	15	15	16	15	12	14	15
PM2.5	1A4ai	22	12	11	11	11	2	2	3	3	3	4	3	5	5	6	8	8	7	4	4	3	3	4
PM2.5	2D3b	0	2	1	1	11	14	15	16	9	12	12	12	12	13	13	14	14	14	15	18	25	22	26
PM2.5	2G	14	14	15	16	18	8	14	20	23	26	33	19	24	35	19	19	20	19	21	23	19	19	20
PM10	1A3bi	64	64	66	67	66	62	58	55	54	53	44	45	43	42	39	37	34	33	31	24	16	19	17
PM10	1A3bii	57	56	56	56	56	53	49	48	47	46	35	24	25	27	28	29	29	32	30	26	20	18	22
PM10	1A3bvi	60	62	64	66	67	68	69	70	71	72	70	73	76	79	80	84	87	88	91	85	66	78	83
PM10	3Dc	80	84	69	76	75	71	70	73	75	75	79	79	80	79	79	78	82	82	80	82	78	79	79
TSP	1A3bi	64	64	66	67	66	62	58	55	54	53	44	45	43	42	39	37	34	33	31	24	16	19	17
TSP	1A3bii	57	56	56	56	56	53	49	48	47	46	35	24	25	27	28	29	29	32	30	26	20	18	22
TSP	1A3bvi	74	76	78	81	82	83	84	85	87	89	86	90	93	97	98	102	106	108	111	105	81	96	103
TSP	3Dc	80	84	69	76	75	71	70	73	75	75	79	79	80	79	79	78	82	82	80	82	78	79	79
BC	1A1a	20	25	24	26	26	26	26	24	23	8	10	12	13	8	13	4	3	1	0	0	1	1	1
BC	1A2gviii	3	3	4	4	4	0	0	0	0	1	0	0	1	3	3	3	3	2	2	3	4	4	4
BC	1A3bii	34	33	34	34	34	32	31	30	29	29	22	15	16	18	18	19	19	21	19	17	13	12	15
BC	1A3bvi	6	6	6	7	7	7	7	7	7	7	7	7	8	8	8	8	9	9	9	8	7	8	8
BC	1A4ai	13	6	5	5	5	1	1	1	1	1	2	1	2	3	3	4	4	4	2	2	1	1	2
BC	1A4cii	2	1	1	2	1	4	3	4	4	3	3	2	1	1	1	1	0	1	3	4	3	3	4
BC	1A5b	26	12	13	8	11	4	7	6	3	8	23	25	18	15	15	17	14	17	10	16	23	26	21
BC	2G	4	4	4	5	5	1	3	6	8	8	11	6	9	13	5	5	6	6	6	7	6	6	6

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
Pb	1A1a	116224	104303	99189	136590	115209	95759	96561	94682	96193	100245	93448	116512	114081	125456	120648	86006	87159	88596	85830	80547	79864	41615	163290	55721	73765	23615	10683	204	7	8	12	9	10
Pb	1A2gviii	6240	5986	7948	8469	9486	10175	9919	11662	11766	10689	10281	9026	8786	9108	9123	6294	6295	7895	7895	3792	6188	2188	5282	10633	12135	12110	11311	9619	9655	11418	15972	16845	18414
Pb	1A3bi	48963	53038	55017	69089	71850	74977	78092	79321	80185	81254	81145	80603	80535	81165	81766	83313	84702	86212	87851	91732	90113	179	177	180	180	189	193	187	200	182	137	161	169
Pb	1A3bvi	127621	137816	147487	187102	195481	203847	220709	232485	241091	250967	260198	267797	274254	283922	288285	292639	296312	299975	304464	310830	304144	317612	328375	341806	344105	360462	374006	378058	390846	367314	282513	337244	357767
Cd	1A1a	23240	21630	21031	28462	25285	24069	25870	25177	25525	26840	25523	31792	31202	34754	32768	28744	29276	29912	27275	25631	25057	26370	28347	23171	22773	12477	8752	2320	4	5	5	5	5
Cd	1A2gviii	95	92	121	129	144	155	151	177	177	162	156	137	133	138	139	95	95	119	119	57	93	33	79	160	183	183	171	145	146	172	241	254	278
Cd	1A3bvi	535	577	618	784	819	854	925	974	1010	1052	1091	1122	1149	1190	1208	1226	1242	1257	1276	1303	1273	1328	1374	1430	1441	1509	1567	1583	1638	1539	1185	1414	1502
Cd	2G	2003	1997	1995	2001	2021	1998	1971	1982	2034	2122	1883	1841	2037	2293	2569	672	1672	3030	3562	3975	5280	2924	4043	5823	2434	2562	2975	2839	3042	3311	2761	2731	2961
