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TIME SERIES

Party: PL      Submission year: 2013

The aim of this test is to identify instances of dips, jumps, and sudden trends in time series data reported by countries. Only data in NFR02 and NFR09 reporting format were analyzed and data for which at least three years were reported. We converted all years where only NFR02 sectors are available to NFR09 and show only the converted sectors 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) was greater than 2 standard deviations from the mean of all residuals within 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. larger 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 – 2011
HMs and POPs: 1990 - 2011
PMs: 2000 - 2011

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)
1990199119921993199419951996199719981999200020012002200320042005200620072008200920102011
NOx1A2fi          508024610144767481394496844513447554405635597215013636638649
NMVOC3D2          459054589145862458294580945788457514573945763458014584046201

HM (Unit = g)
1990199119921993199419951996199719981999200020012002200320042005200620072008200920102011
Cd1A4ai          9048768137421345716134303813426241418250162388614088481580589172199219926261691800
Hg1A2b          147736314163951319126127872212764821154131114049513089231341016116600111047441175792
Hg1A2fi          15442091393967134825914333671324637108121710598669941177703207188009906131106931
Hg1A4bi          74425982553177040774156078717289755310331619476941021642102969512419481024024

POP (Unit = mg)
1990199119921993199419951996199719981999200020012002200320042005200620072008200920102011
DIOX6Cb          309312980331084311781829737245198611570716173127541217812320
DIOX6D          576465501754692565675212451358502994821947497462234442543404