2022
DOI: 10.1016/j.resconrec.2022.106525
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Advancing UN Comtrade for physical trade flow analysis: Addressing the issue of missing values

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Cited by 9 publications
(2 citation statements)
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“…In our previous work, we addressed these issues, and an improved database 32 is provided. Details about our estimation methods can be found in publications 33 35 . As UN Comtrade lists 5,039 different commodity types (in 6-digit HS0 commodity code), yet only 18 material types are specified in the China EW-MFA, UN Comtrade statistics need to be aligned to the China EW-MFA framework.…”
Section: Methodsmentioning
confidence: 99%
“…In our previous work, we addressed these issues, and an improved database 32 is provided. Details about our estimation methods can be found in publications 33 35 . As UN Comtrade lists 5,039 different commodity types (in 6-digit HS0 commodity code), yet only 18 material types are specified in the China EW-MFA, UN Comtrade statistics need to be aligned to the China EW-MFA framework.…”
Section: Methodsmentioning
confidence: 99%
“…To address known data-quality issues in the database 23 , this workflow integrates an outlier analysis using clustering and statistical methods to identify erroneous trade records and a subsequent mirror analysis to reconcile asymmetric bilateral transactions, leading to 66,156 records after data treatment. Some previous studies conducted additional data treatment techniques such as extrapolating missing values by using estimated unit price 23,24 and applying weighted-average methods or statistical treatment for a mirror analysis 21,25,26 . These additional techniques are not applied in this study, because we wanted to keep as much of the raw data from the UN Comtrade database as Article https://doi.org/10.1038/s41893-023-01158-w since the 1970s due to its suspected carcinogenicity to humans 36 .…”
Section: Continuing Large-scale Global Trade Of Hazardous Chemicalsmentioning
confidence: 99%