Cd	3F	30684	30008	29950	30108	30276	30326	29434	30309	30196	30082	30007	30213	31821	33608	32600	31836	31997	32095	33314	34449	35802	35134	34595	34041	34411	34798	34930	37290	36184	34749	33571	34	34
Cd	NATIONALTOTAL	57475	55157	54747	62536	59742	58569	59543	60008	60332	61481	59883	65983	67170	72797	70088	63203	64875	67054	66192	66031	68308	66452	69181	65369	62015	52376	49213	44948	41667	40472	38655	5174	5519
Cd	NTCOMPL(NECD)	57475	55157	54747	62536	59742	58569	59543	60008	60332	61481	59883	65983	67170	72797	70088	63203	64875	67054	66192	66031	68308	66452	69181	65369	62015	52376	49213	44948	41667	40472	38655	5174	5519
Cd	NTCOMPLIANCE	57475	55157	54747	62536	59742	58569	59543	60008	60332	61481	59883	65983	67170	72797	70088	63203	64875	67054	66192	66031	68308	66452	69181	65369	62015	52376	49213	44948	41667	40472	38655	5174	5519
Hg	1A3bi	493	535	556	699	728	764	804	825	841	864	884	898	915	934	945	960	972	985	998	1037	1017	1099	1102	1129	1128	1188	1209	1178	1249	1138	854	1019	1056
Hg	1A3biii	97	105	112	140	145	151	159	161	164	166	164	163	162	172	171	173	173	172	176	172	185	223	217	215	207	216	226	247	243	255	173	229	249
Hg	3F	4985	4927	4917	4924	4931	4930	4855	4917	4903	4889	4877	4888	5160	5450	5297	5170	5186	5211	5395	5580	5795	5687	5601	5512	5571	5631	5658	6034	5853	5630	5440	5	5
Hg	NATIONALTOTAL	22640	20800	18970	24048	20531	15998	15958	15250	15113	16349	17615	19791	20111	23347	20179	15273	15430	15688	15218	15030	15324	15899	16455	14695	14610	11703	10682	9428	8648	8441	8162	2835	2869
Hg	NTCOMPL(NECD)	22640	20800	18970	24048	20531	15998	15958	15250	15113	16349	17615	19791	20111	23347	20179	15273	15430	15688	15218	15030	15324	15899	16455	14695	14610	11703	10682	9428	8648	8441	8162	2835	2869
Hg	NTCOMPLIANCE	22640	20800	18970	24048	20531	15998	15958	15250	15113	16349	17615	19791	20111	23347	20179	15273	15430	15688	15218	15030	15324	15899	16455	14695	14610	11703	10682	9428	8648	8441	8162	2835	2869

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
DIOX	1A2gviii	4	3	4	5	5	6	6	6	6	6	5	5	5	5	5	3	3	4	4	2	3	1	3	5	6	6	6	5	5	6	8	9	9
DIOX	2G	34	34	34	34	35	34	34	34	35	36	32	31	35	40	45	11	29	54	64	72	94	52	73	104	41	44	52	50	53	58	49	48	53
DIOX	NATIONALTOTAL	259	243	248	295	276	244	241	253	256	258	250	253	257	274	283	240	252	285	281	1952	7966	1057	1674	1847	1675	1552	1446	1418	1349	186	174	175	181
DIOX	NTCOMPL(NECD)	259	243	248	295	276	244	241	253	256	258	250	253	257	274	283	240	252	285	281	1952	7966	1057	1674	1847	1675	1552	1446	1418	1349	186	174	175	181
DIOX	NTCOMPLIANCE	259	243	248	295	276	244	241	253	256	258	250	253	257	274	283	240	252	285	281	1952	7966	1057	1674	1847	1675	1552	1446	1418	1349	186	174	175	181
HCB	1A1a	50240	40703	34335	50240	34167	8724																2	25	34	26	9	20	2
PCB	1A1a	24745	20048	16911	24745	16828	4297																1	15	20	15	6	12	1